prendere classe più popolosa di rcv1, togliere negativi fino a raggiungere 50/50; poi fare subsampling con 9 training prvalences (da 0.1-0.9 a 0.9-0.1)
per model selection testare il parametro c del classificatore, si esplora in np.logscale(-3,3, 7) oppure np.logscale(-4, 4, 9), parametro class_weight si esplora in None oppure "balanced"; va usato qp.model_selection.GridSearchQ in funzione di mae come errore, UPP come protocollo
plot collettivo, con sulla x lo shift e prenda in considerazione tutti i training set, facendo la media sui 9 casi (ogni line è un metodo), risultati non ottimizzati e ottimizzati
-
-
-
salvare il best score ottenuto da ogni applicazione di GridSearchQ
-
-
nel caso di bin fare media dei due best score
-
-
-
-
import baselines
-
-
-
importare mandoline
-
-
mandoline può essere importato, ma richiedere uno slicing delle features a priori che devere essere realizzato ad hoc
-
-
-
-
sistemare vecchie iw baselines
-
-
non possono essere fixate perché dipendono da numpy
-
-
-
-
plot avg con train prevalence sull'asse x e media su test prevalecne
-
-
-
realizzare grid search per task specifico partendo da GridSearchQ
-
-
-
provare PACC come quantificatore
-
-
-
aggiungere etichette in shift plot
-
-
-
sistemare exact_train quapy
-
-
-
testare anche su imbd
-
-
-
rivedere nuove baselines
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/TODO.md b/TODO.md
deleted file mode 100644
index a0a8cd9..0000000
--- a/TODO.md
+++ /dev/null
@@ -1,67 +0,0 @@
-- [x] aggiungere media tabelle
-- [x] plot; 3 tipi (appunti + email + garg)
-- [x] sistemare kfcv baseline
-- [x] aggiungere metodo con CC oltre SLD
-- [x] prendere classe più popolosa di rcv1, togliere negativi fino a raggiungere 50/50; poi fare subsampling con 9 training prvalences (da 0.1-0.9 a 0.9-0.1)
-- [x] variare parametro recalibration in SLD
-
-
-- [x] fix grafico diagonal
- - seaborn example gallery
-- [x] varianti recalib: bcts, SLD (provare exact_train_prev=False)
-- [x] vedere cosa usa garg di validation size
-- [x] per model selection testare il parametro c del classificatore, si esplora in np.logscale(-3,3, 7) oppure np.logscale(-4, 4, 9), parametro class_weight si esplora in None oppure "balanced"; va usato qp.model_selection.GridSearchQ in funzione di mae come errore, UPP come protocollo
- - qp.train_test_split per avere v_train e v_val
- - GridSearchQ(
- model: BaseQuantifier,
- param_grid: {
- 'classifier__C': np.logspace(-3,3,7),
- 'classifier__class_weight': [None, 'balanced'],
- 'recalib': [None, 'bcts']
- },
- protocol: UPP(V_val, repeats=1000),
- error = qp.error.mae,
- refit=True,
- timeout=-1,
- n_jobs=-2,
- verbose=True).fit(V_tr)
-- [x] plot collettivo, con sulla x lo shift e prenda in considerazione tutti i training set, facendo la media sui 9 casi (ogni line è un metodo), risultati non ottimizzati e ottimizzati
-- [x] salvare il best score ottenuto da ogni applicazione di GridSearchQ
- - nel caso di bin fare media dei due best score
-- [x] import baselines
-
-- [ ] importare mandoline
- - mandoline può essere importato, ma richiedere uno slicing delle features a priori che devere essere realizzato ad hoc
-- [ ] sistemare vecchie iw baselines
- - non possono essere fixate perché dipendono da numpy
-- [x] plot avg con train prevalence sull'asse x e media su test prevalecne
-- [x] realizzare grid search per task specifico partendo da GridSearchQ
-- [x] provare PACC come quantificatore
-- [x] aggiungere etichette in shift plot
-- [x] sistemare exact_train quapy
-- [x] testare anche su imbd
-
-- [x] aggiungere esecuzione remota via ssh
-- [x] testare confidence con sia max_conf che exntropy
-- [x] implementare mul3
-- [ ] rivedere nuove baselines
-- [ ] importare nuovi dataset
-
-- [ ] testare kernel density estimation (alternativa sld)
-- [ ] significatività statistica (lunedì ore 10.00)
-- [ ] usare un metodo diverso di classificazione sia di partenza che dentro quantificatore per cifar10
-- [ ] valutare altre possibili esplorazioni del caso binario
-
-multiclass:
-- [x] aggiungere classe per gestire risultato estimator (ExtendedPrev)
-- [x] sistemare return in MCAE e BQAE estimate
-- [x] modificare acc e f1 in error.py
-- [x] modificare report.py in modo che l'index del dataframe sia una tupla di prevalence
-- [x] modificare plot per adattarsi a modifiche report
-- [x] aggiungere supporto a multiclass in dataset.py
-- [x] aggiungere group_false in ExtensionPolicy
-- [ ] modificare BQAE in modo che i quantifier si adattino alla casistica(binary/multi in base a group_false)
-
-fix:
-- [x] make quantifiers predict 0 prevalence for classes for which we have 0 samples
-s
\ No newline at end of file
diff --git a/baselines/atc.py b/baselines/atc.py
deleted file mode 100644
index 689f8f4..0000000
--- a/baselines/atc.py
+++ /dev/null
@@ -1,44 +0,0 @@
-import numpy as np
-from sklearn.metrics import f1_score
-
-
-def get_entropy(probs):
- return np.sum(np.multiply(probs, np.log(probs + 1e-20)), axis=1)
-
-
-def get_max_conf(probs):
- return np.max(probs, axis=-1)
-
-
-def find_ATC_threshold(scores, labels):
- sorted_idx = np.argsort(scores)
-
- sorted_scores = scores[sorted_idx]
- sorted_labels = labels[sorted_idx]
-
- fp = np.sum(labels == 0)
- fn = 0.0
-
- min_fp_fn = np.abs(fp - fn)
- thres = 0.0
- for i in range(len(labels)):
- if sorted_labels[i] == 0:
- fp -= 1
- else:
- fn += 1
-
- if np.abs(fp - fn) < min_fp_fn:
- min_fp_fn = np.abs(fp - fn)
- thres = sorted_scores[i]
-
- return min_fp_fn, thres
-
-
-def get_ATC_acc(thres, scores):
- return np.mean(scores >= thres)
-
-
-def get_ATC_f1(thres, scores, probs, average="binary"):
- preds = np.argmax(probs, axis=-1)
- estim_y = np.abs(1 - (scores >= thres) ^ preds)
- return f1_score(estim_y, preds, average=average)
diff --git a/baselines/densratio/RuLSIF.py b/baselines/densratio/RuLSIF.py
deleted file mode 100644
index 8ad6c2b..0000000
--- a/baselines/densratio/RuLSIF.py
+++ /dev/null
@@ -1,277 +0,0 @@
-"""
-Relative Unconstrained Least-Squares Fitting (RuLSIF): A Python Implementation
-References:
- 'Change-point detection in time-series data by relative density-ratio estimation'
- Song Liu, Makoto Yamada, Nigel Collier and Masashi Sugiyama,
- Neural Networks 43 (2013) 72-83.
-
- 'A Least-squares Approach to Direct Importance Estimation'
- Takafumi Kanamori, Shohei Hido, and Masashi Sugiyama,
- Journal of Machine Learning Research 10 (2009) 1391-1445.
-"""
-
-from warnings import warn
-
-from numpy import (
- array,
- asarray,
- asmatrix,
- diag,
- diagflat,
- empty,
- exp,
- inf,
- log,
- matrix,
- multiply,
- ones,
- power,
- sum,
-)
-from numpy.linalg import solve
-from numpy.random import randint
-
-from .density_ratio import DensityRatio, KernelInfo
-from .helpers import guvectorize_compute, np_float, to_ndarray
-
-
-def RuLSIF(x, y, alpha, sigma_range, lambda_range, kernel_num=100, verbose=True):
- """
- Estimation of the alpha-Relative Density Ratio p(x)/p_alpha(x) by RuLSIF
- (Relative Unconstrained Least-Square Importance Fitting)
-
- p_alpha(x) = alpha * p(x) + (1 - alpha) * q(x)
-
- Arguments:
- x (numpy.matrix): Sample from p(x).
- y (numpy.matrix): Sample from q(x).
- alpha (float): Mixture parameter.
- sigma_range (list): Search range of Gaussian kernel bandwidth.
- lambda_range (list): Search range of regularization parameter.
- kernel_num (int): Number of kernels. (Default 100)
- verbose (bool): Indicator to print messages (Default True)
-
- Returns:
- densratio.DensityRatio object which has `compute_density_ratio()`.
- """
-
- # Number of samples.
- nx = x.shape[0]
- ny = y.shape[0]
-
- # Number of kernel functions.
- kernel_num = min(kernel_num, nx)
-
- # Randomly take a subset of x, to identify centers for the kernels.
- centers = x[randint(nx, size=kernel_num)]
-
- if verbose:
- print("RuLSIF starting...")
-
- if len(sigma_range) == 1 and len(lambda_range) == 1:
- sigma = sigma_range[0]
- lambda_ = lambda_range[0]
- else:
- if verbose:
- print("Searching for the optimal sigma and lambda...")
-
- # Grid-search cross-validation for optimal kernel and regularization parameters.
- opt_params = search_sigma_and_lambda(
- x, y, alpha, centers, sigma_range, lambda_range, verbose
- )
- sigma = opt_params["sigma"]
- lambda_ = opt_params["lambda"]
-
- if verbose:
- print(
- "Found optimal sigma = {:.3f}, lambda = {:.3f}.".format(sigma, lambda_)
- )
-
- if verbose:
- print("Optimizing theta...")
-
- phi_x = compute_kernel_Gaussian(x, centers, sigma)
- phi_y = compute_kernel_Gaussian(y, centers, sigma)
- H = alpha * (phi_x.T.dot(phi_x) / nx) + (1 - alpha) * (phi_y.T.dot(phi_y) / ny)
- h = phi_x.mean(axis=0).T
- theta = asarray(solve(H + diag(array(lambda_).repeat(kernel_num)), h)).ravel()
-
- # No negative coefficients.
- theta[theta < 0] = 0
-
- # Compute the alpha-relative density ratio, at the given coordinates.
- def alpha_density_ratio(coordinates):
- # Evaluate the kernel at these coordinates, and take the dot-product with the weights.
- coordinates = to_ndarray(coordinates)
- phi_x = compute_kernel_Gaussian(coordinates, centers, sigma)
- alpha_density_ratio = phi_x @ theta
-
- return alpha_density_ratio
-
- # Compute the approximate alpha-relative PE-divergence, given samples x and y from the respective distributions.
- def alpha_PE_divergence(x, y):
- # This is Y, in Reference 1.
- x = to_ndarray(x)
-
- # Obtain alpha-relative density ratio at these points.
- g_x = alpha_density_ratio(x)
-
- # This is Y', in Reference 1.
- y = to_ndarray(y)
-
- # Obtain alpha-relative density ratio at these points.
- g_y = alpha_density_ratio(y)
-
- # Compute the alpha-relative PE-divergence as given in Reference 1.
- n = x.shape[0]
- divergence = (
- -alpha * (g_x @ g_x) / 2 - (1 - alpha) * (g_y @ g_y) / 2 + g_x.sum(axis=0)
- ) / n - 1.0 / 2
- return divergence
-
- # Compute the approximate alpha-relative KL-divergence, given samples x and y from the respective distributions.
- def alpha_KL_divergence(x, y):
- # This is Y, in Reference 1.
- x = to_ndarray(x)
-
- # Obtain alpha-relative density ratio at these points.
- g_x = alpha_density_ratio(x)
-
- # Compute the alpha-relative KL-divergence.
- n = x.shape[0]
- divergence = log(g_x).sum(axis=0) / n
- return divergence
-
- alpha_PE = alpha_PE_divergence(x, y)
- alpha_KL = alpha_KL_divergence(x, y)
-
- if verbose:
- print("Approximate alpha-relative PE-divergence = {:03.2f}".format(alpha_PE))
- print("Approximate alpha-relative KL-divergence = {:03.2f}".format(alpha_KL))
-
- kernel_info = KernelInfo(
- kernel_type="Gaussian", kernel_num=kernel_num, sigma=sigma, centers=centers
- )
- result = DensityRatio(
- method="RuLSIF",
- alpha=alpha,
- theta=theta,
- lambda_=lambda_,
- alpha_PE=alpha_PE,
- alpha_KL=alpha_KL,
- kernel_info=kernel_info,
- compute_density_ratio=alpha_density_ratio,
- )
-
- if verbose:
- print("RuLSIF completed.")
-
- return result
-
-
-# Grid-search cross-validation for the optimal parameters sigma and lambda by leave-one-out cross-validation. See Reference 2.
-def search_sigma_and_lambda(x, y, alpha, centers, sigma_range, lambda_range, verbose):
- nx = x.shape[0]
- ny = y.shape[0]
- n_min = min(nx, ny)
- kernel_num = centers.shape[0]
-
- score_new = inf
- sigma_new = 0
- lambda_new = 0
-
- for sigma in sigma_range:
- phi_x = compute_kernel_Gaussian(x, centers, sigma) # (nx, kernel_num)
- phi_y = compute_kernel_Gaussian(y, centers, sigma) # (ny, kernel_num)
- H = alpha * (phi_x.T @ phi_x / nx) + (1 - alpha) * (
- phi_y.T @ phi_y / ny
- ) # (kernel_num, kernel_num)
- h = phi_x.mean(axis=0).reshape(-1, 1) # (kernel_num, 1)
- phi_x = phi_x[:n_min].T # (kernel_num, n_min)
- phi_y = phi_y[:n_min].T # (kernel_num, n_min)
-
- for lambda_ in lambda_range:
- B = H + diag(
- array(lambda_ * (ny - 1) / ny).repeat(kernel_num)
- ) # (kernel_num, kernel_num)
- B_inv_X = solve(B, phi_y) # (kernel_num, n_min)
- X_B_inv_X = multiply(phi_y, B_inv_X) # (kernel_num, n_min)
- denom = ny * ones(n_min) - ones(kernel_num) @ X_B_inv_X # (n_min, )
- B0 = solve(B, h @ ones((1, n_min))) + B_inv_X @ diagflat(
- h.T @ B_inv_X / denom
- ) # (kernel_num, n_min)
- B1 = solve(B, phi_x) + B_inv_X @ diagflat(
- ones(kernel_num) @ multiply(phi_x, B_inv_X)
- ) # (kernel_num, n_min)
- B2 = (ny - 1) * (nx * B0 - B1) / (ny * (nx - 1)) # (kernel_num, n_min)
- B2[B2 < 0] = 0
- r_y = multiply(phi_y, B2).sum(axis=0).T # (n_min, )
- r_x = multiply(phi_x, B2).sum(axis=0).T # (n_min, )
-
- # Squared loss of RuLSIF, without regularization term.
- # Directly related to the negative of the PE-divergence.
- score = (r_y @ r_y / 2 - r_x.sum(axis=0)) / n_min
-
- if verbose:
- print(
- "sigma = %.5f, lambda = %.5f, score = %.5f"
- % (sigma, lambda_, score)
- )
-
- if score < score_new:
- score_new = score
- sigma_new = sigma
- lambda_new = lambda_
-
- return {"sigma": sigma_new, "lambda": lambda_new}
-
-
-def _compute_kernel_Gaussian(x_list, y_row, neg_gamma, res) -> None:
- sq_norm = sum(power(x_list - y_row, 2), 1)
- multiply(neg_gamma, sq_norm, res)
- exp(res, res)
-
-
-def _target_numpy_wrapper(x_list, y_list, neg_gamma):
- res = empty((y_list.shape[0], x_list.shape[0]), np_float)
- if isinstance(x_list, matrix) or isinstance(y_list, matrix):
- res = asmatrix(res)
-
- for j, y_row in enumerate(y_list):
- # `.T` aligns shapes for matrices, does nothing for 1D ndarray.
- _compute_kernel_Gaussian(x_list, y_row, neg_gamma, res[j].T)
-
- return res
-
-
-_compute_functions = {"numpy": _target_numpy_wrapper}
-if guvectorize_compute:
- _compute_functions.update(
- {
- key: guvectorize_compute(key)(_compute_kernel_Gaussian)
- for key in ("cpu", "parallel")
- }
- )
-
-_compute_function = _compute_functions[
- "cpu" if "cpu" in _compute_functions else "numpy"
-]
-
-
-# Returns a 2D numpy matrix of kernel evaluated at the gridpoints with coordinates from x_list and y_list.
-def compute_kernel_Gaussian(x_list, y_list, sigma):
- return _compute_function(x_list, y_list, -0.5 * sigma**-2).T
-
-
-def set_compute_kernel_target(target: str) -> None:
- global _compute_function
- if target not in ("numpy", "cpu", "parallel"):
- raise ValueError(
- "'target' must be one of the following: 'numpy', 'cpu', or 'parallel'."
- )
-
- if target not in _compute_functions:
- warn("'numba' not available; defaulting to 'numpy'.", ImportWarning)
- target = "numpy"
-
- _compute_function = _compute_functions[target]
diff --git a/baselines/densratio/__init__.py b/baselines/densratio/__init__.py
deleted file mode 100644
index d2f0633..0000000
--- a/baselines/densratio/__init__.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from warnings import filterwarnings
-
-from .core import densratio
-from .RuLSIF import set_compute_kernel_target
-
-filterwarnings("default", message="'numba'", category=ImportWarning, module="densratio")
-__all__ = ["densratio", "set_compute_kernel_target"]
diff --git a/baselines/densratio/core.py b/baselines/densratio/core.py
deleted file mode 100644
index 5f7a96b..0000000
--- a/baselines/densratio/core.py
+++ /dev/null
@@ -1,70 +0,0 @@
-"""
-densratio.core
-~~~~~~~~~~~~~~
-
-Estimate Density Ratio p(x)/q(y)
-"""
-
-from numpy import linspace
-
-from .helpers import to_ndarray
-from .RuLSIF import RuLSIF
-
-
-def densratio(
- x, y, alpha=0, sigma_range="auto", lambda_range="auto", kernel_num=100, verbose=True
-):
- """Estimate alpha-mixture Density Ratio p(x)/(alpha*p(x) + (1 - alpha)*q(x))
-
- Arguments:
- x: sample from p(x).
- y: sample from q(x).
- alpha: Default 0 - corresponds to ordinary density ratio.
- sigma_range: search range of Gaussian kernel bandwidth.
- Default "auto" means 10^-3, 10^-2, ..., 10^9.
- lambda_range: search range of regularization parameter for uLSIF.
- Default "auto" means 10^-3, 10^-2, ..., 10^9.
- kernel_num: number of kernels. Default 100.
- verbose: indicator to print messages. Default True.
-
- Returns:
- densratio.DensityRatio object which has `compute_density_ratio()`.
-
- Raises:
- ValueError: if dimension of x != dimension of y
-
- Usage::
- >>> from scipy.stats import norm
- >>> from densratio import densratio
-
- >>> x = norm.rvs(size=200, loc=1, scale=1./8)
- >>> y = norm.rvs(size=200, loc=1, scale=1./2)
- >>> result = densratio(x, y, alpha=0.7)
- >>> print(result)
-
- >>> density_ratio = result.compute_density_ratio(y)
- >>> print(density_ratio)
- """
-
- x = to_ndarray(x)
- y = to_ndarray(y)
-
- if x.shape[1] != y.shape[1]:
- raise ValueError("x and y must be same dimensions.")
-
- if isinstance(sigma_range, str) and sigma_range != "auto":
- raise TypeError("Invalid value for sigma_range.")
-
- if isinstance(lambda_range, str) and lambda_range != "auto":
- raise TypeError("Invalid value for lambda_range.")
-
- if sigma_range is None or (isinstance(sigma_range, str) and sigma_range == "auto"):
- sigma_range = 10 ** linspace(-3, 9, 13)
-
- if lambda_range is None or (
- isinstance(lambda_range, str) and lambda_range == "auto"
- ):
- lambda_range = 10 ** linspace(-3, 9, 13)
-
- result = RuLSIF(x, y, alpha, sigma_range, lambda_range, kernel_num, verbose)
- return result
diff --git a/baselines/densratio/density_ratio.py b/baselines/densratio/density_ratio.py
deleted file mode 100644
index 4905d41..0000000
--- a/baselines/densratio/density_ratio.py
+++ /dev/null
@@ -1,88 +0,0 @@
-from pprint import pformat
-from re import sub
-
-
-class DensityRatio:
- """Density Ratio."""
-
- def __init__(
- self,
- method,
- alpha,
- theta,
- lambda_,
- alpha_PE,
- alpha_KL,
- kernel_info,
- compute_density_ratio,
- ):
- self.method = method
- self.alpha = alpha
- self.theta = theta
- self.lambda_ = lambda_
- self.alpha_PE = alpha_PE
- self.alpha_KL = alpha_KL
- self.kernel_info = kernel_info
- self.compute_density_ratio = compute_density_ratio
-
- def __str__(self):
- return """
-Method: %(method)s
-
-Alpha: %(alpha)s
-
-Kernel Information:
-%(kernel_info)s
-
-Kernel Weights (theta):
- %(theta)s
-
-Regularization Parameter (lambda): %(lambda_)s
-
-Alpha-Relative PE-Divergence: %(alpha_PE)s
-
-Alpha-Relative KL-Divergence: %(alpha_KL)s
-
-Function to Estimate Density Ratio:
- compute_density_ratio(x)
-
-"""[
- 1:-1
- ] % dict(
- method=self.method,
- kernel_info=self.kernel_info,
- alpha=self.alpha,
- theta=my_format(self.theta),
- lambda_=self.lambda_,
- alpha_PE=self.alpha_PE,
- alpha_KL=self.alpha_KL,
- )
-
-
-class KernelInfo:
- """Kernel Information."""
-
- def __init__(self, kernel_type, kernel_num, sigma, centers):
- self.kernel_type = kernel_type
- self.kernel_num = kernel_num
- self.sigma = sigma
- self.centers = centers
-
- def __str__(self):
- return """
- Kernel type: %(kernel_type)s
- Number of kernels: %(kernel_num)s
- Bandwidth(sigma): %(sigma)s
- Centers: %(centers)s
-"""[
- 1:-1
- ] % dict(
- kernel_type=self.kernel_type,
- kernel_num=self.kernel_num,
- sigma=self.sigma,
- centers=my_format(self.centers),
- )
-
-
-def my_format(str):
- return sub(r"\s+", " ", (pformat(str).split("\n")[0] + ".."))
diff --git a/baselines/densratio/helpers.py b/baselines/densratio/helpers.py
deleted file mode 100644
index f1250ec..0000000
--- a/baselines/densratio/helpers.py
+++ /dev/null
@@ -1,36 +0,0 @@
-from numpy import array, ndarray, result_type
-
-np_float = result_type(float)
-try:
- import numba as nb
-except ModuleNotFoundError:
- guvectorize_compute = None
-else:
- _nb_float = nb.from_dtype(np_float)
-
- def guvectorize_compute(target: str, *, cache: bool = True):
- return nb.guvectorize(
- [nb.void(_nb_float[:, :], _nb_float[:], _nb_float, _nb_float[:])],
- "(m, p),(p),()->(m)",
- nopython=True,
- target=target,
- cache=cache,
- )
-
-
-def is_numeric(x):
- return isinstance(x, int) or isinstance(x, float)
-
-
-def to_ndarray(x):
- if isinstance(x, ndarray):
- if len(x.shape) == 1:
- return x.reshape(-1, 1)
- else:
- return x
- elif str(type(x)) == "":
- return x.values
- elif not x:
- raise ValueError("Cannot transform to numpy.matrix.")
- else:
- return to_ndarray(array(x))
diff --git a/baselines/doc.py b/baselines/doc.py
deleted file mode 100644
index 3a78845..0000000
--- a/baselines/doc.py
+++ /dev/null
@@ -1,4 +0,0 @@
-import numpy as np
-
-def get_doc(probs1, probs2):
- return np.mean(probs2) - np.mean(probs1)
\ No newline at end of file
diff --git a/baselines/gde.py b/baselines/gde.py
deleted file mode 100644
index e4b7e1c..0000000
--- a/baselines/gde.py
+++ /dev/null
@@ -1,5 +0,0 @@
-import numpy as np
-
-
-def get_score(pred1, pred2):
- return np.mean(pred1 == pred2)
diff --git a/baselines/impweight.py b/baselines/impweight.py
deleted file mode 100644
index 198b3be..0000000
--- a/baselines/impweight.py
+++ /dev/null
@@ -1,66 +0,0 @@
-import numpy as np
-from scipy.sparse import issparse, vstack
-from sklearn.linear_model import LogisticRegression
-from sklearn.model_selection import GridSearchCV
-from sklearn.neighbors import KernelDensity
-
-from baselines import densratio
-from baselines.pykliep import DensityRatioEstimator
-
-
-def kliep(Xtr, ytr, Xte):
- kliep = DensityRatioEstimator()
- kliep.fit(Xtr, Xte)
- return kliep.predict(Xtr)
-
-
-def usilf(Xtr, ytr, Xte, alpha=0.0):
- dense_ratio_obj = densratio(Xtr, Xte, alpha=alpha, verbose=False)
- return dense_ratio_obj.compute_density_ratio(Xtr)
-
-
-def logreg(Xtr, ytr, Xte):
- # check "Direct Density Ratio Estimation for
- # Large-scale Covariate Shift Adaptation", Eq.28
-
- if issparse(Xtr):
- X = vstack([Xtr, Xte])
- else:
- X = np.concatenate([Xtr, Xte])
-
- y = [0] * Xtr.shape[0] + [1] * Xte.shape[0]
-
- logreg = GridSearchCV(
- LogisticRegression(),
- param_grid={"C": np.logspace(-3, 3, 7), "class_weight": ["balanced", None]},
- n_jobs=-1,
- )
- logreg.fit(X, y)
- probs = logreg.predict_proba(Xtr)
- prob_train, prob_test = probs[:, 0], probs[:, 1]
- prior_train = Xtr.shape[0]
- prior_test = Xte.shape[0]
- w = (prior_train / prior_test) * (prob_test / prob_train)
- return w
-
-
-kdex2_params = {"bandwidth": np.logspace(-1, 1, 20)}
-
-
-def kdex2_lltr(Xtr):
- if issparse(Xtr):
- Xtr = Xtr.toarray()
- return GridSearchCV(KernelDensity(), kdex2_params).fit(Xtr).score_samples(Xtr)
-
-
-def kdex2_weights(Xtr, Xte, log_likelihood_tr):
- log_likelihood_te = (
- GridSearchCV(KernelDensity(), kdex2_params).fit(Xte).score_samples(Xtr)
- )
- likelihood_tr = np.exp(log_likelihood_tr)
- likelihood_te = np.exp(log_likelihood_te)
- return likelihood_te / likelihood_tr
-
-
-def get_acc(tr_preds, ytr, w):
- return np.sum((1.0 * (tr_preds == ytr)) * w) / np.sum(w)
diff --git a/baselines/mandoline.py b/baselines/mandoline.py
deleted file mode 100644
index f725062..0000000
--- a/baselines/mandoline.py
+++ /dev/null
@@ -1,261 +0,0 @@
-from functools import partial
-from types import SimpleNamespace
-from typing import List, Optional
-
-import numpy as np
-import scipy.optimize
-import scipy.special
-import sklearn.metrics.pairwise as skmetrics
-
-
-def Phi(
- D: np.ndarray,
- edge_list: np.ndarray = None,
-):
- """
- Given an n x d matrix of (example, slices), calculate the potential
- matrix.
-
- Includes correlations modeled by the edges in the `edge_list`.
-
- Args:
- D (np.ndarray): n x d matrix of (example, slice)
- edge_list (np.ndarray): k x 2 matrix of edge correlations to be modeled.
- edge_list[i, :] should be indices for a pair of columns of D.
-
- Returns:
- Potential matrix. Equals D when edge_list is None, otherwise adds additional
- (x_i * x_j) "cross-terms" corresponding to the edges in the `edge_list`.
-
- Examples:
- >>> D = np.random.choice([-1, 1], size=(100, 6))
- >>> edge_list = np.array([(0, 1), (1, 4)])
- >>> Phi(D, edge_list)
- """
-
- if edge_list is not None:
- pairwise_terms = (
- D[np.arange(len(D)), edge_list[:, 0][:, np.newaxis]].T
- * D[np.arange(len(D)), edge_list[:, 1][:, np.newaxis]].T
- )
- return np.concatenate([D, pairwise_terms], axis=1)
- else:
- return D
-
-
-def log_partition_ratio(
- x: np.ndarray,
- Phi_D_src: np.ndarray,
- n_src: int,
-):
- """
- Calculate the log-partition ratio in the KLIEP problem.
- """
- return np.log(n_src) - scipy.special.logsumexp(Phi_D_src.dot(x))
-
-
-def mandoline(
- D_src: np.ndarray,
- D_tgt: np.ndarray,
- edge_list: np.ndarray,
- sigma: float = None,
-):
- """
- Mandoline solver.
-
- Args:
- D_src: (n_src x d) matrix of (example, slices) for the source distribution.
- D_tgt: (n_tgt x d) matrix of (example, slices) for the source distribution.
- edge_list: list of edge correlations between slices that should be modeled.
- sigma: optional parameter that activates RBF kernel-based KLIEP with scale
- `sigma`.
-
- Returns: SimpleNamespace that contains
- opt: result of scipy.optimize
- Phi_D_src: source potential matrix used in Mandoline
- Phi_D_tgt: target potential matrix used in Mandoline
- n_src: number of source samples
- n_tgt: number of target samples
- edge_list: the `edge_list` parameter passed as input
-
- """
- # Copy and binarize the input matrices to -1/1
- D_src, D_tgt = np.copy(D_src), np.copy(D_tgt)
- if np.min(D_src) == 0:
- D_src[D_src == 0] = -1
- D_tgt[D_tgt == 0] = -1
-
- # Edge list encoding dependencies between gs
- if edge_list is not None:
- edge_list = np.array(edge_list)
-
- # Create the potential matrices
- Phi_D_tgt, Phi_D_src = Phi(D_tgt, edge_list), Phi(D_src, edge_list)
-
- # Number of examples
- n_src, n_tgt = Phi_D_src.shape[0], Phi_D_tgt.shape[0]
-
- def f(x):
- obj = Phi_D_tgt.dot(x).sum() - n_tgt * scipy.special.logsumexp(Phi_D_src.dot(x))
- return -obj
-
- # Set the kernel
- kernel = partial(skmetrics.rbf_kernel, gamma=sigma)
-
- def llkliep_f(x):
- obj = kernel(
- Phi_D_tgt, x[:, np.newaxis]
- ).sum() - n_tgt * scipy.special.logsumexp(kernel(Phi_D_src, x[:, np.newaxis]))
- return -obj
-
- # Solve
- if not sigma:
- opt = scipy.optimize.minimize(
- f, np.random.randn(Phi_D_tgt.shape[1]), method="BFGS"
- )
- else:
- opt = scipy.optimize.minimize(
- llkliep_f, np.random.randn(Phi_D_tgt.shape[1]), method="BFGS"
- )
-
- return SimpleNamespace(
- opt=opt,
- Phi_D_src=Phi_D_src,
- Phi_D_tgt=Phi_D_tgt,
- n_src=n_src,
- n_tgt=n_tgt,
- edge_list=edge_list,
- )
-
-
-def log_density_ratio(D, solved):
- """
- Calculate the log density ratio for a solved Mandoline run.
- """
- Phi_D = Phi(D, None)
- return Phi_D.dot(solved.opt.x) + log_partition_ratio(
- solved.opt.x, solved.Phi_D_src, solved.n_src
- )
-
-
-def get_k_most_unbalanced_gs(D_src, D_tgt, k):
- """
- Get the top k slices that shift most between source and target
- distributions.
-
- Uses difference in marginals between each slice.
- """
- marginal_diff = np.abs(D_src.mean(axis=0) - D_tgt.mean(axis=0))
- differences = np.sort(marginal_diff)[-k:]
- indices = np.argsort(marginal_diff)[-k:]
- return list(indices), list(differences)
-
-
-def weighted_estimator(weights: Optional[np.ndarray], mat: np.ndarray):
- """
- Calculate a weighted empirical mean over a matrix of samples.
-
- Args:
- weights (Optional[np.ndarray]):
- length n array of weights that sums to 1. Calculates an unweighted
- mean if `weights` is None.
- mat (np.ndarray):
- (n x r) matrix of empirical observations that is being averaged.
-
- Returns:
- Length r np.ndarray of weighted means.
- """
- _sum_weights = np.sum(weights)
- if _sum_weights != 1.0:
- if (_err := abs(1.0 - _sum_weights)) > 1e-15:
- print(_err)
- assert _sum_weights == 1, "`weights` must sum to 1."
-
- if weights is None:
- return np.mean(mat, axis=0)
- return np.sum(weights[:, np.newaxis] * mat, axis=0)
-
-
-def estimate_performance(
- D_src: np.ndarray,
- D_tgt: np.ndarray,
- edge_list: np.ndarray,
- empirical_mat_list_src: List[np.ndarray],
-):
- """
- Estimate performance on a target distribution using slice information from the
- source and target data.
-
- This function runs Mandoline to calculate the importance weights to reweight
- the source data.
-
- Args:
- D_src (np.ndarray): (n_src x d) matrix of (example, slices) for the source
- distribution.
- D_tgt (np.ndarray): (n_tgt x d) matrix of (example, slices) for the target
- distribution.
- edge_list (np.ndarray):
- empirical_mat_list_src (List[np.ndarray]):
-
- Returns:
- SimpleNamespace with 3 attributes
- - `all_estimates` is a list of SimpleNamespace objects with
- 2 attributes
- - `weighted` is the estimate for the target distribution
- - `source` is the estimate for the source distribution
- - `solved`: result of scipy.optimize Mandoline solver
- - `weights`: self-normalized importance weights used to weight the source data
- """
- # Run the solver
- solved = mandoline(D_src, D_tgt, edge_list)
-
- # Compute the weights on the source dataset
- density_ratios = np.e ** log_density_ratio(solved.Phi_D_src, solved)
-
- # Self-normalized importance weights
- weights = density_ratios / np.sum(density_ratios)
-
- all_estimates = []
- for mat_src in empirical_mat_list_src:
- # Estimates is a 1-D array of estimates for each mat e.g.
- # each mat can correspond to a model's (n x 1) error matrix
- weighted_estimates = weighted_estimator(weights, mat_src)
- source_estimates = weighted_estimator(
- np.ones(solved.n_src) / solved.n_src, mat_src
- )
-
- all_estimates.append(
- SimpleNamespace(
- weighted=weighted_estimates,
- source=source_estimates,
- )
- )
-
- return SimpleNamespace(
- all_estimates=all_estimates,
- solved=solved,
- weights=weights,
- )
-
-
-###########################################################################
-
-
-def get_entropy(probas):
- return -np.sum(np.multiply(probas, np.log(probas + 1e-20)), axis=1)
-
-
-def get_slices(probas, n_ent_bins=6):
- ln, ncl = probas.shape
- preds = np.argmax(probas, axis=1)
- pred_slices = np.full((ln, ncl), fill_value=-1, dtype=" 1:
- # Inner LCV loop
- for num_param in self.num_params:
- for sigma in self.sigmas:
- j_scores[(num_param, sigma)] = np.zeros(cv)
- for k in range(1, cv + 1):
- if self.verbose > 0:
- print("Training: sigma: %s R: %s" % (sigma, k))
- X_test_fold = X_test_shuffled[(k - 1) * chunk : k * chunk, :]
- j_scores[(num_param, sigma)][k - 1] = self._fit(
- X_train=X_train,
- X_test=X_test_fold,
- num_parameters=num_param,
- sigma=sigma,
- )
- j_scores[(num_param, sigma)] = np.mean(j_scores[(num_param, sigma)])
-
- sorted_scores = sorted(
- [x for x in j_scores.items() if np.isfinite(x[1])],
- key=lambda x: x[1],
- reverse=True,
- )
- if len(sorted_scores) == 0:
- warnings.warn("LCV failed to converge for all values of sigma.")
- return self
- self._sigma = sorted_scores[0][0][1]
- self._num_parameters = sorted_scores[0][0][0]
- self._j_scores = sorted_scores
- else:
- self._sigma = self.sigmas[0]
- self._num_parameters = self.num_params[0]
- # best sigma
- self._j = self._fit(
- X_train=X_train,
- X_test=X_test_shuffled,
- num_parameters=self._num_parameters,
- sigma=self._sigma,
- )
-
- return self # Compatibility with sklearn
-
- def _fit(self, X_train, X_test, num_parameters, sigma, alpha_0=None):
- """Fits the estimator with the given parameters w-hat and returns J"""
-
- num_parameters = num_parameters
-
- if type(num_parameters) == float:
- num_parameters = int(X_test.shape[0] * num_parameters)
-
- self._select_param_vectors(
- X_test=X_test, sigma=sigma, num_parameters=num_parameters
- )
-
- # if isinstance(X_train, csr_matrix):
- # X_train = X_train.toarray()
- X_train = self._reshape_X(X_train)
- X_test = self._reshape_X(X_test)
-
- if alpha_0 is None:
- alpha_0 = np.ones(shape=(num_parameters, 1)) / float(num_parameters)
-
- self._find_alpha(
- X_train=X_train,
- X_test=X_test,
- num_parameters=num_parameters,
- epsilon=self.epsilon,
- alpha_0=alpha_0,
- sigma=sigma,
- )
-
- return self._calculate_j(X_test, sigma=sigma)
-
- def _calculate_j(self, X_test, sigma):
- pred = self.predict(X_test, sigma=sigma) + 0.0000001
- log = np.log(pred).sum()
- return log / (X_test.shape[0])
-
- def score(self, X_test):
- """Return the J score, similar to sklearn's API"""
- return self._calculate_j(X_test=X_test, sigma=self._sigma)
-
- @staticmethod
- def _reshape_X(X):
- """Reshape input from mxn to mx1xn to take advantage of numpy broadcasting."""
- if len(X.shape) != 3:
- return X.reshape((X.shape[0], 1, X.shape[1]))
- return X
-
- def _select_param_vectors(self, X_test, sigma, num_parameters):
- """X_test is the test set. b is the number of parameters."""
- indices = np.random.choice(X_test.shape[0], size=num_parameters, replace=False)
- self._test_vectors = X_test[indices, :].copy()
- self._phi_fitted = True
-
- def _phi(self, X, sigma=None):
- if sigma is None:
- sigma = self._sigma
-
- if self._phi_fitted:
- return np.exp(
- -np.sum((X - self._test_vectors) ** 2, axis=-1) / (2 * sigma**2)
- )
- raise Exception("Phi not fitted.")
-
- def _find_alpha(self, alpha_0, X_train, X_test, num_parameters, sigma, epsilon):
- A = np.zeros(shape=(X_test.shape[0], num_parameters))
- b = np.zeros(shape=(num_parameters, 1))
-
- A = self._phi(X_test, sigma)
- b = self._phi(X_train, sigma).sum(axis=0) / X_train.shape[0]
- b = b.reshape((num_parameters, 1))
-
- out = alpha_0.copy()
- for k in range(self.max_iter):
- mat = np.dot(A, out)
- mat += 0.000000001
- out += epsilon * np.dot(np.transpose(A), 1.0 / mat)
- out += b * (
- ((1 - np.dot(np.transpose(b), out)) / np.dot(np.transpose(b), b))
- )
- out = np.maximum(0, out)
- out /= np.dot(np.transpose(b), out)
-
- self._alpha = out
- self._fitted = True
-
- def predict(self, X, sigma=None):
- """Equivalent of w(X) from the original paper."""
-
- X = self._reshape_X(X)
- if not self._fitted:
- raise Exception("Not fitted!")
- return np.dot(self._phi(X, sigma=sigma), self._alpha).reshape((X.shape[0],))
diff --git a/baselines/rca.py b/baselines/rca.py
deleted file mode 100644
index 268aa3c..0000000
--- a/baselines/rca.py
+++ /dev/null
@@ -1,5 +0,0 @@
-import numpy as np
-
-
-def get_score(pred1, pred2, labels):
- return np.mean((pred1 == labels).astype(int) - (pred2 == labels).astype(int))
diff --git a/baselines/utils.py b/baselines/utils.py
deleted file mode 100644
index 38e5dec..0000000
--- a/baselines/utils.py
+++ /dev/null
@@ -1,8 +0,0 @@
-from sklearn import clone
-from sklearn.base import BaseEstimator
-
-
-def clone_fit(c_model: BaseEstimator, data, labels):
- c_model2 = clone(c_model)
- c_model2.fit(data, labels)
- return c_model2
diff --git a/conf.yaml b/conf.yaml
deleted file mode 100644
index 4c3fc0f..0000000
--- a/conf.yaml
+++ /dev/null
@@ -1,488 +0,0 @@
-debug_conf: &debug_conf
- global:
- METRICS:
- - acc
- OUT_DIR_NAME: output/debug
- DATASET_N_PREVS: 4
- # DATASET_PREVS: [[0.1, 0.1, 0.8]]
- COMP_ESTIMATORS:
- # - bin_sld_lr
- # - mul_sld_lr
- # - m3w_sld_lr
- # - d_bin_sld_lr
- # - d_mul_sld_lr
- # - d_m3w_sld_lr
- # - d_bin_sld_rbf
- # - d_mul_sld_rbf
- # - d_m3w_sld_rbf
- # - bin_kde_lr
- # - mul_kde_lr
- # - m3w_kde_lr
- # - d_bin_kde_lr
- # - d_mul_kde_lr
- # - d_m3w_kde_lr
- # - d_bin_kde_rbf
- # - d_mul_kde_rbf
- # - d_m3w_kde_rbf
- # - mandoline
- # - bin_sld_lr_is
- - bin_sld_lr_gs
- - mul_sld_lr_gs
- # - m3w_sld_lr_is
- # - rca
- # - rca_star
- - doc
- - atc_mc
- N_JOBS: -2
-
- confs:
- - DATASET_NAME: twitter_gasp
- other_confs:
- - DATASET_NAME: rcv1
- DATASET_TARGET: GCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: MCAT
- - DATASET_NAME: imdb
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-test_conf: &test_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/test
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - cross
- - cross2
- - bin_sld_lr
- - mul_sld_lr
- - m3w_sld_lr
- - bin_sld_lr_is
- - mul_sld_lr_is
- - m3w_sld_lr_is
- - doc
- - atc_mc
- N_JOBS: -2
-
- confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
- other_confs:
- - DATASET_NAME: twitter_gasp
-
-main:
- confs: &main_confs
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: GCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: MCAT
- other_confs:
-
-sld_lr_conf: &sld_lr_conf
-
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/sld_lr
- DATASET_N_PREVS: 9
- N_JOBS: -2
- COMP_ESTIMATORS:
- - bin_sld_lr
- - mul_sld_lr
- - m3w_sld_lr
- - bin_sld_lr_c
- - mul_sld_lr_c
- - m3w_sld_lr_c
- - bin_sld_lr_mc
- - mul_sld_lr_mc
- - m3w_sld_lr_mc
- - bin_sld_lr_ne
- - mul_sld_lr_ne
- - m3w_sld_lr_ne
- - bin_sld_lr_is
- - mul_sld_lr_is
- - m3w_sld_lr_is
- - bin_sld_lr_a
- - mul_sld_lr_a
- - m3w_sld_lr_a
- - bin_sld_lr_gs
- - mul_sld_lr_gs
- - m3w_sld_lr_gs
- - doc
- - atc_mc
-
- confs: *main_confs
- confs_next:
- - DATASET_NAME: imdb
- - DATASET_NAME: twitter_gasp
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: GCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: MCAT
- - DATASET_NAME: cifar10
- DATASET_TARGET: dog
-
-d_sld_lr_conf: &d_sld_lr_conf
-
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/d_sld_lr
- DATASET_N_PREVS: 9
- N_JOBS: -2
- COMP_ESTIMATORS:
- - d_bin_sld_lr
- - d_mul_sld_lr
- - d_m3w_sld_lr
- - d_bin_sld_lr_c
- - d_mul_sld_lr_c
- - d_m3w_sld_lr_c
- - d_bin_sld_lr_mc
- - d_mul_sld_lr_mc
- - d_m3w_sld_lr_mc
- - d_bin_sld_lr_ne
- - d_mul_sld_lr_ne
- - d_m3w_sld_lr_ne
- - d_bin_sld_lr_is
- - d_mul_sld_lr_is
- - d_m3w_sld_lr_is
- - d_bin_sld_lr_a
- - d_mul_sld_lr_a
- - d_m3w_sld_lr_a
- - d_bin_sld_lr_gs
- - d_mul_sld_lr_gs
- - d_m3w_sld_lr_gs
- - doc
- - atc_mc
-
- confs: *main_confs
- confs_next:
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
- - DATASET_NAME: imdb
- - DATASET_NAME: twitter_gasp
- - DATASET_NAME: rcv1
- DATASET_TARGET: GCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: MCAT
- - DATASET_NAME: cifar10
- DATASET_TARGET: dog
-
-d_sld_rbf_conf: &d_sld_rbf_conf
-
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/d_sld_rbf
- DATASET_N_PREVS: 9
- N_JOBS: -2
- COMP_ESTIMATORS:
- - d_bin_sld_rbf
- - d_mul_sld_rbf
- - d_m3w_sld_rbf
- - d_bin_sld_rbf_c
- - d_mul_sld_rbf_c
- - d_m3w_sld_rbf_c
- - d_bin_sld_rbf_mc
- - d_mul_sld_rbf_mc
- - d_m3w_sld_rbf_mc
- - d_bin_sld_rbf_ne
- - d_mul_sld_rbf_ne
- - d_m3w_sld_rbf_ne
- - d_bin_sld_rbf_is
- - d_mul_sld_rbf_is
- - d_m3w_sld_rbf_is
- - d_bin_sld_rbf_a
- - d_mul_sld_rbf_a
- - d_m3w_sld_rbf_a
- - d_bin_sld_rbf_gs
- - d_mul_sld_rbf_gs
- - d_m3w_sld_rbf_gs
- - doc
- - atc_mc
-
- confs: *main_confs
- confs_next:
- - DATASET_NAME: imdb
- - DATASET_NAME: twitter_gasp
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: GCAT
- - DATASET_NAME: rcv1
- DATASET_TARGET: MCAT
- - DATASET_NAME: cifar10
- DATASET_TARGET: dog
-
-kde_lr_conf: &kde_lr_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/kde_lr
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - bin_kde_lr
- - mul_kde_lr
- - m3w_kde_lr
- - bin_kde_lr_c
- - mul_kde_lr_c
- - m3w_kde_lr_c
- - bin_kde_lr_mc
- - mul_kde_lr_mc
- - m3w_kde_lr_mc
- - bin_kde_lr_ne
- - mul_kde_lr_ne
- - m3w_kde_lr_ne
- - bin_kde_lr_is
- - mul_kde_lr_is
- - m3w_kde_lr_is
- - bin_kde_lr_a
- - mul_kde_lr_a
- - m3w_kde_lr_a
- - bin_kde_lr_gs
- - mul_kde_lr_gs
- - m3w_kde_lr_gs
- - doc
- - atc_mc
- N_JOBS: -2
-
- confs: *main_confs
- other_confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-d_kde_lr_conf: &d_kde_lr_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/d_kde_lr
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - d_bin_kde_lr
- - d_mul_kde_lr
- - d_m3w_kde_lr
- - d_bin_kde_lr_c
- - d_mul_kde_lr_c
- - d_m3w_kde_lr_c
- - d_bin_kde_lr_mc
- - d_mul_kde_lr_mc
- - d_m3w_kde_lr_mc
- - d_bin_kde_lr_ne
- - d_mul_kde_lr_ne
- - d_m3w_kde_lr_ne
- - d_bin_kde_lr_is
- - d_mul_kde_lr_is
- - d_m3w_kde_lr_is
- - d_bin_kde_lr_a
- - d_mul_kde_lr_a
- - d_m3w_kde_lr_a
- - d_bin_kde_lr_gs
- - d_mul_kde_lr_gs
- - d_m3w_kde_lr_gs
- - doc
- - atc_mc
- N_JOBS: -2
-
- confs: *main_confs
- other_confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-d_kde_rbf_conf: &d_kde_rbf_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/d_kde_rbf
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - d_bin_kde_rbf
- - d_mul_kde_rbf
- - d_m3w_kde_rbf
- - d_bin_kde_rbf_c
- - d_mul_kde_rbf_c
- - d_m3w_kde_rbf_c
- - d_bin_kde_rbf_mc
- - d_mul_kde_rbf_mc
- - d_m3w_kde_rbf_mc
- - d_bin_kde_rbf_ne
- - d_mul_kde_rbf_ne
- - d_m3w_kde_rbf_ne
- - d_bin_kde_rbf_is
- - d_mul_kde_rbf_is
- - d_m3w_kde_rbf_is
- - d_bin_kde_rbf_a
- - d_mul_kde_rbf_a
- - d_m3w_kde_rbf_a
- - d_bin_kde_rbf_gs
- - d_mul_kde_rbf_gs
- - d_m3w_kde_rbf_gs
- - doc
- - atc_mc
- N_JOBS: -2
-
- confs: *main_confs
- other_confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-cc_lr_conf: &cc_lr_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/cc_lr
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- # - bin_cc_lr
- # - mul_cc_lr
- # - m3w_cc_lr
- # - bin_cc_lr_c
- # - mul_cc_lr_c
- # - m3w_cc_lr_c
- # - bin_cc_lr_mc
- # - mul_cc_lr_mc
- # - m3w_cc_lr_mc
- # - bin_cc_lr_ne
- # - mul_cc_lr_ne
- # - m3w_cc_lr_ne
- # - bin_cc_lr_is
- # - mul_cc_lr_is
- # - m3w_cc_lr_is
- # - bin_cc_lr_a
- # - mul_cc_lr_a
- # - m3w_cc_lr_a
- - bin_cc_lr_gs
- - mul_cc_lr_gs
- - m3w_cc_lr_gs
- N_JOBS: -2
-
- confs: *main_confs
- other_confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-baselines_conf: &baselines_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/baselines
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - doc
- - atc_mc
- - naive
- # - mandoline
- # - rca
- # - rca_star
- N_JOBS: -2
-
- confs: *main_confs
- other_confs:
- - DATASET_NAME: imdb
- - DATASET_NAME: rcv1
- DATASET_TARGET: CCAT
-
-kde_lr_gs_conf: &kde_lr_gs_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/kde_lr_gs
- DATASET_N_PREVS: 9
- COMP_ESTIMATORS:
- - bin_kde_lr_gs
- - mul_kde_lr_gs
- - m3w_kde_lr_gs
- N_JOBS: -2
-
- confs:
- - DATASET_NAME: twitter_gasp
-
-
-multiclass_conf: &multiclass_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/multiclass
- DATASET_N_PREVS: 5
- COMP_ESTIMATORS:
- - bin_sld_lr_a
- - mul_sld_lr_a
- - bin_sld_lr_gs
- - mul_sld_lr_gs
- - bin_kde_lr_gs
- - mul_kde_lr_gs
- - atc_mc
- - doc
- N_JOBS: -2
-
- confs: *main_confs
-
-timing_conf: &timing_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/timing
- DATASET_N_PREVS: 1
- COMP_ESTIMATORS:
- - bin_sld_lr_a
- - mul_sld_lr_a
- - m3w_sld_lr_a
- - bin_kde_lr_a
- - mul_kde_lr_a
- - m3w_kde_lr_a
- - doc
- - atc_mc
- - rca
- - rca_star
- - mandoline
- - naive
- N_JOBS: 1
- PROTOCOL_REPEATS: 1
- # PROTOCOL_N_PREVS: 1
-
- confs: *main_confs
-
-timing_gs_conf: &timing_gs_conf
- global:
- METRICS:
- - acc
- - f1
- OUT_DIR_NAME: output/timing_gs
- DATASET_N_PREVS: 1
- COMP_ESTIMATORS:
- - bin_sld_lr_gs
- - mul_sld_lr_gs
- - m3w_sld_lr_gs
- - bin_kde_lr_gs
- - mul_kde_lr_gs
- - m3w_kde_lr_gs
- N_JOBS: -1
- PROTOCOL_REPEATS: 1
- # PROTOCOL_N_PREVS: 1
-
- confs: *main_confs
-
-exec: *timing_conf
diff --git a/copy_res.sh b/copy_res.sh
deleted file mode 100755
index 1b0f441..0000000
--- a/copy_res.sh
+++ /dev/null
@@ -1,23 +0,0 @@
-#!/bin/bash
-
-DIRS=()
-# DIRS+=("kde_lr_gs")
-# DIRS+=("cc_lr")
-# DIRS+=("baselines")
-# DIRS+=("d_sld_rbf")
-# DIRS+=("d_sld_lr")
-# DIRS+=("debug")
-DIRS+=("multiclass")
-
-for dir in ${DIRS[@]}; do
- scp -r andreaesuli@edge-nd1.isti.cnr.it:/home/andreaesuli/raid/lorenzo/output/${dir} ./output/
- scp -r ./output/${dir} volpi@ilona.isti.cnr.it:/home/volpi/tesi/output/
-done
-
-# scp -r andreaesuli@edge-nd1.isti.cnr.it:/home/andreaesuli/raid/lorenzo/output/kde_lr_gs ./output/
-# scp -r andreaesuli@edge-nd1.isti.cnr.it:/home/andreaesuli/raid/lorenzo/output/cc_lr ./output/
-# scp -r andreaesuli@edge-nd1.isti.cnr.it:/home/andreaesuli/raid/lorenzo/output/baselines ./output/
-
-# scp -r ./output/kde_lr_gs volpi@ilona.isti.cnr.it:/home/volpi/tesi/output/
-# scp -r ./output/cc_lr volpi@ilona.isti.cnr.it:/home/volpi/tesi/output/
-# scp -r ./output/baselines volpi@ilona.isti.cnr.it:/home/volpi/tesi/output/
diff --git a/copy_source.sh b/copy_source.sh
deleted file mode 100755
index e93e408..0000000
--- a/copy_source.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-#!/bin/bash
-
-# CMD="cp"
-# DEST="~/tesi_docker/"
-CMD="scp"
-DEST="andreaesuli@edge-nd1.isti.cnr.it:/home/andreaesuli/raid/lorenzo/"
-
-bash -c "${CMD} -r quacc ${DEST}"
-bash -c "${CMD} -r baselines ${DEST}"
-bash -c "${CMD} run.py ${DEST}"
-bash -c "${CMD} remote.py ${DEST}"
-bash -c "${CMD} conf.yaml ${DEST}"
-bash -c "${CMD} requirements.txt ${DEST}"
diff --git a/ideas.md b/ideas.md
deleted file mode 100644
index 6380ed2..0000000
--- a/ideas.md
+++ /dev/null
@@ -1 +0,0 @@
-- usare un tutte le posteriors predette dai vari metodi (1x4, 1x3, 2x2), insieme ad altre covariates addizionali possibili, come covariates per allenare un regressore
\ No newline at end of file
diff --git a/log b/log
deleted file mode 100755
index e507128..0000000
--- a/log
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/bin/bash
-
-if [[ "${1}" == "r" ]]; then
- scp volpi@ilona.isti.cnr.it:~/tesi/quacc.log ~/tesi/remote.log &>/dev/null
- ssh volpi@ilona.isti.cnr.it tail -n 500 -f /home/volpi/tesi/quacc.log | bat -P --language=log
-elif [[ "${1}" == "d" ]]; then
- ssh andreaesuli@edge-nd1.isti.cnr.it tail -n 500 -f /home/andreaesuli/raid/lorenzo/quacc.log | bat -P --language=log
-else
- tail -n 500 -f /home/lorev/quacc/quacc.log | bat --paging=never --language log
-fi
diff --git a/merge_data.py b/merge_data.py
deleted file mode 100644
index e484bea..0000000
--- a/merge_data.py
+++ /dev/null
@@ -1,110 +0,0 @@
-import argparse
-import os
-import shutil
-from pathlib import Path
-
-import numpy as np
-import pandas as pd
-
-from quacc.legacy.evaluation.estimators import CE
-from quacc.legacy.evaluation.report import DatasetReport, DatasetReportInfo
-
-
-def load_report_info(path: Path) -> DatasetReportInfo:
- return DatasetReport.unpickle(path, report_info=True)
-
-
-def list_reports(base_path: Path | str):
- if isinstance(base_path, str):
- base_path = Path(base_path)
-
- if base_path.name == "plot":
- return []
-
- reports = []
- for f in os.listdir(base_path):
- fp = base_path / f
- if fp.is_dir():
- reports.extend(list_reports(fp))
- elif fp.is_file():
- if fp.suffix == ".pickle" and fp.stem == base_path.name:
- reports.append(load_report_info(fp))
-
- return reports
-
-
-def playground():
- data_a = np.array(np.random.random((4, 6)))
- data_b = np.array(np.random.random((4, 4)))
- _ind1 = pd.MultiIndex.from_product([["0.2", "0.8"], ["0", "1"]])
- _col1 = pd.MultiIndex.from_product([["a", "b"], ["1", "2", "5"]])
- _col2 = pd.MultiIndex.from_product([["a", "b"], ["1", "2"]])
- a = pd.DataFrame(data_a, index=_ind1, columns=_col1)
- b = pd.DataFrame(data_b, index=_ind1, columns=_col2)
- print(a)
- print(b)
- print((a.index == b.index).all())
- update_col = a.columns.intersection(b.columns)
- col_to_join = b.columns.difference(update_col)
- _b = b.drop(columns=[(slice(None), "2")])
- _join = pd.concat([a, _b.loc[:, col_to_join]], axis=1)
- _join.loc[:, update_col.to_list()] = _b.loc[:, update_col.to_list()]
- _join.sort_index(axis=1, level=0, sort_remaining=False, inplace=True)
-
- print(_join)
-
-
-def merge(dri1: DatasetReportInfo, dri2: DatasetReportInfo, path: Path):
- drm = dri1.dr.join(dri2.dr, estimators=CE.name.all)
-
- # save merged dr
- _path = path / drm.name / f"{drm.name}.pickle"
- os.makedirs(_path.parent, exist_ok=True)
- drm.pickle(_path)
-
- # rename dri1 pickle
- dri1_bp = Path(dri1.name) / f"{dri1.name.split('/')[-1]}.pickle"
- os.rename(dri1_bp, dri1_bp.with_suffix(f".pickle.pre_{dri2.name.split('/')[-2]}"))
-
- # copy merged pickle in place of old dri1 one
- shutil.copyfile(_path, dri1_bp)
-
- # copy dri2 log file inside dri1 folder
- dri2_bp = Path(dri2.name) / f"{dri2.name.split('/')[-1]}.pickle"
- shutil.copyfile(
- dri2_bp.with_suffix(".log"),
- dri1_bp.with_name(f"{dri1_bp.stem}_{dri2.name.split('/')[-2]}.log"),
- )
-
-
-def run():
- parser = argparse.ArgumentParser()
- parser.add_argument("path1", nargs="?", default=None)
- parser.add_argument("path2", nargs="?", default=None)
- parser.add_argument("-l", "--list", action="store_true", dest="list")
- parser.add_argument("-v", "--verbose", action="store_true", dest="verbose")
- parser.add_argument(
- "-o", "--output", action="store", dest="output", default="output/merge"
- )
- args = parser.parse_args()
-
- reports = list_reports("output")
- reports = {r.name: r for r in reports}
-
- if args.list:
- for i, r in enumerate(reports.values()):
- if args.verbose:
- print(f"{i}: {r}")
- else:
- print(f"{i}: {r.name}")
- else:
- dri1, dri2 = reports.get(args.path1, None), reports.get(args.path2, None)
- if dri1 is None or dri2 is None:
- raise ValueError(
- f"({args.path1}, {args.path2}) is not a valid pair of paths"
- )
- merge(dri1, dri2, path=Path(args.output))
-
-
-if __name__ == "__main__":
- run()
diff --git a/qcpanel/run.py b/qcpanel/run.py
deleted file mode 100644
index ca6a477..0000000
--- a/qcpanel/run.py
+++ /dev/null
@@ -1,100 +0,0 @@
-import argparse
-
-import panel as pn
-from panel.theme.fast import FastDarkTheme, FastDefaultTheme
-
-from qcpanel.viewer import QuaccTestViewer
-
-# pn.config.design = Fast
-# pn.config.theme = "dark"
-pn.config.notifications = True
-
-
-def app_instance():
- param_init = {
- k: v
- for k, v in pn.state.location.query_params.items()
- if k in ["root", "dataset", "metric", "plot_view", "mode", "estimators"]
- }
- qtv = QuaccTestViewer(param_init=param_init)
- pn.state.location.sync(
- qtv,
- {
- "root": "root",
- "dataset": "dataset",
- "metric": "metric",
- "plot_view": "plot_view",
- "mode": "mode",
- "estimators": "estimators",
- },
- )
-
- def save_callback(event):
- app.open_modal()
-
- def refresh_callback(event):
- qtv.update_datasets()
-
- save_button = pn.widgets.Button(
- # name="Save",
- icon="device-floppy",
- icon_size="16px",
- # sizing_mode="scale_width",
- button_style="solid",
- button_type="success",
- )
- save_button.on_click(save_callback)
-
- refresh_button = pn.widgets.Button(
- icon="refresh",
- icon_size="16px",
- button_style="solid",
- )
- refresh_button.on_click(refresh_callback)
-
- app = pn.template.FastListTemplate(
- title="quacc tests",
- sidebar=[
- pn.FlexBox(save_button, refresh_button, flex_direction="row-reverse"),
- qtv.get_param_pane,
- ],
- main=[pn.Column(qtv.get_plot, sizing_mode="stretch_both")],
- modal=[qtv.modal_pane],
- # theme=FastDefaultTheme,
- theme_toggle=True,
- )
-
- app.servable()
- return app
-
-
-def serve(address="localhost"):
- __port = 33420
- __allowed = [address]
- if address == "localhost":
- __allowed.append("127.0.0.1")
-
- pn.serve(
- app_instance,
- autoreload=True,
- port=__port,
- show=False,
- address=address,
- websocket_origin=[f"{_a}:{__port}" for _a in __allowed],
- )
-
-
-def run():
- parser = argparse.ArgumentParser()
- parser.add_argument(
- "--address",
- action="store",
- dest="address",
- default="localhost",
- )
- args = parser.parse_args()
- serve(address=args.address)
-
-
-if __name__ == "__main__":
- run()
diff --git a/qcpanel/util.py b/qcpanel/util.py
deleted file mode 100644
index bf03181..0000000
--- a/qcpanel/util.py
+++ /dev/null
@@ -1,156 +0,0 @@
-import os
-from collections import defaultdict
-from pathlib import Path
-
-import numpy as np
-import panel as pn
-
-from quacc.legacy.evaluation.estimators import CE
-from quacc.legacy.evaluation.report import CompReport, DatasetReport
-from quacc.legacy.evaluation.stats import wilcoxon
-
-_plot_sizing_mode = "stretch_both"
-valid_plot_modes = defaultdict(lambda: CompReport._default_modes)
-valid_plot_modes["avg"] = DatasetReport._default_dr_modes
-
-
-def _get_prev_str(prev: np.ndarray):
- return str(tuple(np.around(prev, decimals=2)))
-
-
-def create_plot(
- dr: DatasetReport,
- mode="delta",
- metric="acc",
- estimators=None,
- plot_view=None,
-):
- _prevs = [_get_prev_str(cr.train_prev) for cr in dr.crs]
- estimators = CE.name[estimators]
- if mode is None:
- mode = valid_plot_modes[plot_view][0]
- match (plot_view, mode):
- case ("avg", _ as plot_mode):
- _plot = dr.get_plots(
- mode=mode,
- metric=metric,
- estimators=estimators,
- conf="panel",
- save_fig=False,
- )
- case (_, _ as plot_mode):
- cr = dr.crs[_prevs.index(plot_view)]
- _plot = cr.get_plots(
- mode=plot_mode,
- metric=metric,
- estimators=estimators,
- conf="panel",
- save_fig=False,
- )
- if _plot is None:
- return None
-
- return pn.pane.Matplotlib(
- _plot,
- tight=True,
- format="png",
- # sizing_mode="scale_height",
- sizing_mode=_plot_sizing_mode,
- styles=dict(margin="0"),
- # sizing_mode="scale_both",
- )
-
-
-def create_table(
- dr: DatasetReport,
- mode="delta",
- metric="acc",
- estimators=None,
- plot_view=None,
-):
- _prevs = [round(cr.train_prev[1] * 100) for cr in dr.crs]
- estimators = CE.name[estimators]
- if mode is None:
- mode = valid_plot_modes[plot_view][0]
- match (plot_view, mode):
- case ("avg", "train_table"):
- _data = (
- dr.data(metric=metric, estimators=estimators).groupby(level=1).mean()
- )
- case ("avg", "test_table"):
- _data = (
- dr.data(metric=metric, estimators=estimators).groupby(level=0).mean()
- )
- case ("avg", "shift_table"):
- _data = (
- dr.shift_data(metric=metric, estimators=estimators)
- .groupby(level=0)
- .mean()
- )
- case ("avg", "stats_table"):
- _data = wilcoxon(dr, metric=metric, estimators=estimators)
- case (_, "train_table"):
- cr = dr.crs[_prevs.index(int(plot_view))]
- _data = (
- cr.data(metric=metric, estimators=estimators).groupby(level=0).mean()
- )
- case (_, "shift_table"):
- cr = dr.crs[_prevs.index(int(plot_view))]
- _data = (
- cr.shift_data(metric=metric, estimators=estimators)
- .groupby(level=0)
- .mean()
- )
- case (_, "stats_table"):
- cr = dr.crs[_prevs.index(int(plot_view))]
- _data = wilcoxon(cr, metric=metric, estimators=estimators)
-
- return (
- pn.Column(
- pn.pane.DataFrame(
- _data,
- align="center",
- float_format=lambda v: f"{v:6e}",
- styles={"font-size-adjust": "0.62"},
- ),
- sizing_mode="stretch_both",
- # scroll=True,
- )
- if not _data.empty
- else None
- )
-
-
-def create_result(
- dr: DatasetReport,
- mode="delta",
- metric="acc",
- estimators=None,
- plot_view=None,
-):
- match mode:
- case m if m.endswith("table"):
- return create_table(dr, mode, metric, estimators, plot_view)
- case _:
- return create_plot(dr, mode, metric, estimators, plot_view)
-
-
-def explore_datasets(root: Path | str):
- if isinstance(root, str):
- root = Path(root)
-
- if root.name == "plot":
- return []
-
- if not root.exists():
- return []
-
- drs = []
- for f in os.listdir(root):
- if (root / f).is_dir():
- drs += explore_datasets(root / f)
- elif f == f"{root.name}.pickle":
- drs.append(root / f)
- # drs.append((str(root),))
-
- return drs
diff --git a/qcpanel/viewer.py b/qcpanel/viewer.py
deleted file mode 100644
index cc320c5..0000000
--- a/qcpanel/viewer.py
+++ /dev/null
@@ -1,386 +0,0 @@
-import os
-from pathlib import Path
-
-import numpy as np
-import pandas as pd
-import panel as pn
-import param
-
-from qcpanel.util import (
- _get_prev_str,
- create_result,
- explore_datasets,
- valid_plot_modes,
-)
-from quacc.legacy.evaluation.estimators import CE
-from quacc.legacy.evaluation.report import DatasetReport
-
-
-class QuaccTestViewer(param.Parameterized):
- __base_path = "output"
-
- dataset = param.Selector()
- metric = param.Selector()
- estimators = param.ListSelector()
- plot_view = param.Selector()
- mode = param.Selector()
-
- modal_estimators = param.ListSelector()
- modal_plot_view = param.ListSelector()
- modal_mode_prev = param.ListSelector(
- objects=valid_plot_modes[0], default=valid_plot_modes[0]
- )
- modal_mode_avg = param.ListSelector(
- objects=valid_plot_modes["avg"], default=valid_plot_modes["avg"]
- )
-
- param_pane = param.Parameter()
- plot_pane = param.Parameter()
- modal_pane = param.Parameter()
-
- root = param.String()
-
- def __init__(self, param_init=None, **params):
- super().__init__(**params)
-
- self.param_init = param_init
- self.__setup_watchers()
- self.update_datasets()
- # self._update_on_dataset()
- self.__create_param_pane()
- self.__create_modal_pane()
-
- def __get_param_init(self, val):
- __b = val in self.param_init
- if __b:
- setattr(self, val, self.param_init[val])
- del self.param_init[val]
-
- return __b
-
- def __save_callback(self, event):
- _home = Path("output")
- _save_input_val = self.save_input.value_input
- _config = "default" if len(_save_input_val) == 0 else _save_input_val
- base_path = _home / self.dataset / _config
- os.makedirs(base_path, exist_ok=True)
- base_plot = base_path / "plot"
- os.makedirs(base_plot, exist_ok=True)
-
- l_dr = self.datasets_[self.dataset]
- res = l_dr.to_md(
- conf=_config,
- metric=self.metric,
- estimators=CE.name[self.modal_estimators],
- dr_modes=self.modal_mode_avg,
- cr_modes=self.modal_mode_prev,
- cr_prevs=self.modal_plot_view,
- plot_path=base_plot,
- )
- with open(base_path / f"{self.metric}.md", "w") as f:
- f.write(res)
-
- pn.state.notifications.success(f'"{_config}" successfully saved')
-
- def __create_param_pane(self):
- self.dataset_widget = pn.Param(
- self,
- show_name=False,
- parameters=["dataset"],
- widgets={"dataset": {"widget_type": pn.widgets.Select}},
- )
- self.metric_widget = pn.Param(
- self,
- show_name=False,
- parameters=["metric"],
- widgets={"metric": {"widget_type": pn.widgets.Select}},
- )
- self.estimators_widgets = pn.Param(
- self,
- show_name=False,
- parameters=["estimators"],
- widgets={
- "estimators": {
- "widget_type": pn.widgets.MultiChoice,
- # "orientation": "vertical",
- "sizing_mode": "scale_width",
- # "button_type": "primary",
- # "button_style": "outline",
- "solid": True,
- "search_option_limit": 1000,
- "option_limit": 1000,
- "max_items": 1000,
- }
- },
- )
- self.plot_view_widget = pn.Param(
- self,
- show_name=False,
- parameters=["plot_view"],
- widgets={
- "plot_view": {
- "widget_type": pn.widgets.RadioButtonGroup,
- "orientation": "vertical",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- )
- self.mode_widget = pn.Param(
- self,
- show_name=False,
- parameters=["mode"],
- widgets={
- "mode": {
- "widget_type": pn.widgets.RadioButtonGroup,
- "orientation": "vertical",
- "sizing_mode": "scale_width",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- align="center",
- )
- self.param_pane = pn.Column(
- self.dataset_widget,
- self.metric_widget,
- pn.Row(
- self.plot_view_widget,
- self.mode_widget,
- ),
- self.estimators_widgets,
- )
-
- def __create_modal_pane(self):
- self.modal_estimators_widgets = pn.Param(
- self,
- show_name=False,
- parameters=["modal_estimators"],
- widgets={
- "modal_estimators": {
- "widget_type": pn.widgets.CheckButtonGroup,
- "orientation": "vertical",
- "sizing_mode": "scale_width",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- )
- self.modal_plot_view_widget = pn.Param(
- self,
- show_name=False,
- parameters=["modal_plot_view"],
- widgets={
- "modal_plot_view": {
- "widget_type": pn.widgets.CheckButtonGroup,
- "orientation": "vertical",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- )
- self.modal_mode_prev_widget = pn.Param(
- self,
- show_name=False,
- parameters=["modal_mode_prev"],
- widgets={
- "modal_mode_prev": {
- "widget_type": pn.widgets.CheckButtonGroup,
- "orientation": "vertical",
- "sizing_mode": "scale_width",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- align="center",
- )
- self.modal_mode_avg_widget = pn.Param(
- self,
- show_name=False,
- parameters=["modal_mode_avg"],
- widgets={
- "modal_mode_avg": {
- "widget_type": pn.widgets.CheckButtonGroup,
- "orientation": "vertical",
- "sizing_mode": "scale_width",
- "button_type": "primary",
- "button_style": "outline",
- }
- },
- align="center",
- )
-
- self.save_input = pn.widgets.TextInput(
- name="Configuration Name", placeholder="default", sizing_mode="scale_width"
- )
- self.save_button = pn.widgets.Button(
- name="Save",
- sizing_mode="scale_width",
- button_style="solid",
- button_type="success",
- )
- self.save_button.on_click(self.__save_callback)
-
- _title_styles = {
- "font-size": "14pt",
- "font-weight": "bold",
- }
- self.modal_pane = pn.Column(
- pn.Column(
- pn.pane.Str("Avg. configuration", styles=_title_styles),
- self.modal_mode_avg_widget,
- pn.pane.Str("Train prevs. configuration", styles=_title_styles),
- pn.Row(
- self.modal_plot_view_widget,
- self.modal_mode_prev_widget,
- ),
- pn.pane.Str("Estimators configuration", styles=_title_styles),
- self.modal_estimators_widgets,
- self.save_input,
- self.save_button,
- pn.Spacer(height=20),
- width=450,
- align="center",
- scroll=True,
- ),
- sizing_mode="stretch_both",
- )
-
- def update_datasets(self):
- if not self.__get_param_init("root"):
- self.root = self.__base_path
-
- dataset_paths = sorted(
- explore_datasets(self.root), key=lambda t: (-len(t.parts), t)
- )
- self.datasets_ = {
- str(dp.parent.relative_to(Path(self.root))): DatasetReport.unpickle(dp)
- for dp in dataset_paths
- }
-
- self.available_datasets = list(self.datasets_.keys())
- _old_dataset = self.dataset
- self.param["dataset"].objects = self.available_datasets
- if not self.__get_param_init("dataset"):
- self.dataset = (
- _old_dataset
- if _old_dataset in self.available_datasets
- else self.available_datasets[0]
- )
-
- def __setup_watchers(self):
- self.param.watch(
- self._update_on_dataset,
- ["dataset"],
- queued=True,
- precedence=0,
- )
- self.param.watch(self._update_on_view, ["plot_view"], queued=True, precedence=1)
- self.param.watch(self._update_on_metric, ["metric"], queued=True, precedence=2)
- self.param.watch(
- self._update_plot,
- ["dataset", "metric", "estimators", "plot_view", "mode"],
- # ["metric", "estimators", "mode"],
- onlychanged=False,
- precedence=3,
- )
- self.param.watch(
- self._update_on_estimators,
- ["estimators"],
- queued=True,
- precedence=4,
- )
-
- def _update_on_dataset(self, *events):
- l_dr = self.datasets_[self.dataset]
- l_data = l_dr.data()
-
- l_metrics = l_data.columns.unique(0)
- l_valid_metrics = [m for m in l_metrics if not m.endswith("_score")]
- _old_metric = self.metric
- self.param["metric"].objects = l_valid_metrics
- if not self.__get_param_init("metric"):
- self.metric = (
- _old_metric if _old_metric in l_valid_metrics else l_valid_metrics[0]
- )
-
- _old_estimators = self.estimators
- l_valid_estimators = l_dr.data(metric=self.metric).columns.unique(0).to_numpy()
- _new_estimators = l_valid_estimators[
- np.isin(l_valid_estimators, _old_estimators)
- ].tolist()
- self.param["estimators"].objects = l_valid_estimators
- if not self.__get_param_init("estimators"):
- self.estimators = _new_estimators
-
- l_valid_views = [_get_prev_str(cr.train_prev) for cr in l_dr.crs]
- l_valid_views = ["avg"] + l_valid_views
- _old_view = self.plot_view
- self.param["plot_view"].objects = l_valid_views
- if not self.__get_param_init("plot_view"):
- self.plot_view = _old_view if _old_view in l_valid_views else "avg"
-
- self.param["mode"].objects = valid_plot_modes[self.plot_view]
- if not self.__get_param_init("mode"):
- _old_mode = self.mode
- if _old_mode in valid_plot_modes[self.plot_view]:
- self.mode = _old_mode
- else:
- self.mode = valid_plot_modes[self.plot_view][0]
-
- self.param["modal_estimators"].objects = l_valid_estimators
- self.modal_estimators = []
-
- self.param["modal_plot_view"].objects = l_valid_views
- self.modal_plot_view = l_valid_views.copy()
-
- def _update_on_view(self, *events):
- _old_mode = self.mode
- self.param["mode"].objects = valid_plot_modes[self.plot_view]
- if _old_mode in valid_plot_modes[self.plot_view]:
- self.mode = _old_mode
- else:
- self.mode = valid_plot_modes[self.plot_view][0]
-
- def _update_on_metric(self, *events):
- _old_estimators = self.estimators
-
- l_dr = self.datasets_[self.dataset]
- l_data: pd.DataFrame = l_dr.data(metric=self.metric)
- l_valid_estimators: np.ndarray = l_data.columns.unique(0).to_numpy()
- _new_estimators = l_valid_estimators[
- np.isin(l_valid_estimators, _old_estimators)
- ].tolist()
- self.param["estimators"].objects = l_valid_estimators
- self.estimators = _new_estimators
-
- def _update_on_estimators(self, *events):
- self.modal_estimators = self.estimators.copy()
-
- def _update_plot(self, *events):
- __svg = pn.pane.SVG(
- """""",
- sizing_mode="stretch_both",
- )
- if len(self.estimators) == 0:
- self.plot_pane = __svg
- else:
- _dr = self.datasets_[self.dataset]
- __plot = create_result(
- _dr,
- mode=self.mode,
- metric=self.metric,
- estimators=self.estimators,
- plot_view=self.plot_view,
- )
- self.plot_pane = __svg if __plot is None else __plot
-
- def get_plot(self):
- return self.plot_pane
-
- def get_param_pane(self):
- return self.param_pane
diff --git a/quacc.log b/quacc.log
deleted file mode 100644
index edb2df7..0000000
--- a/quacc.log
+++ /dev/null
@@ -1,17902 +0,0 @@
-----------------------------------------------------------------------------------------------------
-30/10/23 14:14:05| INFO: dataset imdb
-----------------------------------------------------------------------------------------------------
-30/10/23 14:14:24| INFO: dataset imdb
-30/10/23 14:14:31| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:14:35| WARNING: Method ref failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:35| WARNING: Method atc_mc failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:35| WARNING: Method atc_ne failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:42| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:14:52| WARNING: Method mul_sld failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 21.1198s]
-30/10/23 14:14:52| WARNING: Dataset sample 0.90 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 14:14:52| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 14:14:52| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:16:15| INFO: dataset imdb
-30/10/23 14:16:22| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:16:34| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:16:36| INFO: ref finished [took 11.6636s]
-30/10/23 14:16:39| INFO: atc_mc finished [took 14.8672s]
-30/10/23 14:16:39| INFO: atc_ne finished [took 14.8614s]
-30/10/23 14:16:49| INFO: mul_sld finished [took 24.6212s]
-30/10/23 14:16:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.7805s]
-30/10/23 14:16:49| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:17:02| INFO: ref finished [took 13.0129s]
-30/10/23 14:17:06| INFO: atc_mc finished [took 16.0277s]
-30/10/23 14:17:06| INFO: atc_ne finished [took 16.1381s]
-30/10/23 14:17:17| INFO: mul_sld finished [took 28.1917s]
-30/10/23 14:17:23| INFO: mul_sld_bcts finished [took 33.5628s]
-30/10/23 14:17:23| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.3680s]
-30/10/23 14:17:23| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:17:36| INFO: ref finished [took 12.5930s]
-30/10/23 14:17:40| INFO: atc_mc finished [took 16.1461s]
-30/10/23 14:17:40| INFO: atc_ne finished [took 16.1788s]
-30/10/23 14:17:52| INFO: mul_sld finished [took 28.5367s]
-30/10/23 14:18:00| INFO: mul_sld_bcts finished [took 36.0452s]
-30/10/23 14:18:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.7488s]
-30/10/23 14:18:00| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:18:13| INFO: ref finished [took 12.3910s]
-30/10/23 14:18:17| INFO: atc_mc finished [took 15.8804s]
-30/10/23 14:18:17| INFO: atc_ne finished [took 15.7115s]
-30/10/23 14:18:32| INFO: mul_sld_bcts finished [took 31.9997s]
-30/10/23 14:18:34| INFO: mul_sld finished [took 33.3735s]
-30/10/23 14:18:34| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.9557s]
-30/10/23 14:18:34| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:18:44| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:18:46| INFO: ref finished [took 11.7451s]
-30/10/23 14:18:50| INFO: atc_mc finished [took 15.2294s]
-30/10/23 14:18:50| INFO: atc_ne finished [took 15.1239s]
-30/10/23 14:18:55| INFO: mul_sld finished [took 21.3092s]
-30/10/23 14:18:55| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7186s]
-30/10/23 14:18:55| ERROR: Configuration imdb_1prevs failed. Exception: 'mul_sld_bcts'
-30/10/23 14:18:55| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:32:36| INFO: dataset imdb
-30/10/23 14:32:43| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:32:56| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:32:58| INFO: ref finished [took 12.0197s]
-30/10/23 14:33:01| INFO: atc_mc finished [took 15.0884s]
-30/10/23 14:33:01| INFO: atc_ne finished [took 15.0503s]
-30/10/23 14:33:10| INFO: mul_sld finished [took 24.4470s]
-30/10/23 14:33:10| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.6099s]
-30/10/23 14:33:10| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:33:23| INFO: ref finished [took 12.1812s]
-30/10/23 14:33:27| INFO: atc_mc finished [took 15.5589s]
-30/10/23 14:33:27| INFO: atc_ne finished [took 15.5283s]
-30/10/23 14:33:38| INFO: mul_sld finished [took 27.1282s]
-30/10/23 14:33:44| INFO: mul_sld_bcts finished [took 33.1098s]
-30/10/23 14:33:44| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.9196s]
-30/10/23 14:33:44| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:33:57| INFO: ref finished [took 12.5959s]
-30/10/23 14:34:01| INFO: atc_mc finished [took 15.9389s]
-30/10/23 14:34:01| INFO: atc_ne finished [took 16.0795s]
-30/10/23 14:34:13| INFO: mul_sld finished [took 28.1568s]
-30/10/23 14:34:20| INFO: mul_sld_bcts finished [took 35.7147s]
-30/10/23 14:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.3828s]
-30/10/23 14:34:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:34:33| INFO: ref finished [took 12.2399s]
-30/10/23 14:34:37| INFO: atc_mc finished [took 15.4570s]
-30/10/23 14:34:37| INFO: atc_ne finished [took 15.5302s]
-30/10/23 14:34:52| INFO: mul_sld_bcts finished [took 31.1972s]
-30/10/23 14:34:54| INFO: mul_sld finished [took 32.9409s]
-30/10/23 14:34:54| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.5034s]
-30/10/23 14:34:54| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:35:04| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:35:06| INFO: ref finished [took 11.6742s]
-30/10/23 14:35:09| INFO: atc_mc finished [took 14.8324s]
-30/10/23 14:35:10| INFO: atc_ne finished [took 14.8661s]
-30/10/23 14:35:15| INFO: mul_sld finished [took 21.1356s]
-30/10/23 14:35:15| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.5814s]
-30/10/23 14:35:15| ERROR: Configuration imdb_1prevs failed. Exception: ('acc', None)
-30/10/23 14:35:15| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:37:47| INFO: dataset imdb
-30/10/23 14:37:54| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:38:07| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:38:09| INFO: ref finished [took 12.0443s]
-30/10/23 14:38:12| INFO: atc_mc finished [took 14.8929s]
-30/10/23 14:38:12| INFO: atc_ne finished [took 15.0431s]
-30/10/23 14:38:21| INFO: mul_sld finished [took 24.7987s]
-30/10/23 14:38:21| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.0182s]
-30/10/23 14:38:21| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:38:35| INFO: ref finished [took 12.4504s]
-30/10/23 14:38:38| INFO: atc_mc finished [took 16.1560s]
-30/10/23 14:38:39| INFO: atc_ne finished [took 16.1785s]
-30/10/23 14:38:49| INFO: mul_sld finished [took 27.0617s]
-30/10/23 14:38:55| INFO: mul_sld_bcts finished [took 32.7384s]
-30/10/23 14:38:55| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.5347s]
-30/10/23 14:38:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:39:08| INFO: ref finished [took 12.4381s]
-30/10/23 14:39:11| INFO: atc_mc finished [took 15.6709s]
-30/10/23 14:39:11| INFO: atc_ne finished [took 15.7319s]
-30/10/23 14:39:23| INFO: mul_sld finished [took 27.9301s]
-30/10/23 14:39:31| INFO: mul_sld_bcts finished [took 35.5094s]
-30/10/23 14:39:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.1333s]
-30/10/23 14:39:31| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:39:44| INFO: ref finished [took 12.0382s]
-30/10/23 14:39:47| INFO: atc_mc finished [took 15.0164s]
-30/10/23 14:39:47| INFO: atc_ne finished [took 15.1080s]
-30/10/23 14:40:02| INFO: mul_sld_bcts finished [took 30.9659s]
-30/10/23 14:40:04| INFO: mul_sld finished [took 32.9418s]
-30/10/23 14:40:04| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.4681s]
-30/10/23 14:40:04| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:40:14| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:40:17| INFO: ref finished [took 11.8501s]
-30/10/23 14:40:20| INFO: atc_mc finished [took 14.8473s]
-30/10/23 14:40:21| INFO: atc_ne finished [took 15.2000s]
-30/10/23 14:40:26| INFO: mul_sld finished [took 21.4799s]
-30/10/23 14:40:26| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.9220s]
-30/10/23 14:40:26| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
-30/10/23 14:40:26| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:42:13| INFO: dataset imdb
-30/10/23 14:42:20| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:42:33| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:42:34| INFO: ref finished [took 12.1951s]
-30/10/23 14:42:38| INFO: atc_ne finished [took 15.3431s]
-30/10/23 14:42:38| INFO: atc_mc finished [took 15.4508s]
-30/10/23 14:42:47| INFO: mul_sld finished [took 25.0246s]
-30/10/23 14:42:47| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.1381s]
-30/10/23 14:42:47| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:43:00| INFO: ref finished [took 12.3269s]
-30/10/23 14:43:04| INFO: atc_ne finished [took 15.9216s]
-30/10/23 14:43:04| INFO: atc_mc finished [took 16.1140s]
-30/10/23 14:43:16| INFO: mul_sld finished [took 28.0575s]
-30/10/23 14:43:22| INFO: mul_sld_bcts finished [took 33.9201s]
-30/10/23 14:43:22| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.7703s]
-30/10/23 14:43:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:43:35| INFO: ref finished [took 12.6508s]
-30/10/23 14:43:39| INFO: atc_mc finished [took 16.0527s]
-30/10/23 14:43:39| INFO: atc_ne finished [took 16.0515s]
-30/10/23 14:43:50| INFO: mul_sld finished [took 28.1061s]
-30/10/23 14:43:57| INFO: mul_sld_bcts finished [took 34.9278s]
-30/10/23 14:43:57| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.6587s]
-30/10/23 14:43:57| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:44:10| INFO: ref finished [took 12.0801s]
-30/10/23 14:44:14| INFO: atc_mc finished [took 15.4685s]
-30/10/23 14:44:14| INFO: atc_ne finished [took 15.4165s]
-30/10/23 14:44:29| INFO: mul_sld_bcts finished [took 31.5628s]
-30/10/23 14:44:31| INFO: mul_sld finished [took 33.3113s]
-30/10/23 14:44:31| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8828s]
-30/10/23 14:44:31| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:44:41| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:44:44| INFO: ref finished [took 11.6822s]
-30/10/23 14:44:47| INFO: atc_mc finished [took 14.8091s]
-30/10/23 14:44:47| INFO: atc_ne finished [took 14.7900s]
-30/10/23 14:44:53| INFO: mul_sld finished [took 21.0390s]
-30/10/23 14:44:53| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.4515s]
-30/10/23 14:44:53| ERROR: Configuration imdb_1prevs failed. Exception: 'function' object has no attribute 'index'
-30/10/23 14:44:53| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:46:34| INFO: dataset imdb
-30/10/23 14:46:41| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:46:54| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:46:56| INFO: ref finished [took 12.5001s]
-30/10/23 14:46:59| INFO: atc_mc finished [took 15.5415s]
-30/10/23 14:46:59| INFO: atc_ne finished [took 15.6358s]
-30/10/23 14:47:08| INFO: mul_sld finished [took 24.5102s]
-30/10/23 14:47:08| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.5553s]
-30/10/23 14:47:08| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:47:21| INFO: ref finished [took 12.0997s]
-30/10/23 14:47:24| INFO: atc_mc finished [took 15.4285s]
-30/10/23 14:47:24| INFO: atc_ne finished [took 15.5599s]
-30/10/23 14:47:36| INFO: mul_sld finished [took 27.6146s]
-30/10/23 14:47:43| INFO: mul_sld_bcts finished [took 34.2610s]
-30/10/23 14:47:43| INFO: Dataset sample 0.80 of dataset imdb finished [took 35.0096s]
-30/10/23 14:47:43| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:47:56| INFO: ref finished [took 12.1238s]
-30/10/23 14:48:00| INFO: atc_mc finished [took 15.6990s]
-30/10/23 14:48:00| INFO: atc_ne finished [took 15.8708s]
-30/10/23 14:48:11| INFO: mul_sld finished [took 28.0048s]
-30/10/23 14:48:20| INFO: mul_sld_bcts finished [took 36.1524s]
-30/10/23 14:48:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.8480s]
-30/10/23 14:48:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:48:32| INFO: ref finished [took 11.3690s]
-30/10/23 14:48:35| INFO: atc_mc finished [took 14.3092s]
-30/10/23 14:48:35| INFO: atc_ne finished [took 14.4043s]
-30/10/23 14:48:51| INFO: mul_sld_bcts finished [took 30.2595s]
-30/10/23 14:48:52| INFO: mul_sld finished [took 31.4270s]
-30/10/23 14:48:52| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.9598s]
-30/10/23 14:48:52| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:49:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:49:04| INFO: ref finished [took 12.1449s]
-30/10/23 14:49:08| INFO: atc_mc finished [took 15.0332s]
-30/10/23 14:49:08| INFO: atc_ne finished [took 15.3463s]
-30/10/23 14:49:13| INFO: mul_sld finished [took 21.2802s]
-30/10/23 14:49:13| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7079s]
-30/10/23 14:49:14| ERROR: Configuration imdb_1prevs failed. Exception: unsupported operand type(s) for -: 'list' and 'list'
-30/10/23 14:49:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 15:10:08| INFO: dataset imdb
-30/10/23 15:10:14| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 15:10:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 15:10:27| INFO: ref finished [took 10.8100s]
-30/10/23 15:10:30| INFO: atc_mc finished [took 13.5996s]
-30/10/23 15:10:30| INFO: atc_ne finished [took 13.6110s]
-30/10/23 15:10:39| INFO: mul_sld finished [took 22.7361s]
-30/10/23 15:10:39| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.8056s]
-30/10/23 15:10:39| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 15:10:51| INFO: ref finished [took 10.9293s]
-30/10/23 15:10:54| INFO: atc_mc finished [took 13.8377s]
-30/10/23 15:10:54| INFO: atc_ne finished [took 13.9983s]
-30/10/23 15:11:05| INFO: mul_sld finished [took 25.1977s]
-30/10/23 15:11:11| INFO: mul_sld_bcts finished [took 31.1124s]
-30/10/23 15:11:11| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.8294s]
-30/10/23 15:11:11| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 15:11:23| INFO: ref finished [took 11.0056s]
-30/10/23 15:11:26| INFO: atc_mc finished [took 14.3946s]
-30/10/23 15:11:27| INFO: atc_ne finished [took 14.6355s]
-30/10/23 15:11:38| INFO: mul_sld finished [took 26.2697s]
-30/10/23 15:11:45| INFO: mul_sld_bcts finished [took 33.8992s]
-30/10/23 15:11:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 34.4963s]
-30/10/23 15:11:45| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 15:11:57| INFO: ref finished [took 10.9836s]
-30/10/23 15:12:00| INFO: atc_mc finished [took 13.8378s]
-30/10/23 15:12:00| INFO: atc_ne finished [took 13.8318s]
-30/10/23 15:12:16| INFO: mul_sld_bcts finished [took 29.9813s]
-30/10/23 15:12:17| INFO: mul_sld finished [took 30.7175s]
-30/10/23 15:12:17| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2508s]
-30/10/23 15:12:17| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 15:12:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 15:12:28| INFO: ref finished [took 10.4376s]
-30/10/23 15:12:31| INFO: atc_ne finished [took 13.3510s]
-30/10/23 15:12:31| INFO: atc_mc finished [took 13.5172s]
-30/10/23 15:12:37| INFO: mul_sld finished [took 19.7440s]
-30/10/23 15:12:37| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.1519s]
-30/10/23 15:12:37| ERROR: Configuration imdb_1prevs failed. Exception: ufunc 'isfinite' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''
-30/10/23 15:12:37| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 17:12:41| INFO: dataset imdb
-30/10/23 17:12:48| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 17:13:01| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:13:03| INFO: ref finished [took 12.6699s]
-30/10/23 17:13:07| INFO: atc_ne finished [took 15.6073s]
-30/10/23 17:13:07| INFO: atc_mc finished [took 15.6695s]
-30/10/23 17:13:15| INFO: mul_sld finished [took 24.8617s]
-30/10/23 17:13:15| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.6018s]
-30/10/23 17:13:15| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 17:13:29| INFO: ref finished [took 12.6205s]
-30/10/23 17:13:33| INFO: atc_mc finished [took 16.2005s]
-30/10/23 17:13:33| INFO: atc_ne finished [took 16.2091s]
-30/10/23 17:13:43| INFO: mul_sld finished [took 27.1113s]
-30/10/23 17:13:49| INFO: mul_sld_bcts finished [took 33.3939s]
-30/10/23 17:13:49| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.1222s]
-30/10/23 17:13:49| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 17:14:04| INFO: ref finished [took 13.2345s]
-30/10/23 17:14:07| INFO: atc_mc finished [took 16.5475s]
-30/10/23 17:14:07| INFO: atc_ne finished [took 16.6557s]
-30/10/23 17:14:19| INFO: mul_sld finished [took 28.8817s]
-30/10/23 17:14:27| INFO: mul_sld_bcts finished [took 36.5726s]
-30/10/23 17:14:27| INFO: Dataset sample 0.50 of dataset imdb finished [took 37.2057s]
-30/10/23 17:14:27| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 17:14:39| INFO: ref finished [took 11.7051s]
-30/10/23 17:14:42| INFO: atc_mc finished [took 14.8335s]
-30/10/23 17:14:43| INFO: atc_ne finished [took 15.0826s]
-30/10/23 17:14:59| INFO: mul_sld_bcts finished [took 31.7685s]
-30/10/23 17:15:00| INFO: mul_sld finished [took 33.2861s]
-30/10/23 17:15:00| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8225s]
-30/10/23 17:15:00| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 17:15:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:15:13| INFO: ref finished [took 12.0927s]
-30/10/23 17:15:17| INFO: atc_mc finished [took 15.4201s]
-30/10/23 17:15:17| INFO: atc_ne finished [took 15.5212s]
-30/10/23 17:15:23| INFO: mul_sld finished [took 21.7236s]
-30/10/23 17:15:23| INFO: Dataset sample 0.10 of dataset imdb finished [took 22.2065s]
-30/10/23 17:15:23| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 17:15:23| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 17:16:39| INFO: dataset imdb
-30/10/23 17:16:46| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 17:16:58| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:17:00| INFO: ref finished [took 11.7575s]
-30/10/23 17:17:03| INFO: atc_ne finished [took 14.7709s]
-30/10/23 17:17:03| INFO: atc_mc finished [took 14.8925s]
-30/10/23 17:17:12| INFO: mul_sld finished [took 23.7037s]
-30/10/23 17:17:12| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.8491s]
-30/10/23 17:17:12| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 17:17:25| INFO: ref finished [took 12.2081s]
-30/10/23 17:17:28| INFO: atc_ne finished [took 15.3145s]
-30/10/23 17:17:28| INFO: atc_mc finished [took 15.5166s]
-30/10/23 17:17:39| INFO: mul_sld finished [took 26.7520s]
-30/10/23 17:17:45| INFO: mul_sld_bcts finished [took 32.0850s]
-30/10/23 17:17:45| INFO: Dataset sample 0.80 of dataset imdb finished [took 32.8702s]
-30/10/23 17:17:45| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 17:17:57| INFO: ref finished [took 11.9494s]
-30/10/23 17:18:01| INFO: atc_mc finished [took 15.3034s]
-30/10/23 17:18:01| INFO: atc_ne finished [took 15.3254s]
-30/10/23 17:18:12| INFO: mul_sld finished [took 27.2902s]
-30/10/23 17:18:20| INFO: mul_sld_bcts finished [took 34.4237s]
-30/10/23 17:18:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1216s]
-30/10/23 17:18:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 17:18:32| INFO: ref finished [took 11.7945s]
-30/10/23 17:18:35| INFO: atc_mc finished [took 14.9218s]
-30/10/23 17:18:36| INFO: atc_ne finished [took 14.9745s]
-30/10/23 17:18:51| INFO: mul_sld_bcts finished [took 30.7287s]
-30/10/23 17:18:53| INFO: mul_sld finished [took 32.5641s]
-30/10/23 17:18:53| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.0982s]
-30/10/23 17:18:53| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 17:19:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:19:05| INFO: ref finished [took 11.4568s]
-30/10/23 17:19:08| INFO: atc_mc finished [took 14.4778s]
-30/10/23 17:19:08| INFO: atc_ne finished [took 14.5099s]
-30/10/23 17:19:14| INFO: mul_sld finished [took 20.5183s]
-30/10/23 17:19:14| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.9251s]
-30/10/23 17:19:14| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 17:19:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-30/10/23 19:57:49| INFO: dataset imdb
-30/10/23 19:58:00| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 19:58:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 19:58:22| INFO: ref finished [took 20.9010s]
-30/10/23 19:58:29| INFO: atc_ne finished [took 27.8453s]
-30/10/23 19:58:29| INFO: atc_mc finished [took 28.1079s]
-30/10/23 19:58:37| INFO: mul_sld finished [took 36.1699s]
-30/10/23 19:58:37| INFO: Dataset sample 0.90 of dataset imdb finished [took 36.7140s]
-30/10/23 19:58:37| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 19:59:01| INFO: ref finished [took 23.2803s]
-30/10/23 19:59:09| INFO: atc_ne finished [took 31.1099s]
-30/10/23 19:59:09| INFO: atc_mc finished [took 31.5916s]
-30/10/23 19:59:19| INFO: mul_sld finished [took 41.5113s]
-30/10/23 19:59:24| INFO: mul_sld_bcts finished [took 46.6603s]
-30/10/23 19:59:24| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.4989s]
-30/10/23 19:59:24| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 19:59:49| INFO: ref finished [took 23.6312s]
-30/10/23 19:59:57| INFO: atc_ne finished [took 31.5195s]
-30/10/23 19:59:57| INFO: atc_mc finished [took 31.8197s]
-30/10/23 20:00:08| INFO: mul_sld finished [took 42.8675s]
-30/10/23 20:00:15| INFO: mul_sld_bcts finished [took 50.5527s]
-30/10/23 20:00:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.3659s]
-30/10/23 20:00:16| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 20:00:41| INFO: ref finished [took 24.2178s]
-30/10/23 20:00:48| INFO: atc_mc finished [took 31.9886s]
-30/10/23 20:00:49| INFO: atc_ne finished [took 32.1537s]
-30/10/23 20:01:03| INFO: mul_sld_bcts finished [took 46.2477s]
-30/10/23 20:01:07| INFO: mul_sld finished [took 50.8912s]
-30/10/23 20:01:07| INFO: Dataset sample 0.20 of dataset imdb finished [took 51.4589s]
-30/10/23 20:01:07| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 20:01:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:01:30| INFO: ref finished [took 22.6404s]
-30/10/23 20:01:38| INFO: atc_mc finished [took 29.8371s]
-30/10/23 20:01:38| INFO: atc_ne finished [took 30.2098s]
-30/10/23 20:01:41| INFO: mul_sld finished [took 33.6271s]
-30/10/23 20:01:41| INFO: Dataset sample 0.10 of dataset imdb finished [took 34.1993s]
-30/10/23 20:01:42| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 20:01:42| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:05:04| INFO: dataset imdb
-30/10/23 20:05:14| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 20:05:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:05:38| INFO: ref finished [took 22.7241s]
-30/10/23 20:05:45| INFO: atc_mc finished [took 29.9191s]
-30/10/23 20:05:45| INFO: atc_ne finished [took 29.8405s]
-30/10/23 20:05:52| INFO: mul_sld finished [took 37.4045s]
-30/10/23 20:05:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 37.9554s]
-30/10/23 20:05:52| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 20:06:17| INFO: ref finished [took 23.2465s]
-30/10/23 20:06:25| INFO: atc_ne finished [took 31.0138s]
-30/10/23 20:06:25| INFO: atc_mc finished [took 31.1341s]
-30/10/23 20:06:34| INFO: mul_sld finished [took 40.8777s]
-30/10/23 20:06:40| INFO: mul_sld_bcts finished [took 46.7083s]
-30/10/23 20:06:40| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.5062s]
-30/10/23 20:06:40| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:07:05| INFO: ref finished [took 24.3375s]
-30/10/23 20:07:15| INFO: atc_mc finished [took 33.8014s]
-30/10/23 20:07:15| INFO: atc_ne finished [took 33.7355s]
-30/10/23 20:07:25| INFO: mul_sld finished [took 44.2891s]
-30/10/23 20:07:32| INFO: mul_sld_bcts finished [took 51.2404s]
-30/10/23 20:07:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.9917s]
-30/10/23 20:07:32| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 20:07:55| INFO: ref finished [took 21.6828s]
-30/10/23 20:08:01| INFO: atc_mc finished [took 28.2369s]
-30/10/23 20:08:01| INFO: atc_ne finished [took 28.4328s]
-30/10/23 20:08:15| INFO: mul_sld_bcts finished [took 41.9176s]
-30/10/23 20:08:18| INFO: mul_sld finished [took 45.4999s]
-30/10/23 20:08:18| INFO: Dataset sample 0.20 of dataset imdb finished [took 46.0301s]
-30/10/23 20:08:18| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 20:08:28| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:08:38| INFO: ref finished [took 19.4082s]
-30/10/23 20:08:45| INFO: atc_mc finished [took 26.2343s]
-30/10/23 20:08:45| INFO: atc_ne finished [took 26.2322s]
-30/10/23 20:08:48| INFO: mul_sld finished [took 29.8392s]
-30/10/23 20:08:48| INFO: Dataset sample 0.10 of dataset imdb finished [took 30.3563s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:29:28| INFO: dataset imdb
-30/10/23 20:29:38| INFO: Dataset sample 0.50 of dataset imdb started
- 30/10/23 20:29:59| INFO: ref finished [took 19.1581s]
- 30/10/23 20:30:06| INFO: atc_mc finished [took 26.3398s]
- 30/10/23 20:30:07| INFO: atc_ne finished [took 26.4359s]
-30/10/23 20:30:07| INFO: Dataset sample 0.50 of dataset imdb finished [took 28.7984s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:31:50| INFO: dataset imdb
-30/10/23 20:32:00| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:33:59|INFO: ref finished [took 118.1306s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:36:06| INFO: dataset imdb
-30/10/23 20:36:17| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:38:52|WARNING: Method ref failed. Exception: "['acc_score' 'f1_score' 'ref'] not in index"
-30/10/23 20:41:28|WARNING: Method atc_mc failed. Exception: "['acc' 'acc_score' 'atc_mc' 'f1' 'f1_score'] not in index"
-30/10/23 20:41:32|WARNING: Method atc_ne failed. Exception: "['acc' 'acc_score' 'atc_ne' 'f1' 'f1_score'] not in index"
-30/10/23 20:41:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 315.4626s]
-30/10/23 20:41:32| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:41:32| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:41:32| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:41:43| INFO: dataset imdb
-30/10/23 20:41:54| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:42:26| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:43:01| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:43:08| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:43:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 73.6011s]
-30/10/23 20:43:08| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:43:08| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:43:08| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:44:25| INFO: dataset imdb
-30/10/23 20:44:35| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:44:37| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:44:37| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:44:38| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:44:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6758s]
-30/10/23 20:44:38| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:44:38| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:44:38| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:47:08| INFO: dataset imdb
-30/10/23 20:47:18| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:47:20| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:47:21| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:47:21| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:47:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6147s]
-30/10/23 20:47:21| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:47:21| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:50:07| INFO: dataset imdb
-30/10/23 20:50:17| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:50:19| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:50:20| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:50:20| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:50:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5897s]
-30/10/23 20:50:20| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:50:20| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:51:29| INFO: dataset imdb
-30/10/23 20:51:39| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:51:42| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:51:42| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:51:42| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:51:42| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5821s]
-30/10/23 20:51:42| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:51:42| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:56:28| INFO: dataset imdb
-30/10/23 20:56:38| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:56:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
-30/10/23 20:56:40| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:56:40| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:56:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6150s]
-30/10/23 20:56:40| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:56:40| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:57:13| INFO: dataset imdb
-30/10/23 20:57:23| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:59:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
-30/10/23 20:59:51| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:59:52| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:59:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 149.2395s]
-30/10/23 20:59:52| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:59:52| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 21:00:04| INFO: dataset imdb
-30/10/23 21:00:14| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:01:33| INFO: ref finished [took 78.2917s]
-30/10/23 21:01:42| INFO: atc_mc finished [took 86.9003s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:01:59| INFO: dataset imdb
-30/10/23 21:02:09| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:04:09| INFO: dataset imdb
-30/10/23 21:04:19| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:06:25| INFO: dataset imdb
-30/10/23 21:06:35| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:07:33| INFO: dataset imdb
-30/10/23 21:07:43| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:07:45| WARNING: Method ref failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| WARNING: Method atc_mc failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| WARNING: Method atc_ne failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5382s]
-30/10/23 21:07:45| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 21:07:45| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 21:09:07| INFO: dataset imdb
-30/10/23 21:09:16| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:10:48| INFO: dataset imdb
-30/10/23 21:10:58| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:18:53| INFO: dataset imdb
-30/10/23 21:19:03| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:22:03| INFO: dataset imdb
-30/10/23 21:22:12| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:22:31| INFO: ref finished [took 17.0861s]
-30/10/23 21:22:37| INFO: atc_mc finished [took 23.6279s]
-30/10/23 21:22:38| INFO: atc_ne finished [took 23.7395s]
-30/10/23 21:22:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.2007s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:29:55| INFO: dataset imdb
-30/10/23 21:30:05| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:30:23| INFO: ref finished [took 16.7801s]
-30/10/23 21:30:30| INFO: atc_mc finished [took 23.5645s]
-30/10/23 21:30:30| INFO: atc_ne finished [took 23.5639s]
-30/10/23 21:30:30| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.0459s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:33:45| INFO: dataset imdb
-30/10/23 21:33:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:34:13| INFO: ref finished [took 17.0169s]
-30/10/23 21:34:20| INFO: atc_mc finished [took 23.4725s]
-30/10/23 21:34:20| INFO: atc_ne finished [took 23.5928s]
-30/10/23 21:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9542s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:37:32| INFO: dataset imdb
-30/10/23 21:37:39| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:37:49| INFO: ref finished [took 8.9050s]
-30/10/23 21:37:52| INFO: atc_mc finished [took 11.7412s]
-30/10/23 21:37:52| INFO: atc_ne finished [took 11.7256s]
-30/10/23 21:37:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.9758s]
-30/10/23 21:37:53| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:39:14| INFO: dataset imdb
-30/10/23 21:39:21| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:39:31| INFO: ref finished [took 8.5615s]
-30/10/23 21:39:34| INFO: atc_mc finished [took 11.4156s]
-30/10/23 21:39:34| INFO: atc_ne finished [took 11.4156s]
-30/10/23 21:39:34| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7024s]
-30/10/23 21:39:35| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:40:51| INFO: dataset imdb
-30/10/23 21:41:01| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:41:19| INFO: ref finished [took 16.7164s]
-30/10/23 21:41:26| INFO: atc_mc finished [took 23.3181s]
-30/10/23 21:41:26| INFO: atc_ne finished [took 23.4811s]
-30/10/23 21:41:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9698s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:43:25| INFO: dataset imdb
-30/10/23 21:43:35| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:43:53| INFO: ref finished [took 16.9333s]
-30/10/23 21:44:00| INFO: atc_mc finished [took 23.4183s]
-30/10/23 21:44:00| INFO: atc_ne finished [took 23.4274s]
-30/10/23 21:44:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9308s]
-30/10/23 21:44:19| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:45:16| INFO: dataset imdb
-30/10/23 21:45:26| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:45:44| INFO: ref finished [took 17.6768s]
-30/10/23 21:45:51| INFO: atc_mc finished [took 24.3756s]
-30/10/23 21:45:52| INFO: atc_ne finished [took 24.5307s]
-30/10/23 21:45:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.8971s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:48:20| INFO: dataset imdb
-30/10/23 21:48:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:48:36| INFO: ref finished [took 8.6456s]
-30/10/23 21:48:39| INFO: atc_mc finished [took 11.2686s]
-30/10/23 21:48:39| INFO: atc_ne finished [took 11.3112s]
-30/10/23 21:48:39| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.5747s]
-30/10/23 21:48:40| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:49:49| INFO: dataset imdb
-30/10/23 21:49:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:50:05| INFO: ref finished [took 8.6556s]
-30/10/23 21:50:08| INFO: atc_mc finished [took 11.6953s]
-30/10/23 21:50:08| INFO: atc_ne finished [took 11.6000s]
-30/10/23 21:50:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8578s]
-30/10/23 21:50:09| ERROR: Configuration imdb_1prevs failed. Exception: 'NoneType' object has no attribute 'groupby'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:50:57| INFO: dataset imdb
-30/10/23 21:51:07| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:51:25| INFO: ref finished [took 17.0426s]
-30/10/23 21:51:31| INFO: atc_mc finished [took 23.5734s]
-30/10/23 21:51:31| INFO: atc_ne finished [took 23.5276s]
-30/10/23 21:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.8200s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:55:21| INFO: dataset imdb
-30/10/23 21:55:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:55:37| INFO: ref finished [took 8.8453s]
-30/10/23 21:55:40| INFO: atc_mc finished [took 11.5585s]
-30/10/23 21:55:40| INFO: atc_ne finished [took 11.5871s]
-30/10/23 21:55:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8416s]
-30/10/23 21:55:41| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:57:00| INFO: dataset imdb
-30/10/23 21:57:06| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:57:16| INFO: ref finished [took 8.5540s]
-30/10/23 21:57:19| INFO: atc_mc finished [took 11.4482s]
-30/10/23 21:57:19| INFO: atc_ne finished [took 11.5399s]
-30/10/23 21:57:19| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7681s]
-30/10/23 21:57:20| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:57:38| INFO: dataset imdb
-30/10/23 21:57:45| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:57:55| INFO: ref finished [took 8.7982s]
-30/10/23 21:57:58| INFO: atc_mc finished [took 11.4787s]
-30/10/23 21:57:58| INFO: atc_ne finished [took 11.5419s]
-30/10/23 21:57:58| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8803s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:00:05| INFO: dataset imdb
-30/10/23 22:00:12| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:00:21| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:00:22| INFO: ref finished [took 10.0983s]
-30/10/23 22:00:25| INFO: atc_mc finished [took 13.0928s]
-30/10/23 22:00:26| INFO: atc_ne finished [took 13.1088s]
-30/10/23 22:00:34| INFO: mul_sld finished [took 22.3228s]
-30/10/23 22:00:34| INFO: Dataset sample 0.90 of dataset imdb finished [took 22.7020s]
-30/10/23 22:00:34| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 22:00:46| INFO: ref finished [took 10.5937s]
-30/10/23 22:00:49| INFO: atc_mc finished [took 13.5008s]
-30/10/23 22:00:49| INFO: atc_ne finished [took 13.7521s]
-30/10/23 22:01:00| INFO: mul_sld finished [took 25.0319s]
-30/10/23 22:01:06| INFO: mul_sld_bcts finished [took 31.0525s]
-30/10/23 22:01:06| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.7700s]
-30/10/23 22:01:06| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 22:01:17| INFO: ref finished [took 10.6316s]
-30/10/23 22:01:21| INFO: atc_ne finished [took 14.1054s]
-30/10/23 22:01:21| INFO: atc_mc finished [took 14.4357s]
-30/10/23 22:01:33| INFO: mul_sld finished [took 26.6800s]
-30/10/23 22:01:41| INFO: mul_sld_bcts finished [took 34.4745s]
-30/10/23 22:01:41| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1450s]
-30/10/23 22:01:41| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 22:01:53| INFO: ref finished [took 10.7413s]
-30/10/23 22:01:56| INFO: atc_ne finished [took 13.5169s]
-30/10/23 22:01:56| INFO: atc_mc finished [took 13.5849s]
-30/10/23 22:02:11| INFO: mul_sld_bcts finished [took 29.3981s]
-30/10/23 22:02:12| INFO: mul_sld finished [took 30.6705s]
-30/10/23 22:02:12| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2089s]
-30/10/23 22:02:12| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 22:02:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:02:24| INFO: ref finished [took 10.3435s]
-30/10/23 22:02:26| INFO: atc_mc finished [took 13.0763s]
-30/10/23 22:02:27| INFO: atc_ne finished [took 13.2013s]
-30/10/23 22:02:32| INFO: mul_sld finished [took 19.2237s]
-30/10/23 22:02:32| INFO: Dataset sample 0.10 of dataset imdb finished [took 19.7097s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:07:59| INFO: dataset imdb
-30/10/23 22:08:07| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:08:10| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:08:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:08:20| INFO: ref finished [took 11.3765s]
-30/10/23 22:08:23| INFO: atc_mc finished [took 14.2141s]
-30/10/23 22:08:23| INFO: atc_ne finished [took 14.0568s]
-30/10/23 22:08:31| INFO: mul_sld finished [took 23.9496s]
-30/10/23 22:08:31| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.5121s]
-30/10/23 22:08:31| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 22:08:48| INFO: ref finished [took 14.8939s]
-30/10/23 22:08:52| INFO: atc_mc finished [took 18.5014s]
-30/10/23 22:08:52| INFO: atc_ne finished [took 18.4609s]
-30/10/23 22:09:05| INFO: mul_sld finished [took 32.9898s]
-30/10/23 22:09:12| INFO: mul_sld_bcts finished [took 39.3492s]
-30/10/23 22:11:48| INFO: bin_sld_bcts finished [took 195.8293s]
-30/10/23 22:11:49| INFO: bin_sld finished [took 196.6861s]
-30/10/23 22:12:44| INFO: mul_sld_gs finished [took 250.9835s]
-30/10/23 22:16:16| INFO: bin_sld_gs finished [took 462.9748s]
-30/10/23 22:16:16| INFO: Dataset sample 0.80 of dataset imdb finished [took 464.4318s]
-30/10/23 22:16:16| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 22:16:33| INFO: ref finished [took 15.2921s]
-30/10/23 22:16:37| INFO: atc_mc finished [took 18.9592s]
-30/10/23 22:16:37| INFO: atc_ne finished [took 19.1317s]
-30/10/23 22:16:50| INFO: mul_sld finished [took 33.4304s]
-30/10/23 22:16:59| INFO: mul_sld_bcts finished [took 42.3496s]
-30/10/23 22:19:33| INFO: bin_sld finished [took 196.1571s]
-30/10/23 22:19:36| INFO: bin_sld_bcts finished [took 199.7857s]
-30/10/23 22:20:39| INFO: mul_sld_gs finished [took 261.6674s]
-30/10/23 22:23:46| INFO: bin_sld_gs finished [took 449.3788s]
-30/10/23 22:23:46| INFO: Dataset sample 0.50 of dataset imdb finished [took 450.7045s]
-30/10/23 22:23:46| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 22:24:05| INFO: ref finished [took 16.4122s]
-30/10/23 22:24:09| INFO: atc_mc finished [took 20.4920s]
-30/10/23 22:24:09| INFO: atc_ne finished [took 20.3723s]
-30/10/23 22:24:28| INFO: mul_sld_bcts finished [took 40.3400s]
-30/10/23 22:24:30| INFO: mul_sld finished [took 43.2311s]
-30/10/23 22:27:16| INFO: bin_sld_bcts finished [took 208.6113s]
-30/10/23 22:27:21| INFO: bin_sld finished [took 214.1596s]
-30/10/23 22:28:17| INFO: mul_sld_gs finished [took 269.1075s]
-30/10/23 22:34:19| INFO: bin_sld_gs finished [took 630.9727s]
-30/10/23 22:34:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 632.2728s]
-30/10/23 22:34:19| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 22:34:23| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:34:23| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-30/10/23 22:34:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-30/10/23 22:34:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:34:34| INFO: ref finished [took 13.7988s]
-30/10/23 22:34:37| INFO: atc_mc finished [took 16.7490s]
-30/10/23 22:34:38| INFO: atc_ne finished [took 16.7307s]
-30/10/23 22:34:43| INFO: mul_sld finished [took 23.6079s]
-30/10/23 22:36:42| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-30/10/23 22:36:42| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1097s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:49:25| INFO: dataset imdb
-30/10/23 22:49:37| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:49:42| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:49:43| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:43| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:51| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:50:02| INFO: ref finished [took 22.5398s]
-30/10/23 22:50:09| INFO: atc_mc finished [took 29.3095s]
-30/10/23 22:50:09| INFO: atc_ne finished [took 29.2984s]
-30/10/23 22:50:16| INFO: mul_sld finished [took 37.6287s]
-30/10/23 22:50:16| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.3452s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:53:57| INFO: dataset imdb
-30/10/23 22:54:09| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:54:13| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:54:14| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:15| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:15| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:54:33| INFO: ref finished [took 22.4225s]
-30/10/23 22:54:40| INFO: atc_ne finished [took 29.0085s]
-30/10/23 22:54:41| INFO: atc_mc finished [took 29.6620s]
-30/10/23 22:54:48| INFO: mul_sld finished [took 37.9580s]
-30/10/23 22:54:48| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.6632s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:02:33| INFO: dataset imdb
-30/10/23 23:02:45| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 23:02:50| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 23:02:51| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:52| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:52| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:59| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 23:03:10| INFO: ref finished [took 23.4021s]
-30/10/23 23:03:17| INFO: atc_mc finished [took 30.1849s]
-30/10/23 23:03:18| INFO: atc_ne finished [took 30.4116s]
-30/10/23 23:03:25| INFO: mul_sld finished [took 38.6513s]
-30/10/23 23:03:25| INFO: Dataset sample 0.90 of dataset imdb finished [took 39.3497s]
-30/10/23 23:07:32| INFO: Dataset sample 0.80 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 23:08:15| INFO: dataset imdb
-30/10/23 23:08:26| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:08:51| INFO: ref finished [took 23.6855s]
-30/10/23 23:08:59| INFO: atc_mc finished [took 31.1520s]
-30/10/23 23:08:59| INFO: atc_ne finished [took 31.1659s]
-30/10/23 23:09:10| INFO: mul_sld finished [took 42.2066s]
-30/10/23 23:09:21| INFO: mul_sld_bcts finished [took 52.9631s]
-30/10/23 23:09:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.5286s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:14:11| INFO: dataset imdb
-30/10/23 23:14:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:14:47| INFO: ref finished [took 22.8152s]
-30/10/23 23:14:55| INFO: atc_mc finished [took 31.2100s]
-30/10/23 23:14:55| INFO: atc_ne finished [took 31.2325s]
-30/10/23 23:15:06| INFO: mul_sld finished [took 42.5389s]
-30/10/23 23:15:16| INFO: mul_sld_bcts finished [took 52.7119s]
-30/10/23 23:15:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.2106s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:16:16| INFO: dataset imdb
-30/10/23 23:16:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:16:51| INFO: ref finished [took 22.6482s]
-30/10/23 23:17:00| INFO: atc_ne finished [took 30.5701s]
-30/10/23 23:17:00| INFO: atc_mc finished [took 30.9988s]
-30/10/23 23:17:10| INFO: mul_sld finished [took 41.9572s]
-30/10/23 23:17:21| INFO: mul_sld_bcts finished [took 52.6091s]
-30/10/23 23:17:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1182s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:20:27| INFO: dataset imdb
-30/10/23 23:20:38| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:21:02| INFO: ref finished [took 22.7779s]
-30/10/23 23:21:10| INFO: atc_mc finished [took 30.4191s]
-30/10/23 23:21:10| INFO: atc_ne finished [took 30.8097s]
-30/10/23 23:21:20| INFO: mul_sld finished [took 41.5927s]
-30/10/23 23:21:32| INFO: mul_sld_bcts finished [took 52.6374s]
-30/10/23 23:21:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1125s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:24:11| INFO: dataset imdb
-30/10/23 23:24:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:24:46| INFO: ref finished [took 23.2007s]
-30/10/23 23:24:54| INFO: atc_ne finished [took 30.9437s]
-30/10/23 23:24:55| INFO: atc_mc finished [took 31.6008s]
-30/10/23 23:25:05| INFO: mul_sld finished [took 42.0673s]
-30/10/23 23:25:16| INFO: mul_sld_bcts finished [took 52.6228s]
-30/10/23 23:25:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0611s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:33:01| INFO: dataset imdb
-30/10/23 23:33:11| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:33:36| INFO: ref finished [took 22.9215s]
-30/10/23 23:33:44| INFO: atc_mc finished [took 30.5897s]
-30/10/23 23:33:44| INFO: atc_ne finished [took 30.4788s]
-30/10/23 23:33:55| INFO: mul_sld finished [took 42.0598s]
-30/10/23 23:34:05| INFO: mul_sld_bcts finished [took 52.1772s]
-30/10/23 23:34:05| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.6878s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:38:11| INFO: dataset imdb
-30/10/23 23:38:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:38:47| INFO: ref finished [took 22.8046s]
-30/10/23 23:38:56| INFO: atc_mc finished [took 31.5660s]
-30/10/23 23:38:56| INFO: atc_ne finished [took 31.5269s]
-30/10/23 23:39:06| INFO: mul_sld finished [took 42.2553s]
-30/10/23 23:39:16| INFO: mul_sld_bcts finished [took 52.2602s]
-30/10/23 23:39:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.7890s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:46:40| INFO: dataset imdb
-30/10/23 23:46:51| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:47:16| INFO: ref finished [took 22.8069s]
-30/10/23 23:47:24| INFO: atc_mc finished [took 30.7916s]
-30/10/23 23:47:24| INFO: atc_ne finished [took 30.8668s]
-30/10/23 23:47:35| INFO: mul_sld finished [took 42.2809s]
-30/10/23 23:47:45| INFO: mul_sld_bcts finished [took 52.5498s]
-30/10/23 23:47:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0424s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:50:43| INFO: dataset imdb
-30/10/23 23:50:50| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:51:04| INFO: ref finished [took 12.0863s]
-30/10/23 23:51:07| INFO: atc_ne finished [took 15.0218s]
-30/10/23 23:51:08| INFO: atc_mc finished [took 15.7900s]
-30/10/23 23:51:20| INFO: mul_sld finished [took 28.7221s]
-30/10/23 23:51:31| INFO: mul_sld_bcts finished [took 39.4698s]
-30/10/23 23:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 40.8506s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:52:29| INFO: dataset imdb
-30/10/23 23:52:37| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 23:52:40| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:41| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:41| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 23:52:41| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:48| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 23:52:50| INFO: ref finished [took 12.4800s]
-30/10/23 23:52:53| INFO: atc_mc finished [took 15.1770s]
-30/10/23 23:52:54| INFO: atc_ne finished [took 15.2184s]
-30/10/23 23:53:02| INFO: mul_sld finished [took 24.9402s]
-30/10/23 23:53:02| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.4588s]
-30/10/23 23:53:02| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 23:53:20| INFO: ref finished [took 16.3699s]
-30/10/23 23:53:25| INFO: atc_ne finished [took 20.5069s]
-30/10/23 23:53:25| INFO: atc_mc finished [took 20.7398s]
-30/10/23 23:53:38| INFO: mul_sld finished [took 35.3572s]
-30/10/23 23:53:45| INFO: mul_sld_bcts finished [took 41.8712s]
-30/10/23 23:56:35| INFO: bin_sld finished [took 212.1758s]
-30/10/23 23:56:36| INFO: bin_sld_bcts finished [took 213.3641s]
-30/10/23 23:57:38| INFO: mul_sld_gs finished [took 274.6360s]
-31/10/23 00:01:13| INFO: bin_sld_gs finished [took 490.0221s]
-31/10/23 00:01:13| INFO: Dataset sample 0.80 of dataset imdb finished [took 491.4099s]
-31/10/23 00:01:13| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 00:01:32| INFO: ref finished [took 17.1003s]
-31/10/23 00:01:37| INFO: atc_ne finished [took 21.2159s]
-31/10/23 00:01:37| INFO: atc_mc finished [took 21.6794s]
-31/10/23 00:01:51| INFO: mul_sld finished [took 37.3507s]
-31/10/23 00:02:01| INFO: mul_sld_bcts finished [took 46.7227s]
-31/10/23 00:04:46| INFO: bin_sld finished [took 211.9902s]
-31/10/23 00:04:48| INFO: bin_sld_bcts finished [took 213.3398s]
-31/10/23 00:05:55| INFO: mul_sld_gs finished [took 279.4401s]
-31/10/23 00:08:56| INFO: bin_sld_gs finished [took 461.6571s]
-31/10/23 00:08:56| INFO: Dataset sample 0.50 of dataset imdb finished [took 462.8616s]
-31/10/23 00:08:56| INFO: Dataset sample 0.20 of dataset imdb started
-31/10/23 00:09:15| INFO: ref finished [took 17.3643s]
-31/10/23 00:09:20| INFO: atc_mc finished [took 21.0373s]
-31/10/23 00:09:20| INFO: atc_ne finished [took 21.2599s]
-31/10/23 00:09:38| INFO: mul_sld_bcts finished [took 41.0473s]
-31/10/23 00:09:41| INFO: mul_sld finished [took 43.7800s]
-31/10/23 00:12:30| INFO: bin_sld_bcts finished [took 212.8639s]
-31/10/23 00:12:32| INFO: bin_sld finished [took 215.5704s]
-31/10/23 00:13:29| INFO: mul_sld_gs finished [took 270.7454s]
-31/10/23 00:19:19| INFO: bin_sld_gs finished [took 621.7089s]
-31/10/23 00:19:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 623.1501s]
-31/10/23 00:19:19| INFO: Dataset sample 0.10 of dataset imdb started
-31/10/23 00:19:24| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-31/10/23 00:19:24| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 00:19:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-31/10/23 00:19:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-31/10/23 00:19:35| INFO: ref finished [took 13.7926s]
-31/10/23 00:19:38| INFO: atc_mc finished [took 16.8128s]
-31/10/23 00:19:39| INFO: atc_ne finished [took 16.9032s]
-31/10/23 00:19:44| INFO: mul_sld finished [took 23.7188s]
-31/10/23 00:21:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 00:21:43| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1001s]
-----------------------------------------------------------------------------------------------------
-31/10/23 01:36:56| INFO: dataset imdb
-31/10/23 01:37:04| INFO: Dataset sample 0.90 of dataset imdb started
-31/10/23 01:37:13| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
- jac: array([ 1.06687127, -0.00373246, 0.00373246])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 53
- nit: 34
- njev: 53
- status: 2
- success: False
- x: array([ 0.11536329, -12.93833991, 12.93833991])
-31/10/23 01:37:24| INFO: ref finished [took 15.9844s]
-31/10/23 01:37:28| INFO: atc_mc finished [took 19.7000s]
-31/10/23 01:37:28| INFO: atc_ne finished [took 19.4612s]
-31/10/23 01:37:39| INFO: mul_sld finished [took 33.2999s]
-31/10/23 01:37:49| INFO: mul_sld_bcts finished [took 43.1402s]
-31/10/23 01:40:23| INFO: bin_sld finished [took 197.7518s]
-31/10/23 01:41:23| INFO: mul_sld_gs finished [took 256.4496s]
-31/10/23 01:42:49| INFO: bin_sld_gs finished [took 342.7515s]
-31/10/23 01:42:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 344.8637s]
-31/10/23 01:42:49| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 01:43:10| INFO: ref finished [took 17.6503s]
-31/10/23 01:43:15| INFO: atc_mc finished [took 21.9510s]
-31/10/23 01:43:15| INFO: atc_ne finished [took 21.5680s]
-31/10/23 01:43:29| INFO: mul_sld finished [took 38.2515s]
-31/10/23 01:43:41| INFO: mul_sld_bcts finished [took 48.9560s]
-31/10/23 01:46:29| INFO: bin_sld_bcts finished [took 217.8464s]
-31/10/23 01:46:29| INFO: bin_sld finished [took 218.6211s]
-31/10/23 01:47:51| INFO: mul_sld_gs finished [took 298.6694s]
-31/10/23 01:50:25| INFO: bin_sld_gs finished [took 452.8300s]
-31/10/23 01:50:25| INFO: Dataset sample 0.50 of dataset imdb finished [took 455.3596s]
-31/10/23 01:50:28| ERROR: Configuration imdb_2prevs failed. Exception: could not broadcast input array from shape (2100,7) into shape (2100,)
-----------------------------------------------------------------------------------------------------
-31/10/23 02:13:21| INFO: dataset imdb
-31/10/23 02:13:29| INFO: Dataset sample 0.90 of dataset imdb started
-31/10/23 02:13:37| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
- jac: array([ 1.06687127, -0.00373246, 0.00373246])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 53
- nit: 34
- njev: 53
- status: 2
- success: False
- x: array([ 0.11536329, -12.93833991, 12.93833991])
-31/10/23 02:13:48| INFO: ref finished [took 16.5509s]
-31/10/23 02:13:52| INFO: atc_mc finished [took 20.3138s]
-31/10/23 02:13:52| INFO: atc_ne finished [took 20.1191s]
-31/10/23 02:14:02| INFO: mul_sld finished [took 32.5158s]
-31/10/23 02:14:12| INFO: mul_sld_bcts finished [took 42.0654s]
-31/10/23 02:16:44| INFO: bin_sld finished [took 193.9189s]
-31/10/23 02:17:44| INFO: mul_sld_gs finished [took 252.9066s]
-31/10/23 02:19:11| INFO: bin_sld_gs finished [took 339.9813s]
-31/10/23 02:19:11| INFO: Dataset sample 0.90 of dataset imdb finished [took 341.6967s]
-31/10/23 02:19:11| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 02:19:30| INFO: ref finished [took 16.1334s]
-31/10/23 02:19:35| INFO: atc_mc finished [took 20.5691s]
-31/10/23 02:19:35| INFO: atc_ne finished [took 20.0126s]
-31/10/23 02:19:49| INFO: mul_sld finished [took 36.4597s]
-31/10/23 02:20:02| INFO: mul_sld_bcts finished [took 48.7131s]
-31/10/23 02:22:38| INFO: bin_sld finished [took 205.8577s]
-31/10/23 02:22:41| INFO: bin_sld_bcts finished [took 208.1999s]
-31/10/23 02:23:58| INFO: mul_sld_gs finished [took 284.9247s]
-31/10/23 02:26:26| INFO: bin_sld_gs finished [took 432.5665s]
-31/10/23 02:26:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 435.0679s]
-----------------------------------------------------------------------------------------------------
-31/10/23 03:05:44| INFO: dataset rcv1_CCAT
-31/10/23 03:05:49| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
-31/10/23 03:06:59| INFO: kfcv finished [took 59.0143s]
-31/10/23 03:06:59| INFO: ref finished [took 56.9074s]
-31/10/23 03:07:03| INFO: doc_feat finished [took 49.0683s]
-31/10/23 03:07:05| INFO: atc_mc finished [took 59.3988s]
-31/10/23 03:07:07| INFO: atc_ne finished [took 58.0283s]
-31/10/23 03:07:09| INFO: mul_sld finished [took 76.8284s]
-31/10/23 03:07:19| INFO: mul_sld_bcts finished [took 84.0129s]
-31/10/23 03:09:51| INFO: bin_sld_bcts finished [took 237.9395s]
-31/10/23 03:09:53| INFO: bin_sld finished [took 242.1415s]
-31/10/23 03:10:13| INFO: mul_sld_gs finished [took 255.3743s]
-31/10/23 03:13:59| INFO: bin_sld_gs finished [took 483.0217s]
-31/10/23 03:13:59| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 489.9328s]
-31/10/23 03:13:59| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
-31/10/23 03:15:04| INFO: ref finished [took 53.0703s]
-31/10/23 03:15:05| INFO: kfcv finished [took 55.9779s]
-31/10/23 03:15:05| INFO: doc_feat finished [took 48.1315s]
-31/10/23 03:15:10| INFO: atc_mc finished [took 56.8062s]
-31/10/23 03:15:11| INFO: atc_ne finished [took 55.9933s]
-31/10/23 03:15:20| INFO: mul_sld finished [took 77.2840s]
-31/10/23 03:15:25| INFO: mul_sld_bcts finished [took 80.0502s]
-31/10/23 03:17:55| INFO: bin_sld finished [took 233.0173s]
-31/10/23 03:17:55| INFO: bin_sld_bcts finished [took 231.2358s]
-31/10/23 03:18:59| INFO: mul_sld_gs finished [took 291.7573s]
-31/10/23 03:21:50| INFO: bin_sld_gs finished [took 463.8743s]
-31/10/23 03:21:50| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 470.4706s]
-31/10/23 03:21:50| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
-31/10/23 03:22:52| INFO: doc_feat finished [took 46.9563s]
-31/10/23 03:22:53| INFO: ref finished [took 52.8185s]
-31/10/23 03:22:54| INFO: kfcv finished [took 55.3202s]
-31/10/23 03:22:57| INFO: atc_mc finished [took 55.1482s]
-31/10/23 03:22:58| INFO: atc_ne finished [took 54.7420s]
-31/10/23 03:23:09| INFO: mul_sld finished [took 76.8111s]
-31/10/23 03:23:14| INFO: mul_sld_bcts finished [took 80.0460s]
-31/10/23 03:25:43| INFO: bin_sld finished [took 231.7146s]
-31/10/23 03:25:44| INFO: bin_sld_bcts finished [took 230.9954s]
-31/10/23 03:26:53| INFO: mul_sld_gs finished [took 296.5824s]
-31/10/23 03:29:12| INFO: bin_sld_gs finished [took 437.2666s]
-31/10/23 03:29:12| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 442.6584s]
-31/10/23 03:29:12| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
-31/10/23 03:30:14| INFO: doc_feat finished [took 47.2841s]
-31/10/23 03:30:15| INFO: ref finished [took 52.5819s]
-31/10/23 03:30:16| INFO: kfcv finished [took 54.9735s]
-31/10/23 03:30:19| INFO: atc_mc finished [took 55.5994s]
-31/10/23 03:30:20| INFO: atc_ne finished [took 55.0062s]
-31/10/23 03:30:30| INFO: mul_sld finished [took 75.3263s]
-31/10/23 03:30:37| INFO: mul_sld_bcts finished [took 80.4052s]
-31/10/23 03:33:04| INFO: bin_sld finished [took 229.9416s]
-31/10/23 03:33:05| INFO: bin_sld_bcts finished [took 229.0971s]
-31/10/23 03:34:12| INFO: mul_sld_gs finished [took 292.9916s]
-31/10/23 03:37:15| INFO: bin_sld_gs finished [took 477.2157s]
-31/10/23 03:37:15| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 482.5150s]
-31/10/23 03:37:15| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
-31/10/23 03:38:17| INFO: doc_feat finished [took 47.6798s]
-31/10/23 03:38:17| INFO: ref finished [took 52.2283s]
-31/10/23 03:38:18| INFO: kfcv finished [took 54.3535s]
-31/10/23 03:38:22| INFO: atc_mc finished [took 55.4316s]
-31/10/23 03:38:23| INFO: atc_ne finished [took 55.3697s]
-31/10/23 03:38:32| INFO: mul_sld finished [took 74.3762s]
-31/10/23 03:38:39| INFO: mul_sld_bcts finished [took 79.7216s]
-31/10/23 03:41:05| INFO: bin_sld finished [took 228.4963s]
-31/10/23 03:41:08| INFO: bin_sld_bcts finished [took 230.0901s]
-31/10/23 03:42:09| INFO: mul_sld_gs finished [took 287.8477s]
-31/10/23 03:45:08| INFO: bin_sld_gs finished [took 467.2633s]
-31/10/23 03:45:08| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 472.6090s]
-31/10/23 03:45:08| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
-31/10/23 03:46:08| INFO: doc_feat finished [took 47.0674s]
-31/10/23 03:46:09| INFO: ref finished [took 51.5844s]
-31/10/23 03:46:09| INFO: kfcv finished [took 53.6481s]
-31/10/23 03:46:14| INFO: atc_mc finished [took 55.3679s]
-31/10/23 03:46:14| INFO: atc_ne finished [took 54.6174s]
-31/10/23 03:46:21| INFO: mul_sld finished [took 71.5925s]
-31/10/23 03:46:29| INFO: mul_sld_bcts finished [took 77.5938s]
-31/10/23 03:48:55| INFO: bin_sld finished [took 226.3217s]
-31/10/23 03:48:57| INFO: bin_sld_bcts finished [took 226.5561s]
-31/10/23 03:50:04| INFO: mul_sld_gs finished [took 289.8958s]
-31/10/23 03:53:13| INFO: bin_sld_gs finished [took 479.9650s]
-31/10/23 03:53:13| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 485.0438s]
-31/10/23 03:53:13| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
-31/10/23 03:54:15| INFO: doc_feat finished [took 47.1959s]
-31/10/23 03:54:16| INFO: ref finished [took 52.7452s]
-31/10/23 03:54:17| INFO: kfcv finished [took 55.3715s]
-31/10/23 03:54:20| INFO: atc_mc finished [took 55.5749s]
-31/10/23 03:54:21| INFO: atc_ne finished [took 54.8719s]
-31/10/23 03:54:29| INFO: mul_sld finished [took 74.1932s]
-31/10/23 03:54:37| INFO: mul_sld_bcts finished [took 80.1150s]
-31/10/23 03:57:01| INFO: bin_sld finished [took 227.2338s]
-31/10/23 03:57:06| INFO: bin_sld_bcts finished [took 229.7342s]
-31/10/23 03:58:13| INFO: mul_sld_gs finished [took 293.4750s]
-31/10/23 04:00:50| INFO: bin_sld_gs finished [took 451.3322s]
-31/10/23 04:00:50| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 456.9583s]
-31/10/23 04:00:50| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
-31/10/23 04:01:54| INFO: doc_feat finished [took 48.9670s]
-31/10/23 04:01:54| INFO: ref finished [took 54.3281s]
-31/10/23 04:01:55| INFO: kfcv finished [took 57.0798s]
-31/10/23 04:01:59| INFO: atc_mc finished [took 57.5663s]
-31/10/23 04:02:00| INFO: atc_ne finished [took 57.1756s]
-31/10/23 04:02:07| INFO: mul_sld finished [took 74.8552s]
-31/10/23 04:02:14| INFO: mul_sld_bcts finished [took 79.8097s]
-31/10/23 04:04:43| INFO: bin_sld finished [took 231.6926s]
-31/10/23 04:04:43| INFO: bin_sld_bcts finished [took 229.9267s]
-31/10/23 04:05:23| INFO: mul_sld_gs finished [took 266.8226s]
-31/10/23 04:08:36| INFO: bin_sld_gs finished [took 460.9384s]
-31/10/23 04:08:36| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 466.5653s]
-31/10/23 04:08:36| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
-31/10/23 04:08:46| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 04:08:46| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 04:08:55| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
- jac: array([nan, nan, nan, nan, nan])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 21
- nit: 0
- njev: 21
- status: 2
- success: False
- x: array([1., 0., 0., 0., 0.])
-31/10/23 04:09:33| INFO: doc_feat finished [took 42.6167s]
-31/10/23 04:09:33| INFO: ref finished [took 46.6961s]
-31/10/23 04:09:33| INFO: kfcv finished [took 48.7570s]
-31/10/23 04:09:37| INFO: atc_mc finished [took 49.6198s]
-31/10/23 04:09:38| INFO: atc_ne finished [took 49.1195s]
-31/10/23 04:09:42| INFO: mul_sld finished [took 63.1364s]
-31/10/23 04:11:02| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 04:12:05| INFO: bin_sld finished [took 207.4063s]
-31/10/23 04:12:05| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 208.7423s]
-31/10/23 04:12:16| ERROR: Configuration rcv1_CCAT_9prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-31/10/23 11:30:20| INFO: dataset rcv1_CCAT
-31/10/23 11:30:26| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
-31/10/23 11:31:32| INFO: doc_feat finished [took 48.1486s]
-31/10/23 11:31:32| INFO: ref finished [took 53.9235s]
-31/10/23 11:31:33| INFO: kfcv finished [took 56.4175s]
-31/10/23 11:31:37| INFO: atc_mc finished [took 57.2963s]
-31/10/23 11:31:39| INFO: atc_ne finished [took 56.1470s]
-31/10/23 11:31:43| INFO: mul_sld finished [took 74.0703s]
-31/10/23 11:31:50| INFO: mul_sld_bcts finished [took 78.8253s]
-31/10/23 11:34:16| INFO: bin_sld_bcts finished [took 225.7409s]
-31/10/23 11:34:18| INFO: bin_sld finished [took 229.9705s]
-31/10/23 11:34:42| INFO: mul_sld_gs finished [took 247.4756s]
-31/10/23 11:38:30| INFO: bin_sld_gs finished [took 477.2173s]
-31/10/23 11:38:30| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 483.7632s]
-31/10/23 11:38:30| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
-31/10/23 11:39:32| INFO: doc_feat finished [took 47.0343s]
-31/10/23 11:39:33| INFO: ref finished [took 52.5674s]
-31/10/23 11:39:33| INFO: kfcv finished [took 54.5521s]
-31/10/23 11:39:38| INFO: atc_mc finished [took 55.5394s]
-31/10/23 11:39:38| INFO: atc_ne finished [took 54.9616s]
-31/10/23 11:39:48| INFO: mul_sld finished [took 75.9068s]
-31/10/23 11:39:53| INFO: mul_sld_bcts finished [took 78.1581s]
-31/10/23 11:42:22| INFO: bin_sld finished [took 230.5536s]
-31/10/23 11:42:23| INFO: bin_sld_bcts finished [took 229.2262s]
-31/10/23 11:43:29| INFO: mul_sld_gs finished [took 291.7013s]
-31/10/23 11:46:14| INFO: bin_sld_gs finished [took 457.9059s]
-31/10/23 11:46:14| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 463.5174s]
-31/10/23 11:46:14| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
-31/10/23 11:47:17| INFO: doc_feat finished [took 46.4490s]
-31/10/23 11:47:17| INFO: ref finished [took 52.6852s]
-31/10/23 11:47:17| INFO: kfcv finished [took 55.0158s]
-31/10/23 11:47:21| INFO: atc_mc finished [took 55.4861s]
-31/10/23 11:47:22| INFO: atc_ne finished [took 54.9236s]
-31/10/23 11:47:32| INFO: mul_sld finished [took 75.5717s]
-31/10/23 11:47:38| INFO: mul_sld_bcts finished [took 80.0893s]
-31/10/23 11:50:02| INFO: bin_sld finished [took 226.8402s]
-31/10/23 11:50:05| INFO: bin_sld_bcts finished [took 227.7311s]
-31/10/23 11:51:15| INFO: mul_sld_gs finished [took 294.0087s]
-31/10/23 11:53:36| INFO: bin_sld_gs finished [took 436.3031s]
-31/10/23 11:53:36| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 441.8200s]
-31/10/23 11:53:36| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
-31/10/23 11:54:37| INFO: doc_feat finished [took 47.1550s]
-31/10/23 11:54:38| INFO: ref finished [took 52.2980s]
-31/10/23 11:54:39| INFO: kfcv finished [took 54.5489s]
-31/10/23 11:54:42| INFO: atc_mc finished [took 55.2076s]
-31/10/23 11:54:43| INFO: atc_ne finished [took 54.6137s]
-31/10/23 11:54:53| INFO: mul_sld finished [took 74.8407s]
-31/10/23 11:54:59| INFO: mul_sld_bcts finished [took 79.4977s]
-31/10/23 11:57:24| INFO: bin_sld finished [took 226.9209s]
-31/10/23 11:57:26| INFO: bin_sld_bcts finished [took 227.3112s]
-31/10/23 11:58:29| INFO: mul_sld_gs finished [took 286.1947s]
-31/10/23 12:01:41| INFO: bin_sld_gs finished [took 479.8610s]
-31/10/23 12:01:41| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 485.3472s]
-31/10/23 12:01:41| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
-31/10/23 12:02:42| INFO: doc_feat finished [took 46.7340s]
-31/10/23 12:02:42| INFO: ref finished [took 51.5482s]
-31/10/23 12:02:43| INFO: kfcv finished [took 53.9559s]
-31/10/23 12:02:47| INFO: atc_mc finished [took 54.7558s]
-31/10/23 12:02:48| INFO: atc_ne finished [took 54.5216s]
-31/10/23 12:02:57| INFO: mul_sld finished [took 73.4013s]
-31/10/23 12:03:04| INFO: mul_sld_bcts finished [took 78.9197s]
-31/10/23 12:05:30| INFO: bin_sld finished [took 227.3887s]
-31/10/23 12:05:31| INFO: bin_sld_bcts finished [took 226.6540s]
-31/10/23 12:06:37| INFO: mul_sld_gs finished [took 289.2631s]
-31/10/23 12:09:30| INFO: bin_sld_gs finished [took 463.2754s]
-31/10/23 12:09:30| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 468.6356s]
-31/10/23 12:09:30| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
-31/10/23 12:10:30| INFO: doc_feat finished [took 47.0178s]
-31/10/23 12:10:31| INFO: ref finished [took 51.8808s]
-31/10/23 12:10:31| INFO: kfcv finished [took 53.6165s]
-31/10/23 12:10:36| INFO: atc_mc finished [took 55.8052s]
-31/10/23 12:10:36| INFO: atc_ne finished [took 55.0541s]
-31/10/23 12:10:44| INFO: mul_sld finished [took 72.1431s]
-31/10/23 12:10:52| INFO: mul_sld_bcts finished [took 78.0435s]
-31/10/23 12:13:18| INFO: bin_sld finished [took 227.6364s]
-31/10/23 12:13:20| INFO: bin_sld_bcts finished [took 227.4485s]
-31/10/23 12:14:23| INFO: mul_sld_gs finished [took 287.2824s]
-31/10/23 12:17:20| INFO: bin_sld_gs finished [took 465.4084s]
-31/10/23 12:17:20| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 470.5362s]
-31/10/23 12:17:20| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
-31/10/23 12:18:22| INFO: doc_feat finished [took 46.7203s]
-31/10/23 12:18:24| INFO: ref finished [took 52.8941s]
-31/10/23 12:18:24| INFO: kfcv finished [took 55.1602s]
-31/10/23 12:18:27| INFO: atc_mc finished [took 55.1296s]
-31/10/23 12:18:29| INFO: atc_ne finished [took 54.8176s]
-31/10/23 12:18:36| INFO: mul_sld finished [took 73.6368s]
-31/10/23 12:18:44| INFO: mul_sld_bcts finished [took 79.2444s]
-31/10/23 12:21:09| INFO: bin_sld finished [took 227.4633s]
-31/10/23 12:21:11| INFO: bin_sld_bcts finished [took 227.8848s]
-31/10/23 12:22:18| INFO: mul_sld_gs finished [took 290.8750s]
-31/10/23 12:25:01| INFO: bin_sld_gs finished [took 455.0492s]
-31/10/23 12:25:01| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 460.7077s]
-31/10/23 12:25:01| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
-31/10/23 12:26:04| INFO: doc_feat finished [took 48.7419s]
-31/10/23 12:26:05| INFO: ref finished [took 53.9956s]
-31/10/23 12:26:06| INFO: kfcv finished [took 56.7159s]
-31/10/23 12:26:10| INFO: atc_mc finished [took 57.0141s]
-31/10/23 12:26:11| INFO: atc_ne finished [took 56.6235s]
-31/10/23 12:26:18| INFO: mul_sld finished [took 74.9361s]
-31/10/23 12:26:24| INFO: mul_sld_bcts finished [took 78.6411s]
-31/10/23 12:28:51| INFO: bin_sld finished [took 228.5964s]
-31/10/23 12:28:51| INFO: bin_sld_bcts finished [took 226.9077s]
-31/10/23 12:29:34| INFO: mul_sld_gs finished [took 265.9319s]
-31/10/23 12:32:39| INFO: bin_sld_gs finished [took 452.9439s]
-31/10/23 12:32:39| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 458.4924s]
-31/10/23 12:32:39| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
-31/10/23 12:32:49| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 12:32:49| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 12:32:57| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
- jac: array([nan, nan, nan, nan, nan])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 21
- nit: 0
- njev: 21
- status: 2
- success: False
- x: array([1., 0., 0., 0., 0.])
-31/10/23 12:33:33| INFO: doc_feat finished [took 40.8855s]
-31/10/23 12:33:34| INFO: ref finished [took 44.7933s]
-31/10/23 12:33:34| INFO: kfcv finished [took 47.0146s]
-31/10/23 12:33:38| INFO: atc_mc finished [took 47.7008s]
-31/10/23 12:33:39| INFO: atc_ne finished [took 47.4664s]
-31/10/23 12:33:42| INFO: mul_sld finished [took 60.5341s]
-31/10/23 12:35:06| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 12:36:11| INFO: bin_sld finished [took 210.5128s]
-31/10/23 12:36:11| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 211.7476s]
-----------------------------------------------------------------------------------------------------
-31/10/23 13:07:34| INFO: dataset imdb_2prevs
-31/10/23 13:07:41| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:07:55| INFO: ref finished [took 12.2932s]
-31/10/23 13:07:58| INFO: atc_mc finished [took 15.8781s]
-31/10/23 13:07:58| INFO: atc_ne finished [took 15.8256s]
-31/10/23 13:08:08| INFO: mul_sld finished [took 25.6841s]
-31/10/23 13:08:18| INFO: mul_sld_bcts finished [took 35.3498s]
-31/10/23 13:08:18| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.3540s]
-31/10/23 13:08:18| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:08:32| INFO: ref finished [took 12.8011s]
-31/10/23 13:08:36| INFO: atc_mc finished [took 16.7266s]
-31/10/23 13:08:36| INFO: atc_ne finished [took 16.9577s]
-31/10/23 13:08:49| INFO: mul_sld finished [took 30.1948s]
-31/10/23 13:09:00| INFO: mul_sld_bcts finished [took 41.0998s]
-31/10/23 13:09:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 42.6008s]
-31/10/23 13:09:00| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 13:10:27| INFO: dataset imdb_2prevs
-31/10/23 13:10:34| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:10:47| INFO: ref finished [took 11.6569s]
-31/10/23 13:10:51| INFO: atc_mc finished [took 15.6380s]
-31/10/23 13:10:51| INFO: atc_ne finished [took 15.5430s]
-31/10/23 13:11:00| INFO: mul_sld finished [took 24.9236s]
-31/10/23 13:11:10| INFO: mul_sld_bcts finished [took 34.5252s]
-31/10/23 13:11:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.4874s]
-31/10/23 13:11:10| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:11:23| INFO: ref finished [took 11.5602s]
-31/10/23 13:11:26| INFO: atc_ne finished [took 14.3888s]
-31/10/23 13:11:26| INFO: atc_mc finished [took 14.5643s]
-31/10/23 13:11:39| INFO: mul_sld finished [took 27.8023s]
-31/10/23 13:11:51| INFO: mul_sld_bcts finished [took 39.2892s]
-31/10/23 13:11:51| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.6914s]
-31/10/23 13:11:51| DEBUG: ['COMP_ESTIMATORS', 'DATASET_DIR_UPDATE', 'DATASET_NAME', 'DATASET_N_PREVS', 'DATASET_PREVS', 'DATASET_TARGET', 'METRICS', 'OUT_DIR', 'OUT_DIR_NAME', 'PLOT_DIR_NAME', 'PLOT_ESTIMATORS', 'PLOT_OUT_DIR', 'PLOT_STDEV', 'PROTOCOL_N_PREVS', 'PROTOCOL_REPEATS', 'SAMPLE_SIZE', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getstate__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__slotnames__', '__str__', '__subclasshook__', '__weakref__', '_current_conf', '_default', '_environ__getdict', '_environ__setdict', '_instance', '_keys', 'confs', 'exec', 'get_confs', 'get_plot_confs', 'load_conf', 'plot_confs']
-31/10/23 13:11:51| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 13:12:56| INFO: dataset imdb_2prevs
-31/10/23 13:13:03| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:13:15| INFO: ref finished [took 11.2578s]
-31/10/23 13:13:19| INFO: atc_mc finished [took 14.7895s]
-31/10/23 13:13:19| INFO: atc_ne finished [took 14.8637s]
-31/10/23 13:13:28| INFO: mul_sld finished [took 24.2622s]
-31/10/23 13:13:38| INFO: mul_sld_bcts finished [took 34.0592s]
-31/10/23 13:13:38| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9907s]
-31/10/23 13:13:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:13:52| INFO: ref finished [took 12.2334s]
-31/10/23 13:13:56| INFO: atc_ne finished [took 16.1148s]
-31/10/23 13:13:56| INFO: atc_mc finished [took 16.4135s]
-31/10/23 13:14:10| INFO: mul_sld finished [took 30.7003s]
-31/10/23 13:14:21| INFO: mul_sld_bcts finished [took 41.5915s]
-31/10/23 13:14:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 43.0339s]
-31/10/23 13:14:21| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:05:25| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '_current_conf'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:06:00| INFO: dataset imdb_2prevs
-31/10/23 14:06:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:06:19| INFO: ref finished [took 10.8776s]
-31/10/23 14:06:23| INFO: atc_ne finished [took 14.0744s]
-31/10/23 14:06:23| INFO: atc_mc finished [took 14.4000s]
-31/10/23 14:06:33| INFO: mul_sld finished [took 24.5149s]
-31/10/23 14:06:42| INFO: mul_sld_bcts finished [took 33.9116s]
-31/10/23 14:06:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.8416s]
-31/10/23 14:06:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:06:55| INFO: ref finished [took 11.2125s]
-31/10/23 14:06:59| INFO: atc_ne finished [took 14.9235s]
-31/10/23 14:06:59| INFO: atc_mc finished [took 15.1623s]
-31/10/23 14:07:12| INFO: mul_sld finished [took 28.3463s]
-31/10/23 14:07:23| INFO: mul_sld_bcts finished [took 39.0377s]
-31/10/23 14:07:23| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.4312s]
-31/10/23 14:07:23| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:09:14| INFO: dataset imdb_2prevs
-31/10/23 14:09:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:09:33| INFO: ref finished [took 10.6213s]
-31/10/23 14:09:37| INFO: atc_mc finished [took 14.2004s]
-31/10/23 14:09:37| INFO: atc_ne finished [took 14.2574s]
-31/10/23 14:09:46| INFO: mul_sld finished [took 23.8084s]
-31/10/23 14:09:56| INFO: mul_sld_bcts finished [took 33.4634s]
-31/10/23 14:09:56| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.4023s]
-31/10/23 14:09:56| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:10:09| INFO: ref finished [took 11.0452s]
-31/10/23 14:10:12| INFO: atc_mc finished [took 14.0363s]
-31/10/23 14:10:12| INFO: atc_ne finished [took 14.2492s]
-31/10/23 14:10:25| INFO: mul_sld finished [took 27.1464s]
-31/10/23 14:10:35| INFO: mul_sld_bcts finished [took 37.7957s]
-31/10/23 14:10:35| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.1750s]
-31/10/23 14:10:35| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:14:00| INFO: dataset imdb_2prevs
-31/10/23 14:14:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:14:19| INFO: ref finished [took 11.0176s]
-31/10/23 14:14:22| INFO: atc_mc finished [took 14.0422s]
-31/10/23 14:14:23| INFO: atc_ne finished [took 14.2169s]
-31/10/23 14:14:31| INFO: mul_sld finished [took 23.7014s]
-31/10/23 14:14:42| INFO: mul_sld_bcts finished [took 33.7536s]
-31/10/23 14:14:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.7003s]
-31/10/23 14:14:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:14:54| INFO: ref finished [took 11.0187s]
-31/10/23 14:14:57| INFO: atc_mc finished [took 14.0175s]
-31/10/23 14:14:58| INFO: atc_ne finished [took 14.4154s]
-31/10/23 14:15:10| INFO: mul_sld finished [took 27.5946s]
-31/10/23 14:15:21| INFO: mul_sld_bcts finished [took 38.0464s]
-31/10/23 14:15:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.4594s]
-31/10/23 14:15:21| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts', 'ref'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': None, 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': None, 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:15:21| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:30:59| INFO: dataset imdb_2prevs
-31/10/23 14:31:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:31:33| INFO: ref finished [took 22.2885s]
-31/10/23 14:31:41| INFO: atc_mc finished [took 29.8328s]
-31/10/23 14:31:41| INFO: atc_ne finished [took 30.1421s]
-31/10/23 14:31:46| INFO: mul_sld finished [took 35.8373s]
-31/10/23 14:31:57| INFO: mul_sld_bcts finished [took 46.5130s]
-31/10/23 14:31:57| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 47.5379s]
-31/10/23 14:31:57| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:32:24| INFO: ref finished [took 24.3912s]
-31/10/23 14:32:31| INFO: atc_mc finished [took 31.2488s]
-31/10/23 14:32:31| INFO: atc_ne finished [took 31.5120s]
-31/10/23 14:32:43| INFO: mul_sld finished [took 44.6372s]
-31/10/23 14:32:54| INFO: mul_sld_bcts finished [took 54.5749s]
-31/10/23 14:32:54| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 56.2358s]
-31/10/23 14:32:54| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:32:58| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:37:38| INFO: dataset imdb_2prevs
-31/10/23 14:37:45| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:37:58| INFO: ref finished [took 11.4397s]
-31/10/23 14:38:01| INFO: atc_mc finished [took 14.6411s]
-31/10/23 14:38:01| INFO: atc_ne finished [took 14.8218s]
-31/10/23 14:38:11| INFO: mul_sld finished [took 24.4862s]
-31/10/23 14:38:20| INFO: mul_sld_bcts finished [took 33.9900s]
-31/10/23 14:38:20| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9816s]
-31/10/23 14:38:20| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:38:33| INFO: ref finished [took 11.3787s]
-31/10/23 14:38:36| INFO: atc_mc finished [took 14.4366s]
-31/10/23 14:38:36| INFO: atc_ne finished [took 14.3365s]
-31/10/23 14:38:50| INFO: mul_sld finished [took 28.1585s]
-31/10/23 14:39:00| INFO: mul_sld_bcts finished [took 38.5508s]
-31/10/23 14:39:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.0193s]
-31/10/23 14:39:00| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:39:03| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:44:15| INFO: dataset imdb_2prevs
-31/10/23 14:44:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:44:35| INFO: ref finished [took 11.5902s]
-31/10/23 14:44:38| INFO: atc_mc finished [took 14.7915s]
-31/10/23 14:44:39| INFO: atc_ne finished [took 14.8611s]
-31/10/23 14:44:48| INFO: mul_sld finished [took 24.7670s]
-31/10/23 14:44:58| INFO: mul_sld_bcts finished [took 34.3171s]
-31/10/23 14:44:58| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.3088s]
-31/10/23 14:44:58| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:45:11| INFO: ref finished [took 11.8887s]
-31/10/23 14:45:15| INFO: atc_mc finished [took 15.2624s]
-31/10/23 14:45:15| INFO: atc_ne finished [took 15.2085s]
-31/10/23 14:45:28| INFO: mul_sld finished [took 28.5408s]
-31/10/23 14:45:38| INFO: mul_sld_bcts finished [took 38.9976s]
-31/10/23 14:45:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.5854s]
-31/10/23 14:45:38| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:45:41| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:55:18| INFO dataset imdb_2prevs
-31/10/23 14:55:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:55:37| INFO ref finished [took 10.1990s]
-31/10/23 14:55:40| INFO atc_mc finished [took 13.4778s]
-31/10/23 14:55:41| INFO atc_ne finished [took 13.5559s]
-31/10/23 14:55:50| INFO mul_sld finished [took 23.0450s]
-31/10/23 14:55:59| INFO mul_sld_bcts finished [took 32.4582s]
-31/10/23 14:55:59| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.3679s]
-31/10/23 14:55:59| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:56:11| INFO ref finished [took 10.3415s]
-31/10/23 14:56:14| INFO atc_mc finished [took 13.4638s]
-31/10/23 14:56:14| INFO atc_ne finished [took 13.4791s]
-31/10/23 14:56:27| INFO mul_sld finished [took 26.3298s]
-31/10/23 14:56:38| INFO mul_sld_bcts finished [took 37.2449s]
-31/10/23 14:56:38| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.6430s]
-31/10/23 14:56:38| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:56:41| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 15:00:19| INFO dataset imdb_2prevs
-31/10/23 15:00:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 15:00:38| INFO ref finished [took 10.7099s]
-31/10/23 15:00:41| INFO atc_ne finished [took 13.7392s]
-31/10/23 15:00:41| INFO atc_mc finished [took 13.9108s]
-31/10/23 15:00:50| INFO mul_sld finished [took 23.3628s]
-31/10/23 15:01:00| INFO mul_sld_bcts finished [took 33.0440s]
-31/10/23 15:01:00| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.9805s]
-31/10/23 15:01:00| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 15:01:12| INFO ref finished [took 10.7020s]
-31/10/23 15:01:15| INFO atc_mc finished [took 13.9521s]
-31/10/23 15:01:15| INFO atc_ne finished [took 13.8623s]
-31/10/23 15:01:28| INFO mul_sld finished [took 26.8476s]
-31/10/23 15:01:39| INFO mul_sld_bcts finished [took 37.4291s]
-31/10/23 15:01:39| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.8721s]
-31/10/23 15:01:39| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 15:01:42| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 15:02:43| INFO dataset imdb_2prevs
-31/10/23 15:02:50| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 15:03:02| INFO ref finished [took 10.5528s]
-31/10/23 15:03:05| INFO atc_mc finished [took 13.7838s]
-31/10/23 15:03:05| INFO atc_ne finished [took 13.6736s]
-31/10/23 15:03:14| INFO mul_sld finished [took 23.2705s]
-31/10/23 15:03:24| INFO mul_sld_bcts finished [took 32.8493s]
-31/10/23 15:03:24| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.7917s]
-31/10/23 15:03:24| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 15:03:36| INFO ref finished [took 10.4338s]
-31/10/23 15:03:39| INFO atc_mc finished [took 13.5140s]
-31/10/23 15:03:39| INFO atc_ne finished [took 13.5920s]
-31/10/23 15:03:52| INFO mul_sld finished [took 26.7677s]
-31/10/23 15:04:03| INFO mul_sld_bcts finished [took 37.2882s]
-31/10/23 15:04:03| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.7014s]
-----------------------------------------------------------------------------------------------------
-31/10/23 17:01:56| INFO dataset imdb_2prevs
-31/10/23 17:02:03| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 17:02:16| INFO ref finished [took 11.7260s]
-31/10/23 17:02:19| INFO atc_mc finished [took 14.9332s]
-31/10/23 17:02:20| INFO atc_ne finished [took 14.9267s]
-31/10/23 17:02:29| INFO mul_sld finished [took 25.0825s]
-31/10/23 17:02:39| INFO mul_sld_bcts finished [took 35.1456s]
-31/10/23 17:02:39| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.1167s]
-31/10/23 17:02:39| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 17:02:53| INFO ref finished [took 12.1990s]
-31/10/23 17:02:57| INFO atc_mc finished [took 15.9130s]
-31/10/23 17:02:57| INFO atc_ne finished [took 15.8122s]
-31/10/23 17:03:10| INFO mul_sld finished [took 29.0681s]
-31/10/23 17:03:21| INFO mul_sld_bcts finished [took 40.0346s]
-31/10/23 17:03:21| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.6137s]
-----------------------------------------------------------------------------------------------------
-31/10/23 17:04:35| INFO dataset imdb_2prevs
-31/10/23 17:04:42| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 17:04:56| INFO ref finished [took 11.5027s]
-31/10/23 17:05:00| INFO atc_mc finished [took 15.1600s]
-31/10/23 17:05:00| INFO atc_ne finished [took 15.0072s]
-31/10/23 17:05:09| INFO mul_sld finished [took 24.7931s]
-31/10/23 17:05:19| INFO mul_sld_bcts finished [took 34.6305s]
-31/10/23 17:05:19| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 37.1778s]
-31/10/23 17:05:19| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 17:05:33| INFO ref finished [took 12.2649s]
-31/10/23 17:05:36| INFO atc_mc finished [took 15.5987s]
-31/10/23 17:05:37| INFO atc_ne finished [took 15.8214s]
-31/10/23 17:05:50| INFO mul_sld finished [took 29.3523s]
-31/10/23 17:06:00| INFO mul_sld_bcts finished [took 39.8376s]
-31/10/23 17:06:00| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.2888s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:19:37| INFO dataset imdb_1prevs
-31/10/23 20:19:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:20:07| INFO ref finished [took 17.4125s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:20:50| INFO dataset imdb_1prevs
-31/10/23 20:21:01| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:21:19| INFO ref finished [took 17.0717s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:22:05| INFO dataset imdb_1prevs
-31/10/23 20:22:15| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:22:35| INFO ref finished [took 18.4752s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:23:38| INFO dataset imdb_1prevs
-31/10/23 20:23:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:24:08| INFO ref finished [took 18.3216s]
-----------------------------------------------------------------------------------------------------
-01/11/23 13:07:19| INFO dataset imdb_1prevs
-01/11/23 13:07:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/11/23 13:07:27| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator mul_sld_gs does not exist'
-01/11/23 13:07:27| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-03/11/23 20:54:19| INFO dataset rcv1_CCAT_9prevs
-03/11/23 20:54:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 20:54:28| WARNING Method mul_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
-03/11/23 20:54:29| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
-03/11/23 20:54:30| WARNING Method bin_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
-03/11/23 20:55:09| INFO ref finished [took 38.5179s]
-----------------------------------------------------------------------------------------------------
-03/11/23 21:28:36| INFO dataset rcv1_CCAT_9prevs
-03/11/23 21:28:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:28:45| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
-----------------------------------------------------------------------------------------------------
-03/11/23 21:31:03| INFO dataset rcv1_CCAT_9prevs
-03/11/23 21:31:08| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:31:59| INFO ref finished [took 45.6616s]
-03/11/23 21:32:03| INFO atc_mc finished [took 48.4360s]
-03/11/23 21:32:07| INFO atc_ne finished [took 51.0515s]
-03/11/23 21:32:23| INFO mul_sld finished [took 72.9229s]
-03/11/23 21:34:43| INFO bin_sld finished [took 213.9538s]
-03/11/23 21:36:27| INFO mul_sld_gs finished [took 314.9357s]
-03/11/23 21:40:50| INFO bin_sld_gs finished [took 579.2530s]
-03/11/23 21:40:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 582.5876s]
-03/11/23 21:40:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:41:39| INFO ref finished [took 43.7409s]
-03/11/23 21:41:43| INFO atc_mc finished [took 46.4580s]
-03/11/23 21:41:44| INFO atc_ne finished [took 46.4267s]
-03/11/23 21:41:54| INFO mul_sld finished [took 61.3005s]
-03/11/23 21:44:18| INFO bin_sld finished [took 206.3680s]
-03/11/23 21:45:59| INFO mul_sld_gs finished [took 304.4726s]
-03/11/23 21:50:33| INFO bin_sld_gs finished [took 579.3455s]
-03/11/23 21:50:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 582.4808s]
-03/11/23 21:50:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:51:22| INFO ref finished [took 43.6853s]
-03/11/23 21:51:26| INFO atc_mc finished [took 47.1366s]
-03/11/23 21:51:30| INFO atc_ne finished [took 49.4868s]
-03/11/23 21:51:34| INFO mul_sld finished [took 59.0964s]
-03/11/23 21:53:59| INFO bin_sld finished [took 205.0248s]
-03/11/23 21:55:50| INFO mul_sld_gs finished [took 312.5630s]
-03/11/23 22:00:27| INFO bin_sld_gs finished [took 591.1460s]
-03/11/23 22:00:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 594.3163s]
-03/11/23 22:00:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:01:15| INFO ref finished [took 43.3806s]
-03/11/23 22:01:19| INFO atc_mc finished [took 46.6674s]
-03/11/23 22:01:21| INFO atc_ne finished [took 47.1220s]
-03/11/23 22:01:28| INFO mul_sld finished [took 58.6799s]
-03/11/23 22:03:53| INFO bin_sld finished [took 204.7659s]
-03/11/23 22:05:39| INFO mul_sld_gs finished [took 307.8811s]
-03/11/23 22:10:32| INFO bin_sld_gs finished [took 601.9995s]
-03/11/23 22:10:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 604.8406s]
-03/11/23 22:10:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:11:20| INFO ref finished [took 42.8256s]
-03/11/23 22:11:25| INFO atc_mc finished [took 46.9203s]
-03/11/23 22:11:28| INFO atc_ne finished [took 49.3042s]
-03/11/23 22:11:34| INFO mul_sld finished [took 60.2744s]
-03/11/23 22:13:59| INFO bin_sld finished [took 205.7078s]
-03/11/23 22:15:45| INFO mul_sld_gs finished [took 309.0888s]
-03/11/23 22:20:32| INFO bin_sld_gs finished [took 596.5102s]
-03/11/23 22:20:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 599.5067s]
-03/11/23 22:20:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:21:20| INFO ref finished [took 43.1698s]
-03/11/23 22:21:24| INFO atc_mc finished [took 46.5768s]
-03/11/23 22:21:25| INFO atc_ne finished [took 46.3408s]
-03/11/23 22:21:34| INFO mul_sld finished [took 60.8070s]
-03/11/23 22:23:58| INFO bin_sld finished [took 205.3362s]
-03/11/23 22:25:44| INFO mul_sld_gs finished [took 308.1859s]
-03/11/23 22:30:44| INFO bin_sld_gs finished [took 609.5468s]
-03/11/23 22:30:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 612.5803s]
-03/11/23 22:30:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:31:32| INFO ref finished [took 43.2949s]
-03/11/23 22:31:37| INFO atc_mc finished [took 46.3686s]
-03/11/23 22:31:40| INFO atc_ne finished [took 49.2242s]
-03/11/23 22:31:47| INFO mul_sld finished [took 60.9437s]
-03/11/23 22:34:11| INFO bin_sld finished [took 205.9299s]
-03/11/23 22:35:56| INFO mul_sld_gs finished [took 308.2738s]
-03/11/23 22:40:36| INFO bin_sld_gs finished [took 588.7918s]
-03/11/23 22:40:36| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 591.8830s]
-03/11/23 22:40:36| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:41:24| INFO ref finished [took 43.3321s]
-03/11/23 22:41:29| INFO atc_mc finished [took 46.8041s]
-03/11/23 22:41:29| INFO atc_ne finished [took 46.5810s]
-03/11/23 22:41:38| INFO mul_sld finished [took 60.2962s]
-03/11/23 22:44:07| INFO bin_sld finished [took 209.6435s]
-03/11/23 22:45:44| INFO mul_sld_gs finished [took 304.4809s]
-03/11/23 22:50:39| INFO bin_sld_gs finished [took 599.5588s]
-03/11/23 22:50:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 602.5720s]
-03/11/23 22:50:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:51:26| INFO ref finished [took 42.4313s]
-03/11/23 22:51:30| INFO atc_mc finished [took 45.5261s]
-03/11/23 22:51:34| INFO atc_ne finished [took 48.4488s]
-03/11/23 22:51:47| INFO mul_sld finished [took 66.4801s]
-03/11/23 22:54:08| INFO bin_sld finished [took 208.4272s]
-03/11/23 22:55:49| INFO mul_sld_gs finished [took 306.4505s]
-03/11/23 23:00:15| INFO bin_sld_gs finished [took 573.7761s]
-03/11/23 23:00:15| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 576.7586s]
-----------------------------------------------------------------------------------------------------
-03/11/23 23:33:15| INFO dataset imdb_1prevs
-03/11/23 23:33:22| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:33:22| ERROR Evaluation over imdb_1prevs failed. Exception: 'function' object is not iterable
-03/11/23 23:33:22| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-03/11/23 23:34:15| INFO dataset imdb_1prevs
-03/11/23 23:34:23| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:34:35| INFO atc_mc finished [took 11.5081s]
-03/11/23 23:34:45| INFO ref finished [took 8.7754s]
-03/11/23 23:34:47| INFO mul_sld finished [took 22.9651s]
-03/11/23 23:34:47| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 23.9721s]
-03/11/23 23:34:47| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
-----------------------------------------------------------------------------------------------------
-03/11/23 23:36:10| INFO dataset imdb_1prevs
-03/11/23 23:36:30| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:38:02| INFO atc_mc finished [took 56.2957s]
-03/11/23 23:38:03| INFO mul_sld finished [took 57.6237s]
-03/11/23 23:38:40| INFO ref finished [took 37.7811s]
-03/11/23 23:38:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 130.9031s]
-03/11/23 23:38:42| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
-----------------------------------------------------------------------------------------------------
-03/11/23 23:39:32| INFO dataset imdb_1prevs
-03/11/23 23:39:42| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:40:08| INFO atc_mc finished [took 24.7110s]
-03/11/23 23:40:23| INFO mul_sld finished [took 40.2345s]
-03/11/23 23:40:26| INFO ref finished [took 17.8417s]
-03/11/23 23:40:26| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 44.8087s]
-----------------------------------------------------------------------------------------------------
-03/11/23 23:41:18| INFO dataset imdb_1prevs
-03/11/23 23:41:28| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:41:54| INFO atc_mc finished [took 24.0569s]
-03/11/23 23:42:03| INFO mul_sld finished [took 33.3390s]
-03/11/23 23:42:12| INFO ref finished [took 16.9551s]
-03/11/23 23:42:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 43.2484s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:03:17| ERROR Evaluation over imdb_1prevs failed. Exception: CompEstimatorName_.__init__() missing 1 required positional argument: 'ce'
-04/11/23 00:03:17| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 00:03:50| ERROR Evaluation over imdb_1prevs failed. Exception: 'CompEstimator' object has no attribute '_CompEstimatorName___get'
-04/11/23 00:03:50| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 00:04:42| INFO dataset imdb_1prevs
-04/11/23 00:04:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/11/23 00:05:13| INFO ref finished [took 19.2363s]
-04/11/23 00:05:20| INFO atc_mc finished [took 26.4278s]
-04/11/23 00:05:29| INFO mul_sld finished [took 35.3110s]
-04/11/23 00:05:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.4422s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:19:43| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:19:49| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:19:53| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:19:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:19:57| WARNING Method bin_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
-04/11/23 00:19:59| WARNING Method mul_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
-04/11/23 00:20:00| WARNING Method bin_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
-04/11/23 00:20:01| WARNING Method mul_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
-----------------------------------------------------------------------------------------------------
-04/11/23 00:22:45| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:22:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:22:54| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:22:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:28:11| INFO dataset rcv1_CCAT_9prevs
-----------------------------------------------------------------------------------------------------
-04/11/23 00:29:39| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:29:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:29:49| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:29:51| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:30:39| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
-04/11/23 00:31:00| INFO ref finished [took 60.5788s]
-04/11/23 00:31:09| INFO atc_mc finished [took 64.6156s]
-04/11/23 00:31:09| INFO mul_pacc finished [took 75.1821s]
-04/11/23 00:31:12| INFO atc_ne finished [took 62.8665s]
-04/11/23 00:31:24| INFO mul_sld finished [took 96.8624s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:33:26| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:33:31| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:33:35| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:33:37| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:38:42| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:38:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:38:51| WARNING Method bin_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
-04/11/23 00:38:52| WARNING Method mul_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
-04/11/23 00:39:41| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
-----------------------------------------------------------------------------------------------------
-04/11/23 00:46:33| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:46:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:46:40| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:41| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:42| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:46:43| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:46:44| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:45| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:46| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:47| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:47| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:48| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:27| INFO ref finished [took 37.5294s]
-04/11/23 00:47:31| INFO atc_mc finished [took 40.5777s]
-04/11/23 00:47:32| INFO atc_ne finished [took 40.7565s]
-04/11/23 00:47:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.8106s]
-04/11/23 00:47:32| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:47:33| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:34| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:35| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:47:36| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:47:37| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:38| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:39| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:39| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:40| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:41| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-----------------------------------------------------------------------------------------------------
-04/11/23 00:48:05| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:48:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:48:13| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:48:14| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-----------------------------------------------------------------------------------------------------
-04/11/23 00:49:18| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:49:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:49:27| WARNING Method bin_sld_qgs failed. Exception: GridSearchQ.__init__() missing 1 required positional argument: 'model'
-04/11/23 00:49:28| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:51:27| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:51:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:51:36| WARNING Method bin_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-04/11/23 00:51:37| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:54:47| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:54:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:54:57| WARNING Method bin_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
-04/11/23 00:54:58| WARNING Method mul_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
-----------------------------------------------------------------------------------------------------
-04/11/23 00:58:47| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:58:52| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:00:04| INFO ref finished [took 61.6328s]
-04/11/23 01:00:11| INFO atc_mc finished [took 65.4916s]
-04/11/23 01:00:13| INFO atc_ne finished [took 63.2288s]
-04/11/23 01:00:14| INFO mul_pacc finished [took 75.5101s]
-04/11/23 01:00:30| INFO mul_sld finished [took 96.6656s]
-04/11/23 01:00:41| INFO mul_pacc_gs finished [took 99.7211s]
-04/11/23 01:03:02| INFO bin_pacc finished [took 244.6260s]
-04/11/23 01:03:07| INFO bin_sld finished [took 254.3478s]
-04/11/23 01:04:51| INFO mul_sld_gs finished [took 354.7477s]
-04/11/23 01:05:02| INFO bin_pacc_gs finished [took 362.1808s]
-04/11/23 01:09:24| INFO bin_sld_gs finished [took 628.6714s]
-04/11/23 01:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 631.8421s]
-04/11/23 01:09:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:10:39| INFO ref finished [took 63.5158s]
-04/11/23 01:10:44| INFO atc_mc finished [took 66.4279s]
-04/11/23 01:10:46| INFO mul_pacc finished [took 75.3281s]
-04/11/23 01:10:47| INFO atc_ne finished [took 67.5374s]
-04/11/23 01:10:52| INFO mul_sld finished [took 86.6592s]
-04/11/23 01:11:19| INFO mul_pacc_gs finished [took 104.6374s]
-04/11/23 01:13:58| INFO bin_sld finished [took 273.4932s]
-04/11/23 01:14:01| INFO bin_pacc finished [took 271.3481s]
-04/11/23 01:15:42| INFO mul_sld_gs finished [took 374.2416s]
-04/11/23 01:16:01| INFO bin_pacc_gs finished [took 388.0839s]
-04/11/23 01:20:29| INFO bin_sld_gs finished [took 661.9729s]
-04/11/23 01:20:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 665.2874s]
-04/11/23 01:20:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:21:46| INFO ref finished [took 63.8544s]
-04/11/23 01:21:50| INFO atc_mc finished [took 66.6917s]
-04/11/23 01:21:52| INFO atc_ne finished [took 65.0860s]
-04/11/23 01:21:53| INFO mul_pacc finished [took 77.2630s]
-04/11/23 01:21:55| INFO mul_sld finished [took 83.3146s]
-04/11/23 01:22:23| INFO mul_pacc_gs finished [took 102.3761s]
-04/11/23 01:24:47| INFO bin_pacc finished [took 252.0964s]
-04/11/23 01:24:49| INFO bin_sld finished [took 258.6998s]
-04/11/23 01:26:37| INFO mul_sld_gs finished [took 363.7500s]
-04/11/23 01:26:49| INFO bin_pacc_gs finished [took 370.5817s]
-04/11/23 01:31:27| INFO bin_sld_gs finished [took 654.3921s]
-04/11/23 01:31:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 658.0041s]
-04/11/23 01:31:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:32:33| INFO ref finished [took 55.7749s]
-04/11/23 01:32:38| INFO atc_mc finished [took 59.4190s]
-04/11/23 01:32:40| INFO atc_ne finished [took 59.5155s]
-04/11/23 01:32:42| INFO mul_pacc finished [took 68.8994s]
-04/11/23 01:32:44| INFO mul_sld finished [took 74.6470s]
-04/11/23 01:33:09| INFO mul_pacc_gs finished [took 92.6473s]
-04/11/23 01:35:32| INFO bin_pacc finished [took 239.7541s]
-04/11/23 01:35:34| INFO bin_sld finished [took 245.7504s]
-04/11/23 01:37:19| INFO mul_sld_gs finished [took 348.1188s]
-04/11/23 01:37:30| INFO bin_pacc_gs finished [took 355.4729s]
-04/11/23 01:42:07| INFO bin_sld_gs finished [took 636.8598s]
-04/11/23 01:42:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 639.9201s]
-04/11/23 01:42:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:43:14| INFO ref finished [took 56.1531s]
-04/11/23 01:43:19| INFO atc_mc finished [took 59.7473s]
-04/11/23 01:43:20| INFO atc_ne finished [took 59.0606s]
-04/11/23 01:43:23| INFO mul_pacc finished [took 69.4266s]
-04/11/23 01:43:25| INFO mul_sld finished [took 76.3328s]
-04/11/23 01:43:49| INFO mul_pacc_gs finished [took 92.3926s]
-04/11/23 01:46:05| INFO bin_pacc finished [took 233.1877s]
-04/11/23 01:46:08| INFO bin_sld finished [took 239.8757s]
-04/11/23 01:47:51| INFO mul_sld_gs finished [took 339.5911s]
-04/11/23 01:48:00| INFO bin_pacc_gs finished [took 345.7788s]
-04/11/23 01:52:44| INFO bin_sld_gs finished [took 633.8407s]
-04/11/23 01:52:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 637.0648s]
-04/11/23 01:52:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:53:52| INFO ref finished [took 57.4958s]
-04/11/23 01:53:57| INFO atc_mc finished [took 60.9998s]
-04/11/23 01:53:58| INFO atc_ne finished [took 60.4847s]
-04/11/23 01:54:01| INFO mul_pacc finished [took 70.5216s]
-04/11/23 01:54:04| INFO mul_sld finished [took 78.2910s]
-04/11/23 01:54:27| INFO mul_pacc_gs finished [took 94.4726s]
-04/11/23 01:56:48| INFO bin_pacc finished [took 238.5969s]
-04/11/23 01:56:50| INFO bin_sld finished [took 244.5679s]
-04/11/23 01:58:31| INFO mul_sld_gs finished [took 342.4843s]
-04/11/23 01:58:44| INFO bin_pacc_gs finished [took 352.8264s]
-04/11/23 02:03:32| INFO bin_sld_gs finished [took 644.7046s]
-04/11/23 02:03:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 647.8055s]
-04/11/23 02:03:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:04:37| INFO ref finished [took 55.4488s]
-04/11/23 02:04:42| INFO atc_mc finished [took 59.2634s]
-04/11/23 02:04:44| INFO atc_ne finished [took 59.1371s]
-04/11/23 02:04:46| INFO mul_pacc finished [took 68.0960s]
-04/11/23 02:04:50| INFO mul_sld finished [took 76.4282s]
-04/11/23 02:05:12| INFO mul_pacc_gs finished [took 91.7735s]
-04/11/23 02:07:30| INFO bin_pacc finished [took 232.7650s]
-04/11/23 02:07:36| INFO bin_sld finished [took 242.4077s]
-04/11/23 02:09:14| INFO mul_sld_gs finished [took 338.1418s]
-04/11/23 02:09:26| INFO bin_pacc_gs finished [took 347.2033s]
-04/11/23 02:13:59| INFO bin_sld_gs finished [took 624.6098s]
-04/11/23 02:13:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 627.7979s]
-04/11/23 02:13:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:15:05| INFO ref finished [took 55.1962s]
-04/11/23 02:15:10| INFO atc_mc finished [took 59.0907s]
-04/11/23 02:15:11| INFO atc_ne finished [took 59.1531s]
-04/11/23 02:15:13| INFO mul_pacc finished [took 67.6705s]
-04/11/23 02:15:17| INFO mul_sld finished [took 75.4559s]
-04/11/23 02:15:41| INFO mul_pacc_gs finished [took 92.4901s]
-04/11/23 02:17:59| INFO bin_pacc finished [took 233.8600s]
-04/11/23 02:18:04| INFO bin_sld finished [took 243.2382s]
-04/11/23 02:19:40| INFO mul_sld_gs finished [took 336.0961s]
-04/11/23 02:19:51| INFO bin_pacc_gs finished [took 344.4075s]
-04/11/23 02:24:30| INFO bin_sld_gs finished [took 627.6209s]
-04/11/23 02:24:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 630.8251s]
-04/11/23 02:24:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:25:35| INFO ref finished [took 54.8513s]
-04/11/23 02:25:40| INFO atc_mc finished [took 58.8528s]
-04/11/23 02:25:41| INFO atc_ne finished [took 58.6035s]
-04/11/23 02:25:43| INFO mul_pacc finished [took 66.9030s]
-04/11/23 02:25:57| INFO mul_sld finished [took 84.2072s]
-04/11/23 02:26:10| INFO mul_pacc_gs finished [took 91.0973s]
-04/11/23 02:28:31| INFO bin_pacc finished [took 235.7331s]
-04/11/23 02:28:35| INFO bin_sld finished [took 243.6260s]
-04/11/23 02:30:09| INFO mul_sld_gs finished [took 334.4842s]
-04/11/23 02:30:22| INFO bin_pacc_gs finished [took 344.6874s]
-04/11/23 02:34:46| INFO bin_sld_gs finished [took 612.1219s]
-04/11/23 02:34:46| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 615.2004s]
-----------------------------------------------------------------------------------------------------
-04/11/23 02:57:35| INFO dataset rcv1_CCAT_9prevs
-04/11/23 02:57:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:57:47| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 02:58:59| INFO ref finished [took 64.5948s]
-04/11/23 02:59:06| INFO atc_mc finished [took 69.5808s]
-04/11/23 02:59:12| INFO mul_pacc finished [took 82.8518s]
-04/11/23 02:59:13| INFO atc_ne finished [took 72.1303s]
-04/11/23 02:59:26| INFO mul_sld finished [took 103.4201s]
-04/11/23 02:59:30| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-04/11/23 02:59:41| INFO mul_pacc_gs finished [took 109.4672s]
-04/11/23 03:01:59| INFO bin_pacc finished [took 251.3945s]
-04/11/23 03:02:02| INFO bin_sld finished [took 260.0226s]
-04/11/23 03:03:35| INFO mul_sld_gs finished [took 350.1705s]
-04/11/23 03:03:48| INFO bin_pacc_gs finished [took 357.9668s]
-04/11/23 03:07:59| INFO bin_sld_gs finished [took 615.8087s]
-04/11/23 03:07:59| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 620.4985s]
-04/11/23 03:07:59| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:08:06| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:09:17| INFO ref finished [took 64.4692s]
-04/11/23 03:09:25| INFO atc_mc finished [took 71.3766s]
-04/11/23 03:09:27| INFO atc_ne finished [took 71.0947s]
-04/11/23 03:09:28| INFO mul_pacc finished [took 80.0201s]
-04/11/23 03:09:31| INFO mul_sld finished [took 89.4295s]
-04/11/23 03:09:55| INFO mul_pacc_gs finished [took 104.7292s]
-04/11/23 03:12:25| INFO bin_sld finished [took 263.6824s]
-04/11/23 03:12:25| INFO bin_pacc finished [took 258.6502s]
-04/11/23 03:14:01| INFO mul_sld_gs finished [took 357.3344s]
-04/11/23 03:14:14| INFO bin_sld_gsq finished [took 369.1636s]
-04/11/23 03:14:22| INFO bin_pacc_gs finished [took 372.8646s]
-04/11/23 03:18:40| INFO bin_sld_gs finished [took 636.9190s]
-04/11/23 03:18:40| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 640.2322s]
-04/11/23 03:18:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:18:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:19:58| INFO ref finished [took 65.9462s]
-04/11/23 03:20:02| INFO atc_mc finished [took 68.5710s]
-04/11/23 03:20:04| INFO atc_ne finished [took 68.9466s]
-04/11/23 03:20:06| INFO mul_pacc finished [took 77.9039s]
-04/11/23 03:20:06| INFO mul_sld finished [took 84.0917s]
-04/11/23 03:20:37| INFO mul_pacc_gs finished [took 106.2536s]
-04/11/23 03:23:04| INFO bin_pacc finished [took 257.4211s]
-04/11/23 03:23:05| INFO bin_sld finished [took 264.3442s]
-04/11/23 03:24:49| INFO mul_sld_gs finished [took 365.1691s]
-04/11/23 03:25:01| INFO bin_pacc_gs finished [took 371.9184s]
-04/11/23 03:25:02| INFO bin_sld_gsq finished [took 377.0442s]
-04/11/23 03:29:37| INFO bin_sld_gs finished [took 654.0366s]
-04/11/23 03:29:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 657.0840s]
-04/11/23 03:29:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:29:42| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:30:51| INFO ref finished [took 62.7217s]
-04/11/23 03:30:58| INFO atc_mc finished [took 67.8613s]
-04/11/23 03:31:00| INFO atc_ne finished [took 68.5026s]
-04/11/23 03:31:03| INFO mul_sld finished [took 83.8857s]
-04/11/23 03:31:03| INFO mul_pacc finished [took 78.6340s]
-04/11/23 03:31:30| INFO mul_pacc_gs finished [took 103.4683s]
-04/11/23 03:34:00| INFO bin_sld finished [took 262.4457s]
-04/11/23 03:34:02| INFO bin_pacc finished [took 258.2247s]
-04/11/23 03:35:44| INFO mul_sld_gs finished [took 363.8135s]
-04/11/23 03:35:58| INFO bin_pacc_gs finished [took 372.0485s]
-04/11/23 03:36:05| INFO bin_sld_gsq finished [took 382.9585s]
-04/11/23 03:40:39| INFO bin_sld_gs finished [took 659.6222s]
-04/11/23 03:40:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 662.5763s]
-04/11/23 03:40:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:40:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:41:56| INFO ref finished [took 64.5923s]
-04/11/23 03:42:01| INFO atc_mc finished [took 68.0148s]
-04/11/23 03:42:03| INFO atc_ne finished [took 68.3119s]
-04/11/23 03:42:04| INFO mul_pacc finished [took 76.9397s]
-04/11/23 03:42:07| INFO mul_sld finished [took 85.5363s]
-04/11/23 03:42:34| INFO mul_pacc_gs finished [took 103.4448s]
-04/11/23 03:45:01| INFO bin_sld finished [took 260.0814s]
-04/11/23 03:45:03| INFO bin_pacc finished [took 256.9386s]
-04/11/23 03:46:45| INFO mul_sld_gs finished [took 361.5910s]
-04/11/23 03:47:01| INFO bin_pacc_gs finished [took 371.9657s]
-04/11/23 03:47:13| INFO bin_sld_gsq finished [took 388.2498s]
-04/11/23 03:51:40| INFO bin_sld_gs finished [took 657.4008s]
-04/11/23 03:51:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 660.5115s]
-04/11/23 03:51:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:51:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:52:54| INFO ref finished [took 61.9225s]
-04/11/23 03:53:00| INFO atc_mc finished [took 66.3156s]
-04/11/23 03:53:02| INFO atc_ne finished [took 66.5025s]
-04/11/23 03:53:04| INFO mul_pacc finished [took 75.8808s]
-04/11/23 03:53:06| INFO mul_sld finished [took 84.3204s]
-04/11/23 03:53:33| INFO mul_pacc_gs finished [took 102.5763s]
-04/11/23 03:56:04| INFO bin_sld finished [took 263.2781s]
-04/11/23 03:56:04| INFO bin_pacc finished [took 257.7298s]
-04/11/23 03:57:44| INFO mul_sld_gs finished [took 359.7910s]
-04/11/23 03:58:00| INFO bin_pacc_gs finished [took 371.3848s]
-04/11/23 03:58:11| INFO bin_sld_gsq finished [took 386.0904s]
-04/11/23 04:02:50| INFO bin_sld_gs finished [took 667.6623s]
-04/11/23 04:02:50| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 670.7255s]
-04/11/23 04:02:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:02:57| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:04:05| INFO ref finished [took 62.3256s]
-04/11/23 04:04:13| INFO atc_mc finished [took 68.9525s]
-04/11/23 04:04:15| INFO atc_ne finished [took 68.8750s]
-04/11/23 04:04:16| INFO mul_pacc finished [took 77.5049s]
-04/11/23 04:04:19| INFO mul_sld finished [took 86.0694s]
-04/11/23 04:04:45| INFO mul_pacc_gs finished [took 103.3513s]
-04/11/23 04:07:15| INFO bin_pacc finished [took 257.6456s]
-04/11/23 04:07:16| INFO bin_sld finished [took 263.9914s]
-04/11/23 04:08:55| INFO mul_sld_gs finished [took 360.5634s]
-04/11/23 04:09:12| INFO bin_pacc_gs finished [took 372.2665s]
-04/11/23 04:09:18| INFO bin_sld_gsq finished [took 381.8311s]
-04/11/23 04:13:39| INFO bin_sld_gs finished [took 645.3599s]
-04/11/23 04:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 648.5328s]
-04/11/23 04:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:13:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:14:51| INFO ref finished [took 59.8110s]
-04/11/23 04:14:58| INFO atc_mc finished [took 65.2666s]
-04/11/23 04:14:59| INFO atc_ne finished [took 64.5173s]
-04/11/23 04:15:01| INFO mul_pacc finished [took 73.8332s]
-04/11/23 04:15:04| INFO mul_sld finished [took 82.3509s]
-04/11/23 04:15:29| INFO mul_pacc_gs finished [took 99.3541s]
-04/11/23 04:18:00| INFO bin_pacc finished [took 254.3308s]
-04/11/23 04:18:03| INFO bin_sld finished [took 262.3008s]
-04/11/23 04:19:40| INFO mul_sld_gs finished [took 357.1229s]
-04/11/23 04:19:57| INFO bin_pacc_gs finished [took 368.4516s]
-04/11/23 04:20:03| INFO bin_sld_gsq finished [took 378.7658s]
-04/11/23 04:24:37| INFO bin_sld_gs finished [took 655.1931s]
-04/11/23 04:24:37| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 658.3505s]
-04/11/23 04:24:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:24:43| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:25:49| INFO ref finished [took 59.4546s]
-04/11/23 04:25:55| INFO atc_mc finished [took 63.5805s]
-04/11/23 04:25:58| INFO atc_ne finished [took 63.2985s]
-04/11/23 04:25:58| INFO mul_pacc finished [took 72.5198s]
-04/11/23 04:26:11| INFO mul_sld finished [took 91.7136s]
-04/11/23 04:26:27| INFO mul_pacc_gs finished [took 98.8722s]
-04/11/23 04:28:57| INFO bin_pacc finished [took 252.8144s]
-04/11/23 04:29:02| INFO bin_sld finished [took 263.8013s]
-04/11/23 04:30:35| INFO mul_sld_gs finished [took 353.3693s]
-04/11/23 04:30:51| INFO bin_sld_gsq finished [took 368.8564s]
-04/11/23 04:30:54| INFO bin_pacc_gs finished [took 367.5592s]
-04/11/23 04:35:11| INFO bin_sld_gs finished [took 630.6700s]
-04/11/23 04:35:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 633.7494s]
-----------------------------------------------------------------------------------------------------
-04/11/23 19:09:42| INFO dataset rcv1_CCAT_9prevs
-04/11/23 19:09:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:10:28| INFO ref finished [took 36.0351s]
-04/11/23 19:10:32| INFO atc_mc finished [took 38.9507s]
-04/11/23 19:10:35| INFO mulmc_sld finished [took 43.7869s]
-04/11/23 19:10:50| INFO mul_sld finished [took 60.8007s]
-04/11/23 19:10:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 62.9600s]
-04/11/23 19:10:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:11:29| INFO ref finished [took 36.3632s]
-04/11/23 19:11:34| INFO atc_mc finished [took 39.5928s]
-04/11/23 19:11:36| INFO mulmc_sld finished [took 44.2915s]
-04/11/23 19:11:44| INFO mul_sld finished [took 52.6727s]
-04/11/23 19:11:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0362s]
-04/11/23 19:11:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:12:24| INFO ref finished [took 36.4303s]
-04/11/23 19:12:27| INFO atc_mc finished [took 39.2329s]
-04/11/23 19:12:30| INFO mulmc_sld finished [took 43.6247s]
-04/11/23 19:12:36| INFO mul_sld finished [took 50.2041s]
-04/11/23 19:12:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 51.6412s]
-04/11/23 19:12:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:13:16| INFO ref finished [took 36.7551s]
-04/11/23 19:13:19| INFO atc_mc finished [took 39.2806s]
-04/11/23 19:13:21| INFO mulmc_sld finished [took 43.6120s]
-04/11/23 19:13:27| INFO mul_sld finished [took 50.4446s]
-04/11/23 19:13:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.6672s]
-04/11/23 19:13:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:14:07| INFO ref finished [took 35.8789s]
-04/11/23 19:14:11| INFO atc_mc finished [took 39.2168s]
-04/11/23 19:14:13| INFO mulmc_sld finished [took 43.4580s]
-04/11/23 19:14:20| INFO mul_sld finished [took 51.2902s]
-04/11/23 19:14:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 52.6303s]
-04/11/23 19:14:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:15:00| INFO ref finished [took 36.3735s]
-04/11/23 19:15:04| INFO atc_mc finished [took 39.7035s]
-04/11/23 19:15:06| INFO mulmc_sld finished [took 43.6364s]
-04/11/23 19:15:13| INFO mul_sld finished [took 52.0138s]
-04/11/23 19:15:13| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 53.3303s]
-04/11/23 19:15:13| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:15:54| INFO ref finished [took 37.3366s]
-04/11/23 19:15:57| INFO atc_mc finished [took 39.8921s]
-04/11/23 19:16:00| INFO mulmc_sld finished [took 44.5159s]
-04/11/23 19:16:08| INFO mul_sld finished [took 53.0806s]
-04/11/23 19:16:08| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.4117s]
-04/11/23 19:16:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:16:47| INFO ref finished [took 35.7800s]
-04/11/23 19:16:50| INFO atc_mc finished [took 38.4484s]
-04/11/23 19:16:53| INFO mulmc_sld finished [took 42.7405s]
-04/11/23 19:17:01| INFO mul_sld finished [took 51.5556s]
-04/11/23 19:17:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 52.9684s]
-04/11/23 19:17:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:17:39| INFO ref finished [took 35.0919s]
-04/11/23 19:17:43| INFO atc_mc finished [took 38.1718s]
-04/11/23 19:17:45| INFO mulmc_sld finished [took 42.4413s]
-04/11/23 19:17:59| INFO mul_sld finished [took 57.0766s]
-04/11/23 19:17:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 58.3668s]
-----------------------------------------------------------------------------------------------------
-04/11/23 19:42:38| INFO dataset rcv1_CCAT_9prevs
-04/11/23 19:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:43:27| INFO ref finished [took 38.7664s]
-04/11/23 19:43:31| INFO atc_mc finished [took 42.4000s]
-04/11/23 19:43:33| INFO mulmc_sld finished [took 47.0913s]
-04/11/23 19:43:34| INFO binmc_sld finished [took 47.1675s]
-04/11/23 19:43:49| INFO mul_sld finished [took 64.1382s]
-04/11/23 19:46:00| INFO bin_sld finished [took 195.9822s]
-04/11/23 19:46:00| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.2916s]
-04/11/23 19:46:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:46:44| INFO ref finished [took 38.5976s]
-04/11/23 19:46:48| INFO atc_mc finished [took 41.9465s]
-04/11/23 19:46:49| INFO mulmc_sld finished [took 46.2205s]
-04/11/23 19:46:51| INFO binmc_sld finished [took 46.7475s]
-04/11/23 19:46:58| INFO mul_sld finished [took 56.3552s]
-04/11/23 19:49:14| INFO bin_sld finished [took 193.2923s]
-04/11/23 19:49:14| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 194.6251s]
-04/11/23 19:49:14| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:49:58| INFO ref finished [took 38.3754s]
-04/11/23 19:50:02| INFO atc_mc finished [took 41.0091s]
-04/11/23 19:50:03| INFO mulmc_sld finished [took 45.6205s]
-04/11/23 19:50:05| INFO binmc_sld finished [took 46.1852s]
-04/11/23 19:50:10| INFO mul_sld finished [took 52.9704s]
-04/11/23 19:52:27| INFO bin_sld finished [took 190.6101s]
-04/11/23 19:52:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 192.0378s]
-04/11/23 19:52:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:53:10| INFO ref finished [took 38.4467s]
-04/11/23 19:53:13| INFO atc_mc finished [took 41.2602s]
-04/11/23 19:53:15| INFO mulmc_sld finished [took 45.7496s]
-04/11/23 19:53:16| INFO binmc_sld finished [took 45.5531s]
-04/11/23 19:53:21| INFO mul_sld finished [took 52.5067s]
-04/11/23 19:55:38| INFO bin_sld finished [took 190.7744s]
-04/11/23 19:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 191.9715s]
-04/11/23 19:55:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:56:21| INFO ref finished [took 37.9420s]
-04/11/23 19:56:26| INFO atc_mc finished [took 41.2056s]
-04/11/23 19:56:27| INFO mulmc_sld finished [took 45.7577s]
-04/11/23 19:56:28| INFO binmc_sld finished [took 45.6411s]
-04/11/23 19:56:34| INFO mul_sld finished [took 53.5219s]
-04/11/23 19:58:51| INFO bin_sld finished [took 191.1772s]
-04/11/23 19:58:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 192.4566s]
-04/11/23 19:58:51| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:59:34| INFO ref finished [took 37.8604s]
-04/11/23 19:59:38| INFO atc_mc finished [took 41.0334s]
-04/11/23 19:59:39| INFO mulmc_sld finished [took 45.1999s]
-04/11/23 19:59:40| INFO binmc_sld finished [took 45.4846s]
-04/11/23 19:59:47| INFO mul_sld finished [took 54.3166s]
-04/11/23 20:02:04| INFO bin_sld finished [took 191.4002s]
-04/11/23 20:02:04| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 192.6275s]
-04/11/23 20:02:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:02:48| INFO ref finished [took 38.8313s]
-04/11/23 20:02:52| INFO atc_mc finished [took 42.1162s]
-04/11/23 20:02:54| INFO mulmc_sld finished [took 47.0413s]
-04/11/23 20:02:55| INFO binmc_sld finished [took 46.8891s]
-04/11/23 20:03:02| INFO mul_sld finished [took 55.8821s]
-04/11/23 20:05:19| INFO bin_sld finished [took 193.7571s]
-04/11/23 20:05:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 195.2404s]
-04/11/23 20:05:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:06:03| INFO ref finished [took 38.7982s]
-04/11/23 20:06:06| INFO atc_mc finished [took 41.6213s]
-04/11/23 20:06:08| INFO mulmc_sld finished [took 46.2646s]
-04/11/23 20:06:09| INFO binmc_sld finished [took 46.2453s]
-04/11/23 20:06:16| INFO mul_sld finished [took 54.8621s]
-04/11/23 20:08:35| INFO bin_sld finished [took 194.5226s]
-04/11/23 20:08:35| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 195.9251s]
-04/11/23 20:08:35| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:09:18| INFO ref finished [took 38.3873s]
-04/11/23 20:09:22| INFO atc_mc finished [took 41.2537s]
-04/11/23 20:09:24| INFO mulmc_sld finished [took 46.2211s]
-04/11/23 20:09:25| INFO binmc_sld finished [took 46.6421s]
-04/11/23 20:09:38| INFO mul_sld finished [took 60.9539s]
-04/11/23 20:11:51| INFO bin_sld finished [took 195.1888s]
-04/11/23 20:11:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 196.4776s]
-----------------------------------------------------------------------------------------------------
-04/11/23 20:56:32| INFO dataset rcv1_CCAT_9prevs
-04/11/23 20:56:37| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:57:33| INFO ref finished [took 49.2697s]
-04/11/23 20:57:38| INFO atc_mc finished [took 53.2068s]
-04/11/23 20:57:39| INFO mulmc_sld finished [took 58.6224s]
-04/11/23 20:58:59| INFO mulmc_sld_gs finished [took 136.0930s]
-04/11/23 21:00:30| INFO binmc_sld finished [took 230.3290s]
-04/11/23 21:02:12| INFO mul_sld_gs finished [took 333.4899s]
-04/11/23 21:06:49| INFO bin_sld_gs finished [took 610.5751s]
-04/11/23 21:06:54| INFO binmc_sld_gs finished [took 612.8900s]
-04/11/23 21:06:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 617.6873s]
-04/11/23 21:06:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:07:52| INFO ref finished [took 49.8077s]
-04/11/23 21:07:56| INFO atc_mc finished [took 53.3303s]
-04/11/23 21:07:57| INFO mulmc_sld finished [took 58.9345s]
-04/11/23 21:09:17| INFO mulmc_sld_gs finished [took 136.5258s]
-04/11/23 21:10:51| INFO binmc_sld finished [took 233.4049s]
-04/11/23 21:12:35| INFO mul_sld_gs finished [took 338.2751s]
-04/11/23 21:17:38| INFO bin_sld_gs finished [took 641.8524s]
-04/11/23 21:18:19| INFO binmc_sld_gs finished [took 679.9471s]
-04/11/23 21:18:19| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 684.7098s]
-04/11/23 21:18:19| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:19:24| INFO ref finished [took 55.3767s]
-04/11/23 21:19:28| INFO mulmc_sld finished [took 64.2789s]
-04/11/23 21:19:29| INFO atc_mc finished [took 59.5610s]
-04/11/23 21:20:57| INFO mulmc_sld_gs finished [took 150.1392s]
-04/11/23 21:22:36| INFO binmc_sld finished [took 253.0960s]
-04/11/23 21:24:16| INFO mul_sld_gs finished [took 354.6283s]
-04/11/23 21:29:15| INFO bin_sld_gs finished [took 654.3325s]
-04/11/23 21:29:50| INFO binmc_sld_gs finished [took 684.5074s]
-04/11/23 21:29:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 690.4897s]
-04/11/23 21:29:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:30:45| INFO ref finished [took 48.2647s]
-04/11/23 21:30:51| INFO atc_mc finished [took 52.2724s]
-04/11/23 21:30:51| INFO mulmc_sld finished [took 57.5142s]
-04/11/23 21:32:07| INFO mulmc_sld_gs finished [took 131.4908s]
-04/11/23 21:33:38| INFO binmc_sld finished [took 224.9620s]
-04/11/23 21:35:22| INFO mul_sld_gs finished [took 329.9053s]
-04/11/23 21:40:25| INFO bin_sld_gs finished [took 634.4342s]
-04/11/23 21:41:08| INFO binmc_sld_gs finished [took 673.6071s]
-04/11/23 21:41:08| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 678.4725s]
-04/11/23 21:41:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:42:03| INFO ref finished [took 47.4381s]
-04/11/23 21:42:08| INFO atc_mc finished [took 51.3566s]
-04/11/23 21:42:09| INFO mulmc_sld finished [took 56.6180s]
-04/11/23 21:43:23| INFO mulmc_sld_gs finished [took 128.6413s]
-04/11/23 21:44:54| INFO binmc_sld finished [took 222.7951s]
-04/11/23 21:46:39| INFO mul_sld_gs finished [took 328.8118s]
-04/11/23 21:51:37| INFO bin_sld_gs finished [took 627.4937s]
-04/11/23 21:52:17| INFO binmc_sld_gs finished [took 663.8116s]
-04/11/23 21:52:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 668.8948s]
-04/11/23 21:52:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:53:12| INFO ref finished [took 47.6269s]
-04/11/23 21:53:16| INFO atc_mc finished [took 51.1109s]
-04/11/23 21:53:17| INFO mulmc_sld finished [took 56.5728s]
-04/11/23 21:54:31| INFO mulmc_sld_gs finished [took 128.0358s]
-04/11/23 21:56:00| INFO binmc_sld finished [took 220.0811s]
-04/11/23 21:57:46| INFO mul_sld_gs finished [took 327.0856s]
-04/11/23 22:02:58| INFO bin_sld_gs finished [took 639.3432s]
-04/11/23 22:03:48| INFO binmc_sld_gs finished [took 686.2326s]
-04/11/23 22:03:48| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 690.9677s]
-04/11/23 22:03:48| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:04:42| INFO ref finished [took 47.2804s]
-04/11/23 22:04:48| INFO atc_mc finished [took 51.6888s]
-04/11/23 22:04:48| INFO mulmc_sld finished [took 56.1465s]
-04/11/23 22:06:06| INFO mulmc_sld_gs finished [took 132.4278s]
-04/11/23 22:07:33| INFO binmc_sld finished [took 221.9299s]
-04/11/23 22:09:19| INFO mul_sld_gs finished [took 329.1446s]
-04/11/23 22:14:09| INFO bin_sld_gs finished [took 619.3584s]
-04/11/23 22:14:32| INFO binmc_sld_gs finished [took 638.7326s]
-04/11/23 22:14:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 643.6278s]
-04/11/23 22:14:32| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:15:26| INFO ref finished [took 47.3139s]
-04/11/23 22:15:30| INFO atc_mc finished [took 50.8602s]
-04/11/23 22:15:32| INFO mulmc_sld finished [took 56.5107s]
-04/11/23 22:16:47| INFO mulmc_sld_gs finished [took 129.5292s]
-04/11/23 22:18:22| INFO binmc_sld finished [took 226.9238s]
-04/11/23 22:20:02| INFO mul_sld_gs finished [took 327.7014s]
-04/11/23 22:24:57| INFO bin_sld_gs finished [took 624.4254s]
-04/11/23 22:25:13| INFO binmc_sld_gs finished [took 636.2675s]
-04/11/23 22:25:13| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 641.0382s]
-04/11/23 22:25:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:26:07| INFO ref finished [took 47.3224s]
-04/11/23 22:26:12| INFO atc_mc finished [took 51.1828s]
-04/11/23 22:26:13| INFO mulmc_sld finished [took 56.6133s]
-04/11/23 22:27:30| INFO mulmc_sld_gs finished [took 131.3662s]
-04/11/23 22:29:05| INFO binmc_sld finished [took 229.3002s]
-04/11/23 22:30:38| INFO mul_sld_gs finished [took 323.5271s]
-04/11/23 22:35:21| INFO bin_sld_gs finished [took 606.6430s]
-04/11/23 22:35:30| INFO binmc_sld_gs finished [took 612.5966s]
-04/11/23 22:35:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 617.3109s]
-----------------------------------------------------------------------------------------------------
-04/11/23 22:49:37| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator binmc_sld_gs does not exist'
-04/11/23 22:49:37| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_3prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 22:50:07| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:50:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-----------------------------------------------------------------------------------------------------
-04/11/23 22:55:55| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:55:59| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:56:48| INFO ref finished [took 44.4275s]
-----------------------------------------------------------------------------------------------------
-04/11/23 22:56:59| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:57:09| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
-04/11/23 22:57:17| WARNING Method bin_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
-----------------------------------------------------------------------------------------------------
-04/11/23 22:58:04| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:58:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:58:58| INFO ref finished [took 43.7541s]
-04/11/23 22:59:05| INFO atc_mc finished [took 50.0628s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:01:22| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:01:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:02:16| INFO ref finished [took 43.9765s]
-04/11/23 23:02:23| INFO atc_mc finished [took 50.5568s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:09:33| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:09:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:09:38| WARNING Method binmc_sld failed. Exception: classifier and pred_proba cannot be both None
-04/11/23 23:09:39| WARNING Method mulmc_sld failed. Exception: classifier and pred_proba cannot be both None
-04/11/23 23:09:40| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
-04/11/23 23:09:41| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-----------------------------------------------------------------------------------------------------
-04/11/23 23:10:23| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:10:28| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:11:15| INFO ref finished [took 42.4887s]
-04/11/23 23:11:20| INFO atc_mc finished [took 45.6262s]
-04/11/23 23:11:21| INFO mulmc_sld finished [took 50.9790s]
-04/11/23 23:13:57| INFO binmc_sld finished [took 208.3159s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:16:22| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:16:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:17:12| INFO ref finished [took 40.5978s]
-04/11/23 23:17:16| INFO atc_mc finished [took 43.6933s]
-04/11/23 23:17:17| INFO mulmc_sld finished [took 49.0808s]
-04/11/23 23:19:53| INFO binmc_sld finished [took 205.5731s]
-04/11/23 23:22:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00672) [took 354.1411s]
-04/11/23 23:23:05| INFO mul_sld_gs finished [took 394.8240s]
-04/11/23 23:30:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00891) [took 852.1465s]
-04/11/23 23:33:44| INFO bin_sld_gs finished [took 1035.2071s]
-04/11/23 23:33:44| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs finished [took 1038.1845s]
-04/11/23 23:33:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:34:33| INFO ref finished [took 43.6409s]
-04/11/23 23:34:37| INFO atc_mc finished [took 46.7818s]
-04/11/23 23:34:38| INFO mulmc_sld finished [took 51.3459s]
-04/11/23 23:37:15| INFO binmc_sld finished [took 209.5746s]
-04/11/23 23:39:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00553) [took 359.3210s]
-04/11/23 23:40:28| INFO mul_sld_gs finished [took 399.5320s]
-04/11/23 23:48:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01058) [took 855.1289s]
-04/11/23 23:51:06| INFO bin_sld_gs finished [took 1038.6344s]
-04/11/23 23:51:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 1041.6478s]
-04/11/23 23:51:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:51:51| INFO ref finished [took 40.0694s]
-04/11/23 23:51:55| INFO atc_mc finished [took 42.4882s]
-04/11/23 23:51:56| INFO mulmc_sld finished [took 47.7936s]
-04/11/23 23:54:29| INFO binmc_sld finished [took 201.3777s]
-04/11/23 23:57:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00429) [took 352.7820s]
-04/11/23 23:57:43| INFO mul_sld_gs finished [took 392.5201s]
-05/11/23 00:05:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00552) [took 851.9361s]
-05/11/23 00:08:24| INFO bin_sld_gs finished [took 1034.7353s]
-05/11/23 00:08:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs finished [took 1037.8033s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:11:07| INFO dataset rcv1_CCAT_3prevs
-05/11/23 00:11:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-----------------------------------------------------------------------------------------------------
-05/11/23 00:28:39| INFO dataset imdb_3prevs
-05/11/23 00:28:46| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:28:55| INFO ref finished [took 8.7347s]
-05/11/23 00:28:58| INFO atc_mc finished [took 11.6376s]
-05/11/23 00:28:59| INFO mulmc_sld finished [took 13.5476s]
-05/11/23 00:28:59| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 13.9513s]
-05/11/23 00:28:59| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:29:09| INFO ref finished [took 8.7049s]
-05/11/23 00:29:12| INFO atc_mc finished [took 11.6170s]
-05/11/23 00:29:14| INFO mulmc_sld finished [took 13.7416s]
-05/11/23 00:29:14| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.2842s]
-05/11/23 00:29:14| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:29:23| INFO ref finished [took 8.6894s]
-05/11/23 00:29:26| INFO atc_mc finished [took 11.5275s]
-05/11/23 00:29:28| INFO mulmc_sld finished [took 13.6977s]
-05/11/23 00:29:28| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2742s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:34:12| INFO dataset imdb_3prevs
-05/11/23 00:34:22| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:34:41| INFO ref finished [took 17.6558s]
-05/11/23 00:34:46| INFO mulmc_sld finished [took 22.9646s]
-05/11/23 00:34:48| INFO atc_mc finished [took 24.5871s]
-05/11/23 00:34:48| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 25.3179s]
-05/11/23 00:34:48| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:35:05| INFO ref finished [took 17.2188s]
-05/11/23 00:35:10| INFO mulmc_sld finished [took 22.2420s]
-05/11/23 00:35:12| INFO atc_mc finished [took 23.9752s]
-05/11/23 00:35:12| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 24.7688s]
-05/11/23 00:35:12| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:35:33| INFO ref finished [took 20.0731s]
-05/11/23 00:35:38| INFO mulmc_sld finished [took 24.8736s]
-05/11/23 00:35:40| INFO atc_mc finished [took 27.0318s]
-05/11/23 00:35:40| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 27.8108s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:39:57| INFO dataset imdb_1prevs
-05/11/23 00:40:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/11/23 00:40:26| INFO ref finished [took 17.4863s]
-05/11/23 00:40:31| INFO mulmc_sld finished [took 22.5384s]
-05/11/23 00:40:33| INFO atc_mc finished [took 24.2747s]
-05/11/23 00:40:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 25.6430s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:41:36| INFO dataset imdb_2prevs
-05/11/23 00:41:46| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:42:05| INFO ref finished [took 17.6637s]
-05/11/23 00:42:10| INFO mulmc_sld finished [took 22.6956s]
-05/11/23 00:42:11| INFO atc_mc finished [took 24.3529s]
-05/11/23 00:42:11| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 25.0708s]
-05/11/23 00:42:11| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:42:29| INFO ref finished [took 17.2818s]
-05/11/23 00:42:34| INFO mulmc_sld finished [took 22.4054s]
-05/11/23 00:42:36| INFO atc_mc finished [took 23.9392s]
-05/11/23 00:42:36| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.7193s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:45:54| INFO dataset imdb_2prevs
-05/11/23 00:46:04| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:46:22| INFO ref finished [took 17.2217s]
-05/11/23 00:46:27| INFO mulmc_sld finished [took 22.2712s]
-05/11/23 00:46:28| INFO atc_mc finished [took 23.7770s]
-05/11/23 00:46:28| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.5092s]
-05/11/23 00:46:28| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:46:46| INFO ref finished [took 17.1303s]
-05/11/23 00:46:51| INFO mulmc_sld finished [took 22.5084s]
-05/11/23 00:46:53| INFO atc_mc finished [took 23.9160s]
-05/11/23 00:46:53| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.6992s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:51:06| INFO dataset imdb_2prevs
-05/11/23 00:51:16| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:51:33| INFO ref finished [took 17.0670s]
-05/11/23 00:51:38| INFO mulmc_sld finished [took 22.3141s]
-05/11/23 00:51:40| INFO atc_mc finished [took 23.7219s]
-05/11/23 00:51:40| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.4385s]
-05/11/23 00:51:40| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:51:58| INFO ref finished [took 17.1894s]
-05/11/23 00:52:03| INFO mulmc_sld finished [took 22.4247s]
-05/11/23 00:52:04| INFO atc_mc finished [took 23.6032s]
-05/11/23 00:52:04| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.3674s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:53:32| INFO dataset imdb_3prevs
-05/11/23 00:53:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:53:48| INFO ref finished [took 8.8062s]
-05/11/23 00:53:51| INFO atc_mc finished [took 11.7173s]
-05/11/23 00:53:53| INFO mulmc_sld finished [took 13.8761s]
-05/11/23 00:53:53| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.3147s]
-05/11/23 00:53:53| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:54:03| INFO ref finished [took 8.9071s]
-05/11/23 00:54:06| INFO atc_mc finished [took 11.7005s]
-05/11/23 00:54:08| INFO mulmc_sld finished [took 13.6266s]
-05/11/23 00:54:08| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.1625s]
-05/11/23 00:54:08| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:54:17| INFO ref finished [took 8.7680s]
-05/11/23 00:54:20| INFO atc_mc finished [took 11.4957s]
-05/11/23 00:54:22| INFO mulmc_sld finished [took 13.5719s]
-05/11/23 00:54:22| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.1564s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:57:53| INFO dataset imdb_3prevs
-05/11/23 00:57:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:58:08| INFO ref finished [took 8.7497s]
-05/11/23 00:58:12| INFO atc_mc finished [took 11.6903s]
-05/11/23 00:58:13| INFO mulmc_sld finished [took 13.6731s]
-05/11/23 00:58:13| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.1073s]
-05/11/23 00:58:13| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:58:23| INFO ref finished [took 8.7718s]
-05/11/23 00:58:26| INFO atc_mc finished [took 11.7653s]
-05/11/23 00:58:28| INFO mulmc_sld finished [took 13.9184s]
-05/11/23 00:58:28| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.4270s]
-05/11/23 00:58:28| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:58:37| INFO ref finished [took 8.8129s]
-05/11/23 00:58:40| INFO atc_mc finished [took 11.7267s]
-05/11/23 00:58:42| INFO mulmc_sld finished [took 13.6726s]
-05/11/23 00:58:42| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2387s]
-----------------------------------------------------------------------------------------------------
-05/11/23 01:04:04| INFO dataset imdb_3prevs
-05/11/23 01:04:10| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 01:04:20| INFO ref finished [took 8.7879s]
-05/11/23 01:04:23| INFO atc_mc finished [took 11.8757s]
-05/11/23 01:04:25| INFO mulmc_sld finished [took 13.8698s]
-05/11/23 01:04:25| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.2927s]
-05/11/23 01:04:25| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 01:04:34| INFO ref finished [took 8.9200s]
-05/11/23 01:04:37| INFO atc_mc finished [took 11.9555s]
-05/11/23 01:04:39| INFO mulmc_sld finished [took 13.9860s]
-05/11/23 01:04:39| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.5339s]
-05/11/23 01:04:39| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 01:04:49| INFO ref finished [took 8.8757s]
-05/11/23 01:04:52| INFO atc_mc finished [took 11.8222s]
-05/11/23 01:04:53| INFO mulmc_sld finished [took 13.7034s]
-05/11/23 01:04:53| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2710s]
-----------------------------------------------------------------------------------------------------
-05/11/23 01:08:05| INFO dataset rcv1_CCAT_9prevs
-05/11/23 01:08:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:08:55| INFO ref finished [took 40.9427s]
-05/11/23 01:09:00| INFO atc_mc finished [took 44.2152s]
-05/11/23 01:09:01| INFO mulmc_sld finished [took 49.6089s]
-05/11/23 01:11:38| INFO bin_sld finished [took 207.5917s]
-05/11/23 01:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 333.7044s]
-05/11/23 01:14:30| INFO mul_sld_gs finished [took 376.3503s]
-05/11/23 01:20:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00619) [took 751.2730s]
-05/11/23 01:23:45| INFO bin_sld_gs finished [took 932.2941s]
-05/11/23 01:23:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 935.3228s]
-05/11/23 01:23:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:24:30| INFO ref finished [took 39.9821s]
-05/11/23 01:24:34| INFO atc_mc finished [took 43.3585s]
-05/11/23 01:24:36| INFO mulmc_sld finished [took 48.6404s]
-05/11/23 01:27:08| INFO bin_sld finished [took 202.3970s]
-05/11/23 01:29:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 328.6883s]
-05/11/23 01:30:00| INFO mul_sld_gs finished [took 371.2150s]
-05/11/23 01:36:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00780) [took 771.8150s]
-05/11/23 01:39:44| INFO bin_sld_gs finished [took 956.5831s]
-05/11/23 01:39:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 959.5214s]
-05/11/23 01:39:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:40:38| INFO ref finished [took 46.9727s]
-05/11/23 01:40:42| INFO atc_mc finished [took 49.6456s]
-05/11/23 01:40:43| INFO mulmc_sld finished [took 55.1784s]
-05/11/23 01:43:16| INFO bin_sld finished [took 209.5653s]
-05/11/23 01:45:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00720) [took 340.0613s]
-05/11/23 01:46:09| INFO mul_sld_gs finished [took 379.3695s]
-05/11/23 01:53:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00810) [took 813.3118s]
-05/11/23 01:56:25| INFO bin_sld_gs finished [took 996.4380s]
-05/11/23 01:56:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1000.8297s]
-05/11/23 01:56:25| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:57:11| INFO ref finished [took 40.2515s]
-05/11/23 01:57:15| INFO atc_mc finished [took 43.5348s]
-05/11/23 01:57:15| INFO mulmc_sld finished [took 48.1622s]
-05/11/23 01:59:46| INFO bin_sld finished [took 200.0955s]
-05/11/23 02:02:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00644) [took 331.2368s]
-05/11/23 02:02:40| INFO mul_sld_gs finished [took 370.8879s]
-05/11/23 02:10:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.01269) [took 813.7272s]
-05/11/23 02:13:04| INFO bin_sld_gs finished [took 995.6098s]
-05/11/23 02:13:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 998.5647s]
-05/11/23 02:13:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:13:50| INFO ref finished [took 41.4181s]
-05/11/23 02:13:55| INFO atc_mc finished [took 44.8414s]
-05/11/23 02:13:55| INFO mulmc_sld finished [took 49.5767s]
-05/11/23 02:16:27| INFO bin_sld finished [took 201.8696s]
-05/11/23 02:18:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00636) [took 325.5401s]
-05/11/23 02:19:17| INFO mul_sld_gs finished [took 368.9682s]
-05/11/23 02:26:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 799.7618s]
-05/11/23 02:29:29| INFO bin_sld_gs finished [took 982.2921s]
-05/11/23 02:29:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.2925s]
-05/11/23 02:29:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:30:14| INFO ref finished [took 40.3341s]
-05/11/23 02:30:18| INFO atc_mc finished [took 43.3032s]
-05/11/23 02:30:19| INFO mulmc_sld finished [took 47.8507s]
-05/11/23 02:32:51| INFO bin_sld finished [took 200.9647s]
-05/11/23 02:34:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00596) [took 321.5172s]
-05/11/23 02:35:33| INFO mul_sld_gs finished [took 360.5222s]
-05/11/23 02:43:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 829.7314s]
-05/11/23 02:46:23| INFO bin_sld_gs finished [took 1011.3917s]
-05/11/23 02:46:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1014.2514s]
-05/11/23 02:46:23| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:47:09| INFO ref finished [took 40.4272s]
-05/11/23 02:47:13| INFO atc_mc finished [took 43.8966s]
-05/11/23 02:47:14| INFO mulmc_sld finished [took 48.4437s]
-05/11/23 02:49:47| INFO bin_sld finished [took 202.6013s]
-05/11/23 02:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00653) [took 329.4236s]
-05/11/23 02:52:36| INFO mul_sld_gs finished [took 368.7426s]
-05/11/23 02:59:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01370) [took 804.3215s]
-05/11/23 03:02:54| INFO bin_sld_gs finished [took 987.5377s]
-05/11/23 03:02:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 990.4607s]
-05/11/23 03:02:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 03:03:40| INFO ref finished [took 41.5104s]
-05/11/23 03:03:44| INFO atc_mc finished [took 44.1770s]
-05/11/23 03:03:46| INFO mulmc_sld finished [took 49.7176s]
-05/11/23 03:06:27| INFO bin_sld finished [took 211.4985s]
-05/11/23 03:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 334.7029s]
-05/11/23 03:09:16| INFO mul_sld_gs finished [took 377.8219s]
-05/11/23 03:16:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00984) [took 805.4146s]
-05/11/23 03:19:28| INFO bin_sld_gs finished [took 991.0520s]
-05/11/23 03:19:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 994.1016s]
-05/11/23 03:19:28| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 03:20:18| INFO ref finished [took 44.1663s]
-05/11/23 03:20:22| INFO atc_mc finished [took 47.3231s]
-05/11/23 03:20:23| INFO mulmc_sld finished [took 53.1243s]
-05/11/23 03:23:10| INFO bin_sld finished [took 220.4921s]
-05/11/23 03:25:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00811) [took 338.9143s]
-05/11/23 03:25:56| INFO mul_sld_gs finished [took 383.9350s]
-05/11/23 03:32:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00954) [took 792.6190s]
-05/11/23 03:35:44| INFO bin_sld_gs finished [took 973.2397s]
-05/11/23 03:35:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 976.4502s]
-05/11/23 03:35:57| INFO dataset imbd_9prevs
-05/11/23 03:35:57| ERROR Evaluation over imbd_9prevs failed. Exception: 'imbd'
-----------------------------------------------------------------------------------------------------
-05/11/23 09:42:24| INFO dataset imdb_9prevs
-05/11/23 09:42:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-05/11/23 09:42:44| INFO ref finished [took 10.6450s]
-05/11/23 09:42:47| INFO atc_mc finished [took 13.9369s]
-05/11/23 09:42:49| INFO mulmc_sld finished [took 16.6526s]
-05/11/23 09:42:56| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-05/11/23 09:45:26| INFO bin_sld finished [took 173.8798s]
-05/11/23 09:47:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.03792) [took 285.1339s]
-05/11/23 09:47:33| INFO mul_sld_gs finished [took 300.3243s]
-05/11/23 09:47:33| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 302.7180s]
-05/11/23 09:47:33| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-05/11/23 09:47:46| INFO ref finished [took 12.0501s]
-05/11/23 09:47:50| INFO atc_mc finished [took 15.0907s]
-05/11/23 09:47:52| INFO mulmc_sld finished [took 17.8502s]
-05/11/23 09:50:42| INFO bin_sld finished [took 188.2533s]
-05/11/23 09:53:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01067) [took 328.6088s]
-05/11/23 09:53:19| INFO mul_sld_gs finished [took 345.1926s]
-05/11/23 10:00:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00923) [took 798.1316s]
-05/11/23 10:03:34| INFO bin_sld_gs finished [took 960.1696s]
-05/11/23 10:03:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 960.9823s]
-05/11/23 10:03:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-05/11/23 10:03:46| INFO ref finished [took 10.8585s]
-05/11/23 10:03:49| INFO atc_mc finished [took 13.6836s]
-05/11/23 10:03:51| INFO mulmc_sld finished [took 15.8085s]
-05/11/23 10:06:39| INFO bin_sld finished [took 183.7435s]
-05/11/23 10:09:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00707) [took 326.5308s]
-05/11/23 10:09:15| INFO mul_sld_gs finished [took 339.3412s]
-05/11/23 10:16:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01094) [took 796.0895s]
-05/11/23 10:19:27| INFO bin_sld_gs finished [took 952.0793s]
-05/11/23 10:19:27| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 953.0580s]
-05/11/23 10:19:27| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-05/11/23 10:19:39| INFO ref finished [took 10.8707s]
-05/11/23 10:19:42| INFO atc_mc finished [took 13.9089s]
-05/11/23 10:19:44| INFO mulmc_sld finished [took 15.9994s]
-05/11/23 10:22:17| INFO bin_sld finished [took 168.9998s]
-05/11/23 10:24:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00999) [took 306.5297s]
-05/11/23 10:24:47| INFO mul_sld_gs finished [took 318.6584s]
-05/11/23 10:32:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01176) [took 782.7189s]
-05/11/23 10:35:07| INFO bin_sld_gs finished [took 939.3830s]
-05/11/23 10:35:07| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 940.2365s]
-05/11/23 10:35:07| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-05/11/23 10:35:19| INFO ref finished [took 10.1160s]
-05/11/23 10:35:22| INFO atc_mc finished [took 13.6292s]
-05/11/23 10:35:24| INFO mulmc_sld finished [took 15.7949s]
-05/11/23 10:38:04| INFO bin_sld finished [took 176.0746s]
-05/11/23 10:40:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01008) [took 319.8045s]
-05/11/23 10:40:45| INFO mul_sld_gs finished [took 336.8792s]
-05/11/23 10:48:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00942) [took 802.9266s]
-05/11/23 10:51:09| INFO bin_sld_gs finished [took 961.0002s]
-05/11/23 10:51:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 961.8311s]
-05/11/23 10:51:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-05/11/23 10:51:21| INFO ref finished [took 10.7059s]
-05/11/23 10:51:24| INFO atc_mc finished [took 13.8934s]
-05/11/23 10:51:26| INFO mulmc_sld finished [took 16.0295s]
-05/11/23 10:54:09| INFO bin_sld finished [took 179.1806s]
-05/11/23 10:56:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00906) [took 320.5350s]
-05/11/23 10:56:45| INFO mul_sld_gs finished [took 334.5485s]
-05/11/23 11:04:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01228) [took 824.5702s]
-05/11/23 11:07:33| INFO bin_sld_gs finished [took 983.3806s]
-05/11/23 11:07:33| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 984.1981s]
-05/11/23 11:07:34| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-05/11/23 11:07:45| INFO ref finished [took 10.7034s]
-05/11/23 11:07:49| INFO atc_mc finished [took 14.0668s]
-05/11/23 11:07:51| INFO mulmc_sld finished [took 16.2499s]
-----------------------------------------------------------------------------------------------------
-05/11/23 11:09:19| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-05/11/23 11:10:40| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:10:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:11:21| INFO ref finished [took 34.7944s]
-05/11/23 11:11:25| INFO atc_mc finished [took 37.6168s]
-05/11/23 11:11:36| INFO mulmc_sld finished [took 51.0883s]
-05/11/23 11:11:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.3442s]
-05/11/23 11:11:36| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:12:14| INFO ref finished [took 35.0033s]
-05/11/23 11:12:17| INFO atc_mc finished [took 37.7761s]
-05/11/23 11:12:24| INFO mulmc_sld finished [took 46.2195s]
-05/11/23 11:12:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.5446s]
-05/11/23 11:12:24| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:13:01| INFO ref finished [took 35.1077s]
-05/11/23 11:13:05| INFO atc_mc finished [took 37.7889s]
-05/11/23 11:13:12| INFO mulmc_sld finished [took 46.6515s]
-05/11/23 11:13:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 48.0359s]
-05/11/23 11:13:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:13:49| INFO ref finished [took 35.0214s]
-05/11/23 11:13:53| INFO atc_mc finished [took 37.9480s]
-05/11/23 11:14:00| INFO mulmc_sld finished [took 46.4140s]
-05/11/23 11:14:00| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.5164s]
-05/11/23 11:14:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:14:37| INFO ref finished [took 35.2699s]
-05/11/23 11:14:41| INFO atc_mc finished [took 37.9490s]
-05/11/23 11:14:49| INFO mulmc_sld finished [took 47.7005s]
-05/11/23 11:14:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 49.0189s]
-05/11/23 11:14:49| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:15:26| INFO ref finished [took 35.2350s]
-05/11/23 11:15:30| INFO atc_mc finished [took 38.6364s]
-05/11/23 11:15:39| INFO mulmc_sld finished [took 48.8860s]
-05/11/23 11:15:39| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 50.1097s]
-05/11/23 11:15:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:16:16| INFO ref finished [took 35.0322s]
-05/11/23 11:16:20| INFO atc_mc finished [took 38.4809s]
-05/11/23 11:16:29| INFO mulmc_sld finished [took 48.6466s]
-05/11/23 11:16:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 50.0372s]
-05/11/23 11:16:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:17:06| INFO ref finished [took 35.2988s]
-05/11/23 11:17:10| INFO atc_mc finished [took 38.3390s]
-05/11/23 11:17:18| INFO mulmc_sld finished [took 47.8829s]
-05/11/23 11:17:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 49.2700s]
-05/11/23 11:17:18| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:17:56| INFO ref finished [took 35.2614s]
-05/11/23 11:17:59| INFO atc_mc finished [took 38.1131s]
-05/11/23 11:18:08| INFO mulmc_sld finished [took 49.0925s]
-05/11/23 11:18:09| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 50.4765s]
-----------------------------------------------------------------------------------------------------
-05/11/23 11:26:35| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:26:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:27:17| INFO ref finished [took 35.3305s]
-05/11/23 11:27:21| INFO atc_mc finished [took 37.9469s]
-05/11/23 11:27:28| INFO mulmc_sld finished [took 46.9769s]
-05/11/23 11:27:28| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 48.3022s]
-05/11/23 11:27:28| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:28:05| INFO ref finished [took 35.2459s]
-05/11/23 11:28:09| INFO atc_mc finished [took 38.1660s]
-05/11/23 11:28:15| INFO mulmc_sld finished [took 46.3832s]
-05/11/23 11:28:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.7328s]
-05/11/23 11:28:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:28:53| INFO ref finished [took 35.4919s]
-05/11/23 11:28:57| INFO atc_mc finished [took 38.1023s]
-05/11/23 11:29:03| INFO mulmc_sld finished [took 46.4657s]
-05/11/23 11:29:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 47.8578s]
-05/11/23 11:29:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:29:41| INFO ref finished [took 35.3209s]
-05/11/23 11:29:45| INFO atc_mc finished [took 38.3693s]
-05/11/23 11:29:51| INFO mulmc_sld finished [took 46.5707s]
-05/11/23 11:29:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.7036s]
-05/11/23 11:29:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:30:28| INFO ref finished [took 35.0276s]
-05/11/23 11:30:32| INFO atc_mc finished [took 38.1508s]
-05/11/23 11:30:40| INFO mulmc_sld finished [took 47.6215s]
-05/11/23 11:30:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 48.9244s]
-05/11/23 11:30:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:31:17| INFO ref finished [took 35.3308s]
-05/11/23 11:31:21| INFO atc_mc finished [took 38.0629s]
-05/11/23 11:31:29| INFO mulmc_sld finished [took 47.8783s]
-05/11/23 11:31:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 49.1655s]
-05/11/23 11:31:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:32:07| INFO ref finished [took 35.1485s]
-05/11/23 11:32:10| INFO atc_mc finished [took 38.1974s]
-05/11/23 11:32:18| INFO mulmc_sld finished [took 47.6056s]
-05/11/23 11:32:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 48.9545s]
-05/11/23 11:32:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:32:56| INFO ref finished [took 35.1879s]
-05/11/23 11:32:59| INFO atc_mc finished [took 38.1684s]
-05/11/23 11:33:07| INFO mulmc_sld finished [took 47.5635s]
-05/11/23 11:33:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 48.9364s]
-05/11/23 11:33:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:33:45| INFO ref finished [took 35.5855s]
-05/11/23 11:33:48| INFO atc_mc finished [took 38.1206s]
-05/11/23 11:33:54| INFO mulmc_sld finished [took 45.1957s]
-05/11/23 11:33:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 46.5129s]
-----------------------------------------------------------------------------------------------------
-05/11/23 12:02:53| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:02:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:03:01| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:03:37| INFO ref finished [took 34.9513s]
-05/11/23 12:03:41| INFO atc_mc finished [took 37.7710s]
-05/11/23 12:03:47| INFO mulmc_sld finished [took 47.2144s]
-05/11/23 12:03:56| INFO mul_sld finished [took 56.8347s]
-05/11/23 12:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 58.1052s]
-05/11/23 12:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:03:59| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:04:36| INFO ref finished [took 35.5921s]
-05/11/23 12:04:40| INFO atc_mc finished [took 38.4587s]
-05/11/23 12:04:46| INFO mulmc_sld finished [took 47.5756s]
-05/11/23 12:04:47| INFO mul_sld finished [took 50.0690s]
-05/11/23 12:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 51.3609s]
-05/11/23 12:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:04:50| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:05:28| INFO ref finished [took 36.0399s]
-05/11/23 12:05:31| INFO atc_mc finished [took 38.9414s]
-05/11/23 12:05:38| INFO mulmc_sld finished [took 48.4594s]
-05/11/23 12:05:38| INFO mul_sld finished [took 49.4355s]
-05/11/23 12:05:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 50.7799s]
-05/11/23 12:05:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:05:41| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-05/11/23 12:06:13| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:06:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:07:03| INFO ref finished [took 41.7793s]
-05/11/23 12:07:10| INFO atc_mc finished [took 48.0537s]
-05/11/23 12:07:38| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-05/11/23 12:08:00| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:08:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:08:47| INFO ref finished [took 37.5352s]
-05/11/23 12:08:50| INFO atc_mc finished [took 40.2843s]
-05/11/23 12:08:55| INFO mulne_sld finished [took 47.4558s]
-05/11/23 12:08:56| INFO mulmc_sld finished [took 49.8247s]
-05/11/23 12:09:05| INFO mul_sld finished [took 59.5033s]
-05/11/23 12:09:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.7605s]
-05/11/23 12:09:05| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:09:47| INFO ref finished [took 37.4891s]
-05/11/23 12:09:52| INFO atc_mc finished [took 40.9763s]
-05/11/23 12:09:58| INFO mulmc_sld finished [took 50.3687s]
-05/11/23 12:09:59| INFO mulne_sld finished [took 50.8494s]
-05/11/23 12:10:00| INFO mul_sld finished [took 53.7955s]
-05/11/23 12:10:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 55.1095s]
-05/11/23 12:10:00| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:10:44| INFO ref finished [took 39.3665s]
-05/11/23 12:10:49| INFO atc_mc finished [took 43.1884s]
-05/11/23 12:10:55| INFO mul_sld finished [took 53.2533s]
-05/11/23 12:10:55| INFO mulmc_sld finished [took 52.6179s]
-05/11/23 12:10:56| INFO mulne_sld finished [took 52.7117s]
-05/11/23 12:10:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 56.0058s]
-05/11/23 12:10:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:11:40| INFO ref finished [took 39.1357s]
-05/11/23 12:11:44| INFO atc_mc finished [took 42.7168s]
-05/11/23 12:11:50| INFO mul_sld finished [took 53.1250s]
-05/11/23 12:11:51| INFO mulmc_sld finished [took 52.6875s]
-05/11/23 12:11:51| INFO mulne_sld finished [took 51.9871s]
-05/11/23 12:11:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 55.0715s]
-05/11/23 12:11:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:12:34| INFO ref finished [took 38.0624s]
-05/11/23 12:12:38| INFO atc_mc finished [took 40.9414s]
-05/11/23 12:12:45| INFO mul_sld finished [took 52.0220s]
-05/11/23 12:12:46| INFO mulmc_sld finished [took 52.0904s]
-05/11/23 12:12:47| INFO mulne_sld finished [took 52.2011s]
-05/11/23 12:12:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 55.6901s]
-05/11/23 12:12:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:13:29| INFO ref finished [took 37.9734s]
-05/11/23 12:13:34| INFO atc_mc finished [took 41.4316s]
-05/11/23 12:13:41| INFO mulmc_sld finished [took 51.9276s]
-05/11/23 12:13:42| INFO mul_sld finished [took 53.8232s]
-05/11/23 12:13:43| INFO mulne_sld finished [took 52.4359s]
-05/11/23 12:13:43| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 55.5737s]
-05/11/23 12:13:43| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:14:25| INFO ref finished [took 38.1687s]
-05/11/23 12:14:29| INFO atc_mc finished [took 40.6142s]
-05/11/23 12:14:37| INFO mulmc_sld finished [took 52.4191s]
-05/11/23 12:14:38| INFO mul_sld finished [took 53.7962s]
-05/11/23 12:14:38| INFO mulne_sld finished [took 52.1544s]
-05/11/23 12:14:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 55.4465s]
-05/11/23 12:14:38| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:15:21| INFO ref finished [took 38.4494s]
-05/11/23 12:15:25| INFO atc_mc finished [took 40.9944s]
-05/11/23 12:15:32| INFO mulmc_sld finished [took 51.8551s]
-05/11/23 12:15:33| INFO mul_sld finished [took 53.4409s]
-05/11/23 12:15:33| INFO mulne_sld finished [took 51.7256s]
-05/11/23 12:15:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 55.1132s]
-05/11/23 12:15:33| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:16:16| INFO ref finished [took 38.2838s]
-05/11/23 12:16:20| INFO atc_mc finished [took 41.3532s]
-05/11/23 12:16:24| INFO mulmc_sld finished [took 49.1257s]
-05/11/23 12:16:26| INFO mulne_sld finished [took 49.8205s]
-05/11/23 12:16:34| INFO mul_sld finished [took 59.1323s]
-05/11/23 12:16:34| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.4191s]
-----------------------------------------------------------------------------------------------------
-05/11/23 12:23:45| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:23:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:24:32| INFO ref finished [took 38.5638s]
-05/11/23 12:24:36| INFO atc_mc finished [took 41.5043s]
-05/11/23 12:27:13| INFO binmc_sld finished [took 201.7673s]
-05/11/23 12:27:14| INFO bin_sld finished [took 203.3515s]
-05/11/23 12:27:17| INFO binne_sld finished [took 204.1403s]
-05/11/23 12:27:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 207.1212s]
-05/11/23 12:27:17| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:27:59| INFO ref finished [took 37.8990s]
-05/11/23 12:28:02| INFO atc_mc finished [took 40.1947s]
-05/11/23 12:30:36| INFO bin_sld finished [took 197.7408s]
-05/11/23 12:30:37| INFO binne_sld finished [took 197.0819s]
-05/11/23 12:30:37| INFO binmc_sld finished [took 198.5545s]
-05/11/23 12:30:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 200.7762s]
-05/11/23 12:30:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:31:19| INFO ref finished [took 37.3749s]
-05/11/23 12:31:23| INFO atc_mc finished [took 40.9120s]
-05/11/23 12:33:54| INFO binmc_sld finished [took 194.5722s]
-05/11/23 12:33:55| INFO bin_sld finished [took 195.8961s]
-05/11/23 12:33:56| INFO binne_sld finished [took 194.9605s]
-05/11/23 12:33:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 198.1296s]
-05/11/23 12:33:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:34:37| INFO ref finished [took 37.5561s]
-05/11/23 12:34:40| INFO atc_mc finished [took 40.3775s]
-05/11/23 12:37:09| INFO bin_sld finished [took 192.3652s]
-05/11/23 12:37:12| INFO binne_sld finished [took 193.4666s]
-05/11/23 12:37:12| INFO binmc_sld finished [took 194.3499s]
-05/11/23 12:37:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 196.3675s]
-05/11/23 12:37:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:37:53| INFO ref finished [took 36.5043s]
-05/11/23 12:37:57| INFO atc_mc finished [took 40.0038s]
-05/11/23 12:40:26| INFO bin_sld finished [took 192.4518s]
-05/11/23 12:40:26| INFO binne_sld finished [took 191.2727s]
-05/11/23 12:40:26| INFO binmc_sld finished [took 192.3339s]
-05/11/23 12:40:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 194.5333s]
-05/11/23 12:40:27| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:41:07| INFO ref finished [took 36.6809s]
-05/11/23 12:41:11| INFO atc_mc finished [took 39.9520s]
-05/11/23 12:43:40| INFO bin_sld finished [took 192.1873s]
-05/11/23 12:43:40| INFO binmc_sld finished [took 191.7820s]
-05/11/23 12:43:41| INFO binne_sld finished [took 191.9164s]
-05/11/23 12:43:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 194.8818s]
-05/11/23 12:43:41| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:44:22| INFO ref finished [took 36.9564s]
-05/11/23 12:44:26| INFO atc_mc finished [took 40.1293s]
-05/11/23 12:46:55| INFO bin_sld finished [took 192.4960s]
-05/11/23 12:46:56| INFO binmc_sld finished [took 192.8281s]
-05/11/23 12:46:58| INFO binne_sld finished [took 193.1524s]
-05/11/23 12:46:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 196.2697s]
-05/11/23 12:46:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:47:39| INFO ref finished [took 37.2831s]
-05/11/23 12:47:42| INFO atc_mc finished [took 39.7258s]
-05/11/23 12:50:16| INFO binmc_sld finished [took 195.9783s]
-05/11/23 12:50:16| INFO binne_sld finished [took 195.2592s]
-05/11/23 12:50:16| INFO bin_sld finished [took 197.4676s]
-05/11/23 12:50:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 198.8232s]
-05/11/23 12:50:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:50:58| INFO ref finished [took 37.4054s]
-05/11/23 12:51:02| INFO atc_mc finished [took 40.4573s]
-05/11/23 12:53:36| INFO bin_sld finished [took 198.0953s]
-05/11/23 12:53:36| INFO binmc_sld finished [took 197.8028s]
-05/11/23 12:53:37| INFO binne_sld finished [took 197.3027s]
-05/11/23 12:53:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 200.2560s]
-----------------------------------------------------------------------------------------------------
-05/11/23 13:29:43| INFO dataset rcv1_CCAT_9prevs
-05/11/23 13:29:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 13:30:43| INFO ref finished [took 47.3558s]
-05/11/23 13:30:48| INFO atc_mc finished [took 50.8788s]
-05/11/23 13:30:52| INFO mulne_sld finished [took 60.4851s]
-05/11/23 13:30:53| INFO mulmc_sld finished [took 63.4717s]
-05/11/23 13:33:31| INFO binmc_sld finished [took 222.0328s]
-05/11/23 13:33:33| INFO binne_sld finished [took 223.0449s]
-05/11/23 13:43:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'max_conf'} (score=0.00644) [took 803.9708s]
-05/11/23 13:44:01| INFO mul_sld_gs finished [took 847.1261s]
-05/11/23 13:49:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00589) [took 1151.2473s]
-05/11/23 13:52:06| INFO bin_sld_gs finished [took 1333.4736s]
-05/11/23 13:52:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1338.9046s]
-05/11/23 13:52:06| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 13:53:00| INFO ref finished [took 45.3095s]
-05/11/23 13:53:04| INFO atc_mc finished [took 48.2659s]
-05/11/23 13:53:08| INFO mulmc_sld finished [took 58.9237s]
-05/11/23 13:53:11| INFO mulne_sld finished [took 59.5712s]
-05/11/23 13:55:46| INFO binmc_sld finished [took 218.1315s]
-05/11/23 13:55:51| INFO binne_sld finished [took 220.8543s]
-05/11/23 14:05:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 800.6256s]
-05/11/23 14:06:16| INFO mul_sld_gs finished [took 842.1616s]
-05/11/23 14:12:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00768) [took 1201.3712s]
-05/11/23 14:15:15| INFO bin_sld_gs finished [took 1382.8113s]
-05/11/23 14:15:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1388.8622s]
-05/11/23 14:15:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 14:16:11| INFO ref finished [took 46.8666s]
-05/11/23 14:16:15| INFO atc_mc finished [took 49.6779s]
-05/11/23 14:16:19| INFO mulmc_sld finished [took 61.0610s]
-05/11/23 14:16:22| INFO mulne_sld finished [took 62.2089s]
-05/11/23 14:19:02| INFO binmc_sld finished [took 225.5737s]
-05/11/23 14:19:03| INFO binne_sld finished [took 223.9017s]
-05/11/23 14:28:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00756) [took 806.7930s]
-05/11/23 14:29:32| INFO mul_sld_gs finished [took 848.7630s]
-05/11/23 14:36:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00781) [took 1240.9138s]
-05/11/23 14:39:04| INFO bin_sld_gs finished [took 1422.5520s]
-05/11/23 14:39:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1428.8824s]
-05/11/23 14:39:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 14:39:58| INFO ref finished [took 45.7514s]
-05/11/23 14:40:02| INFO atc_mc finished [took 48.3888s]
-05/11/23 14:40:05| INFO mulmc_sld finished [took 59.0537s]
-05/11/23 14:40:09| INFO mulne_sld finished [took 60.9189s]
-05/11/23 14:42:42| INFO binne_sld finished [took 214.5464s]
-05/11/23 14:42:44| INFO binmc_sld finished [took 218.8429s]
-05/11/23 14:52:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00984) [took 792.5474s]
-05/11/23 14:53:05| INFO mul_sld_gs finished [took 834.1824s]
-05/11/23 14:59:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.01112) [took 1247.0092s]
-05/11/23 15:02:57| INFO bin_sld_gs finished [took 1427.5051s]
-05/11/23 15:02:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1432.9172s]
-05/11/23 15:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:03:49| INFO ref finished [took 44.4148s]
-05/11/23 15:03:54| INFO atc_mc finished [took 47.7566s]
-05/11/23 15:04:00| INFO mulmc_sld finished [took 60.5480s]
-05/11/23 15:04:03| INFO mulne_sld finished [took 61.2226s]
-05/11/23 15:06:30| INFO binmc_sld finished [took 211.9647s]
-05/11/23 15:06:32| INFO binne_sld finished [took 211.4312s]
-05/11/23 15:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00571) [took 776.6085s]
-05/11/23 15:16:42| INFO mul_sld_gs finished [took 817.9358s]
-05/11/23 15:23:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00653) [took 1221.6531s]
-05/11/23 15:26:23| INFO bin_sld_gs finished [took 1400.9688s]
-05/11/23 15:26:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1406.4620s]
-05/11/23 15:26:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:27:16| INFO ref finished [took 44.3988s]
-05/11/23 15:27:21| INFO atc_mc finished [took 48.5589s]
-05/11/23 15:27:27| INFO mulmc_sld finished [took 61.4269s]
-05/11/23 15:27:29| INFO mulne_sld finished [took 61.8292s]
-05/11/23 15:29:55| INFO binmc_sld finished [took 210.1585s]
-05/11/23 15:29:59| INFO binne_sld finished [took 212.0930s]
-05/11/23 15:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00616) [took 771.6071s]
-05/11/23 15:40:03| INFO mul_sld_gs finished [took 813.2905s]
-05/11/23 15:47:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 1234.9832s]
-05/11/23 15:50:10| INFO bin_sld_gs finished [took 1421.7775s]
-05/11/23 15:50:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1427.0062s]
-05/11/23 15:50:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:51:11| INFO ref finished [took 49.7682s]
-05/11/23 15:51:19| INFO atc_mc finished [took 54.2855s]
-05/11/23 15:51:22| INFO mulmc_sld finished [took 68.7688s]
-05/11/23 15:51:26| INFO mulne_sld finished [took 69.3711s]
-05/11/23 15:54:07| INFO binmc_sld finished [took 234.7962s]
-05/11/23 15:54:09| INFO binne_sld finished [took 234.6444s]
-05/11/23 16:03:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'entropy'} (score=0.00765) [took 811.6704s]
-05/11/23 16:04:34| INFO mul_sld_gs finished [took 854.8196s]
-05/11/23 16:11:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.01234) [took 1252.4784s]
-05/11/23 16:14:10| INFO bin_sld_gs finished [took 1431.7446s]
-05/11/23 16:14:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1439.1145s]
-05/11/23 16:14:10| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 16:15:02| INFO ref finished [took 44.0970s]
-05/11/23 16:15:07| INFO atc_mc finished [took 48.2871s]
-05/11/23 16:15:13| INFO mulmc_sld finished [took 61.0461s]
-05/11/23 16:15:15| INFO mulne_sld finished [took 60.6375s]
-05/11/23 16:17:46| INFO binmc_sld finished [took 215.1734s]
-05/11/23 16:17:49| INFO binne_sld finished [took 215.7846s]
-05/11/23 16:27:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 778.5688s]
-05/11/23 16:27:56| INFO mul_sld_gs finished [took 819.2615s]
-05/11/23 16:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00894) [took 1200.6639s]
-05/11/23 16:37:21| INFO bin_sld_gs finished [took 1385.9035s]
-05/11/23 16:37:21| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1391.5055s]
-05/11/23 16:37:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 16:38:13| INFO ref finished [took 44.7046s]
-05/11/23 16:38:18| INFO atc_mc finished [took 48.7802s]
-05/11/23 16:38:21| INFO mulmc_sld finished [took 57.4163s]
-05/11/23 16:38:24| INFO mulne_sld finished [took 58.9847s]
-05/11/23 16:40:59| INFO binmc_sld finished [took 216.7311s]
-05/11/23 16:41:01| INFO binne_sld finished [took 216.5312s]
-05/11/23 16:50:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00808) [took 758.6896s]
-05/11/23 16:50:46| INFO mul_sld_gs finished [took 798.8038s]
-05/11/23 16:56:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00604) [took 1154.7043s]
-05/11/23 16:59:39| INFO bin_sld_gs finished [took 1332.5521s]
-05/11/23 16:59:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1337.7947s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:08:46| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
-----------------------------------------------------------------------------------------------------
-05/11/23 20:09:08| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
-----------------------------------------------------------------------------------------------------
-05/11/23 20:09:27| INFO dataset imdb_3prevs
-05/11/23 20:09:34| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:09:44| INFO ref finished [took 8.9550s]
-05/11/23 20:09:47| INFO atc_mc finished [took 11.8923s]
-05/11/23 20:09:56| INFO mulmc_sld finished [took 21.3196s]
-05/11/23 20:09:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.7709s]
-05/11/23 20:09:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:10:05| INFO ref finished [took 8.6116s]
-05/11/23 20:10:08| INFO atc_mc finished [took 11.6880s]
-05/11/23 20:10:16| INFO mulmc_sld finished [took 19.7793s]
-05/11/23 20:10:16| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3246s]
-05/11/23 20:10:16| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:10:26| INFO ref finished [took 8.6654s]
-05/11/23 20:10:29| INFO atc_mc finished [took 11.6975s]
-05/11/23 20:10:35| INFO mulmc_sld finished [took 18.1478s]
-05/11/23 20:10:35| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.7200s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:11:42| INFO dataset imdb_3prevs
-05/11/23 20:11:49| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:11:58| INFO ref finished [took 8.7146s]
-05/11/23 20:12:02| INFO atc_mc finished [took 11.9672s]
-05/11/23 20:12:10| INFO mulmc_sld finished [took 20.7824s]
-05/11/23 20:12:10| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.2293s]
-05/11/23 20:12:10| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:12:19| INFO ref finished [took 8.5867s]
-05/11/23 20:12:23| INFO atc_mc finished [took 11.6542s]
-05/11/23 20:12:30| INFO mulmc_sld finished [took 19.6709s]
-05/11/23 20:12:30| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.1802s]
-05/11/23 20:12:30| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:12:40| INFO ref finished [took 8.7231s]
-05/11/23 20:12:43| INFO atc_mc finished [took 11.8244s]
-05/11/23 20:12:49| INFO mulmc_sld finished [took 18.0420s]
-05/11/23 20:12:49| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.6102s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:14:32| INFO dataset imdb_3prevs
-05/11/23 20:14:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:14:48| INFO ref finished [took 8.6247s]
-05/11/23 20:14:51| INFO atc_mc finished [took 11.6363s]
-05/11/23 20:15:00| INFO mulmc_sld finished [took 20.4634s]
-05/11/23 20:15:00| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9026s]
-05/11/23 20:15:00| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:15:09| INFO ref finished [took 8.5219s]
-05/11/23 20:15:12| INFO atc_mc finished [took 11.6739s]
-05/11/23 20:15:20| INFO mulmc_sld finished [took 19.8454s]
-05/11/23 20:15:20| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3705s]
-05/11/23 20:15:20| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:15:29| INFO ref finished [took 8.5948s]
-05/11/23 20:15:32| INFO atc_mc finished [took 11.7465s]
-05/11/23 20:15:39| INFO mulmc_sld finished [took 17.9276s]
-05/11/23 20:15:39| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.4893s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:16:10| INFO dataset imdb_3prevs
-05/11/23 20:16:17| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:16:26| INFO ref finished [took 8.3736s]
-05/11/23 20:16:29| INFO atc_mc finished [took 11.3995s]
-05/11/23 20:16:38| INFO mulmc_sld finished [took 20.4916s]
-05/11/23 20:16:38| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9187s]
-05/11/23 20:16:38| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:16:47| INFO ref finished [took 8.4368s]
-05/11/23 20:16:50| INFO atc_mc finished [took 11.4889s]
-05/11/23 20:16:58| INFO mulmc_sld finished [took 19.6803s]
-05/11/23 20:16:58| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.2091s]
-05/11/23 20:16:58| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:17:08| INFO ref finished [took 8.9281s]
-05/11/23 20:17:11| INFO atc_mc finished [took 11.9333s]
-05/11/23 20:17:17| INFO mulmc_sld finished [took 18.2367s]
-05/11/23 20:17:17| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.8309s]
-----------------------------------------------------------------------------------------------------
-06/11/23 01:34:48| INFO dataset imdb_3prevs
-06/11/23 01:34:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-06/11/23 01:35:18| INFO ref finished [took 18.0987s]
-06/11/23 01:35:24| INFO atc_mc finished [took 24.9118s]
-06/11/23 01:35:31| INFO mulmc_sld finished [took 32.0631s]
-06/11/23 01:35:31| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 32.6119s]
-06/11/23 01:35:31| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-06/11/23 01:35:51| INFO ref finished [took 18.7770s]
-06/11/23 01:35:58| INFO atc_mc finished [took 25.5592s]
-06/11/23 01:36:04| INFO mulmc_sld finished [took 31.9103s]
-06/11/23 01:36:04| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 32.5205s]
-06/11/23 01:36:04| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-06/11/23 01:36:23| INFO ref finished [took 18.5730s]
-06/11/23 01:36:31| INFO atc_mc finished [took 25.8019s]
-06/11/23 01:36:33| INFO mulmc_sld finished [took 28.9526s]
-06/11/23 01:36:33| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 29.5292s]
-----------------------------------------------------------------------------------------------------
-06/11/23 02:06:40| INFO dataset imdb_3prevs
-06/11/23 02:06:47| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-06/11/23 02:06:56| INFO ref finished [took 9.0989s]
-06/11/23 02:06:59| INFO atc_mc finished [took 12.2513s]
-06/11/23 03:01:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'quantifier__exact_train_prev': False, 'confidence': 'max_conf'} (score=0.00738) [took 3296.0714s]
-06/11/23 03:01:56| INFO mul_sld_gs finished [took 3309.2417s]
-06/11/23 03:01:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 3309.7038s]
-06/11/23 03:01:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-06/11/23 03:02:06| INFO ref finished [took 8.5518s]
-06/11/23 03:02:09| INFO atc_mc finished [took 11.4390s]
-06/11/23 03:54:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00899) [took 3146.2364s]
-06/11/23 03:54:37| INFO mul_sld_gs finished [took 3159.8209s]
-06/11/23 03:54:37| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 3160.3546s]
-06/11/23 03:54:37| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-06/11/23 03:54:46| INFO ref finished [took 8.2678s]
-06/11/23 03:54:48| INFO atc_mc finished [took 11.0430s]
-06/11/23 04:47:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': False, 'confidence': 'entropy'} (score=0.00770) [took 3193.1812s]
-06/11/23 04:48:04| INFO mul_sld_gs finished [took 3206.9550s]
-06/11/23 04:48:04| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 3207.5040s]
-----------------------------------------------------------------------------------------------------
-06/11/23 05:14:48| INFO dataset rcv1_CCAT_9prevs
-06/11/23 05:14:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:15:55| INFO ref finished [took 48.0242s]
-06/11/23 05:16:01| INFO atc_mc finished [took 51.7851s]
-06/11/23 05:16:04| INFO mul_pacc finished [took 58.4704s]
-06/11/23 05:16:04| INFO mulne_sld finished [took 62.7354s]
-06/11/23 05:16:04| INFO mulmc_sld finished [took 66.2593s]
-06/11/23 05:16:14| INFO mul_sld finished [took 78.2483s]
-06/11/23 05:18:40| INFO bin_pacc finished [took 217.0012s]
-06/11/23 05:18:43| INFO bin_sld finished [took 227.8835s]
-06/11/23 05:18:43| INFO binne_sld finished [took 223.2764s]
-06/11/23 05:18:44| INFO binmc_sld finished [took 226.7324s]
-06/11/23 05:18:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 230.5906s]
-06/11/23 05:18:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:19:44| INFO ref finished [took 49.5147s]
-06/11/23 05:19:51| INFO atc_mc finished [took 54.8022s]
-06/11/23 05:19:53| INFO mul_pacc finished [took 60.3260s]
-06/11/23 05:19:55| INFO mulmc_sld finished [took 67.0280s]
-06/11/23 05:19:56| INFO mul_sld finished [took 70.4092s]
-06/11/23 05:19:58| INFO mulne_sld finished [took 67.3468s]
-06/11/23 05:22:30| INFO bin_sld finished [took 224.7344s]
-06/11/23 05:22:30| INFO bin_pacc finished [took 218.3044s]
-06/11/23 05:22:30| INFO binmc_sld finished [took 223.3607s]
-06/11/23 05:22:33| INFO binne_sld finished [took 223.6042s]
-06/11/23 05:22:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 229.0745s]
-06/11/23 05:22:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:23:32| INFO ref finished [took 48.1565s]
-06/11/23 05:23:37| INFO atc_mc finished [took 52.1124s]
-06/11/23 05:23:40| INFO mul_pacc finished [took 58.0112s]
-06/11/23 05:23:40| INFO mul_sld finished [took 65.2727s]
-06/11/23 05:23:42| INFO mulmc_sld finished [took 64.5943s]
-06/11/23 05:23:43| INFO mulne_sld finished [took 63.9053s]
-06/11/23 05:26:13| INFO bin_sld finished [took 218.6511s]
-06/11/23 05:26:16| INFO bin_pacc finished [took 215.1485s]
-06/11/23 05:26:17| INFO binne_sld finished [took 218.6855s]
-06/11/23 05:26:17| INFO binmc_sld finished [took 221.2605s]
-06/11/23 05:26:17| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 224.5608s]
-06/11/23 05:26:17| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:27:15| INFO ref finished [took 48.2181s]
-06/11/23 05:27:21| INFO atc_mc finished [took 52.3420s]
-06/11/23 05:27:23| INFO mul_pacc finished [took 57.1950s]
-06/11/23 05:27:24| INFO mul_sld finished [took 64.4722s]
-06/11/23 05:27:26| INFO mulmc_sld finished [took 64.1870s]
-06/11/23 05:27:27| INFO mulne_sld finished [took 63.7407s]
-06/11/23 05:29:52| INFO bin_sld finished [took 213.1913s]
-06/11/23 05:29:53| INFO bin_pacc finished [took 208.1322s]
-06/11/23 05:29:53| INFO binmc_sld finished [took 212.6473s]
-06/11/23 05:29:57| INFO binne_sld finished [took 214.5243s]
-06/11/23 05:29:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 219.5765s]
-06/11/23 05:29:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:30:55| INFO ref finished [took 47.7289s]
-06/11/23 05:31:01| INFO atc_mc finished [took 52.1531s]
-06/11/23 05:31:03| INFO mul_pacc finished [took 57.3804s]
-06/11/23 05:31:06| INFO mul_sld finished [took 66.9237s]
-06/11/23 05:31:06| INFO mulmc_sld finished [took 65.3230s]
-06/11/23 05:31:09| INFO mulne_sld finished [took 65.6645s]
-06/11/23 05:33:33| INFO bin_sld finished [took 214.3242s]
-06/11/23 05:33:34| INFO bin_pacc finished [took 209.3862s]
-06/11/23 05:33:35| INFO binmc_sld finished [took 214.4687s]
-06/11/23 05:33:37| INFO binne_sld finished [took 214.7267s]
-06/11/23 05:33:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 220.0212s]
-06/11/23 05:33:37| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:34:35| INFO ref finished [took 48.0021s]
-06/11/23 05:34:41| INFO atc_mc finished [took 52.2171s]
-06/11/23 05:34:43| INFO mul_pacc finished [took 57.2348s]
-06/11/23 05:34:46| INFO mul_sld finished [took 67.0899s]
-06/11/23 05:34:47| INFO mulmc_sld finished [took 66.1078s]
-06/11/23 05:34:49| INFO mulne_sld finished [took 66.0237s]
-06/11/23 05:37:13| INFO bin_sld finished [took 214.9942s]
-06/11/23 05:37:13| INFO binmc_sld finished [took 213.1574s]
-06/11/23 05:37:14| INFO bin_pacc finished [took 209.1347s]
-06/11/23 05:37:17| INFO binne_sld finished [took 214.9703s]
-06/11/23 05:37:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 220.1235s]
-06/11/23 05:37:17| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:38:15| INFO ref finished [took 47.8227s]
-06/11/23 05:38:20| INFO atc_mc finished [took 51.9364s]
-06/11/23 05:38:23| INFO mul_pacc finished [took 56.9053s]
-06/11/23 05:38:27| INFO mul_sld finished [took 67.4535s]
-06/11/23 05:38:27| INFO mulmc_sld finished [took 65.5956s]
-06/11/23 05:38:30| INFO mulne_sld finished [took 66.0476s]
-06/11/23 05:40:55| INFO bin_pacc finished [took 210.0633s]
-06/11/23 05:40:56| INFO binmc_sld finished [took 215.3452s]
-06/11/23 05:40:56| INFO bin_sld finished [took 217.8091s]
-06/11/23 05:40:59| INFO binne_sld finished [took 216.8970s]
-06/11/23 05:40:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 222.2971s]
-06/11/23 05:40:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:41:57| INFO ref finished [took 47.6970s]
-06/11/23 05:42:03| INFO atc_mc finished [took 52.0893s]
-06/11/23 05:42:05| INFO mul_pacc finished [took 56.6428s]
-06/11/23 05:42:09| INFO mul_sld finished [took 66.8810s]
-06/11/23 05:42:09| INFO mulmc_sld finished [took 65.8427s]
-06/11/23 05:42:11| INFO mulne_sld finished [took 64.8594s]
-06/11/23 05:44:36| INFO bin_pacc finished [took 208.7884s]
-06/11/23 05:44:38| INFO bin_sld finished [took 216.6052s]
-06/11/23 05:44:38| INFO binmc_sld finished [took 215.5486s]
-06/11/23 05:44:43| INFO binne_sld finished [took 217.9926s]
-06/11/23 05:44:43| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 223.2270s]
-06/11/23 05:44:43| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:45:40| INFO ref finished [took 48.0710s]
-06/11/23 05:45:46| INFO atc_mc finished [took 52.0992s]
-06/11/23 05:45:48| INFO mul_pacc finished [took 56.6568s]
-06/11/23 05:45:49| INFO mulmc_sld finished [took 61.7314s]
-06/11/23 05:45:52| INFO mulne_sld finished [took 62.7505s]
-06/11/23 05:45:59| INFO mul_sld finished [took 73.7681s]
-06/11/23 05:48:18| INFO bin_pacc finished [took 208.2267s]
-06/11/23 05:48:23| INFO bin_sld finished [took 218.9333s]
-06/11/23 05:48:24| INFO binmc_sld finished [took 218.0032s]
-06/11/23 05:48:27| INFO binne_sld finished [took 219.2450s]
-06/11/23 05:48:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 224.3446s]
-06/11/23 05:49:49| INFO dataset imdb_9prevs
-06/11/23 05:49:57| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 05:50:12| INFO ref finished [took 13.3064s]
-06/11/23 05:50:17| INFO atc_mc finished [took 17.3508s]
-06/11/23 05:50:19| INFO mul_pacc finished [took 20.0802s]
-06/11/23 05:50:22| INFO mulne_sld finished [took 23.6723s]
-06/11/23 05:50:24| INFO mulmc_sld finished [took 25.5159s]
-06/11/23 05:50:39| INFO mul_sld finished [took 40.7099s]
-06/11/23 05:52:55| INFO bin_pacc finished [took 176.3728s]
-06/11/23 05:53:05| INFO binmc_sld finished [took 186.8240s]
-06/11/23 05:53:06| INFO binne_sld finished [took 187.6585s]
-06/11/23 05:53:07| INFO bin_sld finished [took 189.1728s]
-06/11/23 05:53:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 189.6034s]
-06/11/23 05:53:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 05:53:22| INFO ref finished [took 13.2778s]
-06/11/23 05:53:26| INFO atc_mc finished [took 17.4491s]
-06/11/23 05:53:28| INFO mul_pacc finished [took 19.9359s]
-06/11/23 05:53:40| INFO mulmc_sld finished [took 31.6686s]
-06/11/23 05:53:44| INFO mulne_sld finished [took 35.2085s]
-06/11/23 05:53:44| INFO mul_sld finished [took 36.2502s]
-06/11/23 05:56:05| INFO bin_pacc finished [took 177.0225s]
-06/11/23 05:56:13| INFO binmc_sld finished [took 185.4811s]
-06/11/23 05:56:15| INFO bin_sld finished [took 187.1039s]
-06/11/23 05:56:16| INFO binne_sld finished [took 187.3163s]
-06/11/23 05:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 188.4781s]
-06/11/23 05:56:16| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 05:56:31| INFO ref finished [took 13.4513s]
-06/11/23 05:56:36| INFO atc_mc finished [took 18.1025s]
-06/11/23 05:56:38| INFO mul_pacc finished [took 20.3997s]
-06/11/23 05:56:45| INFO mulmc_sld finished [took 28.4298s]
-06/11/23 05:56:46| INFO mulne_sld finished [took 28.8678s]
-06/11/23 05:56:46| INFO mul_sld finished [took 29.5573s]
-06/11/23 05:59:11| INFO bin_pacc finished [took 174.0262s]
-06/11/23 05:59:17| INFO binmc_sld finished [took 180.1998s]
-06/11/23 05:59:18| INFO binne_sld finished [took 181.2200s]
-06/11/23 05:59:19| INFO bin_sld finished [took 182.1672s]
-06/11/23 05:59:19| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 183.0515s]
-06/11/23 05:59:19| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 05:59:34| INFO ref finished [took 13.5163s]
-06/11/23 05:59:39| INFO atc_mc finished [took 17.9856s]
-06/11/23 05:59:41| INFO mul_pacc finished [took 20.7441s]
-06/11/23 05:59:49| INFO mulmc_sld finished [took 29.2747s]
-06/11/23 05:59:50| INFO mulne_sld finished [took 29.6624s]
-06/11/23 05:59:50| INFO mul_sld finished [took 30.3432s]
-06/11/23 06:02:17| INFO bin_pacc finished [took 176.7354s]
-06/11/23 06:02:19| INFO binmc_sld finished [took 179.9981s]
-06/11/23 06:02:21| INFO bin_sld finished [took 181.6844s]
-06/11/23 06:02:22| INFO binne_sld finished [took 182.0846s]
-06/11/23 06:02:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 183.2033s]
-06/11/23 06:02:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 06:02:37| INFO ref finished [took 13.4688s]
-06/11/23 06:02:42| INFO atc_mc finished [took 18.0218s]
-06/11/23 06:02:44| INFO mul_pacc finished [took 20.5800s]
-06/11/23 06:02:52| INFO mulmc_sld finished [took 29.0192s]
-06/11/23 06:02:52| INFO mul_sld finished [took 29.4403s]
-06/11/23 06:02:52| INFO mulne_sld finished [took 29.1611s]
-06/11/23 06:05:19| INFO bin_pacc finished [took 175.5125s]
-06/11/23 06:05:23| INFO binmc_sld finished [took 180.0427s]
-06/11/23 06:05:25| INFO binne_sld finished [took 182.5814s]
-06/11/23 06:05:26| INFO bin_sld finished [took 183.2892s]
-06/11/23 06:05:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 183.8611s]
-06/11/23 06:05:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 06:05:41| INFO ref finished [took 13.4643s]
-06/11/23 06:05:45| INFO atc_mc finished [took 17.9768s]
-06/11/23 06:05:48| INFO mul_pacc finished [took 20.7525s]
-06/11/23 06:05:55| INFO mulmc_sld finished [took 28.8234s]
-06/11/23 06:05:55| INFO mulne_sld finished [took 28.6537s]
-06/11/23 06:05:56| INFO mul_sld finished [took 29.6167s]
-06/11/23 06:08:24| INFO bin_pacc finished [took 176.5335s]
-06/11/23 06:08:27| INFO binmc_sld finished [took 180.4803s]
-06/11/23 06:08:28| INFO bin_sld finished [took 181.6676s]
-06/11/23 06:08:29| INFO binne_sld finished [took 182.0534s]
-06/11/23 06:08:29| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 183.0240s]
-06/11/23 06:08:29| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 06:08:44| INFO ref finished [took 13.7566s]
-06/11/23 06:08:49| INFO atc_mc finished [took 17.9495s]
-06/11/23 06:08:51| INFO mul_pacc finished [took 20.5859s]
-06/11/23 06:08:57| INFO mulmc_sld finished [took 27.4370s]
-06/11/23 06:08:58| INFO mul_sld finished [took 28.3224s]
-06/11/23 06:08:58| INFO mulne_sld finished [took 28.1390s]
-06/11/23 06:11:26| INFO bin_pacc finished [took 175.7412s]
-06/11/23 06:11:31| INFO binmc_sld finished [took 181.4310s]
-06/11/23 06:11:32| INFO binne_sld finished [took 182.0095s]
-06/11/23 06:11:33| INFO bin_sld finished [took 183.6520s]
-06/11/23 06:11:33| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 184.2005s]
-06/11/23 06:11:33| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 06:11:48| INFO ref finished [took 13.5418s]
-06/11/23 06:11:53| INFO atc_mc finished [took 17.8150s]
-06/11/23 06:11:55| INFO mul_pacc finished [took 20.4761s]
-06/11/23 06:12:01| INFO mulmc_sld finished [took 27.2741s]
-06/11/23 06:12:02| INFO mulne_sld finished [took 27.2693s]
-06/11/23 06:12:02| INFO mul_sld finished [took 28.3364s]
-06/11/23 06:14:30| INFO bin_pacc finished [took 175.7637s]
-06/11/23 06:14:37| INFO binmc_sld finished [took 183.2422s]
-06/11/23 06:14:38| INFO bin_sld finished [took 184.1064s]
-06/11/23 06:14:39| INFO binne_sld finished [took 184.9073s]
-06/11/23 06:14:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 186.2580s]
-06/11/23 06:14:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 06:14:41| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:41| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:52| INFO ref finished [took 11.6315s]
-06/11/23 06:14:56| INFO atc_mc finished [took 15.3068s]
-06/11/23 06:15:01| INFO mulne_sld finished [took 21.1133s]
-06/11/23 06:15:02| INFO mulmc_sld finished [took 22.2375s]
-06/11/23 06:15:08| INFO mul_sld finished [took 27.8149s]
-06/11/23 06:17:32| INFO binne_sld finished [took 171.8722s]
-06/11/23 06:17:32| INFO bin_sld finished [took 172.4710s]
-06/11/23 06:17:33| INFO binmc_sld finished [took 172.8193s]
-06/11/23 06:17:33| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 173.4411s]
-06/11/23 06:18:54| INFO dataset rcv1_GCAT_9prevs
-06/11/23 06:18:59| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:19:11| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:19:11| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:19:54| INFO ref finished [took 42.0769s]
-06/11/23 06:19:59| INFO atc_mc finished [took 45.5011s]
-06/11/23 06:20:14| INFO mulne_sld finished [took 66.0516s]
-06/11/23 06:20:15| INFO mul_sld finished [took 73.1171s]
-06/11/23 06:20:17| INFO mulmc_sld finished [took 72.1930s]
-06/11/23 06:22:23| INFO bin_sld finished [took 203.0368s]
-06/11/23 06:22:27| INFO binmc_sld finished [took 203.2975s]
-06/11/23 06:22:29| INFO binne_sld finished [took 202.7501s]
-06/11/23 06:22:29| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 210.2201s]
-06/11/23 06:22:29| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:23:26| INFO ref finished [took 46.6022s]
-06/11/23 06:23:31| INFO atc_mc finished [took 50.3293s]
-06/11/23 06:23:33| INFO mul_pacc finished [took 54.9265s]
-06/11/23 06:23:46| INFO mul_sld finished [took 74.9035s]
-06/11/23 06:23:52| INFO mulne_sld finished [took 76.2697s]
-06/11/23 06:23:54| INFO mulmc_sld finished [took 80.8754s]
-06/11/23 06:26:06| INFO bin_pacc finished [took 209.7751s]
-06/11/23 06:26:08| INFO bin_sld finished [took 217.8889s]
-06/11/23 06:26:13| INFO binmc_sld finished [took 220.7753s]
-06/11/23 06:26:14| INFO binne_sld finished [took 219.7510s]
-06/11/23 06:26:14| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 224.9268s]
-06/11/23 06:26:14| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:27:10| INFO ref finished [took 46.4938s]
-06/11/23 06:27:16| INFO atc_mc finished [took 50.5904s]
-06/11/23 06:27:18| INFO mul_pacc finished [took 55.4949s]
-06/11/23 06:27:26| INFO mulmc_sld finished [took 67.7140s]
-06/11/23 06:27:26| INFO mul_sld finished [took 70.0891s]
-06/11/23 06:27:28| INFO mulne_sld finished [took 68.1806s]
-06/11/23 06:29:50| INFO bin_pacc finished [took 208.6091s]
-06/11/23 06:29:51| INFO binmc_sld finished [took 213.7985s]
-06/11/23 06:29:51| INFO bin_sld finished [took 215.8158s]
-06/11/23 06:29:55| INFO binne_sld finished [took 215.5523s]
-06/11/23 06:29:55| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 220.4589s]
-06/11/23 06:29:55| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:30:51| INFO ref finished [took 46.3752s]
-06/11/23 06:30:56| INFO atc_mc finished [took 50.7062s]
-06/11/23 06:30:58| INFO mul_pacc finished [took 55.2260s]
-06/11/23 06:31:01| INFO mul_sld finished [took 64.2359s]
-06/11/23 06:31:02| INFO mulmc_sld finished [took 63.5099s]
-06/11/23 06:31:04| INFO mulne_sld finished [took 62.9188s]
-06/11/23 06:33:29| INFO bin_sld finished [took 213.2716s]
-06/11/23 06:33:30| INFO bin_pacc finished [took 208.6574s]
-06/11/23 06:33:31| INFO binmc_sld finished [took 213.1856s]
-06/11/23 06:33:33| INFO binne_sld finished [took 213.2771s]
-06/11/23 06:33:33| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 218.1742s]
-06/11/23 06:33:33| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:34:29| INFO ref finished [took 46.6793s]
-06/11/23 06:34:34| INFO atc_mc finished [took 50.9915s]
-06/11/23 06:34:37| INFO mul_pacc finished [took 55.9725s]
-06/11/23 06:34:38| INFO mul_sld finished [took 63.1317s]
-06/11/23 06:34:40| INFO mulmc_sld finished [took 62.7473s]
-06/11/23 06:34:41| INFO mulne_sld finished [took 62.1303s]
-06/11/23 06:37:08| INFO bin_pacc finished [took 207.7854s]
-06/11/23 06:37:08| INFO bin_sld finished [took 213.7945s]
-06/11/23 06:37:08| INFO binmc_sld finished [took 212.6207s]
-06/11/23 06:37:12| INFO binne_sld finished [took 213.8742s]
-06/11/23 06:37:12| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 218.7265s]
-06/11/23 06:37:12| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:38:08| INFO ref finished [took 46.6057s]
-06/11/23 06:38:14| INFO atc_mc finished [took 51.1055s]
-06/11/23 06:38:15| INFO mul_pacc finished [took 55.5338s]
-06/11/23 06:38:17| INFO mul_sld finished [took 63.2113s]
-06/11/23 06:38:18| INFO mulmc_sld finished [took 62.2265s]
-06/11/23 06:38:20| INFO mulne_sld finished [took 61.9918s]
-06/11/23 06:40:46| INFO bin_pacc finished [took 207.5094s]
-06/11/23 06:40:46| INFO bin_sld finished [took 213.6350s]
-06/11/23 06:40:47| INFO binmc_sld finished [took 212.8363s]
-06/11/23 06:40:49| INFO binne_sld finished [took 212.2587s]
-06/11/23 06:40:49| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 217.1976s]
-06/11/23 06:40:49| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:41:44| INFO ref finished [took 45.9582s]
-06/11/23 06:41:50| INFO atc_mc finished [took 50.0401s]
-06/11/23 06:41:54| INFO mul_sld finished [took 62.6045s]
-06/11/23 06:41:54| INFO mulmc_sld finished [took 61.4168s]
-06/11/23 06:41:56| INFO mulne_sld finished [took 61.3708s]
-06/11/23 06:42:00| INFO mul_pacc finished [took 62.6486s]
-06/11/23 06:44:23| INFO bin_sld finished [took 212.5992s]
-06/11/23 06:44:23| INFO bin_pacc finished [took 207.5241s]
-06/11/23 06:44:24| INFO binmc_sld finished [took 212.2794s]
-06/11/23 06:44:27| INFO binne_sld finished [took 212.8325s]
-06/11/23 06:44:27| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 217.7909s]
-06/11/23 06:44:27| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:45:23| INFO ref finished [took 46.6997s]
-06/11/23 06:45:28| INFO atc_mc finished [took 50.6417s]
-06/11/23 06:45:30| INFO mul_sld finished [took 61.5352s]
-06/11/23 06:45:31| INFO mul_pacc finished [took 55.9055s]
-06/11/23 06:45:31| INFO mulmc_sld finished [took 60.6608s]
-06/11/23 06:45:33| INFO mulne_sld finished [took 60.1616s]
-06/11/23 06:48:01| INFO bin_pacc finished [took 207.7543s]
-06/11/23 06:48:02| INFO bin_sld finished [took 213.7056s]
-06/11/23 06:48:03| INFO binmc_sld finished [took 213.7901s]
-06/11/23 06:48:04| INFO binne_sld finished [took 212.4421s]
-06/11/23 06:48:04| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 217.4465s]
-06/11/23 06:48:04| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:48:06| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:07| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:09| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:11| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:13| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 06:48:49| INFO ref finished [took 36.4085s]
-06/11/23 06:48:53| INFO atc_mc finished [took 39.1380s]
-06/11/23 06:48:54| INFO mulmc_sld finished [took 46.0254s]
-06/11/23 06:48:55| INFO mulne_sld finished [took 45.1935s]
-06/11/23 06:49:00| INFO mul_sld finished [took 53.9145s]
-06/11/23 06:49:00| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 55.9159s]
-06/11/23 06:50:22| INFO dataset rcv1_MCAT_9prevs
-06/11/23 06:50:27| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:51:29| INFO ref finished [took 47.8430s]
-06/11/23 06:51:34| INFO atc_mc finished [took 51.2418s]
-06/11/23 06:51:36| INFO mul_pacc finished [took 56.8770s]
-06/11/23 06:52:00| INFO mulne_sld finished [took 85.8579s]
-06/11/23 06:52:00| INFO mul_sld finished [took 90.6401s]
-06/11/23 06:52:12| INFO mulmc_sld finished [took 100.3728s]
-06/11/23 06:54:15| INFO bin_pacc finished [took 217.8843s]
-06/11/23 06:54:15| INFO bin_sld finished [took 226.6925s]
-06/11/23 06:54:17| INFO binne_sld finished [took 224.5785s]
-06/11/23 06:54:17| INFO binmc_sld finished [took 226.9490s]
-06/11/23 06:54:17| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 229.9256s]
-06/11/23 06:54:17| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:55:14| INFO ref finished [took 46.7323s]
-06/11/23 06:55:20| INFO atc_mc finished [took 51.0126s]
-06/11/23 06:55:22| INFO mul_pacc finished [took 55.8357s]
-06/11/23 06:55:23| INFO mulmc_sld finished [took 62.0464s]
-06/11/23 06:55:24| INFO mul_sld finished [took 64.8106s]
-06/11/23 06:55:25| INFO mulne_sld finished [took 61.6750s]
-06/11/23 06:57:56| INFO bin_pacc finished [took 210.8901s]
-06/11/23 06:57:56| INFO bin_sld finished [took 217.3461s]
-06/11/23 06:57:57| INFO binmc_sld finished [took 216.6599s]
-06/11/23 06:58:00| INFO binne_sld finished [took 216.9668s]
-06/11/23 06:58:00| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 222.3450s]
-06/11/23 06:58:00| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:58:57| INFO ref finished [took 47.5989s]
-06/11/23 06:59:02| INFO atc_mc finished [took 51.5080s]
-06/11/23 06:59:04| INFO mul_pacc finished [took 56.1671s]
-06/11/23 06:59:09| INFO mulmc_sld finished [took 65.0229s]
-06/11/23 06:59:10| INFO mul_sld finished [took 68.8366s]
-06/11/23 06:59:11| INFO mulne_sld finished [took 65.2964s]
-06/11/23 07:01:39| INFO bin_pacc finished [took 212.3570s]
-06/11/23 07:01:40| INFO bin_sld finished [took 219.3886s]
-06/11/23 07:01:42| INFO binmc_sld finished [took 219.1471s]
-06/11/23 07:01:43| INFO binne_sld finished [took 218.3714s]
-06/11/23 07:01:43| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 223.2305s]
-06/11/23 07:01:43| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:02:40| INFO ref finished [took 47.3513s]
-06/11/23 07:02:45| INFO atc_mc finished [took 51.3858s]
-06/11/23 07:02:47| INFO mul_pacc finished [took 56.3829s]
-06/11/23 07:02:50| INFO mul_sld finished [took 64.9257s]
-06/11/23 07:02:50| INFO mulmc_sld finished [took 63.6515s]
-06/11/23 07:02:52| INFO mulne_sld finished [took 63.8008s]
-06/11/23 07:05:22| INFO bin_pacc finished [took 211.8418s]
-06/11/23 07:05:22| INFO binmc_sld finished [took 216.4950s]
-06/11/23 07:05:22| INFO bin_sld finished [took 218.2730s]
-06/11/23 07:05:25| INFO binne_sld finished [took 217.6016s]
-06/11/23 07:05:25| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 222.4416s]
-06/11/23 07:05:25| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:06:22| INFO ref finished [took 47.3783s]
-06/11/23 07:06:27| INFO atc_mc finished [took 51.1924s]
-06/11/23 07:06:30| INFO mul_pacc finished [took 56.3115s]
-06/11/23 07:06:34| INFO mul_sld finished [took 66.6559s]
-06/11/23 07:06:34| INFO mulmc_sld finished [took 65.2448s]
-06/11/23 07:06:37| INFO mulne_sld finished [took 65.6557s]
-06/11/23 07:09:03| INFO binmc_sld finished [took 214.4549s]
-06/11/23 07:09:03| INFO bin_sld finished [took 216.8097s]
-06/11/23 07:09:04| INFO bin_pacc finished [took 211.9484s]
-06/11/23 07:09:06| INFO binne_sld finished [took 215.5010s]
-06/11/23 07:09:06| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 220.4788s]
-06/11/23 07:09:06| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:10:03| INFO ref finished [took 47.0882s]
-06/11/23 07:10:08| INFO atc_mc finished [took 51.1826s]
-06/11/23 07:10:10| INFO mul_pacc finished [took 55.8766s]
-06/11/23 07:10:14| INFO mulmc_sld finished [took 64.7175s]
-06/11/23 07:10:15| INFO mul_sld finished [took 67.2892s]
-06/11/23 07:10:17| INFO mulne_sld finished [took 64.9305s]
-06/11/23 07:12:40| INFO bin_pacc finished [took 207.6921s]
-06/11/23 07:12:41| INFO binmc_sld finished [took 212.3821s]
-06/11/23 07:12:41| INFO bin_sld finished [took 214.5241s]
-06/11/23 07:12:43| INFO binne_sld finished [took 212.5115s]
-06/11/23 07:12:43| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 217.3597s]
-06/11/23 07:12:43| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:13:39| INFO ref finished [took 46.5374s]
-06/11/23 07:13:45| INFO atc_mc finished [took 51.0121s]
-06/11/23 07:13:47| INFO mul_pacc finished [took 55.4950s]
-06/11/23 07:13:52| INFO mulmc_sld finished [took 64.7651s]
-06/11/23 07:13:52| INFO mul_sld finished [took 67.0632s]
-06/11/23 07:13:54| INFO mulne_sld finished [took 65.2533s]
-06/11/23 07:16:18| INFO bin_pacc finished [took 207.9541s]
-06/11/23 07:16:19| INFO bin_sld finished [took 214.6495s]
-06/11/23 07:16:19| INFO binmc_sld finished [took 213.2167s]
-06/11/23 07:16:24| INFO binne_sld finished [took 215.5646s]
-06/11/23 07:16:24| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 220.4851s]
-06/11/23 07:16:24| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:17:20| INFO ref finished [took 46.7655s]
-06/11/23 07:17:25| INFO atc_mc finished [took 50.9430s]
-06/11/23 07:17:27| INFO mul_pacc finished [took 55.4948s]
-06/11/23 07:17:44| INFO mul_sld finished [took 78.5002s]
-06/11/23 07:17:46| INFO mulmc_sld finished [took 78.7519s]
-06/11/23 07:17:48| INFO mulne_sld finished [took 78.4293s]
-06/11/23 07:19:59| INFO bin_pacc finished [took 208.5200s]
-06/11/23 07:20:02| INFO bin_sld finished [took 216.9046s]
-06/11/23 07:20:03| INFO binmc_sld finished [took 216.2736s]
-06/11/23 07:20:03| INFO binne_sld finished [took 214.9573s]
-06/11/23 07:20:03| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 219.7592s]
-06/11/23 07:20:03| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:20:05| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:06| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:08| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:10| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:12| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 07:20:48| INFO ref finished [took 36.6985s]
-06/11/23 07:20:52| INFO atc_mc finished [took 39.8292s]
-06/11/23 07:20:55| INFO mulmc_sld finished [took 48.0943s]
-06/11/23 07:20:56| INFO mul_sld finished [took 50.2138s]
-06/11/23 07:20:57| INFO mulne_sld finished [took 47.9755s]
-06/11/23 07:20:57| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 53.5645s]
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-06/11/23 10:25:08| INFO dataset rcv1_CCAT_1prevs
-06/11/23 10:25:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 10:26:02| INFO ref finished [took 43.6300s]
-06/11/23 10:26:05| INFO atc_mc finished [took 46.2297s]
-06/11/23 10:26:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00906) [took 88.7593s]
-06/11/23 10:27:29| INFO mul_pacc_gs finished [took 132.4595s]
-06/11/23 10:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00900) [took 379.8213s]
-06/11/23 10:34:52| INFO bin_pacc_gs finished [took 576.1136s]
-----------------------------------------------------------------------------------------------------
-06/11/23 10:55:40| INFO dataset rcv1_CCAT_1prevs
-06/11/23 10:55:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 10:56:36| INFO ref finished [took 44.5230s]
-06/11/23 10:56:40| INFO atc_mc finished [took 47.6566s]
-06/11/23 10:57:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00927) [took 90.0830s]
-06/11/23 10:58:04| INFO mul_pacc_gs finished [took 134.5283s]
-06/11/23 11:02:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00974) [took 383.6784s]
-06/11/23 11:05:24| INFO bin_pacc_gs finished [took 574.8730s]
-06/11/23 11:10:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 897.6622s]
-06/11/23 11:11:27| INFO mul_sld_gs finished [took 940.1205s]
-06/11/23 11:18:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 1344.8544s]
-06/11/23 11:21:09| INFO bin_sld_gs finished [took 1523.4358s]
-06/11/23 11:21:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1525.2268s]
-----------------------------------------------------------------------------------------------------
-06/11/23 11:21:26| INFO dataset rcv1_CCAT_1prevs
-06/11/23 11:21:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 11:22:18| INFO ref finished [took 42.1948s]
-06/11/23 11:22:23| INFO atc_mc finished [took 45.7857s]
-06/11/23 11:23:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00987) [took 87.4022s]
-06/11/23 11:23:45| INFO mul_pacc_gs finished [took 130.6127s]
-06/11/23 11:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00925) [took 374.1460s]
-06/11/23 11:29:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 493.2309s]
-06/11/23 11:30:30| INFO mul_sld_gs finished [took 537.7362s]
-06/11/23 11:30:56| INFO bin_pacc_gs finished [took 562.8681s]
-06/11/23 11:35:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 840.9875s]
-06/11/23 11:38:31| INFO bin_sld_gs finished [took 1019.8362s]
-06/11/23 11:38:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1021.3535s]
-----------------------------------------------------------------------------------------------------
-06/11/23 11:53:50| INFO dataset rcv1_CCAT_9prevs
-06/11/23 11:53:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 11:56:45| INFO doc_feat finished [took 83.7957s]
-06/11/23 11:56:58| INFO mulne_pacc finished [took 146.6577s]
-06/11/23 11:57:03| INFO ref finished [took 120.2665s]
-06/11/23 11:57:05| INFO mul_pacc finished [took 169.5909s]
-06/11/23 11:57:07| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 11:57:08| INFO kfcv finished [took 130.0948s]
-06/11/23 11:57:13| INFO mulmc_pacc finished [took 173.0431s]
-06/11/23 11:57:16| INFO atc_mc finished [took 125.2363s]
-06/11/23 11:57:17| INFO mul_sld finished [took 199.1179s]
-06/11/23 11:57:18| INFO mul_cc finished [took 148.2203s]
-06/11/23 11:57:20| INFO atc_ne finished [took 121.9570s]
-06/11/23 11:57:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00899) [took 176.8809s]
-06/11/23 11:58:48| INFO mul_pacc_gs finished [took 245.7641s]
-06/11/23 12:00:56| INFO bin_pacc finished [took 409.8967s]
-06/11/23 12:01:03| INFO bin_sld finished [took 426.0031s]
-06/11/23 12:01:09| INFO binmc_pacc finished [took 412.9057s]
-06/11/23 12:01:13| INFO bin_cc finished [took 389.4719s]
-06/11/23 12:01:14| INFO binne_pacc finished [took 411.1276s]
-06/11/23 12:02:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00719) [took 523.4665s]
-06/11/23 12:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 643.3372s]
-06/11/23 12:05:27| INFO mul_sld_gs finished [took 686.5912s]
-06/11/23 12:06:25| INFO bin_pacc_gs finished [took 710.5248s]
-06/11/23 12:08:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 892.3454s]
-06/11/23 12:11:50| INFO bin_sld_gs finished [took 1070.2847s]
-06/11/23 12:11:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1073.7689s]
-06/11/23 12:11:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:14:15| INFO doc_feat finished [took 80.2198s]
-06/11/23 12:14:27| INFO ref finished [took 106.1446s]
-06/11/23 12:14:36| INFO mul_pacc finished [took 155.8715s]
-06/11/23 12:14:37| INFO mul_sld finished [took 162.7857s]
-06/11/23 12:14:47| INFO kfcv finished [took 132.1178s]
-06/11/23 12:14:55| INFO atc_mc finished [took 127.9109s]
-06/11/23 12:14:57| INFO atc_ne finished [took 121.6128s]
-06/11/23 12:14:58| INFO mulmc_pacc finished [took 173.9023s]
-06/11/23 12:14:58| INFO mulne_pacc finished [took 167.2920s]
-06/11/23 12:14:59| INFO mul_cc finished [took 147.7428s]
-06/11/23 12:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00931) [took 186.6087s]
-06/11/23 12:16:44| INFO mul_pacc_gs finished [took 261.9352s]
-06/11/23 12:18:49| INFO binmc_pacc finished [took 407.0394s]
-06/11/23 12:18:50| INFO bin_pacc finished [took 410.4620s]
-06/11/23 12:18:55| INFO bin_sld finished [took 422.8949s]
-06/11/23 12:19:01| INFO binne_pacc finished [took 410.3575s]
-06/11/23 12:19:03| INFO bin_cc finished [took 396.9482s]
-06/11/23 12:20:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:20:41| INFO bin_sld_gsq finished [took 524.4318s]
-06/11/23 12:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00784) [took 546.2730s]
-06/11/23 12:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 640.2364s]
-06/11/23 12:23:20| INFO mul_sld_gs finished [took 683.6191s]
-06/11/23 12:24:29| INFO bin_pacc_gs finished [took 732.6258s]
-06/11/23 12:27:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 948.8111s]
-06/11/23 12:30:43| INFO bin_sld_gs finished [took 1128.0644s]
-06/11/23 12:30:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1132.7995s]
-06/11/23 12:30:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:33:12| INFO mul_sld finished [took 146.3214s]
-06/11/23 12:33:24| INFO mul_cc finished [took 118.2992s]
-06/11/23 12:33:26| INFO doc_feat finished [took 96.3414s]
-06/11/23 12:33:36| INFO atc_ne finished [took 108.2657s]
-06/11/23 12:33:37| INFO mulne_pacc finished [took 155.4759s]
-06/11/23 12:33:39| INFO atc_mc finished [took 119.0950s]
-06/11/23 12:33:39| INFO mul_pacc finished [took 166.1039s]
-06/11/23 12:33:40| INFO ref finished [took 122.3921s]
-06/11/23 12:33:40| INFO mulmc_pacc finished [took 164.5722s]
-06/11/23 12:33:43| INFO kfcv finished [took 131.6124s]
-06/11/23 12:34:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00857) [took 188.0301s]
-06/11/23 12:35:45| INFO mul_pacc_gs finished [took 269.4655s]
-06/11/23 12:37:47| INFO binne_pacc finished [took 409.7038s]
-06/11/23 12:37:47| INFO bin_sld finished [took 421.4590s]
-06/11/23 12:37:55| INFO bin_pacc finished [took 423.8805s]
-06/11/23 12:37:57| INFO binmc_pacc finished [took 422.8180s]
-06/11/23 12:38:01| INFO bin_cc finished [took 400.2199s]
-06/11/23 12:39:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:39:41| INFO bin_sld_gsq finished [took 531.7360s]
-06/11/23 12:40:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.6726s]
-06/11/23 12:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 646.0507s]
-06/11/23 12:42:19| INFO mul_sld_gs finished [took 690.7431s]
-06/11/23 12:43:25| INFO bin_pacc_gs finished [took 737.2287s]
-06/11/23 12:47:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 979.3211s]
-06/11/23 12:50:07| INFO bin_sld_gs finished [took 1159.4207s]
-06/11/23 12:50:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1163.9370s]
-06/11/23 12:50:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:52:34| INFO doc_feat finished [took 79.3857s]
-06/11/23 12:52:39| INFO mul_pacc finished [took 143.2358s]
-06/11/23 12:52:49| INFO mul_sld finished [took 159.6160s]
-06/11/23 12:52:58| INFO kfcv finished [took 121.1756s]
-06/11/23 12:53:07| INFO mulmc_pacc finished [took 167.6154s]
-06/11/23 12:53:09| INFO atc_ne finished [took 115.9704s]
-06/11/23 12:53:11| INFO ref finished [took 127.9906s]
-06/11/23 12:53:17| INFO atc_mc finished [took 129.9605s]
-06/11/23 12:53:19| INFO mulne_pacc finished [took 166.1444s]
-06/11/23 12:53:21| INFO mul_cc finished [took 152.0451s]
-06/11/23 12:53:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.1015s]
-06/11/23 12:55:03| INFO mul_pacc_gs finished [took 261.6088s]
-06/11/23 12:57:20| INFO binmc_pacc finished [took 422.6680s]
-06/11/23 12:57:23| INFO bin_sld finished [took 434.1109s]
-06/11/23 12:57:26| INFO bin_pacc finished [took 431.1893s]
-06/11/23 12:57:28| INFO binne_pacc finished [took 427.7980s]
-06/11/23 12:57:29| INFO bin_cc finished [took 402.6463s]
-06/11/23 12:58:43| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:59:20| INFO bin_sld_gsq finished [took 546.8013s]
-06/11/23 12:59:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00858) [took 550.8127s]
-06/11/23 13:01:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 652.8483s]
-06/11/23 13:01:47| INFO mul_sld_gs finished [took 695.7927s]
-06/11/23 13:02:56| INFO bin_pacc_gs finished [took 739.4380s]
-06/11/23 13:06:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 999.0699s]
-06/11/23 13:09:50| INFO bin_sld_gs finished [took 1179.8181s]
-06/11/23 13:09:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1183.4124s]
-06/11/23 13:09:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:12:34| INFO doc_feat finished [took 88.8963s]
-06/11/23 13:12:43| INFO mul_sld finished [took 169.3932s]
-06/11/23 13:12:47| INFO mul_pacc finished [took 166.5633s]
-06/11/23 13:12:50| INFO kfcv finished [took 134.2527s]
-06/11/23 13:12:58| INFO ref finished [took 128.7367s]
-06/11/23 13:12:59| INFO mulne_pacc finished [took 161.0902s]
-06/11/23 13:13:00| INFO mulmc_pacc finished [took 176.8006s]
-06/11/23 13:13:01| INFO atc_mc finished [took 129.5173s]
-06/11/23 13:13:06| INFO atc_ne finished [took 122.8886s]
-06/11/23 13:13:16| INFO mul_cc finished [took 152.5218s]
-06/11/23 13:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00774) [took 183.0928s]
-06/11/23 13:14:57| INFO mul_pacc_gs finished [took 266.4369s]
-06/11/23 13:17:06| INFO bin_pacc finished [took 427.3693s]
-06/11/23 13:17:08| INFO binmc_pacc finished [took 426.6359s]
-06/11/23 13:17:14| INFO bin_sld finished [took 441.7834s]
-06/11/23 13:17:20| INFO binne_pacc finished [took 435.6569s]
-06/11/23 13:17:22| INFO bin_cc finished [took 412.7263s]
-06/11/23 13:18:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:19:06| INFO bin_sld_gsq finished [took 549.0379s]
-06/11/23 13:19:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00709) [took 545.0306s]
-06/11/23 13:20:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 645.5669s]
-06/11/23 13:21:25| INFO mul_sld_gs finished [took 689.4814s]
-06/11/23 13:22:32| INFO bin_pacc_gs finished [took 730.0602s]
-06/11/23 13:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 985.8522s]
-06/11/23 13:29:21| INFO bin_sld_gs finished [took 1166.4200s]
-06/11/23 13:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1170.8744s]
-06/11/23 13:29:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:31:52| INFO doc_feat finished [took 80.3058s]
-06/11/23 13:32:00| INFO mul_sld finished [took 153.1261s]
-06/11/23 13:32:00| INFO mul_pacc finished [took 148.0156s]
-06/11/23 13:32:13| INFO kfcv finished [took 122.2270s]
-06/11/23 13:32:13| INFO mulne_pacc finished [took 145.0130s]
-06/11/23 13:32:22| INFO ref finished [took 122.3525s]
-06/11/23 13:32:23| INFO atc_mc finished [took 120.2587s]
-06/11/23 13:32:23| INFO atc_ne finished [took 113.5667s]
-06/11/23 13:32:23| INFO mulmc_pacc finished [took 167.7106s]
-06/11/23 13:32:36| INFO mul_cc finished [took 143.6517s]
-06/11/23 13:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00802) [took 182.2049s]
-06/11/23 13:34:23| INFO mul_pacc_gs finished [took 261.0038s]
-06/11/23 13:36:19| INFO binmc_pacc finished [took 405.9199s]
-06/11/23 13:36:31| INFO bin_sld finished [took 426.3780s]
-06/11/23 13:36:32| INFO bin_pacc finished [took 420.2833s]
-06/11/23 13:36:34| INFO binne_pacc finished [took 417.2048s]
-06/11/23 13:36:42| INFO bin_cc finished [took 394.3524s]
-06/11/23 13:37:45| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:38:18| INFO bin_sld_gsq finished [took 528.6956s]
-06/11/23 13:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00707) [took 544.2769s]
-06/11/23 13:39:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 628.0656s]
-06/11/23 13:40:41| INFO mul_sld_gs finished [took 673.3968s]
-06/11/23 13:41:58| INFO bin_pacc_gs finished [took 730.5371s]
-06/11/23 13:45:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 960.1061s]
-06/11/23 13:48:28| INFO bin_sld_gs finished [took 1140.6073s]
-06/11/23 13:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1146.6395s]
-06/11/23 13:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:50:49| INFO mul_pacc finished [took 130.9408s]
-06/11/23 13:51:02| INFO doc_feat finished [took 86.2411s]
-06/11/23 13:51:07| INFO mul_sld finished [took 155.4513s]
-06/11/23 13:51:15| INFO atc_ne finished [took 101.0761s]
-06/11/23 13:51:20| INFO ref finished [took 121.3689s]
-06/11/23 13:51:20| INFO atc_mc finished [took 106.6415s]
-06/11/23 13:51:22| INFO mulmc_pacc finished [took 160.4221s]
-06/11/23 13:51:22| INFO mulne_pacc finished [took 150.1203s]
-06/11/23 13:51:25| INFO kfcv finished [took 127.5280s]
-06/11/23 13:51:35| INFO mul_cc finished [took 145.4437s]
-06/11/23 13:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00886) [took 182.0543s]
-06/11/23 13:53:23| INFO mul_pacc_gs finished [took 262.2496s]
-06/11/23 13:55:28| INFO bin_sld finished [took 417.7315s]
-06/11/23 13:55:30| INFO binmc_pacc finished [took 410.0114s]
-06/11/23 13:55:30| INFO bin_pacc finished [took 413.5912s]
-06/11/23 13:55:35| INFO binne_pacc finished [took 411.8241s]
-06/11/23 13:55:42| INFO bin_cc finished [took 396.5011s]
-06/11/23 13:56:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:57:22| INFO bin_sld_gsq finished [took 527.2507s]
-06/11/23 13:58:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00910) [took 547.7641s]
-06/11/23 13:59:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 634.8469s]
-06/11/23 13:59:54| INFO mul_sld_gs finished [took 680.2027s]
-06/11/23 14:01:07| INFO bin_pacc_gs finished [took 731.8655s]
-06/11/23 14:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 960.6861s]
-06/11/23 14:07:34| INFO bin_sld_gs finished [took 1141.7199s]
-06/11/23 14:07:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1146.2680s]
-06/11/23 14:07:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:10:08| INFO mulmc_pacc finished [took 141.2266s]
-06/11/23 14:10:19| INFO atc_ne finished [took 101.4512s]
-06/11/23 14:10:20| INFO mul_sld finished [took 162.5808s]
-06/11/23 14:10:23| INFO mul_pacc finished [took 158.9068s]
-06/11/23 14:10:30| INFO kfcv finished [took 123.4790s]
-06/11/23 14:10:33| INFO mulne_pacc finished [took 158.4983s]
-06/11/23 14:10:33| INFO doc_feat finished [took 111.7987s]
-06/11/23 14:10:35| INFO ref finished [took 124.4184s]
-06/11/23 14:10:40| INFO atc_mc finished [took 126.3543s]
-06/11/23 14:10:40| INFO mul_cc finished [took 139.5958s]
-06/11/23 14:11:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.01309) [took 184.0645s]
-06/11/23 14:12:44| INFO mul_pacc_gs finished [took 272.5404s]
-06/11/23 14:14:32| INFO binmc_pacc finished [took 406.3609s]
-06/11/23 14:14:38| INFO bin_pacc finished [took 414.8972s]
-06/11/23 14:14:43| INFO binne_pacc finished [took 414.4123s]
-06/11/23 14:14:51| INFO bin_cc finished [took 395.5254s]
-06/11/23 14:14:55| INFO bin_sld finished [took 437.7681s]
-06/11/23 14:15:58| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:16:33| INFO bin_sld_gsq finished [took 532.4040s]
-06/11/23 14:16:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00812) [took 536.4746s]
-06/11/23 14:18:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 636.4067s]
-06/11/23 14:19:00| INFO mul_sld_gs finished [took 680.2467s]
-06/11/23 14:20:01| INFO bin_pacc_gs finished [took 720.9205s]
-06/11/23 14:23:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 954.4487s]
-06/11/23 14:26:41| INFO bin_sld_gs finished [took 1142.3328s]
-06/11/23 14:26:41| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1146.7713s]
-06/11/23 14:26:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:29:04| INFO mul_pacc finished [took 133.1736s]
-06/11/23 14:29:07| INFO ref finished [took 87.1594s]
-06/11/23 14:29:16| INFO doc_feat finished [took 83.8190s]
-06/11/23 14:29:21| INFO mulmc_pacc finished [took 147.5202s]
-06/11/23 14:29:22| INFO atc_mc finished [took 99.1039s]
-06/11/23 14:29:23| INFO kfcv finished [took 109.5348s]
-06/11/23 14:29:27| INFO mulne_pacc finished [took 148.1672s]
-06/11/23 14:29:33| INFO atc_ne finished [took 101.4673s]
-06/11/23 14:29:36| INFO mul_cc finished [took 126.0447s]
-06/11/23 14:29:42| INFO mul_sld finished [took 177.5880s]
-06/11/23 14:30:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01497) [took 175.1432s]
-06/11/23 14:31:33| INFO mul_pacc_gs finished [took 252.3399s]
-06/11/23 14:33:34| INFO binmc_pacc finished [took 401.7891s]
-06/11/23 14:33:35| INFO binne_pacc finished [took 400.4138s]
-06/11/23 14:33:36| INFO bin_pacc finished [took 406.7598s]
-06/11/23 14:33:48| INFO bin_cc finished [took 378.7595s]
-06/11/23 14:33:48| INFO bin_sld finished [took 423.7366s]
-06/11/23 14:34:47| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:35:26| INFO bin_sld_gsq finished [took 518.8996s]
-06/11/23 14:36:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00880) [took 539.3992s]
-06/11/23 14:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 622.0419s]
-06/11/23 14:37:53| INFO mul_sld_gs finished [took 666.0058s]
-06/11/23 14:39:16| INFO bin_pacc_gs finished [took 722.5231s]
-06/11/23 14:42:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 929.3464s]
-06/11/23 14:45:14| INFO bin_sld_gs finished [took 1108.7356s]
-06/11/23 14:45:14| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1113.2364s]
-06/11/23 14:48:04| INFO dataset imdb_9prevs
-06/11/23 14:48:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 14:48:17| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:18| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:31| INFO doc_feat finished [took 11.5257s]
-06/11/23 14:48:36| INFO ref finished [took 18.5620s]
-06/11/23 14:48:42| INFO kfcv finished [took 24.7227s]
-06/11/23 14:48:44| INFO atc_ne finished [took 25.5676s]
-06/11/23 14:48:46| INFO atc_mc finished [took 27.4910s]
-06/11/23 14:48:50| INFO mulne_pacc finished [took 34.0415s]
-06/11/23 14:48:57| INFO mulmc_pacc finished [took 41.7500s]
-06/11/23 14:48:58| INFO mul_pacc finished [took 43.0162s]
-06/11/23 14:48:58| INFO mul_cc finished [took 40.3279s]
-06/11/23 14:49:16| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:49:26| INFO mul_sld finished [took 71.4588s]
-06/11/23 14:50:10| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:52:12| INFO binne_pacc finished [took 236.2174s]
-06/11/23 14:52:16| INFO binmc_pacc finished [took 240.4686s]
-06/11/23 14:52:19| INFO bin_cc finished [took 241.9141s]
-06/11/23 14:52:20| INFO bin_pacc finished [took 244.5632s]
-06/11/23 14:52:23| INFO bin_sld finished [took 249.0477s]
-06/11/23 14:53:48| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 443.6010s]
-06/11/23 14:55:51| INFO mul_sld_gs finished [took 455.9932s]
-06/11/23 14:55:51| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 456.7746s]
-06/11/23 14:55:51| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 14:56:07| INFO doc_feat finished [took 11.2758s]
-06/11/23 14:56:18| INFO atc_mc finished [took 22.2986s]
-06/11/23 14:56:22| INFO ref finished [took 26.3482s]
-06/11/23 14:56:25| INFO kfcv finished [took 30.4761s]
-06/11/23 14:56:29| INFO mul_pacc finished [took 36.5892s]
-06/11/23 14:56:29| INFO mulmc_pacc finished [took 36.7773s]
-06/11/23 14:56:38| INFO atc_ne finished [took 41.7824s]
-06/11/23 14:56:41| INFO mulne_pacc finished [took 47.8318s]
-06/11/23 14:56:41| INFO mul_cc finished [took 46.7221s]
-06/11/23 14:56:55| INFO mul_sld finished [took 63.3547s]
-06/11/23 14:57:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.01017) [took 119.9166s]
-06/11/23 14:58:15| INFO mul_pacc_gs finished [took 141.4446s]
-06/11/23 15:00:38| INFO binne_pacc finished [took 285.5562s]
-06/11/23 15:00:48| INFO bin_cc finished [took 293.8727s]
-06/11/23 15:00:49| INFO binmc_pacc finished [took 296.7176s]
-06/11/23 15:00:49| INFO bin_pacc finished [took 297.1868s]
-06/11/23 15:01:03| INFO bin_sld finished [took 312.0358s]
-06/11/23 15:02:29| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:02:34| INFO bin_sld_gsq finished [took 402.0748s]
-06/11/23 15:03:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00980) [took 482.9237s]
-06/11/23 15:05:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 548.0443s]
-06/11/23 15:05:14| INFO mul_sld_gs finished [took 562.2966s]
-06/11/23 15:06:30| INFO bin_pacc_gs finished [took 636.7956s]
-06/11/23 15:10:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 884.9748s]
-06/11/23 15:13:11| INFO bin_sld_gs finished [took 1039.3282s]
-06/11/23 15:13:11| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 1040.0772s]
-06/11/23 15:13:11| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 15:13:39| INFO doc_feat finished [took 22.8145s]
-06/11/23 15:13:41| INFO atc_ne finished [took 24.3471s]
-06/11/23 15:13:45| INFO ref finished [took 28.7559s]
-06/11/23 15:13:52| INFO mulne_pacc finished [took 38.1365s]
-06/11/23 15:13:53| INFO kfcv finished [took 37.4026s]
-06/11/23 15:13:56| INFO atc_mc finished [took 39.4198s]
-06/11/23 15:13:59| INFO mul_pacc finished [took 45.9542s]
-06/11/23 15:13:59| INFO mul_cc finished [took 43.9076s]
-06/11/23 15:13:59| INFO mulmc_pacc finished [took 45.9395s]
-06/11/23 15:14:11| INFO mul_sld finished [took 59.8835s]
-06/11/23 15:15:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01028) [took 128.2866s]
-06/11/23 15:15:44| INFO mul_pacc_gs finished [took 149.5820s]
-06/11/23 15:18:03| INFO binne_pacc finished [took 289.3504s]
-06/11/23 15:18:07| INFO bin_pacc finished [took 294.7115s]
-06/11/23 15:18:14| INFO bin_cc finished [took 298.6839s]
-06/11/23 15:18:14| INFO binmc_pacc finished [took 300.9499s]
-06/11/23 15:18:14| INFO bin_sld finished [took 302.9035s]
-06/11/23 15:19:46| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:20:05| INFO bin_sld_gsq finished [took 413.1151s]
-06/11/23 15:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00916) [took 488.7327s]
-06/11/23 15:22:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 541.2865s]
-06/11/23 15:22:28| INFO mul_sld_gs finished [took 556.0867s]
-06/11/23 15:23:57| INFO bin_pacc_gs finished [took 643.0717s]
-06/11/23 15:27:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 860.3135s]
-06/11/23 15:30:05| INFO bin_sld_gs finished [took 1013.1878s]
-06/11/23 15:30:05| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 1014.3141s]
-06/11/23 15:30:05| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 15:30:24| INFO doc_feat finished [took 13.8500s]
-06/11/23 15:30:32| INFO ref finished [took 22.3531s]
-06/11/23 15:30:41| INFO mul_pacc finished [took 34.1860s]
-06/11/23 15:30:45| INFO atc_ne finished [took 34.8111s]
-06/11/23 15:30:46| INFO kfcv finished [took 36.4055s]
-06/11/23 15:30:49| INFO atc_mc finished [took 38.7978s]
-06/11/23 15:30:49| INFO mulmc_pacc finished [took 42.4552s]
-06/11/23 15:30:51| INFO mul_cc finished [took 42.6899s]
-06/11/23 15:30:53| INFO mulne_pacc finished [took 45.2694s]
-06/11/23 15:30:57| INFO mul_sld finished [took 51.2705s]
-06/11/23 15:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01220) [took 124.5801s]
-06/11/23 15:32:34| INFO mul_pacc_gs finished [took 145.3368s]
-06/11/23 15:34:56| INFO binmc_pacc finished [took 289.1451s]
-06/11/23 15:35:04| INFO bin_sld finished [took 298.3514s]
-06/11/23 15:35:04| INFO binne_pacc finished [took 296.5538s]
-06/11/23 15:35:05| INFO bin_pacc finished [took 298.5077s]
-06/11/23 15:35:09| INFO bin_cc finished [took 300.1332s]
-06/11/23 15:36:41| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:37:08| INFO bin_sld_gsq finished [took 421.3938s]
-06/11/23 15:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01137) [took 490.9644s]
-06/11/23 15:38:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 531.8225s]
-06/11/23 15:39:12| INFO mul_sld_gs finished [took 546.4524s]
-06/11/23 15:40:53| INFO bin_pacc_gs finished [took 645.0957s]
-06/11/23 15:44:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 882.0550s]
-06/11/23 15:47:19| INFO bin_sld_gs finished [took 1033.2802s]
-06/11/23 15:47:19| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 1034.1241s]
-06/11/23 15:47:19| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 15:47:36| INFO doc_feat finished [took 11.6005s]
-06/11/23 15:47:40| INFO ref finished [took 16.3058s]
-06/11/23 15:47:50| INFO atc_mc finished [took 25.8745s]
-06/11/23 15:47:52| INFO kfcv finished [took 29.0931s]
-06/11/23 15:47:53| INFO atc_ne finished [took 28.8903s]
-06/11/23 15:47:53| INFO mul_pacc finished [took 32.5473s]
-06/11/23 15:48:00| INFO mul_cc finished [took 37.3478s]
-06/11/23 15:48:01| INFO mulne_pacc finished [took 39.9745s]
-06/11/23 15:48:02| INFO mulmc_pacc finished [took 40.5057s]
-06/11/23 15:48:10| INFO mul_sld finished [took 50.1825s]
-06/11/23 15:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01107) [took 125.0329s]
-06/11/23 15:49:49| INFO mul_pacc_gs finished [took 146.7316s]
-06/11/23 15:52:15| INFO bin_cc finished [took 292.6719s]
-06/11/23 15:52:15| INFO binne_pacc finished [took 293.9844s]
-06/11/23 15:52:17| INFO bin_pacc finished [took 296.2830s]
-06/11/23 15:52:21| INFO binmc_pacc finished [took 299.4873s]
-06/11/23 15:52:23| INFO bin_sld finished [took 303.4889s]
-06/11/23 15:53:57| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:54:18| INFO bin_sld_gsq finished [took 418.0959s]
-06/11/23 15:55:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 489.7797s]
-06/11/23 15:56:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 536.7408s]
-06/11/23 15:56:33| INFO mul_sld_gs finished [took 552.5393s]
-06/11/23 15:58:05| INFO bin_pacc_gs finished [took 643.1581s]
-06/11/23 16:01:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 862.6012s]
-06/11/23 16:04:15| INFO bin_sld_gs finished [took 1015.3606s]
-06/11/23 16:04:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 1016.0642s]
-06/11/23 16:04:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 16:04:40| INFO doc_feat finished [took 19.9628s]
-06/11/23 16:04:41| INFO kfcv finished [took 21.8848s]
-06/11/23 16:04:46| INFO ref finished [took 26.2613s]
-06/11/23 16:04:56| INFO mulmc_pacc finished [took 38.6399s]
-06/11/23 16:04:56| INFO atc_ne finished [took 35.7501s]
-06/11/23 16:04:57| INFO atc_mc finished [took 37.3907s]
-06/11/23 16:05:01| INFO mul_cc finished [took 41.6420s]
-06/11/23 16:05:01| INFO mul_pacc finished [took 44.6898s]
-06/11/23 16:05:02| INFO mulne_pacc finished [took 44.7679s]
-06/11/23 16:05:12| INFO mul_sld finished [took 56.0834s]
-06/11/23 16:06:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01082) [took 125.2569s]
-06/11/23 16:06:44| INFO mul_pacc_gs finished [took 146.2318s]
-06/11/23 16:09:05| INFO binne_pacc finished [took 288.1949s]
-06/11/23 16:09:10| INFO bin_pacc finished [took 293.3207s]
-06/11/23 16:09:12| INFO bin_sld finished [took 296.1022s]
-06/11/23 16:09:13| INFO binmc_pacc finished [took 296.4000s]
-06/11/23 16:09:18| INFO bin_cc finished [took 299.1982s]
-06/11/23 16:10:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:11:22| INFO bin_sld_gsq finished [took 425.6641s]
-06/11/23 16:12:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00976) [took 492.8847s]
-06/11/23 16:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 536.8669s]
-06/11/23 16:13:28| INFO mul_sld_gs finished [took 551.6187s]
-06/11/23 16:15:03| INFO bin_pacc_gs finished [took 645.6602s]
-06/11/23 16:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 907.7074s]
-06/11/23 16:21:57| INFO bin_sld_gs finished [took 1060.9759s]
-06/11/23 16:21:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 1061.7730s]
-06/11/23 16:21:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 16:22:23| INFO doc_feat finished [took 20.2428s]
-06/11/23 16:22:34| INFO kfcv finished [took 32.1532s]
-06/11/23 16:22:36| INFO ref finished [took 34.3738s]
-06/11/23 16:22:38| INFO mul_sld finished [took 40.1101s]
-06/11/23 16:22:40| INFO mul_cc finished [took 38.6722s]
-06/11/23 16:22:41| INFO atc_mc finished [took 38.9379s]
-06/11/23 16:22:43| INFO atc_ne finished [took 40.3132s]
-06/11/23 16:22:43| INFO mulne_pacc finished [took 43.7833s]
-06/11/23 16:22:44| INFO mulmc_pacc finished [took 44.4084s]
-06/11/23 16:22:46| INFO mul_pacc finished [took 47.7998s]
-06/11/23 16:24:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01575) [took 127.2393s]
-06/11/23 16:24:31| INFO mul_pacc_gs finished [took 150.2100s]
-06/11/23 16:26:49| INFO bin_cc finished [took 288.6128s]
-06/11/23 16:26:51| INFO bin_pacc finished [took 292.1757s]
-06/11/23 16:26:52| INFO binne_pacc finished [took 293.0194s]
-06/11/23 16:27:01| INFO binmc_pacc finished [took 302.5703s]
-06/11/23 16:27:01| INFO bin_sld finished [took 303.9303s]
-06/11/23 16:28:32| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:28:53| INFO bin_sld_gsq finished [took 414.4520s]
-06/11/23 16:30:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01641) [took 494.7681s]
-06/11/23 16:31:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 542.3282s]
-06/11/23 16:31:15| INFO mul_sld_gs finished [took 557.2859s]
-06/11/23 16:32:49| INFO bin_pacc_gs finished [took 648.9428s]
-06/11/23 16:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 864.7237s]
-06/11/23 16:38:54| INFO bin_sld_gs finished [took 1015.9618s]
-06/11/23 16:38:54| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 1016.7743s]
-06/11/23 16:38:54| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 16:39:19| INFO doc_feat finished [took 19.9639s]
-06/11/23 16:39:22| INFO atc_mc finished [took 22.9650s]
-06/11/23 16:39:26| INFO kfcv finished [took 27.9671s]
-06/11/23 16:39:30| INFO mul_pacc finished [took 34.3899s]
-06/11/23 16:39:31| INFO ref finished [took 32.4692s]
-06/11/23 16:39:33| INFO mulne_pacc finished [took 37.2045s]
-06/11/23 16:39:39| INFO atc_ne finished [took 39.7686s]
-06/11/23 16:39:41| INFO mul_cc finished [took 42.9411s]
-06/11/23 16:39:41| INFO mulmc_pacc finished [took 44.9724s]
-06/11/23 16:39:46| INFO mul_sld finished [took 51.4269s]
-06/11/23 16:40:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01013) [took 122.2196s]
-06/11/23 16:41:24| INFO mul_pacc_gs finished [took 146.7076s]
-06/11/23 16:43:40| INFO binne_pacc finished [took 284.1154s]
-06/11/23 16:43:52| INFO bin_pacc finished [took 296.8885s]
-06/11/23 16:43:54| INFO bin_cc finished [took 297.1714s]
-06/11/23 16:43:56| INFO binmc_pacc finished [took 300.6806s]
-06/11/23 16:43:57| INFO bin_sld finished [took 302.6966s]
-06/11/23 16:45:26| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:45:41| INFO bin_sld_gsq finished [took 405.8247s]
-06/11/23 16:47:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00949) [took 483.3129s]
-06/11/23 16:47:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 539.6504s]
-06/11/23 16:48:09| INFO mul_sld_gs finished [took 553.8401s]
-06/11/23 16:49:34| INFO bin_pacc_gs finished [took 637.2772s]
-06/11/23 16:53:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 875.8870s]
-06/11/23 16:56:08| INFO bin_sld_gs finished [took 1033.4325s]
-06/11/23 16:56:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 1034.1983s]
-06/11/23 16:56:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 16:56:09| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:09| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:22| INFO doc_feat finished [took 10.1613s]
-06/11/23 16:56:25| INFO ref finished [took 13.7569s]
-06/11/23 16:56:27| INFO kfcv finished [took 15.6337s]
-06/11/23 16:56:29| INFO atc_mc finished [took 18.0104s]
-06/11/23 16:56:30| INFO atc_ne finished [took 18.0260s]
-06/11/23 16:56:31| INFO mul_cc finished [took 20.6201s]
-06/11/23 16:56:40| INFO mul_sld finished [took 31.2942s]
-06/11/23 16:56:47| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 16:58:55| INFO bin_cc finished [took 164.5182s]
-06/11/23 16:58:59| INFO bin_sld finished [took 170.5046s]
-06/11/23 17:02:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 368.6067s]
-06/11/23 17:02:29| INFO mul_sld_gs finished [took 380.7801s]
-06/11/23 17:02:29| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 381.5305s]
-----------------------------------------------------------------------------------------------------
-06/11/23 18:04:06| INFO dataset rcv1_GCAT_9prevs
-06/11/23 18:04:12| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:04:19| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:21| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:22| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:24| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:24| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:26| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:27| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:28| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:29| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:05:10| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 18:05:41| INFO ref finished [took 65.3048s]
-06/11/23 18:05:43| INFO kfcv finished [took 66.9585s]
-06/11/23 18:05:45| INFO doc_feat finished [took 56.7504s]
-06/11/23 18:05:49| INFO mul_cc finished [took 77.6035s]
-06/11/23 18:05:49| INFO atc_mc finished [took 66.4650s]
-06/11/23 18:05:52| INFO atc_ne finished [took 65.1035s]
-06/11/23 18:05:52| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:05:56| INFO mul_sld finished [took 101.3427s]
-06/11/23 18:08:12| INFO bin_sld finished [took 238.6323s]
-06/11/23 18:08:21| INFO bin_cc finished [took 230.3034s]
-06/11/23 18:10:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00897) [took 402.3046s]
-06/11/23 18:11:39| INFO mul_sld_gs finished [took 441.7473s]
-06/11/23 18:11:39| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 446.6543s]
-06/11/23 18:11:39| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:14:11| INFO mulmc_pacc finished [took 140.5240s]
-06/11/23 18:14:13| INFO kfcv finished [took 108.3325s]
-06/11/23 18:14:16| INFO doc_feat finished [took 91.1407s]
-06/11/23 18:14:21| INFO atc_ne finished [took 96.9645s]
-06/11/23 18:14:22| INFO mul_pacc finished [took 154.9757s]
-06/11/23 18:14:36| INFO ref finished [took 118.1583s]
-06/11/23 18:14:37| INFO atc_mc finished [took 118.5016s]
-06/11/23 18:14:41| INFO mulne_pacc finished [took 157.8831s]
-06/11/23 18:14:49| INFO mul_cc finished [took 144.8053s]
-06/11/23 18:14:50| INFO mul_sld finished [took 188.8450s]
-06/11/23 18:15:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01452) [took 184.0929s]
-06/11/23 18:16:33| INFO mul_pacc_gs finished [took 258.2234s]
-06/11/23 18:18:46| INFO binmc_pacc finished [took 417.1372s]
-06/11/23 18:18:48| INFO bin_pacc finished [took 422.0619s]
-06/11/23 18:18:52| INFO bin_sld finished [took 431.4426s]
-06/11/23 18:18:56| INFO binne_pacc finished [took 421.5812s]
-06/11/23 18:19:02| INFO bin_cc finished [took 402.4673s]
-06/11/23 18:19:32| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:20:26| INFO bin_sld_gsq finished [took 522.0734s]
-06/11/23 18:21:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 540.4022s]
-06/11/23 18:21:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00821) [took 600.6611s]
-06/11/23 18:22:25| INFO mul_sld_gs finished [took 642.1063s]
-06/11/23 18:24:14| INFO bin_pacc_gs finished [took 723.2605s]
-06/11/23 18:26:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00816) [took 911.5066s]
-06/11/23 18:29:56| INFO bin_sld_gs finished [took 1093.4674s]
-06/11/23 18:29:56| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 1096.7184s]
-06/11/23 18:29:56| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:32:21| INFO ref finished [took 89.3355s]
-06/11/23 18:32:33| INFO doc_feat finished [took 91.9119s]
-06/11/23 18:32:35| INFO mulmc_pacc finished [took 147.2084s]
-06/11/23 18:32:38| INFO mulne_pacc finished [took 137.0643s]
-06/11/23 18:32:54| INFO atc_mc finished [took 117.6847s]
-06/11/23 18:32:56| INFO kfcv finished [took 129.8598s]
-06/11/23 18:33:00| INFO mul_pacc finished [took 174.5769s]
-06/11/23 18:33:00| INFO mul_sld finished [took 181.1734s]
-06/11/23 18:33:03| INFO atc_ne finished [took 123.9984s]
-06/11/23 18:33:09| INFO mul_cc finished [took 148.8635s]
-06/11/23 18:33:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00629) [took 177.7598s]
-06/11/23 18:34:51| INFO mul_pacc_gs finished [took 256.4186s]
-06/11/23 18:37:10| INFO bin_pacc finished [took 425.7912s]
-06/11/23 18:37:12| INFO binmc_pacc finished [took 425.7599s]
-06/11/23 18:37:14| INFO binne_pacc finished [took 424.0101s]
-06/11/23 18:37:18| INFO bin_sld finished [took 440.4389s]
-06/11/23 18:37:22| INFO bin_cc finished [took 407.2413s]
-06/11/23 18:37:52| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:38:51| INFO bin_sld_gsq finished [took 529.6242s]
-06/11/23 18:39:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00489) [took 541.8062s]
-06/11/23 18:40:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00615) [took 601.7630s]
-06/11/23 18:40:45| INFO mul_sld_gs finished [took 644.5111s]
-06/11/23 18:42:37| INFO bin_pacc_gs finished [took 729.3942s]
-06/11/23 18:45:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00490) [took 936.3088s]
-06/11/23 18:48:37| INFO bin_sld_gs finished [took 1117.0610s]
-06/11/23 18:48:37| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 1120.9681s]
-06/11/23 18:48:37| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:51:02| INFO doc_feat finished [took 79.6380s]
-06/11/23 18:51:20| INFO mulne_pacc finished [took 144.5625s]
-06/11/23 18:51:30| INFO mul_sld finished [took 171.1473s]
-06/11/23 18:51:35| INFO mulmc_pacc finished [took 166.1468s]
-06/11/23 18:51:39| INFO mul_pacc finished [took 172.9449s]
-06/11/23 18:51:43| INFO ref finished [took 132.2492s]
-06/11/23 18:51:45| INFO kfcv finished [took 137.9538s]
-06/11/23 18:51:52| INFO atc_mc finished [took 137.7185s]
-06/11/23 18:51:54| INFO atc_ne finished [took 134.1066s]
-06/11/23 18:51:59| INFO mul_cc finished [took 159.0670s]
-06/11/23 18:52:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01049) [took 180.3366s]
-06/11/23 18:53:38| INFO mul_pacc_gs finished [took 266.6075s]
-06/11/23 18:56:00| INFO bin_sld finished [took 441.9022s]
-06/11/23 18:56:02| INFO binne_pacc finished [took 431.1354s]
-06/11/23 18:56:02| INFO binmc_pacc finished [took 434.5268s]
-06/11/23 18:56:04| INFO bin_pacc finished [took 438.8400s]
-06/11/23 18:56:07| INFO bin_cc finished [took 412.8827s]
-06/11/23 18:56:38| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:57:38| INFO bin_sld_gsq finished [took 534.9970s]
-06/11/23 18:58:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.5790s]
-06/11/23 18:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00692) [took 616.7506s]
-06/11/23 18:59:43| INFO mul_sld_gs finished [took 661.6976s]
-06/11/23 19:01:20| INFO bin_pacc_gs finished [took 735.1934s]
-06/11/23 19:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00601) [took 948.3129s]
-06/11/23 19:07:30| INFO bin_sld_gs finished [took 1129.1432s]
-06/11/23 19:07:30| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 1133.2853s]
-06/11/23 19:07:30| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:10:11| INFO doc_feat finished [took 90.8028s]
-06/11/23 19:10:12| INFO mul_sld finished [took 159.3725s]
-06/11/23 19:10:17| INFO atc_mc finished [took 108.3872s]
-06/11/23 19:10:20| INFO mulmc_pacc finished [took 158.7937s]
-06/11/23 19:10:27| INFO kfcv finished [took 125.4384s]
-06/11/23 19:10:32| INFO mul_cc finished [took 134.1449s]
-06/11/23 19:10:33| INFO atc_ne finished [took 115.0137s]
-06/11/23 19:10:33| INFO mul_pacc finished [took 173.4398s]
-06/11/23 19:10:35| INFO ref finished [took 127.6900s]
-06/11/23 19:10:35| INFO mulne_pacc finished [took 158.1989s]
-06/11/23 19:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00893) [took 181.2645s]
-06/11/23 19:12:28| INFO mul_pacc_gs finished [took 263.1619s]
-06/11/23 19:14:45| INFO bin_sld finished [took 432.8401s]
-06/11/23 19:14:48| INFO bin_pacc finished [took 430.1210s]
-06/11/23 19:14:54| INFO binmc_pacc finished [took 433.8715s]
-06/11/23 19:14:58| INFO bin_cc finished [took 405.7688s]
-06/11/23 19:14:59| INFO binne_pacc finished [took 435.7315s]
-06/11/23 19:15:29| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:16:36| INFO bin_sld_gsq finished [took 539.4078s]
-06/11/23 19:17:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00831) [took 545.8362s]
-06/11/23 19:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00797) [took 609.7895s]
-06/11/23 19:18:32| INFO mul_sld_gs finished [took 657.1765s]
-06/11/23 19:20:08| INFO bin_pacc_gs finished [took 728.9184s]
-06/11/23 19:23:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00738) [took 966.8750s]
-06/11/23 19:26:42| INFO bin_sld_gs finished [took 1148.2428s]
-06/11/23 19:26:42| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 1152.4463s]
-06/11/23 19:26:43| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:29:16| INFO mul_pacc finished [took 142.3375s]
-06/11/23 19:29:26| INFO doc_feat finished [took 92.0123s]
-06/11/23 19:29:29| INFO atc_ne finished [took 96.1697s]
-06/11/23 19:29:32| INFO mul_sld finished [took 164.7852s]
-06/11/23 19:29:33| INFO ref finished [took 114.3664s]
-06/11/23 19:29:36| INFO kfcv finished [took 118.4300s]
-06/11/23 19:29:37| INFO atc_mc finished [took 111.6950s]
-06/11/23 19:29:37| INFO mul_cc finished [took 127.8860s]
-06/11/23 19:29:39| INFO mulmc_pacc finished [took 162.5217s]
-06/11/23 19:29:46| INFO mulne_pacc finished [took 159.7535s]
-06/11/23 19:30:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.2267s]
-06/11/23 19:31:42| INFO mul_pacc_gs finished [took 263.2959s]
-06/11/23 19:33:48| INFO bin_pacc finished [took 415.7355s]
-06/11/23 19:33:49| INFO binne_pacc finished [took 411.7032s]
-06/11/23 19:33:49| INFO bin_sld finished [took 423.6935s]
-06/11/23 19:33:56| INFO binmc_pacc finished [took 422.0731s]
-06/11/23 19:34:02| INFO bin_cc finished [took 394.8074s]
-06/11/23 19:34:45| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:35:33| INFO bin_sld_gsq finished [took 523.6794s]
-06/11/23 19:36:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00651) [took 539.0149s]
-06/11/23 19:36:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00646) [took 605.4721s]
-06/11/23 19:37:37| INFO mul_sld_gs finished [took 647.9998s]
-06/11/23 19:39:13| INFO bin_pacc_gs finished [took 722.3065s]
-06/11/23 19:42:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00635) [took 926.2548s]
-06/11/23 19:45:13| INFO bin_sld_gs finished [took 1105.8303s]
-06/11/23 19:45:13| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 1110.5345s]
-06/11/23 19:45:13| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:47:55| INFO mul_pacc finished [took 151.2717s]
-06/11/23 19:48:01| INFO mul_sld finished [took 164.7303s]
-06/11/23 19:48:02| INFO doc_feat finished [took 95.7218s]
-06/11/23 19:48:20| INFO kfcv finished [took 132.6414s]
-06/11/23 19:48:26| INFO ref finished [took 136.4855s]
-06/11/23 19:48:27| INFO mulmc_pacc finished [took 180.2510s]
-06/11/23 19:48:30| INFO mulne_pacc finished [took 173.6996s]
-06/11/23 19:48:33| INFO atc_mc finished [took 135.5939s]
-06/11/23 19:48:34| INFO atc_ne finished [took 129.3719s]
-06/11/23 19:48:35| INFO mul_cc finished [took 153.9587s]
-06/11/23 19:48:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00782) [took 177.0918s]
-06/11/23 19:50:13| INFO mul_pacc_gs finished [took 262.7047s]
-06/11/23 19:52:34| INFO bin_pacc finished [took 431.9695s]
-06/11/23 19:52:36| INFO binmc_pacc finished [took 430.1566s]
-06/11/23 19:52:43| INFO bin_sld finished [took 446.4452s]
-06/11/23 19:52:44| INFO bin_cc finished [took 407.8850s]
-06/11/23 19:52:47| INFO binne_pacc finished [took 438.4423s]
-06/11/23 19:53:19| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:54:09| INFO bin_sld_gsq finished [took 528.9254s]
-06/11/23 19:54:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00669) [took 545.8164s]
-06/11/23 19:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00814) [took 619.0258s]
-06/11/23 19:56:21| INFO mul_sld_gs finished [took 661.4303s]
-06/11/23 19:57:51| INFO bin_pacc_gs finished [took 733.3970s]
-06/11/23 20:00:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00795) [took 935.9973s]
-06/11/23 20:03:55| INFO bin_sld_gs finished [took 1117.3981s]
-06/11/23 20:03:55| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 1121.8060s]
-06/11/23 20:03:55| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-06/11/23 20:06:27| INFO mul_sld finished [took 147.0727s]
-06/11/23 20:06:30| INFO doc_feat finished [took 81.1117s]
-06/11/23 20:06:48| INFO mul_pacc finished [took 162.2312s]
-06/11/23 20:07:04| INFO kfcv finished [took 133.4389s]
-06/11/23 20:07:04| INFO ref finished [took 132.6728s]
-06/11/23 20:07:05| INFO mulne_pacc finished [took 171.0782s]
-06/11/23 20:07:08| INFO mulmc_pacc finished [took 179.6909s]
-06/11/23 20:07:10| INFO atc_mc finished [took 130.5941s]
-06/11/23 20:07:14| INFO mul_cc finished [took 150.3795s]
-06/11/23 20:07:15| INFO atc_ne finished [took 131.0309s]
-06/11/23 20:07:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00813) [took 177.7289s]
-06/11/23 20:08:49| INFO mul_pacc_gs finished [took 257.9675s]
-06/11/23 20:10:44| INFO bin_pacc finished [took 399.4800s]
-06/11/23 21:01:51| INFO bin_pacc_gs finished [took 3446.1854s]
-06/11/23 21:03:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00684) [took 3563.0699s]
-06/11/23 21:04:07| INFO mul_sld_gs finished [took 3606.0194s]
-06/11/23 21:08:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00519) [took 3863.9570s]
-06/11/23 21:11:26| INFO bin_sld_gs finished [took 4046.4500s]
-06/11/23 21:11:26| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 4051.2016s]
-06/11/23 21:11:26| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-06/11/23 21:11:31| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:32| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:34| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:35| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
-06/11/23 21:11:36| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:38| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:38| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:40| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:40| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:42| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:42| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:44| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:12:27| INFO mul_sld finished [took 56.8958s]
-06/11/23 21:12:32| INFO ref finished [took 44.3311s]
-06/11/23 21:12:32| INFO doc_feat finished [took 41.1551s]
-06/11/23 21:12:33| INFO kfcv finished [took 46.1873s]
-06/11/23 21:12:36| INFO atc_mc finished [took 47.9541s]
-06/11/23 21:12:37| INFO mul_cc finished [took 51.8838s]
-06/11/23 21:12:37| INFO atc_ne finished [took 47.4962s]
-06/11/23 21:16:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00843) [took 312.8612s]
-06/11/23 21:17:24| INFO mul_sld_gs finished [took 351.5693s]
-06/11/23 21:17:24| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 357.7321s]
-06/11/23 21:20:10| INFO dataset rcv1_MCAT_9prevs
-06/11/23 21:20:18| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
-06/11/23 21:23:12| INFO doc_feat finished [took 81.2849s]
-06/11/23 21:23:21| INFO mul_pacc finished [took 168.3242s]
-06/11/23 21:23:30| INFO mulmc_pacc finished [took 173.2730s]
-06/11/23 21:23:35| INFO atc_mc finished [took 115.3803s]
-06/11/23 21:23:41| INFO ref finished [took 125.5611s]
-06/11/23 21:23:41| INFO kfcv finished [took 136.3040s]
-06/11/23 21:23:51| INFO mulne_pacc finished [took 185.3346s]
-06/11/23 21:23:58| INFO atc_ne finished [took 129.7752s]
-06/11/23 21:23:59| INFO mul_cc finished [took 164.3501s]
-06/11/23 21:24:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.02036) [took 203.9839s]
-06/11/23 21:24:32| INFO mul_sld finished [took 249.6979s]
-06/11/23 21:25:50| INFO mul_pacc_gs finished [took 287.7634s]
-06/11/23 21:28:08| INFO binne_pacc finished [took 443.1314s]
-06/11/23 21:28:11| INFO bin_cc finished [took 427.7416s]
-06/11/23 21:28:26| INFO bin_pacc finished [took 475.7859s]
-06/11/23 21:28:28| INFO binmc_pacc finished [took 472.2702s]
-06/11/23 21:28:33| INFO bin_sld finished [took 492.0457s]
-06/11/23 21:29:19| INFO mul_sld_gsq finished [took 529.8190s]
-06/11/23 21:29:26| INFO bin_sld_gsq finished [took 539.2552s]
-06/11/23 21:30:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00591) [took 573.3773s]
-06/11/23 21:31:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00754) [took 661.4704s]
-06/11/23 21:32:10| INFO mul_sld_gs finished [took 704.6441s]
-06/11/23 21:33:40| INFO bin_pacc_gs finished [took 763.3541s]
-06/11/23 21:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00760) [took 965.4559s]
-06/11/23 21:39:31| INFO bin_sld_gs finished [took 1146.5622s]
-06/11/23 21:39:31| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 1152.1700s]
-06/11/23 21:39:31| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
-06/11/23 21:42:13| INFO doc_feat finished [took 88.9970s]
-06/11/23 21:42:24| INFO mul_pacc finished [took 161.9999s]
-06/11/23 21:42:31| INFO mulmc_pacc finished [took 159.0109s]
-06/11/23 21:42:34| INFO mul_sld finished [took 179.5397s]
-06/11/23 21:42:42| INFO kfcv finished [took 138.3784s]
-06/11/23 21:42:42| INFO atc_mc finished [took 127.5150s]
-06/11/23 21:42:45| INFO ref finished [took 133.9163s]
-06/11/23 21:42:48| INFO mulne_pacc finished [took 170.3191s]
-06/11/23 21:42:53| INFO mul_cc finished [took 153.9952s]
-06/11/23 21:42:57| INFO atc_ne finished [took 133.9857s]
-06/11/23 21:43:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01406) [took 179.2817s]
-06/11/23 21:44:27| INFO mul_pacc_gs finished [took 259.4430s]
-06/11/23 21:46:57| INFO bin_pacc finished [took 435.9586s]
-06/11/23 21:47:02| INFO binmc_pacc finished [took 436.7170s]
-06/11/23 21:47:02| INFO bin_sld finished [took 448.6901s]
-06/11/23 21:47:03| INFO binne_pacc finished [took 430.3933s]
-06/11/23 21:47:06| INFO bin_cc finished [took 413.3717s]
-06/11/23 21:47:44| INFO mul_sld_gsq finished [took 485.8565s]
-06/11/23 21:48:40| INFO bin_sld_gsq finished [took 542.6385s]
-06/11/23 21:49:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01029) [took 558.1111s]
-06/11/23 21:49:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00862) [took 617.7204s]
-06/11/23 21:50:38| INFO mul_sld_gs finished [took 661.3619s]
-06/11/23 21:52:31| INFO bin_pacc_gs finished [took 747.8605s]
-06/11/23 21:55:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00631) [took 947.6305s]
-06/11/23 21:58:25| INFO bin_sld_gs finished [took 1128.9705s]
-06/11/23 21:58:25| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 1133.8038s]
-06/11/23 21:58:25| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:01:11| INFO doc_feat finished [took 91.6284s]
-06/11/23 22:01:13| INFO mul_pacc finished [took 157.8979s]
-06/11/23 22:01:21| INFO ref finished [took 117.5064s]
-06/11/23 22:01:29| INFO mulmc_pacc finished [took 171.3367s]
-06/11/23 22:01:34| INFO kfcv finished [took 138.8623s]
-06/11/23 22:01:44| INFO atc_ne finished [took 127.4515s]
-06/11/23 22:01:45| INFO mulne_pacc finished [took 175.7659s]
-06/11/23 22:01:45| INFO atc_mc finished [took 134.5717s]
-06/11/23 22:01:47| INFO mul_sld finished [took 198.7132s]
-06/11/23 22:01:53| INFO mul_cc finished [took 156.7010s]
-06/11/23 22:01:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00920) [took 169.8061s]
-06/11/23 22:03:15| INFO mul_pacc_gs finished [took 248.7885s]
-06/11/23 22:05:47| INFO bin_pacc finished [took 433.9454s]
-06/11/23 22:05:52| INFO binmc_pacc finished [took 435.7566s]
-06/11/23 22:05:55| INFO binne_pacc finished [took 432.5216s]
-06/11/23 22:06:02| INFO bin_sld finished [took 455.4425s]
-06/11/23 22:06:03| INFO bin_cc finished [took 409.9712s]
-06/11/23 22:06:43| INFO mul_sld_gsq finished [took 490.7571s]
-06/11/23 22:07:34| INFO bin_sld_gsq finished [took 542.4371s]
-06/11/23 22:08:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00585) [took 557.7911s]
-06/11/23 22:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 598.8338s]
-06/11/23 22:09:12| INFO mul_sld_gs finished [took 641.4050s]
-06/11/23 22:11:15| INFO bin_pacc_gs finished [took 742.8423s]
-06/11/23 22:14:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00443) [took 940.7448s]
-06/11/23 22:17:12| INFO bin_sld_gs finished [took 1122.5660s]
-06/11/23 22:17:12| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 1126.9865s]
-06/11/23 22:17:12| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:19:32| INFO ref finished [took 85.6333s]
-06/11/23 22:19:43| INFO mulmc_pacc finished [took 138.3833s]
-06/11/23 22:19:44| INFO doc_feat finished [took 84.2844s]
-06/11/23 22:19:54| INFO atc_ne finished [took 99.6744s]
-06/11/23 22:19:57| INFO kfcv finished [took 114.5018s]
-06/11/23 22:19:59| INFO mul_cc finished [took 123.4161s]
-06/11/23 22:20:05| INFO mul_pacc finished [took 163.4607s]
-06/11/23 22:20:09| INFO mul_sld finished [took 173.7721s]
-06/11/23 22:20:16| INFO mulne_pacc finished [took 162.8502s]
-06/11/23 22:20:16| INFO atc_mc finished [took 124.1504s]
-06/11/23 22:20:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00596) [took 169.9575s]
-06/11/23 22:21:55| INFO mul_pacc_gs finished [took 248.8139s]
-06/11/23 22:24:04| INFO binmc_pacc finished [took 400.7570s]
-06/11/23 22:24:12| INFO bin_pacc finished [took 411.2454s]
-06/11/23 22:24:21| INFO binne_pacc finished [took 414.5496s]
-06/11/23 22:24:21| INFO bin_cc finished [took 389.2880s]
-06/11/23 22:24:25| INFO bin_sld finished [took 431.6256s]
-06/11/23 22:25:13| INFO mul_sld_gsq finished [took 474.0621s]
-06/11/23 22:25:54| INFO bin_sld_gsq finished [took 515.9435s]
-06/11/23 22:26:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00626) [took 539.2315s]
-06/11/23 22:27:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00612) [took 594.2222s]
-06/11/23 22:27:54| INFO mul_sld_gs finished [took 637.0683s]
-06/11/23 22:29:48| INFO bin_pacc_gs finished [took 725.8952s]
-06/11/23 22:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00682) [took 945.7122s]
-06/11/23 22:36:02| INFO bin_sld_gs finished [took 1126.7133s]
-06/11/23 22:36:02| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 1130.5566s]
-06/11/23 22:36:02| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:38:42| INFO doc_feat finished [took 76.3995s]
-06/11/23 22:39:04| INFO mul_pacc finished [took 170.8108s]
-06/11/23 22:39:11| INFO mulmc_pacc finished [took 169.1537s]
-06/11/23 22:39:22| INFO ref finished [took 134.5551s]
-06/11/23 22:39:23| INFO kfcv finished [took 144.5049s]
-06/11/23 22:39:28| INFO mul_sld finished [took 201.7112s]
-06/11/23 22:39:31| INFO atc_ne finished [took 127.5871s]
-06/11/23 22:39:32| INFO atc_mc finished [took 141.1615s]
-06/11/23 22:39:33| INFO mulne_pacc finished [took 181.7155s]
-06/11/23 22:39:34| INFO mul_cc finished [took 156.9505s]
-06/11/23 22:39:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00848) [took 178.6463s]
-06/11/23 22:41:02| INFO mul_pacc_gs finished [took 264.1109s]
-06/11/23 22:43:34| INFO binmc_pacc finished [took 438.9742s]
-06/11/23 22:43:34| INFO bin_pacc finished [took 442.7005s]
-06/11/23 22:43:43| INFO bin_sld finished [took 458.4940s]
-06/11/23 22:43:44| INFO binne_pacc finished [took 443.0455s]
-06/11/23 22:43:55| INFO bin_cc finished [took 423.6361s]
-06/11/23 22:44:45| INFO mul_sld_gsq finished [took 514.4586s]
-06/11/23 22:45:32| INFO bin_sld_gsq finished [took 562.7681s]
-06/11/23 22:46:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00790) [took 574.1156s]
-06/11/23 22:46:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00824) [took 633.5645s]
-06/11/23 22:47:24| INFO mul_sld_gs finished [took 676.3552s]
-06/11/23 22:49:27| INFO bin_pacc_gs finished [took 768.3574s]
-06/11/23 22:52:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00861) [took 979.5729s]
-06/11/23 22:55:32| INFO bin_sld_gs finished [took 1164.7331s]
-06/11/23 22:55:32| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 1169.2748s]
-06/11/23 22:55:32| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:58:47| INFO doc_feat finished [took 112.6375s]
-06/11/23 22:59:00| INFO kfcv finished [took 150.2412s]
-06/11/23 22:59:00| INFO mul_pacc finished [took 197.0521s]
-06/11/23 22:59:06| INFO mul_sld finished [took 209.9482s]
-06/11/23 22:59:07| INFO mulmc_pacc finished [took 198.8911s]
-06/11/23 22:59:07| INFO ref finished [took 148.7702s]
-06/11/23 22:59:16| INFO atc_ne finished [took 143.7730s]
-06/11/23 22:59:18| INFO atc_mc finished [took 151.2783s]
-06/11/23 22:59:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01122) [took 190.1694s]
-06/11/23 22:59:26| INFO mul_cc finished [took 179.0100s]
-06/11/23 22:59:33| INFO mulne_pacc finished [took 211.9002s]
-06/11/23 23:00:52| INFO mul_pacc_gs finished [took 283.5718s]
-06/11/23 23:03:21| INFO bin_sld finished [took 466.9682s]
-06/11/23 23:03:24| INFO binmc_pacc finished [took 456.9500s]
-06/11/23 23:03:25| INFO bin_pacc finished [took 464.1421s]
-06/11/23 23:03:39| INFO bin_cc finished [took 445.8302s]
-06/11/23 23:03:40| INFO binne_pacc finished [took 466.3427s]
-06/11/23 23:04:10| INFO mul_sld_gsq finished [took 509.0584s]
-06/11/23 23:04:56| INFO bin_sld_gsq finished [took 556.7578s]
-06/11/23 23:05:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01033) [took 581.0899s]
-06/11/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00791) [took 636.6955s]
-06/11/23 23:07:00| INFO mul_sld_gs finished [took 682.1829s]
-06/11/23 23:08:59| INFO bin_pacc_gs finished [took 772.0584s]
-06/11/23 23:11:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00722) [took 966.7367s]
-06/11/23 23:14:47| INFO bin_sld_gs finished [took 1150.2138s]
-06/11/23 23:14:47| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 1155.4582s]
-06/11/23 23:14:47| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:17:29| INFO mulmc_pacc finished [took 140.6592s]
-06/11/23 23:17:37| INFO doc_feat finished [took 93.5374s]
-06/11/23 23:17:58| INFO mul_pacc finished [took 176.1101s]
-06/11/23 23:18:06| INFO mulne_pacc finished [took 168.2578s]
-06/11/23 23:18:06| INFO ref finished [took 138.9670s]
-06/11/23 23:18:13| INFO atc_ne finished [took 133.8368s]
-06/11/23 23:18:13| INFO mul_cc finished [took 156.3809s]
-06/11/23 23:18:14| INFO atc_mc finished [took 140.7865s]
-06/11/23 23:18:15| INFO kfcv finished [took 150.8563s]
-06/11/23 23:18:28| INFO mul_sld finished [took 213.5502s]
-06/11/23 23:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00696) [took 184.7202s]
-06/11/23 23:20:04| INFO mul_pacc_gs finished [took 271.8620s]
-06/11/23 23:22:38| INFO binne_pacc finished [took 444.7274s]
-06/11/23 23:22:39| INFO binmc_pacc finished [took 454.8866s]
-06/11/23 23:22:39| INFO bin_pacc finished [took 458.6381s]
-06/11/23 23:22:47| INFO bin_cc finished [took 432.1075s]
-06/11/23 23:22:54| INFO bin_sld finished [took 480.5003s]
-06/11/23 23:23:33| INFO mul_sld_gsq finished [took 514.0066s]
-06/11/23 23:24:13| INFO bin_sld_gsq finished [took 554.7885s]
-06/11/23 23:24:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00603) [took 574.6463s]
-06/11/23 23:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00528) [took 609.3079s]
-06/11/23 23:25:51| INFO mul_sld_gs finished [took 654.2885s]
-06/11/23 23:28:10| INFO bin_pacc_gs finished [took 767.8253s]
-06/11/23 23:30:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00733) [took 947.2105s]
-06/11/23 23:33:48| INFO bin_sld_gs finished [took 1132.1309s]
-06/11/23 23:33:48| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 1140.6743s]
-06/11/23 23:33:48| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:36:55| INFO doc_feat finished [took 101.6311s]
-06/11/23 23:37:16| INFO atc_ne finished [took 124.5854s]
-06/11/23 23:37:39| INFO mulne_pacc finished [took 198.5060s]
-06/11/23 23:37:42| INFO mulmc_pacc finished [took 210.8408s]
-06/11/23 23:37:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01019) [took 194.4422s]
-06/11/23 23:37:44| INFO mul_pacc finished [took 224.0155s]
-06/11/23 23:37:44| INFO kfcv finished [took 178.0222s]
-06/11/23 23:37:47| INFO ref finished [took 176.1278s]
-06/11/23 23:37:55| INFO atc_mc finished [took 173.0154s]
-06/11/23 23:37:58| INFO mul_cc finished [took 198.1420s]
-06/11/23 23:38:10| INFO mul_sld finished [took 258.4898s]
-06/11/23 23:39:25| INFO mul_pacc_gs finished [took 297.0552s]
-06/11/23 23:41:55| INFO binmc_pacc finished [took 471.8397s]
-06/11/23 23:42:06| INFO binne_pacc finished [took 470.6917s]
-06/11/23 23:42:08| INFO bin_pacc finished [took 490.2025s]
-06/11/23 23:42:11| INFO bin_sld finished [took 500.3974s]
-06/11/23 23:42:17| INFO bin_cc finished [took 463.2719s]
-06/11/23 23:42:33| INFO mul_sld_gsq finished [took 515.9211s]
-06/11/23 23:43:19| INFO bin_sld_gsq finished [took 563.2792s]
-06/11/23 23:44:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01110) [took 580.7011s]
-06/11/23 23:44:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00755) [took 638.9055s]
-06/11/23 23:45:18| INFO mul_sld_gs finished [took 683.7473s]
-06/11/23 23:47:14| INFO bin_pacc_gs finished [took 769.5136s]
-06/11/23 23:50:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00653) [took 986.1331s]
-06/11/23 23:53:23| INFO bin_sld_gs finished [took 1170.3407s]
-06/11/23 23:53:23| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 1175.4004s]
-06/11/23 23:53:23| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:53:29| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:31| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:32| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:34| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
-06/11/23 23:53:34| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:36| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:37| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:38| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:39| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:41| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:41| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:43| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:54:33| INFO ref finished [took 46.5615s]
-06/11/23 23:54:34| INFO doc_feat finished [took 43.4254s]
-06/11/23 23:54:34| INFO kfcv finished [took 48.7260s]
-06/11/23 23:54:34| INFO mul_sld finished [took 64.5496s]
-06/11/23 23:54:38| INFO atc_mc finished [took 49.9172s]
-06/11/23 23:54:39| INFO atc_ne finished [took 49.8635s]
-06/11/23 23:54:39| INFO mul_cc finished [took 54.7417s]
-06/11/23 23:58:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01247) [took 295.7388s]
-06/11/23 23:59:08| INFO mul_sld_gs finished [took 336.2009s]
-06/11/23 23:59:08| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 344.1389s]
-----------------------------------------------------------------------------------------------------
-07/11/23 01:05:25| INFO dataset rcv1_CCAT_9prevs
-07/11/23 01:05:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:06:23| INFO ref finished [took 48.3560s]
-07/11/23 01:06:29| INFO atc_mc finished [took 52.9929s]
-07/11/23 01:06:30| INFO atc_ne finished [took 53.3908s]
-07/11/23 01:07:06| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 01:11:38| INFO mul_sld_gsq finished [took 364.0698s]
-07/11/23 01:13:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 499.4945s]
-07/11/23 01:14:34| INFO mul_sld_gs finished [took 542.6047s]
-07/11/23 01:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 750.8663s]
-07/11/23 01:21:01| INFO bin_sld_gs finished [took 930.1356s]
-07/11/23 01:21:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 931.4321s]
-07/11/23 01:21:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:22:02| INFO ref finished [took 55.2212s]
-07/11/23 01:22:07| INFO atc_mc finished [took 59.3890s]
-07/11/23 01:22:09| INFO atc_ne finished [took 59.7388s]
-07/11/23 01:27:21| INFO mul_sld_gsq finished [took 375.2352s]
-07/11/23 01:27:24| INFO bin_sld_gsq finished [took 379.6159s]
-07/11/23 01:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 502.0302s]
-07/11/23 01:30:08| INFO mul_sld_gs finished [took 545.0285s]
-07/11/23 01:34:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 802.3620s]
-07/11/23 01:37:25| INFO bin_sld_gs finished [took 982.3260s]
-07/11/23 01:37:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 983.7236s]
-07/11/23 01:37:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:38:20| INFO ref finished [took 49.9803s]
-07/11/23 01:38:25| INFO atc_mc finished [took 53.3765s]
-07/11/23 01:38:26| INFO atc_ne finished [took 53.8925s]
-07/11/23 01:43:41| INFO mul_sld_gsq finished [took 372.2608s]
-07/11/23 01:43:45| INFO bin_sld_gsq finished [took 377.3380s]
-07/11/23 01:45:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 497.5768s]
-07/11/23 01:46:28| INFO mul_sld_gs finished [took 540.8267s]
-07/11/23 01:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 822.2849s]
-07/11/23 01:54:10| INFO bin_sld_gs finished [took 1003.7804s]
-07/11/23 01:54:10| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1005.2506s]
-07/11/23 01:54:10| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:55:05| INFO ref finished [took 49.8884s]
-07/11/23 01:55:09| INFO atc_mc finished [took 53.3594s]
-07/11/23 01:55:10| INFO atc_ne finished [took 53.5162s]
-07/11/23 02:00:25| INFO mul_sld_gsq finished [took 371.4460s]
-07/11/23 02:00:41| INFO bin_sld_gsq finished [took 387.6183s]
-07/11/23 02:02:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 498.0096s]
-07/11/23 02:03:11| INFO mul_sld_gs finished [took 539.1531s]
-07/11/23 02:07:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 821.8730s]
-07/11/23 02:10:52| INFO bin_sld_gs finished [took 1001.0803s]
-07/11/23 02:10:52| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1002.3085s]
-07/11/23 02:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:11:44| INFO ref finished [took 47.2218s]
-07/11/23 02:11:48| INFO atc_mc finished [took 49.6349s]
-07/11/23 02:11:50| INFO atc_ne finished [took 50.9082s]
-07/11/23 02:16:51| INFO mul_sld_gsq finished [took 354.3706s]
-07/11/23 02:17:11| INFO bin_sld_gsq finished [took 376.0124s]
-07/11/23 02:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 476.0587s]
-07/11/23 02:19:33| INFO mul_sld_gs finished [took 518.5692s]
-07/11/23 02:24:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 803.4978s]
-07/11/23 02:27:16| INFO bin_sld_gs finished [took 982.4395s]
-07/11/23 02:27:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 983.7838s]
-07/11/23 02:27:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:28:08| INFO ref finished [took 46.6191s]
-07/11/23 02:28:13| INFO atc_mc finished [took 50.3543s]
-07/11/23 02:28:15| INFO atc_ne finished [took 51.6601s]
-07/11/23 02:33:15| INFO mul_sld_gsq finished [took 354.6014s]
-07/11/23 02:33:34| INFO bin_sld_gsq finished [took 374.7872s]
-07/11/23 02:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 475.9302s]
-07/11/23 02:35:57| INFO mul_sld_gs finished [took 518.5425s]
-07/11/23 02:40:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 782.7268s]
-07/11/23 02:43:18| INFO bin_sld_gs finished [took 960.6334s]
-07/11/23 02:43:18| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 961.9030s]
-07/11/23 02:43:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:44:10| INFO ref finished [took 47.1234s]
-07/11/23 02:44:14| INFO atc_mc finished [took 49.9871s]
-07/11/23 02:44:16| INFO atc_ne finished [took 50.9160s]
-07/11/23 02:49:19| INFO mul_sld_gsq finished [took 357.0613s]
-07/11/23 02:49:30| INFO bin_sld_gsq finished [took 368.8000s]
-07/11/23 02:51:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 475.7332s]
-07/11/23 02:51:59| INFO mul_sld_gs finished [took 518.6671s]
-07/11/23 02:56:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 788.7117s]
-07/11/23 02:59:28| INFO bin_sld_gs finished [took 968.7653s]
-07/11/23 02:59:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 970.1516s]
-07/11/23 02:59:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:00:20| INFO ref finished [took 46.9898s]
-07/11/23 03:00:24| INFO atc_mc finished [took 49.8768s]
-07/11/23 03:00:25| INFO atc_ne finished [took 49.6324s]
-07/11/23 03:05:23| INFO mul_sld_gsq finished [took 350.7932s]
-07/11/23 03:05:32| INFO bin_sld_gsq finished [took 360.8665s]
-07/11/23 03:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 474.6581s]
-07/11/23 03:08:07| INFO mul_sld_gs finished [took 516.4890s]
-07/11/23 03:12:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 774.9140s]
-07/11/23 03:15:29| INFO bin_sld_gs finished [took 959.3579s]
-07/11/23 03:15:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 960.6992s]
-07/11/23 03:15:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:16:21| INFO ref finished [took 47.3281s]
-07/11/23 03:16:25| INFO atc_mc finished [took 49.8016s]
-07/11/23 03:16:28| INFO atc_ne finished [took 51.2288s]
-07/11/23 03:21:16| INFO mul_sld_gsq finished [took 343.2861s]
-07/11/23 03:21:22| INFO bin_sld_gsq finished [took 349.6065s]
-07/11/23 03:23:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 468.7910s]
-07/11/23 03:24:01| INFO mul_sld_gs finished [took 509.9001s]
-07/11/23 03:28:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 752.8185s]
-07/11/23 03:31:01| INFO bin_sld_gs finished [took 930.3934s]
-07/11/23 03:31:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 931.7055s]
-07/11/23 03:31:29| INFO dataset imdb_9prevs
-07/11/23 03:31:37| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-07/11/23 03:31:49| INFO ref finished [took 11.4117s]
-07/11/23 03:31:53| INFO atc_mc finished [took 14.8218s]
-07/11/23 03:31:53| INFO atc_ne finished [took 14.8359s]
-07/11/23 03:32:11| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:32:56| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:36:32| INFO mul_sld_gsq finished [took 294.6812s]
-07/11/23 03:38:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 387.7698s]
-07/11/23 03:38:18| INFO mul_sld_gs finished [took 400.7660s]
-07/11/23 03:38:18| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 401.3208s]
-07/11/23 03:38:18| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-07/11/23 03:38:30| INFO ref finished [took 11.1665s]
-07/11/23 03:38:34| INFO atc_mc finished [took 14.4483s]
-07/11/23 03:38:34| INFO atc_ne finished [took 14.8634s]
-07/11/23 03:43:16| INFO bin_sld_gsq finished [took 296.8786s]
-07/11/23 03:43:32| INFO mul_sld_gsq finished [took 312.4588s]
-07/11/23 03:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 445.1331s]
-07/11/23 03:45:58| INFO mul_sld_gs finished [took 459.5855s]
-07/11/23 03:51:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 766.1528s]
-07/11/23 03:53:40| INFO bin_sld_gs finished [took 921.5996s]
-07/11/23 03:53:40| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 922.0949s]
-07/11/23 03:53:40| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-07/11/23 03:53:53| INFO ref finished [took 11.5825s]
-07/11/23 03:53:57| INFO atc_mc finished [took 14.8590s]
-07/11/23 03:53:57| INFO atc_ne finished [took 15.3090s]
-07/11/23 03:58:53| INFO mul_sld_gsq finished [took 311.9891s]
-07/11/23 03:58:54| INFO bin_sld_gsq finished [took 313.1182s]
-07/11/23 04:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 441.3198s]
-07/11/23 04:01:18| INFO mul_sld_gs finished [took 456.2347s]
-07/11/23 04:06:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 745.0596s]
-07/11/23 04:08:40| INFO bin_sld_gs finished [took 898.9046s]
-07/11/23 04:08:40| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 899.6778s]
-07/11/23 04:08:40| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-07/11/23 04:08:52| INFO ref finished [took 11.0605s]
-07/11/23 04:08:56| INFO atc_mc finished [took 14.9590s]
-07/11/23 04:08:56| INFO atc_ne finished [took 14.8804s]
-07/11/23 04:13:54| INFO mul_sld_gsq finished [took 313.3797s]
-07/11/23 04:13:56| INFO bin_sld_gsq finished [took 315.5862s]
-07/11/23 04:15:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 432.9025s]
-07/11/23 04:16:08| INFO mul_sld_gs finished [took 447.1098s]
-07/11/23 04:21:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 764.2230s]
-07/11/23 04:23:56| INFO bin_sld_gs finished [took 915.4905s]
-07/11/23 04:23:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 916.1187s]
-07/11/23 04:23:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-07/11/23 04:24:08| INFO ref finished [took 10.9214s]
-07/11/23 04:24:12| INFO atc_mc finished [took 14.9236s]
-07/11/23 04:24:12| INFO atc_ne finished [took 14.9240s]
-07/11/23 04:29:11| INFO bin_sld_gsq finished [took 314.3071s]
-07/11/23 04:29:19| INFO mul_sld_gsq finished [took 322.1027s]
-07/11/23 04:31:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 448.0202s]
-07/11/23 04:31:40| INFO mul_sld_gs finished [took 463.2243s]
-07/11/23 04:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 746.2797s]
-07/11/23 04:38:55| INFO bin_sld_gs finished [took 898.7899s]
-07/11/23 04:38:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 899.2924s]
-07/11/23 04:38:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-07/11/23 04:39:08| INFO ref finished [took 11.9811s]
-07/11/23 04:39:12| INFO atc_mc finished [took 15.7159s]
-07/11/23 04:39:12| INFO atc_ne finished [took 15.9512s]
-07/11/23 04:44:19| INFO bin_sld_gsq finished [took 323.1420s]
-07/11/23 04:44:21| INFO mul_sld_gsq finished [took 325.2299s]
-07/11/23 04:46:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 445.8872s]
-07/11/23 04:46:37| INFO mul_sld_gs finished [took 460.6339s]
-07/11/23 04:52:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 786.7500s]
-07/11/23 04:54:36| INFO bin_sld_gs finished [took 940.1627s]
-07/11/23 04:54:36| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 940.6023s]
-07/11/23 04:54:36| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-07/11/23 04:54:48| INFO ref finished [took 11.1744s]
-07/11/23 04:54:52| INFO atc_mc finished [took 14.7518s]
-07/11/23 04:54:52| INFO atc_ne finished [took 14.8147s]
-07/11/23 04:59:45| INFO bin_sld_gsq finished [took 308.3645s]
-07/11/23 05:00:07| INFO mul_sld_gsq finished [took 330.3332s]
-07/11/23 05:02:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 456.8448s]
-07/11/23 05:02:28| INFO mul_sld_gs finished [took 471.4675s]
-07/11/23 05:06:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 731.2847s]
-07/11/23 05:09:19| INFO bin_sld_gs finished [took 882.2200s]
-07/11/23 05:09:19| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 882.8165s]
-07/11/23 05:09:19| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-07/11/23 05:09:31| INFO ref finished [took 11.0645s]
-07/11/23 05:09:35| INFO atc_mc finished [took 14.7375s]
-07/11/23 05:09:35| INFO atc_ne finished [took 14.7704s]
-07/11/23 05:14:22| INFO bin_sld_gsq finished [took 302.1848s]
-07/11/23 05:14:33| INFO mul_sld_gsq finished [took 313.5459s]
-07/11/23 05:16:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 438.9863s]
-07/11/23 05:16:52| INFO mul_sld_gs finished [took 452.7273s]
-07/11/23 05:21:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 759.8355s]
-07/11/23 05:24:38| INFO bin_sld_gs finished [took 918.7338s]
-07/11/23 05:24:38| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 919.2981s]
-07/11/23 05:24:38| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-07/11/23 05:24:39| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:39| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:48| INFO ref finished [took 9.1378s]
-07/11/23 05:24:51| INFO atc_mc finished [took 12.1603s]
-07/11/23 05:24:52| INFO atc_ne finished [took 12.3482s]
-07/11/23 05:25:08| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-07/11/23 05:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 353.7904s]
-07/11/23 05:30:45| INFO mul_sld_gs finished [took 365.9283s]
-07/11/23 05:30:45| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 366.4930s]
-----------------------------------------------------------------------------------------------------
-08/11/23 20:56:59| INFO dataset rcv1_CCAT_1prevs
-08/11/23 20:59:19| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: HTTP Error 403: Forbidden
-08/11/23 20:59:19| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-08/11/23 21:31:49| INFO dataset rcv1_CCAT_1prevs
-08/11/23 22:01:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-08/11/23 22:02:41| INFO ref finished [took 68.4653s]
-08/11/23 22:02:47| INFO atc_mc finished [took 68.0908s]
-08/11/23 22:02:57| INFO mulmc_sld finished [took 90.6417s]
-08/11/23 22:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 95.9050s]
-----------------------------------------------------------------------------------------------------
-08/11/23 23:22:01| INFO dataset rcv1_CCAT_1prevs
-08/11/23 23:22:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-08/11/23 23:23:59| INFO ref finished [took 98.1608s]
-08/11/23 23:24:07| INFO atc_mc finished [took 97.2017s]
-08/11/23 23:24:18| INFO mulmc_sld finished [took 122.6902s]
-08/11/23 23:24:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.7814s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:13:41| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:13:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:15:21| INFO ref finished [took 79.7435s]
-09/11/23 00:15:30| INFO atc_mc finished [took 80.6728s]
-09/11/23 00:15:41| INFO mulmc_sld finished [took 107.4293s]
-09/11/23 00:15:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 113.6376s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:18:43| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:18:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:20:31| INFO ref finished [took 87.0388s]
-09/11/23 00:20:39| INFO atc_mc finished [took 84.1993s]
-09/11/23 00:20:50| INFO mulmc_sld finished [took 114.1533s]
-09/11/23 00:20:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 120.4891s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:38:26| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:38:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:45:25| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:45:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 02:02:02| INFO dataset rcv1_CCAT_1prevs
-09/11/23 02:02:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 02:03:31| INFO ref finished [took 70.0867s]
-09/11/23 02:03:41| INFO atc_mc finished [took 72.5382s]
-09/11/23 02:03:49| INFO mulmc_sld finished [took 95.3226s]
-09/11/23 02:03:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 101.1888s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:15:02| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:15:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:16:09| INFO ref finished [took 51.7905s]
-09/11/23 03:16:17| INFO atc_mc finished [took 54.5337s]
-09/11/23 03:16:29| INFO mulmc_sld finished [took 77.7583s]
-09/11/23 03:16:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7392s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:17:34| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:17:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:18:42| INFO ref finished [took 52.5292s]
-09/11/23 03:18:49| INFO atc_mc finished [took 54.8090s]
-09/11/23 03:18:59| INFO mulmc_sld finished [took 75.5262s]
-09/11/23 03:18:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 79.5247s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:20:07| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:20:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:21:15| INFO ref finished [took 53.0266s]
-09/11/23 03:21:22| INFO atc_mc finished [took 54.2621s]
-09/11/23 03:21:34| INFO mulmc_sld finished [took 77.6939s]
-09/11/23 03:21:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.6421s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:33:31| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:33:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:34:37| INFO ref finished [took 52.0023s]
-09/11/23 03:34:45| INFO atc_mc finished [took 54.5041s]
-09/11/23 03:34:56| INFO mulmc_sld finished [took 76.1746s]
-09/11/23 03:34:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.1391s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:35:42| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:35:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:36:49| INFO ref finished [took 52.3397s]
-09/11/23 03:36:57| INFO atc_mc finished [took 54.5340s]
-09/11/23 03:37:09| INFO mulmc_sld finished [took 77.3609s]
-09/11/23 03:37:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7535s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:41:09| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:42:55| INFO ref finished [took 88.9777s]
-09/11/23 03:43:09| INFO atc_mc finished [took 98.3887s]
-09/11/23 04:15:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 2038.6779s]
-09/11/23 04:16:31| INFO mul_sld_gs finished [took 2108.9586s]
-09/11/23 04:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 3453.3118s]
-09/11/23 04:46:36| INFO bin_sld_gs finished [took 3917.2486s]
-09/11/23 04:46:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3921.2338s]
-----------------------------------------------------------------------------------------------------
-09/11/23 11:52:14| INFO dataset rcv1_CCAT_1prevs
-09/11/23 11:52:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 11:53:22| INFO ref finished [took 53.0955s]
-09/11/23 11:53:29| INFO atc_mc finished [took 55.3922s]
-09/11/23 11:53:43| INFO mulmc_sld finished [took 79.5846s]
-09/11/23 11:53:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 83.5652s]
-----------------------------------------------------------------------------------------------------
-09/11/23 11:55:48| INFO dataset rcv1_CCAT_1prevs
-09/11/23 11:55:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 11:56:54| INFO ref finished [took 51.3170s]
-09/11/23 11:57:03| INFO atc_mc finished [took 54.3593s]
-09/11/23 11:57:14| INFO mulmc_sld finished [took 76.8769s]
-09/11/23 11:57:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.8969s]
-----------------------------------------------------------------------------------------------------
-09/11/23 12:21:45| INFO dataset rcv1_CCAT_1prevs
-09/11/23 12:21:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 12:22:52| INFO ref finished [took 51.8981s]
-09/11/23 12:23:00| INFO atc_mc finished [took 54.6032s]
-09/11/23 12:23:12| INFO mulmc_sld finished [took 77.3834s]
-09/11/23 12:23:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.2876s]
-----------------------------------------------------------------------------------------------------
-09/11/23 13:15:30| INFO dataset rcv1_CCAT_9prevs
-09/11/23 13:15:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:17:12| INFO ref finished [took 68.1145s]
-09/11/23 13:17:20| INFO atc_mc finished [took 69.7608s]
-09/11/23 13:17:23| INFO mulc_sld finished [took 99.1192s]
-09/11/23 13:17:26| INFO mulne_sld finished [took 88.9627s]
-09/11/23 13:17:29| INFO mulmc_sld finished [took 99.8207s]
-09/11/23 13:17:48| INFO mul_sld finished [took 129.4095s]
-09/11/23 13:17:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 132.4803s]
-09/11/23 13:17:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:19:29| INFO ref finished [took 67.4335s]
-09/11/23 13:19:39| INFO atc_mc finished [took 70.5914s]
-09/11/23 13:19:45| INFO mulne_sld finished [took 94.4824s]
-09/11/23 13:19:46| INFO mulc_sld finished [took 109.2394s]
-09/11/23 13:19:48| INFO mulmc_sld finished [took 102.8768s]
-09/11/23 13:19:51| INFO mul_sld finished [took 119.2845s]
-09/11/23 13:19:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 122.5957s]
-09/11/23 13:19:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:21:37| INFO ref finished [took 68.8988s]
-09/11/23 13:21:45| INFO atc_mc finished [took 70.9590s]
-09/11/23 13:21:48| INFO mul_sld finished [took 113.0089s]
-09/11/23 13:21:52| INFO mulc_sld finished [took 111.6689s]
-09/11/23 13:21:54| INFO mulmc_sld finished [took 104.8989s]
-09/11/23 13:21:56| INFO mulne_sld finished [took 98.6649s]
-09/11/23 13:21:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.3322s]
-09/11/23 13:21:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:23:36| INFO ref finished [took 69.3171s]
-09/11/23 13:23:45| INFO atc_mc finished [took 72.5468s]
-09/11/23 13:23:52| INFO mul_sld finished [took 113.3253s]
-09/11/23 13:23:54| INFO mulc_sld finished [took 109.6920s]
-09/11/23 13:23:54| INFO mulmc_sld finished [took 102.8692s]
-09/11/23 13:23:57| INFO mulne_sld finished [took 98.7443s]
-09/11/23 13:23:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 121.0282s]
-09/11/23 13:23:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:25:41| INFO ref finished [took 69.4818s]
-09/11/23 13:25:49| INFO atc_mc finished [took 73.2746s]
-09/11/23 13:25:59| INFO mul_sld finished [took 118.8485s]
-09/11/23 13:26:02| INFO mulmc_sld finished [took 110.2657s]
-09/11/23 13:26:02| INFO mulc_sld finished [took 116.3466s]
-09/11/23 13:26:05| INFO mulne_sld finished [took 103.9492s]
-09/11/23 13:26:05| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 127.7372s]
-09/11/23 13:26:05| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:27:45| INFO ref finished [took 68.8905s]
-09/11/23 13:27:55| INFO atc_mc finished [took 72.6678s]
-09/11/23 13:28:09| INFO mulc_sld finished [took 116.6444s]
-09/11/23 13:28:09| INFO mul_sld finished [took 120.3566s]
-09/11/23 13:28:10| INFO mulmc_sld finished [took 111.1016s]
-09/11/23 13:28:12| INFO mulne_sld finished [took 104.9627s]
-09/11/23 13:28:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 126.9458s]
-09/11/23 13:28:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:29:57| INFO ref finished [took 70.7997s]
-09/11/23 13:30:05| INFO atc_mc finished [took 72.0093s]
-09/11/23 13:30:15| INFO mulmc_sld finished [took 106.8503s]
-09/11/23 13:30:18| INFO mul_sld finished [took 122.3074s]
-09/11/23 13:30:18| INFO mulc_sld finished [took 118.0822s]
-09/11/23 13:30:19| INFO mulne_sld finished [took 102.0921s]
-09/11/23 13:30:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 126.4155s]
-09/11/23 13:30:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:32:01| INFO ref finished [took 67.1594s]
-09/11/23 13:32:09| INFO atc_mc finished [took 69.1164s]
-09/11/23 13:32:20| INFO mul_sld finished [took 118.4273s]
-09/11/23 13:32:21| INFO mulc_sld finished [took 113.3969s]
-09/11/23 13:32:22| INFO mulmc_sld finished [took 107.3904s]
-09/11/23 13:32:23| INFO mulne_sld finished [took 98.4959s]
-09/11/23 13:32:23| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 124.0989s]
-09/11/23 13:32:23| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:34:00| INFO ref finished [took 66.4954s]
-09/11/23 13:34:08| INFO atc_mc finished [took 68.4535s]
-09/11/23 13:34:13| INFO mulc_sld finished [took 102.5994s]
-09/11/23 13:34:15| INFO mulmc_sld finished [took 97.6768s]
-09/11/23 13:34:20| INFO mulne_sld finished [took 93.3358s]
-09/11/23 13:34:36| INFO mul_sld finished [took 130.1442s]
-09/11/23 13:34:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 133.4824s]
-----------------------------------------------------------------------------------------------------
-09/11/23 14:32:55| INFO dataset rcv1_CCAT_9prevs
-09/11/23 14:33:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:35:53| INFO ref finished [took 120.0106s]
-09/11/23 14:35:53| INFO mul_sld finished [took 165.5593s]
-09/11/23 14:35:56| INFO atc_mc finished [took 117.0436s]
-09/11/23 14:36:03| INFO mulc_sld finished [took 165.2846s]
-09/11/23 14:36:09| INFO mulne_sld finished [took 145.9620s]
-09/11/23 14:36:14| INFO mulmc_sld finished [took 164.6951s]
-09/11/23 14:42:10| INFO binc_sld finished [took 536.3110s]
-09/11/23 14:42:54| INFO binmc_sld finished [took 572.2245s]
-09/11/23 14:43:01| INFO bin_sld finished [took 596.4552s]
-09/11/23 14:43:15| INFO binne_sld finished [took 579.5418s]
-09/11/23 14:43:15| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 614.2267s]
-09/11/23 14:43:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:45:36| INFO ref finished [took 85.8318s]
-09/11/23 14:46:18| INFO atc_mc finished [took 121.8240s]
-09/11/23 14:46:32| INFO mul_sld finished [took 189.6618s]
-09/11/23 14:46:35| INFO mulc_sld finished [took 180.8382s]
-09/11/23 14:46:36| INFO mulmc_sld finished [took 168.8106s]
-09/11/23 14:46:42| INFO mulne_sld finished [took 159.4918s]
-09/11/23 14:52:38| INFO binc_sld finished [took 550.8545s]
-09/11/23 14:53:00| INFO binmc_sld finished [took 559.6299s]
-09/11/23 14:53:10| INFO binne_sld finished [took 555.0791s]
-09/11/23 14:53:21| INFO bin_sld finished [took 602.2497s]
-09/11/23 14:53:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 605.4122s]
-09/11/23 14:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:56:02| INFO mul_sld finished [took 155.1923s]
-09/11/23 14:56:18| INFO ref finished [took 115.7033s]
-09/11/23 14:56:27| INFO mulc_sld finished [took 166.0082s]
-09/11/23 14:56:28| INFO mulmc_sld finished [took 151.9154s]
-09/11/23 14:56:35| INFO atc_mc finished [took 124.5581s]
-09/11/23 14:56:46| INFO mulne_sld finished [took 152.4259s]
-09/11/23 15:03:02| INFO bin_sld finished [took 577.3601s]
-09/11/23 15:03:17| INFO binc_sld finished [took 582.9200s]
-09/11/23 15:03:33| INFO binmc_sld finished [took 583.5182s]
-09/11/23 15:03:36| INFO binne_sld finished [took 571.3253s]
-09/11/23 15:03:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 615.3250s]
-09/11/23 15:03:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:06:05| INFO mul_sld finished [took 143.3508s]
-09/11/23 15:06:33| INFO ref finished [took 124.1576s]
-09/11/23 15:06:47| INFO mulc_sld finished [took 174.3592s]
-09/11/23 15:06:48| INFO atc_mc finished [took 133.7507s]
-09/11/23 15:06:56| INFO mulne_sld finished [took 154.4424s]
-09/11/23 15:06:57| INFO mulmc_sld finished [took 171.5560s]
-09/11/23 15:12:58| INFO binmc_sld finished [took 538.6635s]
-09/11/23 15:13:15| INFO binc_sld finished [took 567.2590s]
-09/11/23 15:13:25| INFO binne_sld finished [took 550.5832s]
-09/11/23 15:13:36| INFO bin_sld finished [took 597.3358s]
-09/11/23 15:13:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 600.0149s]
-09/11/23 15:13:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:16:08| INFO mul_sld finished [took 144.5043s]
-09/11/23 15:16:34| INFO ref finished [took 121.6157s]
-09/11/23 15:16:38| INFO atc_mc finished [took 117.9692s]
-09/11/23 15:16:40| INFO mulne_sld finished [took 134.2729s]
-09/11/23 15:16:45| INFO mulmc_sld finished [took 156.8333s]
-09/11/23 15:16:58| INFO mulc_sld finished [took 183.3128s]
-09/11/23 15:23:12| INFO binc_sld finished [took 562.5053s]
-09/11/23 15:23:34| INFO bin_sld finished [took 594.5091s]
-09/11/23 15:23:46| INFO binmc_sld finished [took 585.1350s]
-09/11/23 15:23:47| INFO binne_sld finished [took 569.6397s]
-09/11/23 15:23:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 610.4289s]
-09/11/23 15:23:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:26:16| INFO ref finished [took 94.2302s]
-09/11/23 15:26:40| INFO mulne_sld finished [took 126.7083s]
-09/11/23 15:26:55| INFO mulmc_sld finished [took 161.0768s]
-09/11/23 15:26:58| INFO atc_mc finished [took 128.3174s]
-09/11/23 15:27:06| INFO mul_sld finished [took 193.0407s]
-09/11/23 15:27:11| INFO mulc_sld finished [took 186.3831s]
-09/11/23 15:33:12| INFO bin_sld finished [took 562.6962s]
-09/11/23 15:33:31| INFO binc_sld finished [took 572.6547s]
-09/11/23 15:33:54| INFO binmc_sld finished [took 583.9995s]
-09/11/23 15:34:02| INFO binne_sld finished [took 577.1883s]
-09/11/23 15:34:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 615.1913s]
-09/11/23 15:34:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:36:24| INFO ref finished [took 82.7413s]
-09/11/23 15:36:45| INFO atc_mc finished [took 96.1635s]
-09/11/23 15:37:17| INFO mulc_sld finished [took 176.5535s]
-09/11/23 15:37:19| INFO mulmc_sld finished [took 164.1836s]
-09/11/23 15:37:25| INFO mulne_sld finished [took 153.2065s]
-09/11/23 15:37:26| INFO mul_sld finished [took 196.7879s]
-09/11/23 15:43:57| INFO binc_sld finished [took 581.4832s]
-09/11/23 15:44:02| INFO binmc_sld finished [took 573.0991s]
-09/11/23 15:44:17| INFO bin_sld finished [took 612.1302s]
-09/11/23 15:44:28| INFO binne_sld finished [took 582.2076s]
-09/11/23 15:44:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 625.7270s]
-09/11/23 15:44:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:47:25| INFO ref finished [took 119.8378s]
-09/11/23 15:47:40| INFO atc_mc finished [took 128.8926s]
-09/11/23 15:47:47| INFO mulne_sld finished [took 150.4119s]
-09/11/23 15:47:49| INFO mul_sld finished [took 194.3796s]
-09/11/23 15:47:52| INFO mulmc_sld finished [took 171.0082s]
-09/11/23 15:47:55| INFO mulc_sld finished [took 187.6771s]
-09/11/23 15:53:49| INFO bin_sld finished [took 558.1815s]
-09/11/23 15:54:03| INFO binmc_sld finished [took 549.2081s]
-09/11/23 15:54:48| INFO binc_sld finished [took 607.4303s]
-09/11/23 15:54:49| INFO binne_sld finished [took 579.8900s]
-09/11/23 15:54:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 621.1072s]
-09/11/23 15:54:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:57:27| INFO atc_mc finished [took 98.4814s]
-09/11/23 15:57:39| INFO ref finished [took 116.1845s]
-09/11/23 15:57:45| INFO mulne_sld finished [took 131.9513s]
-09/11/23 15:57:50| INFO mulc_sld finished [took 164.1758s]
-09/11/23 15:57:57| INFO mulmc_sld finished [took 159.1594s]
-09/11/23 15:58:18| INFO mul_sld finished [took 202.3845s]
-09/11/23 16:04:34| INFO bin_sld finished [took 581.5608s]
-09/11/23 16:04:46| INFO binne_sld finished [took 559.5195s]
-09/11/23 16:04:50| INFO binmc_sld finished [took 578.6281s]
-09/11/23 16:05:06| INFO binc_sld finished [took 603.6399s]
-09/11/23 16:05:06| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 616.7672s]
-----------------------------------------------------------------------------------------------------
-09/11/23 17:28:34| INFO dataset rcv1_CCAT_9prevs
-09/11/23 17:28:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 17:30:29| INFO ref finished [took 95.8625s]
-09/11/23 17:30:45| INFO atc_mc finished [took 109.6456s]
-09/11/23 17:39:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 661.8436s]
-09/11/23 17:41:04| INFO mul_sld_gs finished [took 735.2859s]
-09/11/23 17:45:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1020.2216s]
-09/11/23 17:53:18| INFO bin_sld_gs finished [took 1472.0215s]
-09/11/23 17:53:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1475.2589s]
-09/11/23 17:53:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 17:55:09| INFO ref finished [took 100.9258s]
-09/11/23 17:55:27| INFO atc_mc finished [took 116.5978s]
-09/11/23 18:03:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 620.7577s]
-09/11/23 18:04:59| INFO mul_sld_gs finished [took 694.6330s]
-09/11/23 18:10:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 1043.1118s]
-09/11/23 18:18:16| INFO bin_sld_gs finished [took 1494.8154s]
-09/11/23 18:18:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1497.9882s]
-09/11/23 18:18:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 18:20:12| INFO ref finished [took 105.4018s]
-09/11/23 18:20:31| INFO atc_mc finished [took 120.7251s]
-09/11/23 18:29:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 638.0281s]
-09/11/23 18:30:11| INFO mul_sld_gs finished [took 708.5835s]
-09/11/23 18:36:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 1117.6261s]
-09/11/23 18:44:31| INFO bin_sld_gs finished [took 1571.3746s]
-09/11/23 18:44:31| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1575.1790s]
-09/11/23 18:44:31| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 18:46:24| INFO ref finished [took 104.8978s]
-09/11/23 18:46:40| INFO atc_mc finished [took 118.3501s]
-09/11/23 18:54:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 622.1779s]
-09/11/23 18:56:07| INFO mul_sld_gs finished [took 690.3746s]
-09/11/23 19:02:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 1093.3347s]
-09/11/23 19:10:24| INFO bin_sld_gs finished [took 1550.1911s]
-09/11/23 19:10:24| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1552.8093s]
-09/11/23 19:10:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 19:12:22| INFO ref finished [took 107.1182s]
-09/11/23 19:12:42| INFO atc_mc finished [took 122.7207s]
-09/11/23 19:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 611.0109s]
-09/11/23 19:21:48| INFO mul_sld_gs finished [took 677.3835s]
-09/11/23 19:28:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 1093.1270s]
-09/11/23 19:36:14| INFO bin_sld_gs finished [took 1546.3602s]
-09/11/23 19:36:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1549.8494s]
-09/11/23 19:36:14| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 19:38:10| INFO ref finished [took 107.0910s]
-09/11/23 19:38:24| INFO atc_mc finished [took 118.6447s]
-09/11/23 19:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 621.3548s]
-09/11/23 19:47:46| INFO mul_sld_gs finished [took 686.5983s]
-09/11/23 19:53:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 1049.5084s]
-09/11/23 20:01:03| INFO bin_sld_gs finished [took 1486.6617s]
-09/11/23 20:01:03| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1489.6665s]
-09/11/23 20:01:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:03:00| INFO ref finished [took 106.5089s]
-09/11/23 20:03:18| INFO atc_mc finished [took 120.7014s]
-09/11/23 20:11:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 603.9170s]
-09/11/23 20:12:29| INFO mul_sld_gs finished [took 679.5766s]
-09/11/23 20:18:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1052.8120s]
-09/11/23 20:26:02| INFO bin_sld_gs finished [took 1495.9055s]
-09/11/23 20:26:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1498.8836s]
-09/11/23 20:26:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:27:52| INFO ref finished [took 99.2184s]
-09/11/23 20:28:11| INFO atc_mc finished [took 114.6102s]
-09/11/23 20:36:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 599.8525s]
-09/11/23 20:37:12| INFO mul_sld_gs finished [took 663.0200s]
-09/11/23 20:43:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 1035.9335s]
-09/11/23 20:50:57| INFO bin_sld_gs finished [took 1491.1858s]
-09/11/23 20:50:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1494.3872s]
-09/11/23 20:50:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:52:44| INFO ref finished [took 97.6631s]
-09/11/23 20:53:05| INFO atc_mc finished [took 115.8866s]
-09/11/23 21:00:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 581.9916s]
-09/11/23 21:01:44| INFO mul_sld_gs finished [took 641.4659s]
-09/11/23 21:08:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 1027.9305s]
-09/11/23 21:15:36| INFO bin_sld_gs finished [took 1476.4334s]
-09/11/23 21:15:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1479.7993s]
-----------------------------------------------------------------------------------------------------
-10/11/23 13:06:41| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:06:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:06:52| WARNING Method mul_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
-10/11/23 13:06:56| WARNING Method mul3w_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
-----------------------------------------------------------------------------------------------------
-10/11/23 13:07:50| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:07:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:09:28| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:09:29| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:09:46| INFO ref finished [took 88.3729s]
-10/11/23 13:09:54| INFO atc_mc finished [took 90.4167s]
-10/11/23 13:09:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 118.7000s]
-10/11/23 13:09:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:11:25| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:11:26| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-----------------------------------------------------------------------------------------------------
-10/11/23 13:19:00| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:19:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:19:10| WARNING Method mul_sld failed. Exception: 'int' object is not iterable
-10/11/23 13:19:13| WARNING Method mul3w_sld failed. Exception: 'int' object is not iterable
-----------------------------------------------------------------------------------------------------
-10/11/23 13:20:12| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:20:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:21:36| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:21:39| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:21:54| INFO ref finished [took 77.8358s]
-10/11/23 13:22:02| INFO atc_mc finished [took 81.6210s]
-10/11/23 13:22:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 104.5107s]
-10/11/23 13:22:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:23:31| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:23:31| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:23:47| INFO ref finished [took 83.8010s]
-10/11/23 13:23:55| INFO atc_mc finished [took 82.0180s]
-10/11/23 13:23:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.0759s]
-10/11/23 13:23:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:25:35| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:25:35| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:25:52| INFO ref finished [took 91.9242s]
-10/11/23 13:26:01| INFO atc_mc finished [took 91.0173s]
-10/11/23 13:26:01| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.8152s]
-10/11/23 13:26:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 14:35:06| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:35:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:36:54| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 14:37:32| INFO ref finished [took 114.8732s]
-----------------------------------------------------------------------------------------------------
-10/11/23 14:45:14| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:45:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:46:56| INFO ref finished [took 77.5985s]
-10/11/23 14:47:09| INFO atc_mc finished [took 83.9760s]
-10/11/23 14:56:11| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 14:56:13| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 14:56:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 652.8237s]
-----------------------------------------------------------------------------------------------------
-10/11/23 14:56:25| INFO dataset rcv1_CCAT_1prevs
-----------------------------------------------------------------------------------------------------
-10/11/23 14:56:31| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:56:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:58:44| INFO ref finished [took 106.4738s]
-10/11/23 14:59:09| INFO atc_mc finished [took 117.9679s]
-10/11/23 15:16:17| INFO mul3w_sld finished [took 1166.3690s]
-----------------------------------------------------------------------------------------------------
-10/11/23 15:49:18| INFO dataset rcv1_CCAT_1prevs
-10/11/23 15:49:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 15:50:15| INFO ref finished [took 44.7880s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:24:50| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:24:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:26:54| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:27:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:28:15| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:28:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:29:17| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:29:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 16:30:30| INFO ref finished [took 52.9566s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:33:04| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:33:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 16:34:10| INFO ref finished [took 50.4274s]
-10/11/23 16:34:22| INFO mul_sld finished [took 66.6494s]
-10/11/23 16:34:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 70.8885s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:36:29| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:36:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:37:26| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3
-10/11/23 16:37:40| INFO ref finished [took 50.7235s]
-10/11/23 16:37:47| INFO atc_mc finished [took 54.6993s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:45:15| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:45:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:46:11| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:46:12| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:46:25| INFO ref finished [took 50.7336s]
-10/11/23 16:46:33| INFO atc_mc finished [took 54.1424s]
-10/11/23 16:46:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 72.4632s]
-10/11/23 16:46:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:47:28| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:47:29| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 16:51:39| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:51:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:52:50| INFO ref finished [took 51.5277s]
-10/11/23 16:52:55| INFO mul3w_sld finished [took 62.7316s]
-10/11/23 16:52:58| INFO atc_mc finished [took 55.6057s]
-10/11/23 16:53:25| INFO mul_sld finished [took 97.7123s]
-10/11/23 16:53:25| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9808s]
-10/11/23 16:53:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:54:36| INFO ref finished [took 55.7445s]
-10/11/23 16:54:43| INFO atc_mc finished [took 56.7203s]
-10/11/23 16:54:45| INFO mul3w_sld finished [took 71.0450s]
-10/11/23 16:54:53| INFO mul_sld finished [took 84.6525s]
-10/11/23 16:54:53| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 88.0027s]
-10/11/23 16:54:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:56:06| INFO ref finished [took 54.1395s]
-10/11/23 16:56:11| INFO mul3w_sld finished [took 70.1307s]
-10/11/23 16:56:13| INFO atc_mc finished [took 57.6850s]
-10/11/23 16:56:16| INFO mul_sld finished [took 79.3229s]
-10/11/23 16:56:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 83.1293s]
-10/11/23 16:56:16| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:57:25| INFO ref finished [took 53.7706s]
-10/11/23 16:57:31| INFO mul3w_sld finished [took 67.0318s]
-10/11/23 16:57:32| INFO atc_mc finished [took 57.7642s]
-10/11/23 16:57:35| INFO mul_sld finished [took 76.4066s]
-10/11/23 16:57:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.0392s]
-10/11/23 16:57:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:58:46| INFO ref finished [took 53.7141s]
-10/11/23 16:58:51| INFO mul3w_sld finished [took 68.1234s]
-10/11/23 16:58:53| INFO atc_mc finished [took 57.5702s]
-10/11/23 16:58:59| INFO mul_sld finished [took 80.1266s]
-10/11/23 16:58:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.5102s]
-10/11/23 16:58:59| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:00:08| INFO ref finished [took 54.7955s]
-10/11/23 17:00:12| INFO mul3w_sld finished [took 65.3780s]
-10/11/23 17:00:16| INFO atc_mc finished [took 58.0304s]
-10/11/23 17:00:35| INFO mul_sld finished [took 92.9140s]
-10/11/23 17:00:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 95.8577s]
-10/11/23 17:00:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:01:48| INFO ref finished [took 56.4922s]
-10/11/23 17:01:53| INFO atc_mc finished [took 57.1146s]
-10/11/23 17:01:53| INFO mul3w_sld finished [took 70.4300s]
-10/11/23 17:02:03| INFO mul_sld finished [took 84.4971s]
-10/11/23 17:02:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 88.5686s]
-10/11/23 17:02:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:03:17| INFO ref finished [took 55.9443s]
-10/11/23 17:03:19| INFO mul3w_sld finished [took 68.1298s]
-10/11/23 17:03:21| INFO atc_mc finished [took 55.8708s]
-10/11/23 17:03:29| INFO mul_sld finished [took 81.8552s]
-10/11/23 17:03:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5029s]
-10/11/23 17:03:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:04:36| INFO ref finished [took 52.4327s]
-10/11/23 17:04:42| INFO mul3w_sld finished [took 65.1205s]
-10/11/23 17:04:44| INFO atc_mc finished [took 56.4258s]
-10/11/23 17:05:07| INFO mul_sld finished [took 95.0175s]
-10/11/23 17:05:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 98.2742s]
-----------------------------------------------------------------------------------------------------
-10/11/23 17:11:56| INFO dataset rcv1_CCAT_9prevs
-10/11/23 17:12:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:13:39| INFO ref finished [took 70.2028s]
-10/11/23 17:13:41| INFO mul3w_sld finished [took 92.9234s]
-10/11/23 17:13:43| INFO mul3wc_sld finished [took 81.4985s]
-10/11/23 17:13:47| INFO atc_mc finished [took 69.8737s]
-10/11/23 17:13:49| INFO mulc_sld finished [took 91.9609s]
-10/11/23 17:14:09| INFO mul_sld finished [took 125.3021s]
-10/11/23 17:14:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 128.4443s]
-10/11/23 17:14:09| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:15:49| INFO ref finished [took 69.9186s]
-10/11/23 17:15:52| INFO mul3w_sld finished [took 94.1565s]
-10/11/23 17:15:53| INFO mul3wc_sld finished [took 81.7286s]
-10/11/23 17:15:55| INFO atc_mc finished [took 68.0996s]
-10/11/23 17:15:59| INFO mulc_sld finished [took 93.4749s]
-10/11/23 17:16:02| INFO mul_sld finished [took 109.9866s]
-10/11/23 17:16:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.2243s]
-10/11/23 17:16:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:17:46| INFO ref finished [took 69.7954s]
-10/11/23 17:17:49| INFO mul3w_sld finished [took 97.4538s]
-10/11/23 17:17:52| INFO atc_mc finished [took 68.3256s]
-10/11/23 17:17:53| INFO mul3wc_sld finished [took 84.1359s]
-10/11/23 17:17:54| INFO mul_sld finished [took 107.4652s]
-10/11/23 17:17:55| INFO mulc_sld finished [took 95.2790s]
-10/11/23 17:17:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 112.5479s]
-10/11/23 17:17:55| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:19:33| INFO ref finished [took 69.0242s]
-10/11/23 17:19:37| INFO mul3w_sld finished [took 94.6726s]
-10/11/23 17:19:39| INFO mul3wc_sld finished [took 83.5757s]
-10/11/23 17:19:40| INFO atc_mc finished [took 70.0895s]
-10/11/23 17:19:42| INFO mul_sld finished [took 104.3169s]
-10/11/23 17:19:45| INFO mulc_sld finished [took 96.4947s]
-10/11/23 17:19:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 109.8588s]
-10/11/23 17:19:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:21:25| INFO ref finished [took 68.6827s]
-10/11/23 17:21:28| INFO mul3w_sld finished [took 95.7660s]
-10/11/23 17:21:33| INFO mul3wc_sld finished [took 84.6669s]
-10/11/23 17:21:34| INFO atc_mc finished [took 68.2059s]
-10/11/23 17:21:38| INFO mul_sld finished [took 109.7998s]
-10/11/23 17:21:41| INFO mulc_sld finished [took 100.2322s]
-10/11/23 17:21:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 116.3329s]
-10/11/23 17:21:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:23:20| INFO ref finished [took 68.4213s]
-10/11/23 17:23:21| INFO mul3w_sld finished [took 92.4175s]
-10/11/23 17:23:25| INFO mul3wc_sld finished [took 84.2143s]
-10/11/23 17:23:28| INFO atc_mc finished [took 70.9748s]
-10/11/23 17:23:33| INFO mul_sld finished [took 108.9404s]
-10/11/23 17:23:35| INFO mulc_sld finished [took 98.6542s]
-10/11/23 17:23:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 114.0658s]
-10/11/23 17:23:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:25:15| INFO ref finished [took 67.6212s]
-10/11/23 17:25:19| INFO mul3w_sld finished [took 94.4720s]
-10/11/23 17:25:23| INFO mul3wc_sld finished [took 84.2353s]
-10/11/23 17:25:24| INFO atc_mc finished [took 68.8926s]
-10/11/23 17:25:29| INFO mul_sld finished [took 110.0608s]
-10/11/23 17:25:31| INFO mulc_sld finished [took 98.8512s]
-10/11/23 17:25:31| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 116.1487s]
-10/11/23 17:25:31| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:27:13| INFO ref finished [took 67.6916s]
-10/11/23 17:27:14| INFO mul3wc_sld finished [took 77.9027s]
-10/11/23 17:27:16| INFO mul3w_sld finished [took 95.6551s]
-10/11/23 17:27:21| INFO atc_mc finished [took 69.1522s]
-10/11/23 17:27:25| INFO mul_sld finished [took 110.5946s]
-10/11/23 17:27:26| INFO mulc_sld finished [took 97.1366s]
-10/11/23 17:27:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 115.0205s]
-10/11/23 17:27:26| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:28:57| INFO ref finished [took 60.3214s]
-10/11/23 17:29:05| INFO mul3w_sld finished [took 89.8969s]
-10/11/23 17:29:08| INFO mul3wc_sld finished [took 79.4281s]
-10/11/23 17:29:09| INFO mulc_sld finished [took 89.2493s]
-10/11/23 17:29:10| INFO atc_mc finished [took 69.0056s]
-10/11/23 17:29:29| INFO mul_sld finished [took 119.2894s]
-10/11/23 17:29:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 122.1553s]
-----------------------------------------------------------------------------------------------------
-10/11/23 17:53:55| INFO dataset rcv1_CCAT_9prevs
-10/11/23 17:54:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:54:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:54:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:54:53| INFO ref finished [took 44.4485s]
-10/11/23 17:55:01| INFO atc_mc finished [took 49.8926s]
-10/11/23 17:55:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.0268s]
-10/11/23 17:55:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:55:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:55:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:55:54| INFO ref finished [took 44.7491s]
-10/11/23 17:56:02| INFO atc_mc finished [took 49.9022s]
-10/11/23 17:56:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 60.8386s]
-10/11/23 17:56:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:56:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:56:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:56:56| INFO ref finished [took 45.2058s]
-10/11/23 17:57:03| INFO atc_mc finished [took 49.0981s]
-10/11/23 17:57:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 61.1000s]
-10/11/23 17:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:57:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:57:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:57:54| INFO ref finished [took 44.3211s]
-10/11/23 17:58:01| INFO atc_mc finished [took 48.9814s]
-10/11/23 17:58:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 58.0909s]
-10/11/23 17:58:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:58:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:58:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:58:53| INFO ref finished [took 43.7895s]
-10/11/23 17:59:01| INFO atc_mc finished [took 49.8161s]
-10/11/23 17:59:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 60.3531s]
-10/11/23 17:59:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:59:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:59:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:59:53| INFO ref finished [took 43.8473s]
-10/11/23 18:00:02| INFO atc_mc finished [took 50.1003s]
-10/11/23 18:00:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.5473s]
-10/11/23 18:00:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:00:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:00:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:00:55| INFO ref finished [took 44.2168s]
-10/11/23 18:01:02| INFO atc_mc finished [took 49.0013s]
-10/11/23 18:01:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 60.5261s]
-10/11/23 18:01:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:01:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:01:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:01:55| INFO ref finished [took 44.0374s]
-10/11/23 18:02:02| INFO atc_mc finished [took 49.0107s]
-10/11/23 18:02:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 60.0171s]
-10/11/23 18:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:02:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:02:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:02:55| INFO ref finished [took 44.8341s]
-10/11/23 18:03:02| INFO atc_mc finished [took 49.3663s]
-10/11/23 18:03:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 59.9146s]
-----------------------------------------------------------------------------------------------------
-10/11/23 18:25:20| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:25:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:25:33| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AttributeError' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 18:27:03| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:27:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 18:32:33| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:32:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:32:56| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AssertionError' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 18:34:35| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:36:25| INFO ref finished [took 96.5839s]
-10/11/23 18:44:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 599.7376s]
-10/11/23 18:45:34| INFO mul_sld_gs finished [took 649.9561s]
-10/11/23 18:45:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 654.0138s]
-----------------------------------------------------------------------------------------------------
-10/11/23 19:09:37| INFO dataset rcv1_CCAT_9prevs
-10/11/23 19:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:12:34| INFO ref finished [took 161.2859s]
-10/11/23 19:13:10| INFO atc_mc finished [took 195.4184s]
-10/11/23 19:23:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 799.2257s]
-10/11/23 19:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 920.3112s]
-10/11/23 19:25:20| INFO mul3w_sld_gs finished [took 930.7628s]
-10/11/23 19:25:54| INFO mul_sld_gs finished [took 968.7880s]
-10/11/23 19:25:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 972.0481s]
-10/11/23 19:25:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:29:20| INFO ref finished [took 194.4623s]
-10/11/23 19:29:41| INFO atc_mc finished [took 212.3133s]
-10/11/23 19:39:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 796.9196s]
-10/11/23 19:41:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 940.9938s]
-10/11/23 19:41:44| INFO mul3w_sld_gs finished [took 942.8448s]
-10/11/23 19:42:29| INFO mul_sld_gs finished [took 991.5975s]
-10/11/23 19:42:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 995.0756s]
-10/11/23 19:42:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:45:53| INFO ref finished [took 192.2438s]
-10/11/23 19:46:27| INFO atc_mc finished [took 222.4684s]
-10/11/23 19:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 811.9404s]
-10/11/23 19:58:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 944.2852s]
-10/11/23 19:58:26| INFO mul3w_sld_gs finished [took 949.1296s]
-10/11/23 19:59:09| INFO mul_sld_gs finished [took 995.5734s]
-10/11/23 19:59:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 999.2987s]
-10/11/23 19:59:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:02:30| INFO ref finished [took 192.8661s]
-10/11/23 20:02:59| INFO atc_mc finished [took 217.1095s]
-10/11/23 20:12:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 792.0336s]
-10/11/23 20:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 933.3629s]
-10/11/23 20:14:49| INFO mul3w_sld_gs finished [took 935.2472s]
-10/11/23 20:15:33| INFO mul_sld_gs finished [took 981.2718s]
-10/11/23 20:15:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 983.8857s]
-10/11/23 20:15:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:18:54| INFO ref finished [took 190.6586s]
-10/11/23 20:19:31| INFO atc_mc finished [took 222.0446s]
-10/11/23 20:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 794.2257s]
-10/11/23 20:31:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 930.8288s]
-10/11/23 20:31:12| INFO mul3w_sld_gs finished [took 932.7508s]
-10/11/23 20:31:58| INFO mul_sld_gs finished [took 982.4600s]
-10/11/23 20:31:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.3991s]
-10/11/23 20:31:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:35:16| INFO ref finished [took 187.4145s]
-10/11/23 20:35:52| INFO atc_mc finished [took 219.1775s]
-10/11/23 20:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 799.7247s]
-10/11/23 20:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 936.5460s]
-10/11/23 20:47:46| INFO mul3w_sld_gs finished [took 941.6249s]
-10/11/23 20:48:28| INFO mul_sld_gs finished [took 987.3566s]
-10/11/23 20:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 990.3392s]
-10/11/23 20:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:52:00| INFO ref finished [took 199.2882s]
-10/11/23 20:52:27| INFO atc_mc finished [took 221.3995s]
-10/11/23 21:01:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 794.5357s]
-10/11/23 21:03:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 916.6784s]
-10/11/23 21:04:04| INFO mul3w_sld_gs finished [took 928.2783s]
-10/11/23 21:04:45| INFO mul_sld_gs finished [took 972.9080s]
-10/11/23 21:04:45| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 976.3012s]
-10/11/23 21:04:45| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 21:07:55| INFO ref finished [took 179.6820s]
-10/11/23 21:08:25| INFO atc_mc finished [took 205.4880s]
-10/11/23 21:17:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 778.9722s]
-10/11/23 21:20:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 915.8827s]
-10/11/23 21:20:10| INFO mul3w_sld_gs finished [took 917.5008s]
-10/11/23 21:20:53| INFO mul_sld_gs finished [took 965.1015s]
-10/11/23 21:20:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 968.7572s]
-10/11/23 21:20:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 21:23:59| INFO ref finished [took 175.7336s]
-10/11/23 21:24:36| INFO atc_mc finished [took 208.4952s]
-10/11/23 21:34:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 780.9362s]
-10/11/23 21:35:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 902.5701s]
-10/11/23 21:36:12| INFO mul3w_sld_gs finished [took 911.8556s]
-10/11/23 21:36:47| INFO mul_sld_gs finished [took 950.1102s]
-10/11/23 21:36:47| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 953.3643s]
-----------------------------------------------------------------------------------------------------
-10/11/23 23:35:14| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:35:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:36:36| INFO ref finished [took 57.4602s]
-10/11/23 23:36:41| INFO mul3w_sld finished [took 72.3696s]
-10/11/23 23:36:43| INFO atc_mc finished [took 57.1442s]
-10/11/23 23:36:48| INFO mul_sld finished [took 84.9653s]
-10/11/23 23:36:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 88.9861s]
-10/11/23 23:36:48| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: file must have a 'write' attribute
-----------------------------------------------------------------------------------------------------
-10/11/23 23:40:17| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:40:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:41:49| INFO ref finished [took 68.3161s]
-10/11/23 23:41:53| INFO mul3w_sld finished [took 80.2113s]
-10/11/23 23:41:56| INFO atc_mc finished [took 67.4302s]
-10/11/23 23:42:01| INFO mul_sld finished [took 94.1596s]
-10/11/23 23:42:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 98.1999s]
-10/11/23 23:42:01| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: write() argument must be str, not bytes
-----------------------------------------------------------------------------------------------------
-10/11/23 23:46:43| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:46:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:48:04| INFO ref finished [took 56.6494s]
-10/11/23 23:48:10| INFO mul3w_sld finished [took 71.5272s]
-10/11/23 23:48:12| INFO atc_mc finished [took 56.8870s]
-10/11/23 23:48:15| INFO mul_sld finished [took 83.1487s]
-10/11/23 23:48:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 86.6542s]
-----------------------------------------------------------------------------------------------------
-11/11/23 02:18:21| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator mul3w_slds does not exist'
-11/11/23 02:18:21| ERROR Failed while saving configuration rcv1_CCAT_debug_gs of rcv1_CCAT_3prevs. Exception: local variable 'dr' referenced before assignment
-----------------------------------------------------------------------------------------------------
-11/11/23 02:20:09| INFO dataset rcv1_CCAT_3prevs
-11/11/23 02:20:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:21:26| INFO ref finished [took 54.1901s]
-11/11/23 02:21:33| INFO mul3w_sld finished [took 69.3537s]
-11/11/23 02:21:34| INFO atc_mc finished [took 56.0851s]
-11/11/23 02:21:37| INFO mul_sld finished [took 78.6476s]
-11/11/23 02:21:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs finished [took 82.3064s]
-11/11/23 02:21:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:22:46| INFO ref finished [took 53.7198s]
-11/11/23 02:22:52| INFO mul3w_sld finished [took 67.7595s]
-11/11/23 02:22:54| INFO atc_mc finished [took 57.2473s]
-11/11/23 02:23:00| INFO mul_sld finished [took 80.1637s]
-11/11/23 02:23:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 83.2895s]
-11/11/23 02:23:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:24:11| INFO ref finished [took 53.3185s]
-11/11/23 02:24:16| INFO mul3w_sld finished [took 67.0687s]
-11/11/23 02:24:19| INFO atc_mc finished [took 56.5244s]
-11/11/23 02:24:26| INFO mul_sld finished [took 82.6075s]
-11/11/23 02:24:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs finished [took 85.5541s]
-----------------------------------------------------------------------------------------------------
-11/11/23 03:03:37| INFO dataset rcv1_CCAT_9prevs
-11/11/23 03:03:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:04:49| INFO ref finished [took 51.5735s]
-11/11/23 03:04:53| INFO mul3w_sld finished [took 62.2816s]
-11/11/23 03:04:57| INFO atc_mc finished [took 56.1819s]
-11/11/23 03:05:22| INFO mul_sld finished [took 96.8027s]
-11/11/23 03:05:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.0654s]
-11/11/23 03:05:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:06:32| INFO ref finished [took 53.7892s]
-11/11/23 03:06:37| INFO mul3w_sld finished [took 66.3243s]
-11/11/23 03:06:40| INFO atc_mc finished [took 57.0767s]
-11/11/23 03:06:48| INFO mul_sld finished [took 82.1666s]
-11/11/23 03:06:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 85.6326s]
-11/11/23 03:06:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:07:59| INFO ref finished [took 53.4098s]
-11/11/23 03:08:05| INFO mul3w_sld finished [took 67.3941s]
-11/11/23 03:08:06| INFO atc_mc finished [took 56.8497s]
-11/11/23 03:08:09| INFO mul_sld finished [took 77.4972s]
-11/11/23 03:08:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.1647s]
-11/11/23 03:08:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:09:18| INFO ref finished [took 54.4416s]
-11/11/23 03:09:23| INFO mul3w_sld finished [took 67.3565s]
-11/11/23 03:09:25| INFO atc_mc finished [took 57.5687s]
-11/11/23 03:09:29| INFO mul_sld finished [took 77.1110s]
-11/11/23 03:09:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8726s]
-11/11/23 03:09:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:10:38| INFO ref finished [took 54.2066s]
-11/11/23 03:10:44| INFO mul3w_sld finished [took 66.9062s]
-11/11/23 03:10:46| INFO atc_mc finished [took 57.1371s]
-11/11/23 03:10:52| INFO mul_sld finished [took 79.7498s]
-11/11/23 03:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.1506s]
-11/11/23 03:10:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:11:59| INFO ref finished [took 51.1698s]
-11/11/23 03:12:03| INFO mul3w_sld finished [took 63.7260s]
-11/11/23 03:12:07| INFO atc_mc finished [took 56.1393s]
-11/11/23 03:12:15| INFO mul_sld finished [took 79.3176s]
-11/11/23 03:12:15| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.4614s]
-11/11/23 03:12:15| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:13:23| INFO ref finished [took 51.5505s]
-11/11/23 03:13:28| INFO mul3w_sld finished [took 64.8809s]
-11/11/23 03:13:32| INFO atc_mc finished [took 56.2766s]
-11/11/23 03:13:39| INFO mul_sld finished [took 80.9284s]
-11/11/23 03:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2727s]
-11/11/23 03:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:14:50| INFO ref finished [took 54.6314s]
-11/11/23 03:14:55| INFO mul3w_sld finished [took 67.8281s]
-11/11/23 03:14:58| INFO atc_mc finished [took 57.4433s]
-11/11/23 03:15:04| INFO mul_sld finished [took 82.1945s]
-11/11/23 03:15:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5484s]
-11/11/23 03:15:04| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:16:12| INFO ref finished [took 54.0583s]
-11/11/23 03:16:19| INFO mul3w_sld finished [took 65.9654s]
-11/11/23 03:16:20| INFO atc_mc finished [took 56.7869s]
-11/11/23 03:16:42| INFO mul_sld finished [took 94.5979s]
-11/11/23 03:16:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 97.8705s]
-----------------------------------------------------------------------------------------------------
-11/11/23 14:55:30| INFO dataset rcv1_CCAT_9prevs
-11/11/23 14:55:35| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:56:42| INFO ref finished [took 51.5446s]
-11/11/23 14:56:45| INFO mul3w_sld finished [took 61.1724s]
-11/11/23 14:56:49| INFO atc_mc finished [took 55.8947s]
-11/11/23 14:57:16| INFO mul_sld finished [took 97.5932s]
-11/11/23 14:57:16| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9322s]
-11/11/23 14:57:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:58:25| INFO ref finished [took 52.3894s]
-11/11/23 14:58:32| INFO mul3w_sld finished [took 66.8082s]
-11/11/23 14:58:34| INFO atc_mc finished [took 57.1608s]
-11/11/23 14:58:43| INFO mul_sld finished [took 82.8613s]
-11/11/23 14:58:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 86.2458s]
-11/11/23 14:58:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:59:55| INFO ref finished [took 53.4860s]
-11/11/23 15:00:00| INFO mul3w_sld finished [took 68.6692s]
-11/11/23 15:00:02| INFO atc_mc finished [took 56.8460s]
-11/11/23 15:00:04| INFO mul_sld finished [took 77.8829s]
-11/11/23 15:00:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.6584s]
-11/11/23 15:00:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:01:12| INFO ref finished [took 52.5890s]
-11/11/23 15:01:18| INFO mul3w_sld finished [took 66.3191s]
-11/11/23 15:01:18| INFO atc_mc finished [took 55.8094s]
-11/11/23 15:01:23| INFO mul_sld finished [took 76.2650s]
-11/11/23 15:01:23| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 78.8604s]
-11/11/23 15:01:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:02:30| INFO ref finished [took 52.1273s]
-11/11/23 15:02:39| INFO mul3w_sld finished [took 67.7736s]
-11/11/23 15:02:41| INFO atc_mc finished [took 58.1392s]
-11/11/23 15:02:47| INFO mul_sld finished [took 80.6840s]
-11/11/23 15:02:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 84.0856s]
-11/11/23 15:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:03:54| INFO ref finished [took 51.3613s]
-11/11/23 15:03:59| INFO mul3w_sld finished [took 64.3562s]
-11/11/23 15:04:03| INFO atc_mc finished [took 57.0352s]
-11/11/23 15:04:10| INFO mul_sld finished [took 79.8549s]
-11/11/23 15:04:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.9290s]
-11/11/23 15:04:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:05:20| INFO ref finished [took 52.6105s]
-11/11/23 15:05:25| INFO mul3w_sld finished [took 66.7591s]
-11/11/23 15:05:27| INFO atc_mc finished [took 55.8870s]
-11/11/23 15:05:34| INFO mul_sld finished [took 80.9824s]
-11/11/23 15:05:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2673s]
-11/11/23 15:05:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:06:45| INFO ref finished [took 53.6830s]
-11/11/23 15:06:50| INFO mul3w_sld finished [took 67.4974s]
-11/11/23 15:06:53| INFO atc_mc finished [took 57.2897s]
-11/11/23 15:06:59| INFO mul_sld finished [took 81.3697s]
-11/11/23 15:06:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 84.7980s]
-11/11/23 15:06:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:08:08| INFO ref finished [took 54.0902s]
-11/11/23 15:08:14| INFO mul3w_sld finished [took 66.9136s]
-11/11/23 15:08:16| INFO atc_mc finished [took 57.8269s]
-11/11/23 15:08:39| INFO mul_sld finished [took 96.4137s]
-11/11/23 15:08:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 99.5541s]
-----------------------------------------------------------------------------------------------------
-11/11/23 18:04:49| INFO dataset imdb_9prevs
-11/11/23 18:05:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-11/11/23 18:05:30| INFO ref finished [took 26.1862s]
-11/11/23 18:05:37| INFO atc_mc finished [took 32.4255s]
-11/11/23 18:05:42| INFO mul3w_sld finished [took 38.9162s]
-11/11/23 18:06:19| INFO mul_sld finished [took 76.8053s]
-11/11/23 18:06:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 79.1732s]
-11/11/23 18:06:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-11/11/23 18:06:51| INFO ref finished [took 27.6356s]
-11/11/23 18:06:58| INFO atc_mc finished [took 33.5521s]
-11/11/23 18:07:01| INFO mul3w_sld finished [took 38.2698s]
-11/11/23 18:07:26| INFO mul_sld finished [took 63.9553s]
-11/11/23 18:07:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.8514s]
-11/11/23 18:07:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-11/11/23 18:08:02| INFO ref finished [took 27.3880s]
-11/11/23 18:08:09| INFO atc_mc finished [took 34.5060s]
-11/11/23 18:08:12| INFO mul3w_sld finished [took 38.3408s]
-11/11/23 18:08:23| INFO mul_sld finished [took 50.5943s]
-11/11/23 18:08:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 57.8801s]
-11/11/23 18:08:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-11/11/23 18:08:57| INFO ref finished [took 27.9013s]
-11/11/23 18:09:03| INFO atc_mc finished [took 33.7677s]
-11/11/23 18:09:06| INFO mul3w_sld finished [took 37.6649s]
-11/11/23 18:09:18| INFO mul_sld finished [took 51.5975s]
-11/11/23 18:09:18| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.8989s]
-11/11/23 18:09:18| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-11/11/23 18:09:53| INFO ref finished [took 28.6798s]
-11/11/23 18:10:00| INFO atc_mc finished [took 35.3206s]
-11/11/23 18:10:03| INFO mul3w_sld finished [took 38.9082s]
-11/11/23 18:10:15| INFO mul_sld finished [took 52.0709s]
-11/11/23 18:10:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 56.2785s]
-11/11/23 18:10:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-11/11/23 18:10:48| INFO ref finished [took 28.5387s]
-11/11/23 18:10:55| INFO atc_mc finished [took 34.9152s]
-11/11/23 18:10:58| INFO mul3w_sld finished [took 39.0343s]
-11/11/23 18:11:07| INFO mul_sld finished [took 49.9013s]
-11/11/23 18:11:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.8028s]
-11/11/23 18:11:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-11/11/23 18:11:43| INFO ref finished [took 29.2208s]
-11/11/23 18:11:50| INFO atc_mc finished [took 36.2494s]
-11/11/23 18:11:54| INFO mul3w_sld finished [took 39.4380s]
-11/11/23 18:12:02| INFO mul_sld finished [took 50.3782s]
-11/11/23 18:12:02| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.9711s]
-11/11/23 18:12:02| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-11/11/23 18:12:37| INFO ref finished [took 28.2535s]
-11/11/23 18:12:45| INFO atc_mc finished [took 34.9431s]
-11/11/23 18:12:47| INFO mul3w_sld finished [took 38.4049s]
-11/11/23 18:12:56| INFO mul_sld finished [took 48.3663s]
-11/11/23 18:12:56| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 53.7749s]
-11/11/23 18:12:56| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-11/11/23 18:13:28| INFO ref finished [took 27.5002s]
-11/11/23 18:13:35| INFO atc_mc finished [took 34.2726s]
-11/11/23 18:13:41| INFO mul3w_sld finished [took 41.9968s]
-11/11/23 18:13:54| INFO mul_sld finished [took 56.7537s]
-11/11/23 18:13:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 58.1750s]
-----------------------------------------------------------------------------------------------------
-14/11/23 10:19:57| INFO dataset rcv1_CCAT_9prevs
-14/11/23 10:23:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:24:11| INFO ref finished [took 33.7775s]
-14/11/23 10:24:13| INFO mul3w_sld finished [took 41.1206s]
-14/11/23 10:24:16| INFO atc_mc finished [took 35.9391s]
-14/11/23 10:24:24| INFO mul_sld finished [took 56.7171s]
-14/11/23 10:24:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 61.0575s]
-14/11/23 10:24:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:25:11| INFO ref finished [took 36.0009s]
-14/11/23 10:25:14| INFO mul3w_sld finished [took 43.1616s]
-14/11/23 10:25:16| INFO atc_mc finished [took 38.1922s]
-14/11/23 10:25:18| INFO mul_sld finished [took 51.2797s]
-14/11/23 10:25:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0564s]
-14/11/23 10:25:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:26:06| INFO ref finished [took 36.2124s]
-14/11/23 10:26:09| INFO mul3w_sld finished [took 44.2468s]
-14/11/23 10:26:10| INFO atc_mc finished [took 38.0879s]
-14/11/23 10:26:11| INFO mul_sld finished [took 49.8963s]
-14/11/23 10:26:11| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 52.9385s]
-14/11/23 10:26:11| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:26:55| INFO ref finished [took 35.2937s]
-14/11/23 10:26:59| INFO mul3w_sld finished [took 43.4896s]
-14/11/23 10:27:01| INFO atc_mc finished [took 37.9122s]
-14/11/23 10:27:02| INFO mul_sld finished [took 49.6822s]
-14/11/23 10:27:02| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.4715s]
-14/11/23 10:27:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:27:57| INFO ref finished [took 41.6534s]
-14/11/23 10:28:00| INFO mul3w_sld finished [took 50.9864s]
-14/11/23 10:28:01| INFO atc_mc finished [took 41.7816s]
-14/11/23 10:28:08| INFO mul_sld finished [took 62.3621s]
-14/11/23 10:28:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 65.6530s]
-14/11/23 10:28:08| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:29:00| INFO ref finished [took 41.6461s]
-14/11/23 10:29:03| INFO mul3w_sld finished [took 47.9558s]
-14/11/23 10:29:05| INFO atc_mc finished [took 43.4091s]
-14/11/23 10:29:09| INFO mul_sld finished [took 58.5413s]
-14/11/23 10:29:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.9454s]
-14/11/23 10:29:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:29:56| INFO ref finished [took 35.9344s]
-14/11/23 10:29:59| INFO mul3w_sld finished [took 42.5935s]
-14/11/23 10:30:00| INFO atc_mc finished [took 35.6671s]
-14/11/23 10:30:04| INFO mul_sld finished [took 52.3465s]
-14/11/23 10:30:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.9582s]
-14/11/23 10:30:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:30:47| INFO ref finished [took 32.7900s]
-14/11/23 10:30:50| INFO mul3w_sld finished [took 40.8869s]
-14/11/23 10:30:51| INFO atc_mc finished [took 35.1918s]
-14/11/23 10:30:54| INFO mul_sld finished [took 48.2179s]
-14/11/23 10:30:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 50.7051s]
-14/11/23 10:30:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:31:40| INFO ref finished [took 37.9607s]
-14/11/23 10:31:44| INFO mul3w_sld finished [took 44.8392s]
-14/11/23 10:31:45| INFO atc_mc finished [took 38.8935s]
-14/11/23 10:31:55| INFO mul_sld finished [took 58.2921s]
-14/11/23 10:31:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.6193s]
-----------------------------------------------------------------------------------------------------
-14/11/23 10:48:56| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 10:49:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:50:09| INFO ref finished [took 52.4488s]
-14/11/23 10:50:13| INFO mul3w_sld finished [took 61.4401s]
-14/11/23 10:50:16| INFO atc_mc finished [took 55.5122s]
-14/11/23 10:50:44| INFO mul_sld finished [took 96.9739s]
-14/11/23 10:50:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.2168s]
-14/11/23 10:50:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:51:53| INFO ref finished [took 51.8743s]
-14/11/23 10:51:58| INFO mul3w_sld finished [took 65.9840s]
-14/11/23 10:52:00| INFO atc_mc finished [took 56.0236s]
-14/11/23 10:52:08| INFO mul_sld finished [took 80.5319s]
-14/11/23 10:52:08| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 83.9911s]
-14/11/23 10:52:08| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:53:18| INFO ref finished [took 52.9983s]
-14/11/23 10:53:23| INFO mul3w_sld finished [took 66.2813s]
-14/11/23 10:53:27| INFO mul_sld finished [took 75.7298s]
-14/11/23 10:53:27| INFO atc_mc finished [took 57.5290s]
-14/11/23 10:53:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 79.4572s]
-14/11/23 10:53:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:54:36| INFO ref finished [took 53.6551s]
-14/11/23 10:54:42| INFO mul3w_sld finished [took 67.7717s]
-14/11/23 10:54:44| INFO atc_mc finished [took 58.2452s]
-14/11/23 10:54:47| INFO mul_sld finished [took 77.1280s]
-14/11/23 10:54:47| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8159s]
-14/11/23 10:54:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:55:57| INFO ref finished [took 53.0671s]
-14/11/23 10:56:02| INFO mul3w_sld finished [took 65.7727s]
-14/11/23 10:56:05| INFO atc_mc finished [took 56.9758s]
-14/11/23 10:56:09| INFO mul_sld finished [took 78.5383s]
-14/11/23 10:56:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 82.0972s]
-14/11/23 10:56:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:57:17| INFO ref finished [took 52.6539s]
-14/11/23 10:57:22| INFO mul3w_sld finished [took 64.6467s]
-14/11/23 10:57:28| INFO atc_mc finished [took 60.6980s]
-14/11/23 10:57:32| INFO mul_sld finished [took 79.6543s]
-14/11/23 10:57:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.6942s]
-14/11/23 10:57:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:58:41| INFO ref finished [took 52.3088s]
-14/11/23 10:58:46| INFO mul3w_sld finished [took 65.6132s]
-14/11/23 10:58:49| INFO atc_mc finished [took 56.5070s]
-14/11/23 10:58:56| INFO mul_sld finished [took 80.9730s]
-14/11/23 10:58:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.3301s]
-14/11/23 10:58:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 11:00:07| INFO ref finished [took 53.8347s]
-14/11/23 11:00:15| INFO mul3w_sld finished [took 70.7668s]
-14/11/23 11:00:18| INFO atc_mc finished [took 59.7136s]
-14/11/23 11:00:22| INFO mul_sld finished [took 81.8963s]
-14/11/23 11:00:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.4119s]
-14/11/23 11:00:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 11:01:29| INFO ref finished [took 52.4688s]
-14/11/23 11:01:35| INFO atc_mc finished [took 54.5078s]
-14/11/23 11:01:37| INFO mul3w_sld finished [took 67.0480s]
-14/11/23 11:02:02| INFO mul_sld finished [took 96.9095s]
-14/11/23 11:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 100.3294s]
-----------------------------------------------------------------------------------------------------
-14/11/23 11:13:59| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 11:14:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 11:15:53| INFO mul3w_sld finished [took 95.2635s]
-14/11/23 11:16:00| INFO mul3wc_sld finished [took 77.4014s]
-14/11/23 11:16:05| INFO mul_sld finished [took 112.5286s]
-14/11/23 11:16:16| INFO mulc_sld finished [took 99.6355s]
-14/11/23 11:17:21| INFO mul3wmc_sld finished [took 69.0500s]
-14/11/23 11:17:38| INFO mulmc_sld finished [took 93.9158s]
-14/11/23 11:18:49| INFO mul3wne_sld finished [took 65.1529s]
-14/11/23 11:18:50| INFO mulne_sld finished [took 85.0707s]
-----------------------------------------------------------------------------------------------------
-14/11/23 13:24:17| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 13:24:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 13:24:56| INFO ref finished [took 29.2725s]
-----------------------------------------------------------------------------------------------------
-14/11/23 13:45:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 13:45:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 13:45:43| INFO ref finished [took 28.7856s]
-----------------------------------------------------------------------------------------------------
-14/11/23 14:34:19| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 14:34:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-14/11/23 14:35:02| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 14:35:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 14:35:43| INFO ref finished [took 32.5387s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:42:38| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:42:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:43:33| INFO ref finished [took 46.5477s]
-14/11/23 17:44:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00842) [took 120.4016s]
-14/11/23 17:45:15| INFO bin_sld_gs finished [took 151.0389s]
-14/11/23 17:45:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 153.3402s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:47:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:47:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:48:36| INFO ref finished [took 80.9696s]
-14/11/23 17:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 236.5057s]
-14/11/23 17:51:59| INFO bin_sld_gs finished [took 287.2511s]
-14/11/23 17:51:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 291.2278s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:55:25| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:55:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:59:01| INFO ref finished [took 182.2461s]
-14/11/23 17:59:14| INFO bin_sld finished [took 219.3815s]
-14/11/23 17:59:45| INFO mul_sld finished [took 245.4107s]
-14/11/23 18:04:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 545.1706s]
-14/11/23 18:07:24| INFO bin_sld_gs finished [took 699.2500s]
-14/11/23 18:10:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 888.9296s]
-14/11/23 18:11:32| INFO mul_sld_gs finished [took 939.7703s]
-14/11/23 18:11:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 961.2148s]
-----------------------------------------------------------------------------------------------------
-14/11/23 19:01:44| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 19:01:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:02:30| INFO ref finished [took 62.8948s]
-14/11/23 19:02:39| WARNING Method bin_sld failed. Exception: [Errno 32] Broken pipe
-14/11/23 19:02:39| WARNING Dataset sample 0.10 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe
-14/11/23 19:03:04| INFO ref finished [took 61.0546s]
-14/11/23 19:03:10| INFO mul_sld finished [took 106.9317s]
-14/11/23 19:03:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 113.5282s]
-14/11/23 19:03:10| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:03:21| INFO atc_mc finished [took 72.3755s]
-14/11/23 19:03:26| INFO bin_sld finished [took 92.6645s]
-14/11/23 19:03:56| INFO mul_sld finished [took 117.9720s]
-14/11/23 19:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 126.7634s]
-14/11/23 19:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:04:29| INFO ref finished [took 64.2118s]
-14/11/23 19:04:41| INFO bin_sld finished [took 86.5721s]
-14/11/23 19:04:47| INFO mul_sld finished [took 87.2893s]
-14/11/23 19:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 97.5730s]
-14/11/23 19:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:05:28| INFO ref finished [took 74.1881s]
-14/11/23 19:05:38| INFO bin_sld finished [took 96.5640s]
-14/11/23 19:05:45| INFO atc_mc finished [took 82.5089s]
-14/11/23 19:05:50| INFO mul_sld finished [took 102.9937s]
-14/11/23 19:05:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.4486s]
-14/11/23 19:05:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:06:19| INFO ref finished [took 70.6959s]
-14/11/23 19:06:35| INFO bin_sld finished [took 102.0154s]
-14/11/23 19:06:35| INFO mul_sld finished [took 95.4393s]
-14/11/23 19:06:35| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 107.5858s]
-14/11/23 19:06:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:07:27| INFO ref finished [took 74.7147s]
-14/11/23 19:07:31| INFO bin_sld finished [took 96.6637s]
-14/11/23 19:07:36| INFO atc_mc finished [took 81.2520s]
-14/11/23 19:07:41| INFO mul_sld finished [took 99.5891s]
-14/11/23 19:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 111.1995s]
-14/11/23 19:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:08:14| INFO mul_sld finished [took 91.6290s]
-14/11/23 19:08:17| INFO ref finished [took 89.3877s]
-14/11/23 19:08:21| INFO bin_sld finished [took 102.8055s]
-14/11/23 19:08:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 106.3758s]
-14/11/23 19:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:09:20| INFO ref finished [took 86.5643s]
-14/11/23 19:09:21| INFO atc_mc finished [took 79.2297s]
-14/11/23 19:09:25| INFO bin_sld finished [took 100.9769s]
-14/11/23 19:09:26| INFO mul_sld finished [took 97.7833s]
-14/11/23 19:09:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 104.6995s]
-14/11/23 19:09:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:09:54| INFO ref finished [took 74.9119s]
-14/11/23 19:10:09| INFO mul_sld finished [took 96.2572s]
-14/11/23 19:10:20| INFO bin_sld finished [took 114.0767s]
-14/11/23 19:10:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 118.7633s]
-14/11/23 19:10:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:10:56| INFO ref finished [took 72.2158s]
-14/11/23 19:11:01| INFO bin_sld finished [took 90.7485s]
-14/11/23 19:11:05| INFO atc_mc finished [took 78.2709s]
-14/11/23 19:11:16| INFO mul_sld finished [took 100.8873s]
-14/11/23 19:11:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 110.8116s]
-14/11/23 19:11:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:11:52| INFO ref finished [took 73.7993s]
-14/11/23 19:12:01| INFO bin_sld finished [took 96.7293s]
-14/11/23 19:12:09| INFO mul_sld finished [took 98.4542s]
-14/11/23 19:12:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 108.9848s]
-14/11/23 19:12:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:12:46| INFO ref finished [took 75.7971s]
-14/11/23 19:12:53| INFO bin_sld finished [took 92.4683s]
-14/11/23 19:13:00| INFO atc_mc finished [took 85.1024s]
-14/11/23 19:13:12| INFO mul_sld finished [took 106.5708s]
-14/11/23 19:13:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 115.9514s]
-14/11/23 19:13:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:13:34| INFO ref finished [took 64.5123s]
-14/11/23 19:13:51| INFO bin_sld finished [took 97.2111s]
-14/11/23 19:13:58| INFO mul_sld finished [took 97.7685s]
-14/11/23 19:13:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 108.9796s]
-14/11/23 19:13:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:14:46| INFO ref finished [took 74.8559s]
-14/11/23 19:14:55| INFO atc_mc finished [took 79.5400s]
-14/11/23 19:15:04| INFO mul_sld finished [took 100.5167s]
-14/11/23 19:15:05| INFO bin_sld finished [took 108.6239s]
-14/11/23 19:15:05| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 112.7878s]
-14/11/23 19:15:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:15:27| INFO ref finished [took 70.2807s]
-14/11/23 19:15:50| INFO bin_sld finished [took 106.5730s]
-14/11/23 19:15:57| INFO mul_sld finished [took 107.4386s]
-14/11/23 19:15:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 118.9163s]
-14/11/23 19:15:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:16:44| INFO atc_mc finished [took 75.2460s]
-14/11/23 19:16:45| INFO ref finished [took 82.0378s]
-14/11/23 19:16:53| INFO bin_sld finished [took 103.3235s]
-14/11/23 19:16:55| INFO mul_sld finished [took 100.7315s]
-14/11/23 19:16:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 109.9435s]
-14/11/23 19:16:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:17:41| INFO ref finished [took 87.2553s]
-14/11/23 19:17:49| INFO bin_sld finished [took 107.7924s]
-14/11/23 19:17:55| INFO mul_sld finished [took 107.3243s]
-14/11/23 19:17:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 118.3043s]
-14/11/23 19:18:11| INFO ref finished [took 61.2118s]
-14/11/23 19:18:19| INFO atc_mc finished [took 65.0574s]
-14/11/23 19:18:43| INFO mul_sld finished [took 98.6543s]
-14/11/23 19:18:44| INFO bin_sld finished [took 105.3526s]
-14/11/23 19:18:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 109.2322s]
-----------------------------------------------------------------------------------------------------
-14/11/23 19:26:31| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 19:26:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:28:20| INFO mul3wc_sld finished [took 92.3747s]
-14/11/23 19:28:24| INFO mulc_sld finished [took 100.4775s]
-14/11/23 19:28:33| INFO mul3wmc_sld finished [took 85.8181s]
-14/11/23 19:28:34| INFO binc_sld finished [took 114.7100s]
-14/11/23 19:28:51| INFO mulmc_sld finished [took 108.7790s]
-14/11/23 19:28:52| INFO binmc_sld finished [took 115.7372s]
-14/11/23 19:33:06| INFO mulne_sld finished [took 276.9628s]
-14/11/23 19:33:20| INFO mul3wne_sld finished [took 280.4380s]
-14/11/23 19:33:56| INFO binne_sld finished [took 332.4569s]
-14/11/23 19:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 573.3959s]
-14/11/23 19:39:29| INFO ref finished [took 352.0854s]
-14/11/23 19:39:39| INFO kfcv finished [took 382.1024s]
-14/11/23 19:40:14| INFO atc_mc finished [took 365.5751s]
-14/11/23 19:43:09| INFO bin_sld_gs finished [took 863.6472s]
-14/11/23 19:43:51| INFO doc_feat finished [took 239.8335s]
-14/11/23 19:44:27| INFO atc_ne finished [took 287.6745s]
-14/11/23 19:47:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 1079.9167s]
-14/11/23 19:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 1203.3697s]
-14/11/23 19:49:12| INFO mul3w_sld_gs finished [took 1210.2260s]
-14/11/23 19:49:47| INFO mul_sld_gs finished [took 1251.9477s]
-14/11/23 19:49:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1390.9016s]
-14/11/23 19:49:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:51:36| INFO mul3wc_sld finished [took 96.6506s]
-14/11/23 19:51:39| INFO binc_sld finished [took 108.2730s]
-14/11/23 19:51:43| INFO mulc_sld finished [took 108.4953s]
-14/11/23 19:51:49| INFO mul3wmc_sld finished [took 87.7808s]
-14/11/23 19:52:01| INFO binmc_sld finished [took 113.2679s]
-14/11/23 19:52:06| INFO mulmc_sld finished [took 110.8055s]
-14/11/23 19:57:09| INFO mul3wne_sld finished [took 317.6225s]
-14/11/23 19:57:13| INFO binne_sld finished [took 333.0413s]
-14/11/23 19:57:37| INFO mulne_sld finished [took 351.3497s]
-14/11/23 20:03:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 699.7427s]
-14/11/23 20:03:47| INFO ref finished [took 370.6334s]
-14/11/23 20:04:03| INFO kfcv finished [took 401.3191s]
-14/11/23 20:04:32| INFO atc_mc finished [took 399.2837s]
-14/11/23 20:08:02| INFO doc_feat finished [took 229.6663s]
-14/11/23 20:08:45| INFO bin_sld_gs finished [took 1003.1597s]
-14/11/23 20:08:51| INFO atc_ne finished [took 293.3607s]
-14/11/23 20:10:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 1120.0893s]
-14/11/23 20:13:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 1258.1279s]
-14/11/23 20:13:13| INFO mul3w_sld_gs finished [took 1259.6078s]
-14/11/23 20:13:58| INFO mul_sld_gs finished [took 1309.2212s]
-14/11/23 20:13:58| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1450.4510s]
-14/11/23 20:13:58| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 20:15:51| INFO mul3wc_sld finished [took 99.3553s]
-14/11/23 20:15:51| INFO binc_sld finished [took 109.2750s]
-14/11/23 20:16:01| INFO mulc_sld finished [took 115.4819s]
-14/11/23 20:16:01| INFO binmc_sld finished [took 101.2430s]
-14/11/23 20:16:04| INFO mul3wmc_sld finished [took 89.6000s]
-14/11/23 20:16:12| INFO mulmc_sld finished [took 103.8880s]
-14/11/23 20:21:17| INFO mul3wne_sld finished [took 308.5733s]
-14/11/23 20:21:19| INFO binne_sld finished [took 324.9019s]
-14/11/23 20:21:22| INFO mulne_sld finished [took 321.5647s]
-14/11/23 20:28:08| INFO ref finished [took 384.4074s]
-14/11/23 20:28:45| INFO kfcv finished [took 436.1888s]
-14/11/23 20:29:13| INFO atc_mc finished [took 432.8089s]
-14/11/23 20:29:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 798.4766s]
-14/11/23 20:33:05| INFO doc_feat finished [took 244.0242s]
-14/11/23 20:33:35| INFO atc_ne finished [took 310.7955s]
-14/11/23 20:34:28| INFO bin_sld_gs finished [took 1091.2222s]
-14/11/23 20:35:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 1155.3395s]
-14/11/23 20:37:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 1284.9302s]
-14/11/23 20:37:59| INFO mul3w_sld_gs finished [took 1290.5377s]
-14/11/23 20:38:39| INFO mul_sld_gs finished [took 1335.1778s]
-14/11/23 20:38:39| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1480.9287s]
-14/11/23 20:38:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 20:40:23| INFO mul3wc_sld finished [took 94.6599s]
-14/11/23 20:40:23| INFO binc_sld finished [took 102.0587s]
-14/11/23 20:40:33| INFO mul3wmc_sld finished [took 84.7201s]
-14/11/23 20:40:33| INFO binmc_sld finished [took 96.8904s]
-14/11/23 20:40:35| INFO mulc_sld finished [took 111.4472s]
-14/11/23 20:40:53| INFO mulmc_sld finished [took 109.1562s]
-14/11/23 20:45:51| INFO binne_sld finished [took 324.7005s]
-14/11/23 20:45:52| INFO mul3wne_sld finished [took 313.2336s]
-14/11/23 20:46:07| INFO mulne_sld finished [took 335.4135s]
-14/11/23 20:52:52| INFO ref finished [took 398.1704s]
-14/11/23 20:52:58| INFO kfcv finished [took 417.6761s]
-14/11/23 20:53:36| INFO atc_mc finished [took 429.4704s]
-14/11/23 20:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 837.6243s]
-14/11/23 20:57:41| INFO doc_feat finished [took 269.3672s]
-14/11/23 20:58:30| INFO atc_ne finished [took 327.9274s]
-14/11/23 20:59:59| INFO bin_sld_gs finished [took 1152.3067s]
-14/11/23 21:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1142.9176s]
-14/11/23 21:02:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 1281.2276s]
-14/11/23 21:02:22| INFO mul3w_sld_gs finished [took 1284.0349s]
-14/11/23 21:03:03| INFO mul_sld_gs finished [took 1328.9541s]
-14/11/23 21:03:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1464.6965s]
-14/11/23 21:03:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:04:55| INFO binc_sld finished [took 108.5734s]
-14/11/23 21:04:55| INFO mul3wc_sld finished [took 99.6567s]
-14/11/23 21:05:05| INFO mul3wmc_sld finished [took 86.0588s]
-14/11/23 21:05:12| INFO binmc_sld finished [took 107.5432s]
-14/11/23 21:05:26| INFO mulc_sld finished [took 135.5975s]
-14/11/23 21:05:30| INFO mulmc_sld finished [took 116.7908s]
-14/11/23 21:10:00| INFO mul3wne_sld finished [took 287.9286s]
-14/11/23 21:10:32| INFO binne_sld finished [took 332.7960s]
-14/11/23 21:11:23| INFO mulne_sld finished [took 378.2024s]
-14/11/23 21:17:01| INFO kfcv finished [took 407.3015s]
-14/11/23 21:17:06| INFO ref finished [took 382.4695s]
-14/11/23 21:19:03| INFO atc_mc finished [took 446.8215s]
-14/11/23 21:19:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 858.8275s]
-14/11/23 21:22:10| INFO doc_feat finished [took 280.6127s]
-14/11/23 21:22:59| INFO atc_ne finished [took 343.6955s]
-14/11/23 21:24:47| INFO bin_sld_gs finished [took 1163.7924s]
-14/11/23 21:24:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 1161.4324s]
-14/11/23 21:27:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 1297.9378s]
-14/11/23 21:27:15| INFO mul3w_sld_gs finished [took 1299.2080s]
-14/11/23 21:27:58| INFO mul_sld_gs finished [took 1348.5513s]
-14/11/23 21:27:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1494.9074s]
-14/11/23 21:27:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:29:43| INFO mul3wc_sld finished [took 93.8390s]
-14/11/23 21:29:44| INFO binc_sld finished [took 102.2190s]
-14/11/23 21:29:57| INFO mul3wmc_sld finished [took 86.4636s]
-14/11/23 21:30:01| INFO binmc_sld finished [took 104.3854s]
-14/11/23 21:30:18| INFO mulc_sld finished [took 133.5627s]
-14/11/23 21:30:22| INFO mulmc_sld finished [took 116.7632s]
-14/11/23 21:34:55| INFO binne_sld finished [took 308.7808s]
-14/11/23 21:35:22| INFO mul3wne_sld finished [took 317.7170s]
-14/11/23 21:35:50| INFO mulne_sld finished [took 357.6758s]
-14/11/23 21:41:47| INFO kfcv finished [took 399.1353s]
-14/11/23 21:42:06| INFO ref finished [took 390.7932s]
-14/11/23 21:43:18| INFO atc_mc finished [took 434.1773s]
-14/11/23 21:43:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 821.2461s]
-14/11/23 21:46:49| INFO doc_feat finished [took 270.4518s]
-14/11/23 21:47:27| INFO atc_ne finished [took 328.7662s]
-14/11/23 21:48:39| INFO bin_sld_gs finished [took 1109.0259s]
-14/11/23 21:49:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 1135.9383s]
-14/11/23 21:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 1277.5504s]
-14/11/23 21:51:48| INFO mul3w_sld_gs finished [took 1280.0475s]
-14/11/23 21:52:30| INFO mul_sld_gs finished [took 1327.6769s]
-14/11/23 21:52:30| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1471.2217s]
-14/11/23 21:52:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:54:20| INFO mul3wc_sld finished [took 98.2355s]
-14/11/23 21:54:27| INFO binc_sld finished [took 114.3731s]
-14/11/23 21:54:28| INFO mul3wmc_sld finished [took 83.7334s]
-14/11/23 21:54:39| INFO binmc_sld finished [took 108.3863s]
-14/11/23 21:54:42| INFO mulc_sld finished [took 125.8758s]
-14/11/23 21:54:56| INFO mulmc_sld finished [took 117.2747s]
-14/11/23 21:59:35| INFO mul3wne_sld finished [took 298.2106s]
-14/11/23 21:59:58| INFO binne_sld finished [took 333.8597s]
-14/11/23 22:00:56| INFO mulne_sld finished [took 384.0404s]
-14/11/23 22:07:00| INFO kfcv finished [took 433.6072s]
-14/11/23 22:07:22| INFO ref finished [took 426.3478s]
-14/11/23 22:07:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 776.4638s]
-14/11/23 22:08:26| INFO atc_mc finished [took 435.5272s]
-14/11/23 22:11:43| INFO doc_feat finished [took 245.7887s]
-14/11/23 22:12:26| INFO atc_ne finished [took 310.0193s]
-14/11/23 22:13:00| INFO bin_sld_gs finished [took 1089.6057s]
-14/11/23 22:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 1131.5548s]
-14/11/23 22:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 1264.6121s]
-14/11/23 22:16:09| INFO mul3w_sld_gs finished [took 1268.0650s]
-14/11/23 22:16:56| INFO mul_sld_gs finished [took 1320.9599s]
-14/11/23 22:16:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1466.3731s]
-14/11/23 22:16:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 22:18:46| INFO mul3wc_sld finished [took 97.6416s]
-14/11/23 22:18:54| INFO mul3wmc_sld finished [took 82.3008s]
-14/11/23 22:18:55| INFO mulc_sld finished [took 111.4751s]
-14/11/23 22:19:04| INFO binc_sld finished [took 124.5108s]
-14/11/23 22:19:19| INFO mulmc_sld finished [took 113.0243s]
-14/11/23 22:19:28| INFO binmc_sld finished [took 130.6370s]
-14/11/23 22:23:46| INFO mul3wne_sld finished [took 281.8430s]
-14/11/23 22:24:41| INFO mulne_sld finished [took 342.5610s]
-14/11/23 22:24:49| INFO binne_sld finished [took 358.8204s]
-14/11/23 22:30:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 684.7556s]
-14/11/23 22:30:45| INFO kfcv finished [took 402.3518s]
-14/11/23 22:31:05| INFO ref finished [took 369.5388s]
-14/11/23 22:31:56| INFO atc_mc finished [took 406.8730s]
-14/11/23 22:35:08| INFO doc_feat finished [took 233.2618s]
-14/11/23 22:35:51| INFO atc_ne finished [took 295.6867s]
-14/11/23 22:36:09| INFO bin_sld_gs finished [took 1014.4266s]
-14/11/23 22:37:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 1086.3038s]
-14/11/23 22:39:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 1225.5406s]
-14/11/23 22:39:58| INFO mul3w_sld_gs finished [took 1224.0842s]
-14/11/23 22:40:39| INFO mul_sld_gs finished [took 1274.9578s]
-14/11/23 22:40:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1422.8807s]
-14/11/23 22:40:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 22:42:23| INFO mul3wc_sld finished [took 93.5814s]
-14/11/23 22:42:27| INFO mulc_sld finished [took 102.4895s]
-14/11/23 22:42:33| INFO mul3wmc_sld finished [took 82.3897s]
-14/11/23 22:42:42| INFO mulmc_sld finished [took 96.0158s]
-14/11/23 22:43:02| INFO binc_sld finished [took 139.9529s]
-14/11/23 22:43:17| INFO binmc_sld finished [took 139.9538s]
-14/11/23 22:46:47| INFO mul3wne_sld finished [took 248.1434s]
-14/11/23 22:47:19| INFO mulne_sld finished [took 285.8942s]
-14/11/23 22:48:38| INFO binne_sld finished [took 370.3696s]
-14/11/23 22:52:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 609.1783s]
-14/11/23 22:53:28| INFO ref finished [took 358.0507s]
-14/11/23 22:53:34| INFO kfcv finished [took 393.6008s]
-14/11/23 22:55:07| INFO atc_mc finished [took 375.6329s]
-14/11/23 22:57:43| INFO bin_sld_gs finished [took 893.1808s]
-14/11/23 22:57:52| INFO doc_feat finished [took 243.9139s]
-14/11/23 22:58:32| INFO atc_ne finished [took 293.7785s]
-14/11/23 23:01:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 1061.6503s]
-14/11/23 23:02:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 1186.1492s]
-14/11/23 23:03:12| INFO mul3w_sld_gs finished [took 1186.4216s]
-14/11/23 23:03:42| INFO mul_sld_gs finished [took 1234.0582s]
-14/11/23 23:03:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1382.7812s]
-----------------------------------------------------------------------------------------------------
-15/11/23 04:09:36| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-15/11/23 04:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-15/11/23 04:11:22| INFO mul3w_sld finished [took 88.7088s]
-15/11/23 04:11:32| INFO mulc_sld finished [took 85.9098s]
-15/11/23 04:11:33| INFO mul3wc_sld finished [took 82.6034s]
-15/11/23 04:11:43| INFO bin_sld finished [took 117.9042s]
-15/11/23 04:11:51| INFO binc_sld finished [took 111.6971s]
-15/11/23 04:12:25| INFO mul_sld finished [took 157.1144s]
-15/11/23 04:13:17| INFO mul3wmc_sld finished [took 95.0918s]
-15/11/23 04:13:20| INFO binmc_sld finished [took 114.8857s]
-15/11/23 04:13:25| INFO mulmc_sld finished [took 109.3353s]
-15/11/23 04:13:27| INFO mulne_sld finished [took 88.7479s]
-15/11/23 04:13:50| INFO binne_sld finished [took 117.2911s]
-15/11/23 04:14:08| INFO mul3wne_sld finished [took 99.1483s]
-15/11/23 04:16:42| INFO kfcv finished [took 188.9529s]
-15/11/23 04:17:01| INFO ref finished [took 186.6000s]
-15/11/23 04:17:51| INFO atc_mc finished [took 217.5788s]
-15/11/23 04:20:59| INFO doc_feat finished [took 233.7094s]
-15/11/23 04:21:28| INFO atc_ne finished [took 278.6711s]
-15/11/23 04:37:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1468.5171s]
-15/11/23 04:42:14| INFO bin_sld_gs finished [took 1733.6356s]
-15/11/23 05:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 2860.2896s]
-15/11/23 05:03:36| INFO mul3w_sld_gs finished [took 3006.3117s]
-15/11/23 05:06:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00644) [took 3210.7878s]
-15/11/23 05:07:44| INFO mul_sld_gs finished [took 3259.2936s]
-15/11/23 05:07:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 3482.4827s]
-15/11/23 05:07:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-15/11/23 05:09:32| INFO mul3w_sld finished [took 95.2699s]
-15/11/23 05:09:40| INFO bin_sld finished [took 112.0420s]
-15/11/23 05:09:43| INFO mul3wc_sld finished [took 86.1229s]
-15/11/23 05:09:51| INFO mulc_sld finished [took 99.5516s]
-15/11/23 05:09:53| INFO binc_sld finished [took 108.5802s]
-15/11/23 05:10:07| INFO mul_sld finished [took 135.6335s]
-15/11/23 05:11:29| INFO mul3wmc_sld finished [took 99.5333s]
-15/11/23 05:11:29| INFO binmc_sld finished [took 113.4717s]
-15/11/23 05:11:32| INFO mulmc_sld finished [took 108.1948s]
-15/11/23 05:11:38| INFO mul3wne_sld finished [took 84.2389s]
-15/11/23 05:11:49| INFO binne_sld finished [took 106.8129s]
-15/11/23 05:11:53| INFO mulne_sld finished [took 105.1547s]
-15/11/23 05:15:20| INFO kfcv finished [took 215.0308s]
-15/11/23 05:15:31| INFO ref finished [took 214.0900s]
-15/11/23 05:15:54| INFO atc_mc finished [took 231.2363s]
-15/11/23 05:19:40| INFO doc_feat finished [took 239.3871s]
-15/11/23 05:20:33| INFO atc_ne finished [took 302.1281s]
-15/11/23 05:40:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00768) [took 1745.7769s]
-15/11/23 05:45:27| INFO bin_sld_gs finished [took 2033.7795s]
-15/11/23 06:00:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01546) [took 2947.0565s]
-15/11/23 06:03:19| INFO mul3w_sld_gs finished [took 3098.2737s]
-15/11/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01392) [took 3328.3200s]
-15/11/23 06:07:55| INFO mul_sld_gs finished [took 3377.9962s]
-15/11/23 06:07:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 3611.1710s]
-15/11/23 06:07:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-15/11/23 06:09:47| INFO bin_sld finished [took 108.5232s]
-15/11/23 06:09:47| INFO mul3w_sld finished [took 98.3871s]
-15/11/23 06:09:57| INFO mul_sld finished [took 114.3858s]
-15/11/23 06:10:01| INFO binc_sld finished [took 103.0382s]
-15/11/23 06:10:02| INFO mul3wc_sld finished [took 92.2713s]
-15/11/23 06:10:18| INFO mulc_sld finished [took 114.9183s]
-15/11/23 06:11:45| INFO mul3wmc_sld finished [took 100.2997s]
-15/11/23 06:11:45| INFO binmc_sld finished [took 113.0942s]
-15/11/23 06:11:49| INFO mulmc_sld finished [took 111.7305s]
-15/11/23 06:11:52| INFO mul3wne_sld finished [took 85.1683s]
-15/11/23 06:11:56| INFO binne_sld finished [took 101.2432s]
-15/11/23 06:12:06| INFO mulne_sld finished [took 103.3024s]
-15/11/23 06:15:34| INFO ref finished [took 204.4876s]
-15/11/23 06:15:36| INFO kfcv finished [took 214.3952s]
-15/11/23 06:16:07| INFO atc_mc finished [took 229.1752s]
-15/11/23 06:19:49| INFO doc_feat finished [took 234.5028s]
-15/11/23 06:20:36| INFO atc_ne finished [took 292.6994s]
-15/11/23 06:45:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00782) [took 2004.9336s]
-15/11/23 06:49:09| INFO bin_sld_gs finished [took 2240.1254s]
-15/11/23 06:58:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00842) [took 2821.0408s]
-15/11/23 07:01:12| INFO mul3w_sld_gs finished [took 2954.0182s]
-15/11/23 07:04:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00913) [took 3140.5123s]
-15/11/23 07:05:03| INFO mul_sld_gs finished [took 3190.0225s]
-15/11/23 07:05:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 3428.1935s]
-15/11/23 07:05:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-15/11/23 07:06:51| INFO mul3w_sld finished [took 97.2198s]
-15/11/23 07:06:51| INFO bin_sld finished [took 105.0070s]
-15/11/23 07:07:00| INFO mul3wc_sld finished [took 87.5219s]
-15/11/23 07:07:02| INFO binc_sld finished [took 99.6789s]
-15/11/23 07:07:03| INFO mul_sld finished [took 114.4032s]
-15/11/23 07:07:21| INFO mulc_sld finished [took 112.9915s]
-15/11/23 07:08:43| INFO mul3wmc_sld finished [took 96.6306s]
-15/11/23 07:08:43| INFO binmc_sld finished [took 109.2675s]
-15/11/23 07:08:49| INFO mulmc_sld finished [took 110.4332s]
-15/11/23 07:08:53| INFO mul3wne_sld finished [took 86.4177s]
-15/11/23 07:08:55| INFO binne_sld finished [took 102.8294s]
-15/11/23 07:09:08| INFO mulne_sld finished [took 108.4970s]
-15/11/23 07:12:07| INFO ref finished [took 183.8496s]
-15/11/23 07:12:10| INFO kfcv finished [took 193.2444s]
-15/11/23 07:12:44| INFO atc_mc finished [took 212.0704s]
-15/11/23 07:16:05| INFO doc_feat finished [took 224.3999s]
-15/11/23 07:16:57| INFO atc_ne finished [took 284.3214s]
-15/11/23 07:43:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 2093.3644s]
-15/11/23 07:48:41| INFO bin_sld_gs finished [took 2395.2270s]
-15/11/23 07:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 3032.5675s]
-15/11/23 08:01:49| INFO mul3w_sld_gs finished [took 3175.9059s]
-15/11/23 08:05:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 3427.9091s]
-15/11/23 08:06:45| INFO mul_sld_gs finished [took 3476.0947s]
-15/11/23 08:06:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 3701.6275s]
-15/11/23 08:06:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-15/11/23 08:08:35| INFO mul3w_sld finished [took 97.5756s]
-15/11/23 08:08:40| INFO bin_sld finished [took 112.1406s]
-15/11/23 08:08:46| INFO mul_sld finished [took 112.9392s]
-15/11/23 08:08:48| INFO mul3wc_sld finished [took 90.8200s]
-15/11/23 08:08:49| INFO binc_sld finished [took 103.4855s]
-15/11/23 08:09:13| INFO mulc_sld finished [took 120.6758s]
-15/11/23 08:10:30| INFO mul3wmc_sld finished [took 97.3327s]
-15/11/23 08:10:30| INFO binmc_sld finished [took 110.6134s]
-15/11/23 08:10:40| INFO binne_sld finished [took 100.3092s]
-15/11/23 08:10:42| INFO mulmc_sld finished [took 115.8021s]
-15/11/23 08:10:42| INFO mul3wne_sld finished [took 81.8762s]
-15/11/23 08:11:02| INFO mulne_sld finished [took 115.2696s]
-15/11/23 08:14:16| INFO ref finished [took 198.5631s]
-15/11/23 08:14:19| INFO kfcv finished [took 208.6101s]
-15/11/23 08:14:51| INFO atc_mc finished [took 221.8101s]
-15/11/23 08:18:33| INFO doc_feat finished [took 239.9441s]
-15/11/23 08:19:29| INFO atc_ne finished [took 304.1815s]
-15/11/23 08:45:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00653) [took 2100.3676s]
-15/11/23 08:50:08| INFO bin_sld_gs finished [took 2374.1135s]
-15/11/23 09:01:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 3031.7283s]
-15/11/23 09:03:48| INFO mul3w_sld_gs finished [took 3182.7798s]
-15/11/23 09:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00572) [took 3412.7180s]
-15/11/23 09:08:21| INFO mul_sld_gs finished [took 3463.0379s]
-15/11/23 09:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 3696.0639s]
-15/11/23 09:08:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-15/11/23 09:10:07| INFO mul3w_sld finished [took 94.7023s]
-15/11/23 09:10:13| INFO bin_sld finished [took 108.8303s]
-15/11/23 09:10:15| INFO mul3wc_sld finished [took 83.2103s]
-15/11/23 09:10:25| INFO binc_sld finished [took 104.6440s]
-15/11/23 09:10:39| INFO mul_sld finished [took 130.7224s]
-15/11/23 09:10:45| INFO mulc_sld finished [took 118.3404s]
-15/11/23 09:12:02| INFO binmc_sld finished [took 111.0720s]
-15/11/23 09:12:02| INFO mul3wmc_sld finished [took 99.4223s]
-15/11/23 09:12:16| INFO binne_sld finished [took 103.0191s]
-15/11/23 09:12:18| INFO mulmc_sld finished [took 121.1474s]
-15/11/23 09:12:19| INFO mul3wne_sld finished [took 87.9220s]
-15/11/23 09:12:47| INFO mulne_sld finished [took 124.4554s]
-15/11/23 09:15:56| INFO ref finished [took 201.4576s]
-15/11/23 09:16:00| INFO kfcv finished [took 214.6799s]
-15/11/23 09:16:51| INFO atc_mc finished [took 234.5041s]
-15/11/23 09:20:24| INFO doc_feat finished [took 251.4989s]
-15/11/23 09:21:32| INFO atc_ne finished [took 330.0316s]
-15/11/23 09:46:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00545) [took 2071.0225s]
-15/11/23 09:51:05| INFO bin_sld_gs finished [took 2340.1339s]
-15/11/23 10:02:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 2990.3765s]
-15/11/23 10:04:44| INFO mul3w_sld_gs finished [took 3143.3587s]
-15/11/23 10:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00632) [took 3383.0715s]
-15/11/23 10:09:22| INFO mul_sld_gs finished [took 3433.3077s]
-15/11/23 10:09:22| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 3660.8700s]
-15/11/23 10:09:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-15/11/23 10:11:13| INFO mul3w_sld finished [took 97.8066s]
-15/11/23 10:11:22| INFO mul3wc_sld finished [took 85.1817s]
-15/11/23 10:11:23| INFO bin_sld finished [took 117.3856s]
-15/11/23 10:11:36| INFO mul_sld finished [took 126.6567s]
-15/11/23 10:11:37| INFO binc_sld finished [took 114.3416s]
-15/11/23 10:11:50| INFO mulc_sld finished [took 120.0792s]
-15/11/23 10:13:11| INFO mul3wmc_sld finished [took 99.5610s]
-15/11/23 10:13:15| INFO binmc_sld finished [took 117.2023s]
-15/11/23 10:13:24| INFO mul3wne_sld finished [took 86.9684s]
-15/11/23 10:13:27| INFO mulmc_sld finished [took 121.0056s]
-15/11/23 10:13:47| INFO binne_sld finished [took 121.4703s]
-15/11/23 10:13:50| INFO mulne_sld finished [took 120.2871s]
-15/11/23 10:17:18| INFO kfcv finished [took 223.9378s]
-15/11/23 10:17:25| INFO ref finished [took 211.1518s]
-15/11/23 10:18:01| INFO atc_mc finished [took 239.7622s]
-15/11/23 10:21:37| INFO doc_feat finished [took 241.2226s]
-15/11/23 10:22:45| INFO atc_ne finished [took 315.9710s]
-15/11/23 10:46:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1984.0491s]
-15/11/23 10:51:04| INFO bin_sld_gs finished [took 2269.6145s]
-15/11/23 11:03:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.01075) [took 2991.1006s]
-15/11/23 11:05:50| INFO mul3w_sld_gs finished [took 3141.4667s]
-15/11/23 11:09:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00765) [took 3353.9196s]
-15/11/23 11:10:06| INFO mul_sld_gs finished [took 3406.0194s]
-15/11/23 11:10:06| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 3643.7925s]
-15/11/23 11:10:06| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-15/11/23 11:11:55| INFO mul3w_sld finished [took 97.3529s]
-15/11/23 11:12:04| INFO mul3wc_sld finished [took 83.6839s]
-15/11/23 11:12:09| INFO mul_sld finished [took 116.4522s]
-15/11/23 11:12:27| INFO mulc_sld finished [took 112.8964s]
-15/11/23 11:12:27| INFO bin_sld finished [took 138.0403s]
-15/11/23 11:12:36| INFO binc_sld finished [took 128.2516s]
-15/11/23 11:13:52| INFO mul3wmc_sld finished [took 95.1805s]
-15/11/23 11:14:04| INFO binmc_sld finished [took 123.8704s]
-15/11/23 11:14:05| INFO mulmc_sld finished [took 116.3404s]
-15/11/23 11:14:05| INFO mul3wne_sld finished [took 82.2907s]
-15/11/23 11:14:25| INFO mulne_sld finished [took 108.4966s]
-15/11/23 11:14:43| INFO binne_sld finished [took 132.0226s]
-15/11/23 11:17:39| INFO kfcv finished [took 202.2084s]
-15/11/23 11:17:49| INFO ref finished [took 195.5469s]
-15/11/23 11:18:43| INFO atc_mc finished [took 228.9629s]
-15/11/23 11:21:52| INFO doc_feat finished [took 233.8964s]
-15/11/23 11:22:53| INFO atc_ne finished [took 304.7668s]
-15/11/23 11:43:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00894) [took 1774.3149s]
-15/11/23 11:49:44| INFO bin_sld_gs finished [took 2147.2786s]
-15/11/23 12:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01116) [took 2900.2367s]
-15/11/23 12:05:13| INFO mul3w_sld_gs finished [took 3061.0453s]
-15/11/23 12:08:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01595) [took 3271.9846s]
-15/11/23 12:09:30| INFO mul_sld_gs finished [took 3322.2576s]
-15/11/23 12:09:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 3563.8652s]
-15/11/23 12:09:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-15/11/23 12:11:15| INFO mul3w_sld finished [took 93.4086s]
-15/11/23 12:11:22| INFO mul3wc_sld finished [took 82.2547s]
-15/11/23 12:11:26| INFO mulc_sld finished [took 91.6249s]
-15/11/23 12:11:49| INFO bin_sld finished [took 136.0271s]
-15/11/23 12:11:59| INFO binc_sld finished [took 130.9645s]
-15/11/23 12:12:00| INFO mul_sld finished [took 143.5693s]
-15/11/23 12:13:05| INFO mul3wmc_sld finished [took 92.8853s]
-15/11/23 12:13:07| INFO mulmc_sld finished [took 101.3403s]
-15/11/23 12:13:30| INFO binmc_sld finished [took 130.9471s]
-15/11/23 12:13:40| INFO mul3wne_sld finished [took 92.3468s]
-15/11/23 12:14:02| INFO mulne_sld finished [took 119.4438s]
-15/11/23 12:14:39| INFO binne_sld finished [took 166.4648s]
-15/11/23 12:17:32| INFO kfcv finished [took 222.7909s]
-15/11/23 12:17:32| INFO ref finished [took 202.4387s]
-15/11/23 12:18:45| INFO atc_mc finished [took 237.6597s]
-15/11/23 12:21:43| INFO doc_feat finished [took 233.6943s]
-15/11/23 12:22:38| INFO atc_ne finished [took 295.3503s]
-15/11/23 12:40:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00604) [took 1611.8802s]
-15/11/23 12:44:27| INFO bin_sld_gs finished [took 1877.6335s]
-15/11/23 13:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00830) [took 2816.9939s]
-15/11/23 13:03:06| INFO mul3w_sld_gs finished [took 2970.1184s]
-15/11/23 13:05:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00808) [took 3160.5303s]
-15/11/23 13:06:41| INFO mul_sld_gs finished [took 3207.3902s]
-15/11/23 13:06:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 3431.3826s]
-----------------------------------------------------------------------------------------------------
-16/11/23 01:41:52| INFO dataset imdb_9prevs [pool size: 6]
-16/11/23 01:42:02| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-16/11/23 01:43:05| INFO mul3wc_sld finished [took 52.0536s]
-16/11/23 01:43:09| INFO mul3w_sld finished [took 60.9362s]
-16/11/23 01:43:10| INFO mulc_sld finished [took 59.0440s]
-16/11/23 01:43:43| INFO bin_sld finished [took 98.1298s]
-16/11/23 01:43:46| INFO binc_sld finished [took 96.5629s]
-16/11/23 01:44:03| INFO mul3wmc_sld finished [took 50.6276s]
-16/11/23 01:44:16| INFO mulmc_sld finished [took 63.4763s]
-16/11/23 01:44:21| INFO mul_sld finished [took 134.7989s]
-16/11/23 01:44:41| INFO mulne_sld finished [took 52.4496s]
-16/11/23 01:44:44| INFO binmc_sld finished [took 97.5368s]
-16/11/23 01:44:49| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-16/11/23 01:44:59| INFO mul3wne_sld finished [took 54.6499s]
-16/11/23 01:45:35| INFO ref finished [took 42.5397s]
-16/11/23 01:45:38| INFO binne_sld finished [took 112.7650s]
-16/11/23 01:45:45| INFO kfcv finished [took 56.9711s]
-16/11/23 01:46:14| INFO atc_mc finished [took 72.1811s]
-16/11/23 01:46:19| INFO doc_feat finished [took 36.3270s]
-16/11/23 01:46:48| INFO atc_ne finished [took 69.8183s]
-16/11/23 02:24:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00903) [took 2395.9946s]
-16/11/23 02:25:41| INFO mul3w_sld_gs finished [took 2456.7601s]
-16/11/23 02:28:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02849) [took 2621.9346s]
-16/11/23 02:28:29| INFO mul_sld_gs finished [took 2645.3250s]
-16/11/23 02:28:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 2786.5917s]
-16/11/23 02:28:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-16/11/23 02:29:35| INFO mul3w_sld finished [took 59.4041s]
-16/11/23 02:29:37| INFO mul3wc_sld finished [took 55.5888s]
-16/11/23 02:30:08| INFO mulc_sld finished [took 88.5847s]
-16/11/23 02:30:14| INFO binc_sld finished [took 95.6538s]
-16/11/23 02:30:19| INFO bin_sld finished [took 108.7983s]
-16/11/23 02:30:33| INFO mul_sld finished [took 117.5645s]
-16/11/23 02:31:05| INFO mulmc_sld finished [took 85.6571s]
-16/11/23 02:31:08| INFO mul3wmc_sld finished [took 57.8278s]
-16/11/23 02:31:13| INFO binmc_sld finished [took 96.4955s]
-16/11/23 02:31:22| INFO mul3wne_sld finished [took 45.4811s]
-16/11/23 02:32:05| INFO binne_sld finished [took 107.5387s]
-16/11/23 02:32:13| INFO kfcv finished [took 49.2775s]
-16/11/23 02:32:17| INFO mulne_sld finished [took 113.6025s]
-16/11/23 02:33:08| INFO ref finished [took 58.9272s]
-16/11/23 02:33:32| INFO atc_mc finished [took 75.4368s]
-16/11/23 02:33:43| INFO atc_ne finished [took 82.9640s]
-16/11/23 02:33:49| INFO doc_feat finished [took 36.9348s]
-16/11/23 02:57:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00923) [took 1584.0632s]
-16/11/23 03:00:00| INFO bin_sld_gs finished [took 1732.0792s]
-16/11/23 03:20:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01100) [took 2928.3099s]
-16/11/23 03:20:57| INFO mul3w_sld_gs finished [took 2981.6413s]
-16/11/23 03:25:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01306) [took 3259.2528s]
-16/11/23 03:26:15| INFO mul_sld_gs finished [took 3304.6561s]
-16/11/23 03:26:15| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 3465.8522s]
-16/11/23 03:26:15| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-16/11/23 03:27:31| INFO mul3w_sld finished [took 61.9412s]
-16/11/23 03:27:31| INFO mul3wc_sld finished [took 58.6905s]
-16/11/23 03:27:52| INFO binc_sld finished [took 82.0447s]
-16/11/23 03:27:58| INFO bin_sld finished [took 94.1580s]
-16/11/23 03:28:04| INFO mulc_sld finished [took 90.5984s]
-16/11/23 03:28:09| INFO mul_sld finished [took 101.8637s]
-16/11/23 03:28:53| INFO mul3wmc_sld finished [took 57.4945s]
-16/11/23 03:28:53| INFO binmc_sld finished [took 77.5877s]
-16/11/23 03:29:00| INFO mulmc_sld finished [took 84.3274s]
-16/11/23 03:29:09| INFO mul3wne_sld finished [took 54.8730s]
-16/11/23 03:29:32| INFO binne_sld finished [took 87.5643s]
-16/11/23 03:29:41| INFO mulne_sld finished [took 91.4135s]
-16/11/23 03:30:27| INFO kfcv finished [took 73.3328s]
-16/11/23 03:30:40| INFO ref finished [took 62.1756s]
-16/11/23 03:31:11| INFO atc_mc finished [took 84.1784s]
-16/11/23 03:31:17| INFO doc_feat finished [took 30.8553s]
-16/11/23 03:31:44| INFO atc_ne finished [took 70.9733s]
-16/11/23 03:58:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01043) [took 1796.0637s]
-16/11/23 04:00:51| INFO bin_sld_gs finished [took 1913.9550s]
-16/11/23 04:17:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00927) [took 2911.5422s]
-16/11/23 04:18:31| INFO mul3w_sld_gs finished [took 2967.7992s]
-16/11/23 04:24:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00960) [took 3306.6687s]
-16/11/23 04:24:28| INFO mul_sld_gs finished [took 3330.5210s]
-16/11/23 04:24:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 3493.3809s]
-16/11/23 04:24:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-16/11/23 04:25:38| INFO mul3w_sld finished [took 60.6976s]
-16/11/23 04:25:45| INFO mul3wc_sld finished [took 63.2605s]
-16/11/23 04:25:54| INFO binc_sld finished [took 76.0740s]
-16/11/23 04:25:57| INFO bin_sld finished [took 85.3429s]
-16/11/23 04:26:15| INFO mulc_sld finished [took 94.3880s]
-16/11/23 04:26:18| INFO mul_sld finished [took 103.0893s]
-16/11/23 04:26:58| INFO binmc_sld finished [took 77.3293s]
-16/11/23 04:27:00| INFO mul3wmc_sld finished [took 62.1844s]
-16/11/23 04:27:13| INFO mulmc_sld finished [took 86.0097s]
-16/11/23 04:27:13| INFO mul3wne_sld finished [took 51.9375s]
-16/11/23 04:27:17| INFO binne_sld finished [took 74.9333s]
-16/11/23 04:27:48| INFO mulne_sld finished [took 90.7497s]
-16/11/23 04:28:12| INFO ref finished [took 50.5309s]
-16/11/23 04:28:23| INFO kfcv finished [took 66.5648s]
-16/11/23 04:29:07| INFO doc_feat finished [took 40.7631s]
-16/11/23 04:29:12| INFO atc_mc finished [took 80.9626s]
-16/11/23 04:29:26| INFO atc_ne finished [took 69.3417s]
-16/11/23 04:59:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01178) [took 1978.0762s]
-16/11/23 05:02:04| INFO bin_sld_gs finished [took 2102.6212s]
-16/11/23 05:16:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01298) [took 2973.2311s]
-16/11/23 05:17:46| INFO mul3w_sld_gs finished [took 3030.1211s]
-16/11/23 05:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01027) [took 3333.3306s]
-16/11/23 05:22:59| INFO mul_sld_gs finished [took 3356.7777s]
-16/11/23 05:22:59| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 3511.1629s]
-16/11/23 05:23:00| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-16/11/23 05:24:12| INFO mul3w_sld finished [took 64.1661s]
-16/11/23 05:24:13| INFO mul3wc_sld finished [took 60.3990s]
-16/11/23 05:24:26| INFO binc_sld finished [took 77.9600s]
-16/11/23 05:24:31| INFO bin_sld finished [took 86.7545s]
-16/11/23 05:24:48| INFO mulc_sld finished [took 96.2658s]
-16/11/23 05:24:48| INFO mul_sld finished [took 102.0261s]
-16/11/23 05:25:28| INFO mul3wmc_sld finished [took 59.0775s]
-16/11/23 05:25:32| INFO binmc_sld finished [took 76.8692s]
-16/11/23 05:25:42| INFO mulmc_sld finished [took 85.7625s]
-16/11/23 05:25:43| INFO binne_sld finished [took 66.8000s]
-16/11/23 05:25:43| INFO mul3wne_sld finished [took 51.4845s]
-16/11/23 05:26:24| INFO mulne_sld finished [took 92.5383s]
-16/11/23 05:26:40| INFO ref finished [took 52.7780s]
-16/11/23 05:26:51| INFO kfcv finished [took 64.2859s]
-16/11/23 05:27:29| INFO doc_feat finished [took 36.1107s]
-16/11/23 05:27:39| INFO atc_mc finished [took 70.3112s]
-16/11/23 05:27:48| INFO atc_ne finished [took 64.8853s]
-16/11/23 05:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00940) [took 1983.2246s]
-16/11/23 06:00:33| INFO bin_sld_gs finished [took 2102.9532s]
-16/11/23 06:14:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 2946.7034s]
-16/11/23 06:15:47| INFO mul3w_sld_gs finished [took 3001.8138s]
-16/11/23 06:21:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 3347.5309s]
-16/11/23 06:21:48| INFO mul_sld_gs finished [took 3374.2944s]
-16/11/23 06:21:48| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 3528.9544s]
-16/11/23 06:21:48| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-16/11/23 06:22:59| INFO mul3w_sld finished [took 63.3509s]
-16/11/23 06:23:02| INFO mul3wc_sld finished [took 61.8792s]
-16/11/23 06:23:12| INFO binc_sld finished [took 76.5227s]
-16/11/23 06:23:15| INFO bin_sld finished [took 83.6122s]
-16/11/23 06:23:33| INFO mulc_sld finished [took 94.9601s]
-16/11/23 06:23:34| INFO mul_sld finished [took 101.2373s]
-16/11/23 06:24:17| INFO mul3wmc_sld finished [took 62.1078s]
-16/11/23 06:24:22| INFO binmc_sld finished [took 81.2689s]
-16/11/23 06:24:28| INFO mulmc_sld finished [took 83.1038s]
-16/11/23 06:24:34| INFO mul3wne_sld finished [took 56.7140s]
-16/11/23 06:24:42| INFO binne_sld finished [took 82.0239s]
-16/11/23 06:24:52| INFO mulne_sld finished [took 76.4741s]
-16/11/23 06:25:36| INFO ref finished [took 52.2184s]
-16/11/23 06:25:45| INFO kfcv finished [took 69.5024s]
-16/11/23 06:26:14| INFO atc_mc finished [took 80.1897s]
-16/11/23 06:26:20| INFO doc_feat finished [took 32.5290s]
-16/11/23 06:26:46| INFO atc_ne finished [took 65.7763s]
-16/11/23 06:57:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01142) [took 1971.9770s]
-16/11/23 06:59:23| INFO bin_sld_gs finished [took 2103.8434s]
-16/11/23 07:14:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01222) [took 2983.1039s]
-16/11/23 07:15:09| INFO mul3w_sld_gs finished [took 3038.7610s]
-16/11/23 07:20:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00979) [took 3352.7055s]
-16/11/23 07:20:41| INFO mul_sld_gs finished [took 3377.4928s]
-16/11/23 07:20:41| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 3532.7431s]
-16/11/23 07:20:41| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-16/11/23 07:21:56| INFO mul3w_sld finished [took 63.2958s]
-16/11/23 07:21:58| INFO mul3wc_sld finished [took 63.2953s]
-16/11/23 07:22:13| INFO bin_sld finished [took 88.6044s]
-16/11/23 07:22:13| INFO binc_sld finished [took 80.0413s]
-16/11/23 07:22:24| INFO mulc_sld finished [took 91.1407s]
-16/11/23 07:22:29| INFO mul_sld finished [took 98.7974s]
-16/11/23 07:23:15| INFO binmc_sld finished [took 76.3360s]
-16/11/23 07:23:15| INFO mul3wmc_sld finished [took 56.3690s]
-16/11/23 07:23:23| INFO mulmc_sld finished [took 81.9523s]
-16/11/23 07:23:24| INFO mul3wne_sld finished [took 50.4491s]
-16/11/23 07:23:37| INFO binne_sld finished [took 78.7797s]
-16/11/23 07:23:48| INFO mulne_sld finished [took 79.7318s]
-16/11/23 07:24:35| INFO ref finished [took 53.0934s]
-16/11/23 07:24:41| INFO kfcv finished [took 71.1928s]
-16/11/23 07:25:11| INFO atc_mc finished [took 78.8140s]
-16/11/23 07:25:15| INFO doc_feat finished [took 30.5960s]
-16/11/23 07:25:42| INFO atc_ne finished [took 62.0156s]
-16/11/23 07:55:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.02194) [took 1907.4165s]
-16/11/23 07:56:40| INFO bin_sld_gs finished [took 2002.4114s]
-16/11/23 08:12:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01262) [took 2948.5332s]
-16/11/23 08:13:35| INFO mul3w_sld_gs finished [took 3007.2804s]
-16/11/23 08:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00906) [took 3318.4935s]
-16/11/23 08:19:01| INFO mul_sld_gs finished [took 3341.9666s]
-16/11/23 08:19:01| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 3499.3833s]
-16/11/23 08:19:01| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-16/11/23 08:20:11| INFO mul3w_sld finished [took 62.2055s]
-16/11/23 08:20:16| INFO mul3wc_sld finished [took 59.0412s]
-16/11/23 08:20:35| INFO mulc_sld finished [took 80.2908s]
-16/11/23 08:20:37| INFO mul_sld finished [took 87.6275s]
-16/11/23 08:20:55| INFO binc_sld finished [took 104.4525s]
-16/11/23 08:20:57| INFO bin_sld finished [took 112.2536s]
-16/11/23 08:21:36| INFO mul3wmc_sld finished [took 57.9849s]
-16/11/23 08:21:36| INFO mulmc_sld finished [took 77.0009s]
-16/11/23 08:21:49| INFO mul3wne_sld finished [took 48.3533s]
-16/11/23 08:21:50| INFO binmc_sld finished [took 95.9056s]
-16/11/23 08:22:09| INFO mulne_sld finished [took 71.4848s]
-16/11/23 08:22:18| INFO binne_sld finished [took 97.3612s]
-16/11/23 08:22:42| INFO kfcv finished [took 48.8032s]
-16/11/23 08:22:51| INFO ref finished [took 38.1551s]
-16/11/23 08:23:17| INFO atc_mc finished [took 56.6460s]
-16/11/23 08:23:31| INFO doc_feat finished [took 36.4927s]
-16/11/23 08:24:00| INFO atc_ne finished [took 73.9113s]
-16/11/23 08:49:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01472) [took 1698.7367s]
-16/11/23 08:53:06| INFO bin_sld_gs finished [took 1886.8326s]
-16/11/23 09:10:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00855) [took 2896.0308s]
-16/11/23 09:11:01| INFO mul3w_sld_gs finished [took 2949.8681s]
-16/11/23 09:15:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00808) [took 3242.1207s]
-16/11/23 09:16:06| INFO mul_sld_gs finished [took 3265.5376s]
-16/11/23 09:16:06| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 3424.9338s]
-16/11/23 09:16:06| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-16/11/23 09:17:13| INFO mulc_sld finished [took 57.9910s]
-16/11/23 09:17:13| INFO mul3wc_sld finished [took 57.4116s]
-16/11/23 09:17:18| INFO mul3w_sld finished [took 67.2150s]
-16/11/23 09:17:36| INFO bin_sld finished [took 88.2137s]
-16/11/23 09:17:41| INFO binc_sld finished [took 88.0308s]
-16/11/23 09:17:59| INFO mul_sld finished [took 109.6367s]
-16/11/23 09:18:24| INFO mul3wmc_sld finished [took 63.4130s]
-16/11/23 09:18:26| INFO mulmc_sld finished [took 69.5044s]
-16/11/23 09:18:34| INFO binmc_sld finished [took 79.5843s]
-16/11/23 09:18:38| INFO mulne_sld finished [took 54.5641s]
-16/11/23 09:18:50| INFO binne_sld finished [took 71.6646s]
-16/11/23 09:18:53| INFO mul3wne_sld finished [took 51.8810s]
-16/11/23 09:19:02| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 09:19:28| INFO kfcv finished [took 49.1535s]
-16/11/23 09:19:41| INFO ref finished [took 48.1446s]
-16/11/23 09:20:02| INFO atc_mc finished [took 67.2438s]
-16/11/23 09:20:08| INFO doc_feat finished [took 36.3265s]
-16/11/23 09:20:14| INFO atc_ne finished [took 69.7821s]
-16/11/23 09:58:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00920) [took 2419.8040s]
-16/11/23 09:59:52| INFO mul3w_sld_gs finished [took 2476.0211s]
-16/11/23 10:01:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.04211) [took 2586.6891s]
-16/11/23 10:01:54| INFO mul_sld_gs finished [took 2606.3800s]
-16/11/23 10:01:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 2748.8348s]
-----------------------------------------------------------------------------------------------------
-16/11/23 14:21:16| INFO dataset rcv1_GCAT_9prevs [pool size: 6]
-16/11/23 14:21:21| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-16/11/23 14:22:53| INFO bin_sld finished [took 88.6548s]
-16/11/23 14:23:06| INFO mul3w_sld finished [took 95.0373s]
-16/11/23 14:23:08| INFO mul3wc_sld finished [took 81.4332s]
-16/11/23 14:23:11| INFO binc_sld finished [took 93.5790s]
-16/11/23 14:23:52| INFO mul_sld finished [took 145.1238s]
-16/11/23 14:23:54| INFO mulc_sld finished [took 131.9848s]
-16/11/23 14:24:32| INFO binmc_sld finished [took 95.7012s]
-16/11/23 14:24:46| INFO binne_sld finished [took 83.4026s]
-16/11/23 14:24:47| INFO mul3wmc_sld finished [took 92.9080s]
-16/11/23 14:25:04| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-16/11/23 14:25:51| INFO mul3wne_sld finished [took 111.1272s]
-16/11/23 14:26:13| INFO mulmc_sld finished [took 184.3841s]
-16/11/23 14:27:02| INFO mulne_sld finished [took 187.5049s]
-16/11/23 14:27:30| INFO kfcv finished [took 141.9976s]
-16/11/23 14:28:32| INFO ref finished [took 154.6723s]
-16/11/23 14:29:12| INFO atc_mc finished [took 173.3382s]
-16/11/23 14:30:04| INFO atc_ne finished [took 177.8409s]
-16/11/23 14:30:19| INFO doc_feat finished [took 162.3897s]
-16/11/23 15:00:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00594) [took 2128.6994s]
-16/11/23 15:03:10| INFO mul3w_sld_gs finished [took 2295.6888s]
-16/11/23 15:04:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00899) [took 2361.0300s]
-16/11/23 15:04:58| INFO mul_sld_gs finished [took 2408.3644s]
-16/11/23 15:04:58| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 2616.5518s]
-16/11/23 15:04:58| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-16/11/23 15:06:39| INFO mul3w_sld finished [took 91.0640s]
-16/11/23 15:06:48| INFO mul3wc_sld finished [took 83.1946s]
-16/11/23 15:06:59| INFO bin_sld finished [took 118.7498s]
-16/11/23 15:07:18| INFO binc_sld finished [took 123.1208s]
-16/11/23 15:07:26| INFO mul_sld finished [took 142.5062s]
-16/11/23 15:07:51| INFO mulc_sld finished [took 152.3357s]
-16/11/23 15:08:30| INFO mul3wmc_sld finished [took 87.0734s]
-16/11/23 15:08:47| INFO binmc_sld finished [took 124.3369s]
-16/11/23 15:09:31| INFO mul3wne_sld finished [took 96.2124s]
-16/11/23 15:09:33| INFO binne_sld finished [took 131.0517s]
-16/11/23 15:10:00| INFO mulmc_sld finished [took 189.0944s]
-16/11/23 15:10:46| INFO mulne_sld finished [took 196.4156s]
-16/11/23 15:13:17| INFO kfcv finished [took 215.7681s]
-16/11/23 15:13:31| INFO ref finished [took 201.8680s]
-16/11/23 15:15:00| INFO atc_mc finished [took 247.6742s]
-16/11/23 15:17:54| INFO doc_feat finished [took 253.5433s]
-16/11/23 15:18:32| INFO atc_ne finished [took 305.6524s]
-16/11/23 15:32:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00813) [took 1430.7616s]
-16/11/23 15:37:00| INFO bin_sld_gs finished [took 1706.3685s]
-16/11/23 15:52:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 2552.1166s]
-16/11/23 15:54:41| INFO mul3w_sld_gs finished [took 2705.3158s]
-16/11/23 15:57:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01072) [took 2894.5232s]
-16/11/23 15:57:53| INFO mul_sld_gs finished [took 2941.9716s]
-16/11/23 15:57:53| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 3175.6190s]
-16/11/23 15:57:53| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-16/11/23 15:59:38| INFO mul3w_sld finished [took 93.7434s]
-16/11/23 15:59:44| INFO bin_sld finished [took 107.9101s]
-16/11/23 15:59:48| INFO mul3wc_sld finished [took 86.7015s]
-16/11/23 15:59:57| INFO binc_sld finished [took 106.2803s]
-16/11/23 16:00:16| INFO mul_sld finished [took 136.2905s]
-16/11/23 16:00:17| INFO mulc_sld finished [took 121.5525s]
-16/11/23 16:01:26| INFO binmc_sld finished [took 104.9635s]
-16/11/23 16:01:27| INFO mul3wmc_sld finished [took 92.9624s]
-16/11/23 16:01:46| INFO mulmc_sld finished [took 118.3555s]
-16/11/23 16:01:56| INFO binne_sld finished [took 112.2079s]
-16/11/23 16:02:01| INFO mul3wne_sld finished [took 95.8018s]
-16/11/23 16:03:05| INFO mulne_sld finished [took 165.3611s]
-16/11/23 16:05:44| INFO ref finished [took 211.7132s]
-16/11/23 16:05:53| INFO kfcv finished [took 230.1205s]
-16/11/23 16:07:36| INFO atc_mc finished [took 265.8123s]
-16/11/23 16:10:22| INFO doc_feat finished [took 261.2474s]
-16/11/23 16:11:23| INFO atc_ne finished [took 328.7484s]
-16/11/23 16:28:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00490) [took 1615.2711s]
-16/11/23 16:33:13| INFO bin_sld_gs finished [took 1903.7955s]
-16/11/23 16:45:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00586) [took 2639.8238s]
-16/11/23 16:48:38| INFO mul3w_sld_gs finished [took 2806.0181s]
-16/11/23 16:50:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2955.8247s]
-16/11/23 16:51:38| INFO mul_sld_gs finished [took 3004.3991s]
-16/11/23 16:51:38| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 3224.9999s]
-16/11/23 16:51:38| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-16/11/23 16:53:24| INFO mul3w_sld finished [took 95.3368s]
-16/11/23 16:53:26| INFO mul3wc_sld finished [took 79.1479s]
-16/11/23 16:53:27| INFO bin_sld finished [took 105.5351s]
-16/11/23 16:53:40| INFO binc_sld finished [took 103.3716s]
-16/11/23 16:53:44| INFO mul_sld finished [took 119.4244s]
-16/11/23 16:53:58| INFO mulc_sld finished [took 116.8956s]
-16/11/23 16:55:13| INFO mul3wmc_sld finished [took 95.5683s]
-16/11/23 16:55:15| INFO binmc_sld finished [took 107.8645s]
-16/11/23 16:55:23| INFO mulmc_sld finished [took 111.0128s]
-16/11/23 16:55:34| INFO mul3wne_sld finished [took 90.0187s]
-16/11/23 16:55:34| INFO binne_sld finished [took 108.4171s]
-16/11/23 16:55:49| INFO mulne_sld finished [took 117.4212s]
-16/11/23 16:59:01| INFO ref finished [took 194.9159s]
-16/11/23 16:59:16| INFO kfcv finished [took 218.0677s]
-16/11/23 16:59:35| INFO atc_mc finished [took 218.0287s]
-16/11/23 17:03:29| INFO doc_feat finished [took 245.5964s]
-16/11/23 17:04:05| INFO atc_ne finished [took 298.2064s]
-16/11/23 17:24:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00601) [took 1736.9621s]
-16/11/23 17:28:33| INFO bin_sld_gs finished [took 1996.7601s]
-16/11/23 17:42:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00662) [took 2822.6693s]
-16/11/23 17:45:02| INFO mul3w_sld_gs finished [took 2974.7642s]
-16/11/23 17:48:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00692) [took 3169.2842s]
-16/11/23 17:49:04| INFO mul_sld_gs finished [took 3224.0022s]
-16/11/23 17:49:04| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 3446.0325s]
-16/11/23 17:49:04| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-16/11/23 17:50:53| INFO bin_sld finished [took 105.3870s]
-16/11/23 17:50:58| INFO mul3w_sld finished [took 102.0855s]
-16/11/23 17:51:00| INFO mul_sld finished [took 109.0567s]
-16/11/23 17:51:02| INFO mul3wc_sld finished [took 91.8248s]
-16/11/23 17:51:19| INFO mulc_sld finished [took 112.3382s]
-16/11/23 17:51:20| INFO binc_sld finished [took 117.5797s]
-16/11/23 17:52:45| INFO binmc_sld finished [took 109.1693s]
-16/11/23 17:52:50| INFO binne_sld finished [took 96.0562s]
-16/11/23 17:52:53| INFO mulmc_sld finished [took 111.8330s]
-16/11/23 17:52:56| INFO mul3wmc_sld finished [took 109.4199s]
-16/11/23 17:52:56| INFO mul3wne_sld finished [took 89.3891s]
-16/11/23 17:53:08| INFO mulne_sld finished [took 105.7728s]
-16/11/23 17:56:10| INFO kfcv finished [took 188.6544s]
-16/11/23 17:56:18| INFO ref finished [took 189.7353s]
-16/11/23 17:56:48| INFO atc_mc finished [took 215.3244s]
-16/11/23 17:59:58| INFO doc_feat finished [took 212.4369s]
-16/11/23 18:00:43| INFO atc_ne finished [took 265.3340s]
-16/11/23 18:23:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00738) [took 1843.0911s]
-16/11/23 18:27:42| INFO bin_sld_gs finished [took 2093.6915s]
-16/11/23 18:39:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00642) [took 2792.6151s]
-16/11/23 18:42:13| INFO mul3w_sld_gs finished [took 2955.6642s]
-16/11/23 18:45:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00797) [took 3154.7812s]
-16/11/23 18:46:28| INFO mul_sld_gs finished [took 3215.8248s]
-16/11/23 18:46:28| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 3443.8419s]
-16/11/23 18:46:28| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-16/11/23 18:48:16| INFO mul3w_sld finished [took 96.2413s]
-16/11/23 18:48:16| INFO bin_sld finished [took 104.5256s]
-16/11/23 18:48:23| INFO mul_sld finished [took 108.5891s]
-16/11/23 18:48:26| INFO mul3wc_sld finished [took 90.0622s]
-16/11/23 18:48:27| INFO binc_sld finished [took 100.6930s]
-16/11/23 18:48:46| INFO mulc_sld finished [took 114.6963s]
-16/11/23 18:50:05| INFO mul3wmc_sld finished [took 96.4749s]
-16/11/23 18:50:06| INFO mulmc_sld finished [took 102.3350s]
-16/11/23 18:50:06| INFO binmc_sld finished [took 107.4522s]
-16/11/23 18:50:21| INFO mul3wne_sld finished [took 88.3996s]
-16/11/23 18:50:21| INFO binne_sld finished [took 104.5638s]
-16/11/23 18:50:29| INFO mulne_sld finished [took 106.6627s]
-16/11/23 18:54:07| INFO ref finished [took 214.0740s]
-16/11/23 18:54:16| INFO kfcv finished [took 231.4034s]
-16/11/23 18:54:37| INFO atc_mc finished [took 238.6731s]
-16/11/23 18:58:07| INFO doc_feat finished [took 221.8803s]
-16/11/23 18:58:56| INFO atc_ne finished [took 280.8503s]
-16/11/23 19:18:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00635) [took 1728.0089s]
-16/11/23 19:21:51| INFO bin_sld_gs finished [took 1902.6033s]
-16/11/23 19:37:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00694) [took 2809.7462s]
-16/11/23 19:39:39| INFO mul3w_sld_gs finished [took 2963.5415s]
-16/11/23 19:43:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 3181.2806s]
-16/11/23 19:44:02| INFO mul_sld_gs finished [took 3229.9580s]
-16/11/23 19:44:02| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 3453.9005s]
-16/11/23 19:44:02| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-16/11/23 19:45:49| INFO bin_sld finished [took 104.3048s]
-16/11/23 19:45:50| INFO mul3w_sld finished [took 96.6324s]
-16/11/23 19:45:55| INFO mul3wc_sld finished [took 84.4478s]
-16/11/23 19:46:00| INFO binc_sld finished [took 100.3008s]
-16/11/23 19:46:01| INFO mul_sld finished [took 112.8325s]
-16/11/23 19:46:16| INFO mulc_sld finished [took 110.1737s]
-16/11/23 19:47:39| INFO binmc_sld finished [took 106.5375s]
-16/11/23 19:47:39| INFO mul3wmc_sld finished [took 95.4356s]
-16/11/23 19:47:47| INFO mulmc_sld finished [took 109.1439s]
-16/11/23 19:47:49| INFO mul3wne_sld finished [took 87.3065s]
-16/11/23 19:47:53| INFO binne_sld finished [took 102.9195s]
-16/11/23 19:48:04| INFO mulne_sld finished [took 108.1022s]
-16/11/23 19:51:25| INFO ref finished [took 201.8526s]
-16/11/23 19:51:27| INFO kfcv finished [took 211.2329s]
-16/11/23 19:51:54| INFO atc_mc finished [took 224.3877s]
-16/11/23 19:55:35| INFO doc_feat finished [took 234.5270s]
-16/11/23 19:56:23| INFO atc_ne finished [took 289.7071s]
-16/11/23 20:14:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00795) [took 1590.3062s]
-16/11/23 20:18:41| INFO bin_sld_gs finished [took 1859.0899s]
-16/11/23 20:32:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00709) [took 2650.3720s]
-16/11/23 20:34:32| INFO mul3w_sld_gs finished [took 2801.0407s]
-16/11/23 20:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00957) [took 3022.5954s]
-16/11/23 20:39:05| INFO mul_sld_gs finished [took 3078.5392s]
-16/11/23 20:39:05| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 3302.7956s]
-16/11/23 20:39:05| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-16/11/23 20:40:54| INFO mul3w_sld finished [took 98.0452s]
-16/11/23 20:40:56| INFO bin_sld finished [took 107.5445s]
-16/11/23 20:40:58| INFO mul_sld finished [took 106.4165s]
-16/11/23 20:41:00| INFO mul3wc_sld finished [took 86.5722s]
-16/11/23 20:41:03| INFO mulc_sld finished [took 95.1580s]
-16/11/23 20:41:05| INFO binc_sld finished [took 102.2421s]
-16/11/23 20:42:42| INFO mul3wmc_sld finished [took 93.9125s]
-16/11/23 20:42:47| INFO binmc_sld finished [took 108.5036s]
-16/11/23 20:42:47| INFO mulmc_sld finished [took 103.7587s]
-16/11/23 20:42:59| INFO binne_sld finished [took 102.6437s]
-16/11/23 20:43:00| INFO mul3wne_sld finished [took 93.7038s]
-16/11/23 20:43:00| INFO mulne_sld finished [took 99.6007s]
-16/11/23 20:46:27| INFO kfcv finished [took 203.0387s]
-16/11/23 20:46:38| INFO ref finished [took 208.0952s]
-16/11/23 20:47:10| INFO atc_mc finished [took 232.6684s]
-16/11/23 20:50:52| INFO doc_feat finished [took 246.0529s]
-16/11/23 20:51:37| INFO atc_ne finished [took 299.4447s]
-16/11/23 21:08:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00519) [took 1519.7099s]
-16/11/23 21:12:39| INFO bin_sld_gs finished [took 1794.1688s]
-16/11/23 21:27:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2663.8170s]
-16/11/23 21:29:56| INFO mul3w_sld_gs finished [took 2820.7519s]
-16/11/23 21:33:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00683) [took 3011.8521s]
-16/11/23 21:33:50| INFO mul_sld_gs finished [took 3059.9400s]
-16/11/23 21:33:50| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 3285.3316s]
-16/11/23 21:33:50| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-16/11/23 21:33:53| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:34:05| WARNING Method binc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:34:19| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:39| INFO mul3w_sld finished [took 98.7602s]
-16/11/23 21:35:39| INFO mul_sld finished [took 103.7145s]
-16/11/23 21:35:42| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:50| INFO mulc_sld finished [took 102.6230s]
-16/11/23 21:35:57| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:58| INFO mul3wc_sld finished [took 105.1403s]
-16/11/23 21:36:04| INFO mulmc_sld finished [took 100.7423s]
-16/11/23 21:36:07| INFO mul3wmc_sld finished [took 98.8636s]
-16/11/23 21:38:14| INFO mulne_sld finished [took 148.5199s]
-16/11/23 21:38:17| INFO mul3wne_sld finished [took 145.4881s]
-16/11/23 21:38:28| INFO ref finished [took 134.3960s]
-16/11/23 21:38:31| INFO kfcv finished [took 142.6570s]
-16/11/23 21:41:14| INFO doc_feat finished [took 157.9450s]
-16/11/23 21:41:44| INFO atc_mc finished [took 203.3255s]
-16/11/23 21:41:51| INFO atc_ne finished [took 203.8327s]
-16/11/23 22:12:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 2163.0336s]
-16/11/23 22:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00681) [took 2228.3043s]
-16/11/23 22:13:42| INFO mul_sld_gs finished [took 2261.0782s]
-16/11/23 22:14:01| INFO mul3w_sld_gs finished [took 2276.1848s]
-16/11/23 22:14:01| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 2410.7936s]
-----------------------------------------------------------------------------------------------------
-17/11/23 00:17:43| INFO dataset cifar10_9prevs [pool size: 6]
-----------------------------------------------------------------------------------------------------
-17/11/23 00:17:43| ERROR Evaluation over cifar10_9prevs failed. Exception: 'cifar10'
-17/11/23 00:17:43| INFO dataset None_9prevs [pool size: 6]
-17/11/23 00:17:43| ERROR Evaluation over None_9prevs failed. Exception: None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:26:17| INFO dataset cifar10_9prevs [pool size: 6]
-17/11/23 00:26:27| ERROR Evaluation over cifar10_9prevs failed. Exception: Invalid target None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:26:27| INFO dataset None_9prevs [pool size: 6]
-17/11/23 00:26:27| ERROR Evaluation over None_9prevs failed. Exception: None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:27:22| INFO dataset cifar10_9prevs [pool size: 6]
-17/11/23 00:27:22| INFO Dataset sample 0.10 of dataset cifar10_9prevs started
-17/11/23 00:33:31| INFO mul3w_sld finished [took 362.5471s]
-17/11/23 00:33:34| INFO mul_sld finished [took 366.1400s]
-17/11/23 00:33:35| INFO mul3wc_sld finished [took 359.1144s]
-17/11/23 00:33:44| INFO mulc_sld finished [took 371.9626s]
-17/11/23 00:35:11| INFO bin_sld finished [took 464.3401s]
-17/11/23 00:35:27| INFO binc_sld finished [took 475.4022s]
-17/11/23 00:39:49| INFO mul3wmc_sld finished [took 367.0255s]
-17/11/23 00:39:57| INFO mulmc_sld finished [took 375.1649s]
-17/11/23 00:41:27| INFO binmc_sld finished [took 467.0111s]
-17/11/23 00:41:28| INFO mulne_sld finished [took 369.7366s]
-17/11/23 00:41:32| INFO binne_sld finished [took 458.9936s]
-17/11/23 00:41:37| INFO mul3wne_sld finished [took 361.6084s]
-17/11/23 00:43:15| INFO ref finished [took 190.5495s]
-17/11/23 00:43:31| INFO kfcv finished [took 215.2674s]
-17/11/23 00:43:36| INFO doc_feat finished [took 118.4456s]
-17/11/23 00:44:15| INFO atc_mc finished [took 160.9249s]
-17/11/23 00:44:15| INFO atc_ne finished [took 159.9385s]
-17/11/23 00:44:15| INFO Dataset sample 0.10 of dataset cifar10_9prevs finished [took 1012.8461s]
-17/11/23 00:44:15| INFO Dataset sample 0.20 of dataset cifar10_9prevs started
-17/11/23 00:50:27| INFO mul_sld finished [took 366.0707s]
-17/11/23 00:50:28| INFO mul3w_sld finished [took 365.6065s]
-17/11/23 00:50:31| INFO mul3wc_sld finished [took 362.9477s]
-17/11/23 00:50:31| INFO mulc_sld finished [took 364.9257s]
-17/11/23 00:52:12| INFO bin_sld finished [took 472.1942s]
-17/11/23 00:52:16| INFO binc_sld finished [took 472.4121s]
-17/11/23 00:56:42| INFO mulmc_sld finished [took 367.5155s]
-17/11/23 00:56:51| INFO mul3wmc_sld finished [took 373.2881s]
-17/11/23 00:58:26| INFO mulne_sld finished [took 367.2225s]
-17/11/23 00:58:27| INFO binmc_sld finished [took 472.0411s]
-17/11/23 00:58:27| INFO binne_sld finished [took 467.1662s]
-17/11/23 00:58:28| INFO mul3wne_sld finished [took 363.4496s]
-17/11/23 01:00:18| INFO ref finished [took 199.9343s]
-17/11/23 01:00:26| INFO kfcv finished [took 216.6640s]
-17/11/23 01:00:34| INFO doc_feat finished [took 120.3543s]
-17/11/23 01:01:12| INFO atc_mc finished [took 160.7700s]
-17/11/23 01:01:13| INFO atc_ne finished [took 160.5243s]
-17/11/23 01:01:13| INFO Dataset sample 0.20 of dataset cifar10_9prevs finished [took 1017.4067s]
-17/11/23 01:01:13| INFO Dataset sample 0.30 of dataset cifar10_9prevs started
-17/11/23 01:07:20| INFO mul3w_sld finished [took 360.7347s]
-17/11/23 01:07:34| INFO mul3wc_sld finished [took 368.1456s]
-17/11/23 01:07:35| INFO mul_sld finished [took 376.7808s]
-17/11/23 01:07:43| INFO mulc_sld finished [took 378.9889s]
-17/11/23 01:09:07| INFO bin_sld finished [took 470.8715s]
-17/11/23 01:09:12| INFO binc_sld finished [took 469.9285s]
-17/11/23 01:13:56| INFO mul3wmc_sld finished [took 374.7209s]
-17/11/23 01:13:59| INFO mulmc_sld finished [took 378.7659s]
-17/11/23 01:15:15| INFO binmc_sld finished [took 466.9705s]
-17/11/23 01:15:25| INFO mul3wne_sld finished [took 365.9600s]
-17/11/23 01:15:27| INFO mulne_sld finished [took 374.0756s]
-17/11/23 01:15:38| INFO binne_sld finished [took 467.1248s]
-17/11/23 01:17:18| INFO ref finished [took 191.6057s]
-17/11/23 01:17:38| INFO kfcv finished [took 214.7635s]
-17/11/23 01:17:38| INFO doc_feat finished [took 124.1322s]
-17/11/23 01:18:15| INFO atc_mc finished [took 172.7688s]
-17/11/23 01:18:16| INFO atc_ne finished [took 164.4646s]
-17/11/23 01:18:16| INFO Dataset sample 0.30 of dataset cifar10_9prevs finished [took 1022.8196s]
-17/11/23 01:18:16| INFO Dataset sample 0.40 of dataset cifar10_9prevs started
-17/11/23 01:24:27| INFO mul3w_sld finished [took 364.9502s]
-17/11/23 01:24:30| INFO mul3wc_sld finished [took 361.5481s]
-17/11/23 01:24:34| INFO mul_sld finished [took 373.4501s]
-17/11/23 01:24:47| INFO mulc_sld finished [took 380.7574s]
-17/11/23 01:26:00| INFO bin_sld finished [took 461.5564s]
-17/11/23 01:26:16| INFO binc_sld finished [took 470.6275s]
-17/11/23 01:30:49| INFO mul3wmc_sld finished [took 366.5137s]
-17/11/23 01:30:54| INFO mulmc_sld finished [took 376.5820s]
-17/11/23 01:32:25| INFO binmc_sld finished [took 470.6779s]
-17/11/23 01:32:27| INFO mulne_sld finished [took 379.1840s]
-17/11/23 01:32:29| INFO mul3wne_sld finished [took 364.8697s]
-17/11/23 01:32:43| INFO binne_sld finished [took 467.0905s]
-17/11/23 01:34:20| INFO ref finished [took 198.0968s]
-17/11/23 01:34:25| INFO kfcv finished [took 210.2288s]
-17/11/23 01:34:35| INFO doc_feat finished [took 119.0931s]
-17/11/23 01:35:15| INFO atc_ne finished [took 160.9952s]
-17/11/23 01:35:15| INFO atc_mc finished [took 162.8327s]
-17/11/23 01:35:15| INFO Dataset sample 0.40 of dataset cifar10_9prevs finished [took 1019.5153s]
-17/11/23 01:35:15| INFO Dataset sample 0.50 of dataset cifar10_9prevs started
-17/11/23 01:41:24| INFO mul3w_sld finished [took 361.8849s]
-17/11/23 01:41:29| INFO mul3wc_sld finished [took 361.0073s]
-17/11/23 01:41:35| INFO mul_sld finished [took 373.9151s]
-17/11/23 01:41:40| INFO mulc_sld finished [took 373.6867s]
-17/11/23 01:43:13| INFO bin_sld finished [took 474.6980s]
-17/11/23 01:43:17| INFO binc_sld finished [took 471.8642s]
-17/11/23 01:47:40| INFO mul3wmc_sld finished [took 357.8822s]
-17/11/23 01:47:54| INFO mulmc_sld finished [took 378.1199s]
-17/11/23 01:49:16| INFO binmc_sld finished [took 464.5629s]
-17/11/23 01:49:26| INFO mul3wne_sld finished [took 362.0620s]
-17/11/23 01:49:38| INFO mulne_sld finished [took 377.6352s]
-17/11/23 01:49:40| INFO binne_sld finished [took 472.7394s]
-17/11/23 01:51:17| INFO ref finished [took 195.8803s]
-17/11/23 01:51:21| INFO kfcv finished [took 215.9394s]
-17/11/23 01:51:38| INFO doc_feat finished [took 113.6860s]
-17/11/23 01:52:09| INFO atc_mc finished [took 165.6360s]
-17/11/23 01:52:12| INFO atc_ne finished [took 158.8503s]
-17/11/23 01:52:12| INFO Dataset sample 0.50 of dataset cifar10_9prevs finished [took 1016.9900s]
-17/11/23 01:52:12| INFO Dataset sample 0.60 of dataset cifar10_9prevs started
-17/11/23 01:58:23| INFO mul3w_sld finished [took 362.5835s]
-17/11/23 01:58:29| INFO mul3wc_sld finished [took 363.7016s]
-17/11/23 01:58:35| INFO mul_sld finished [took 376.9899s]
-17/11/23 01:58:48| INFO mulc_sld finished [took 385.0957s]
-17/11/23 01:59:53| INFO bin_sld finished [took 455.9553s]
-17/11/23 02:00:09| INFO binc_sld finished [took 467.7243s]
-17/11/23 02:04:44| INFO mul3wmc_sld finished [took 362.3355s]
-17/11/23 02:05:03| INFO mulmc_sld finished [took 386.4009s]
-17/11/23 02:06:14| INFO mul3wne_sld finished [took 356.2795s]
-17/11/23 02:06:14| INFO binmc_sld finished [took 464.1669s]
-17/11/23 02:06:26| INFO mulne_sld finished [took 385.2228s]
-17/11/23 02:06:47| INFO binne_sld finished [took 469.7961s]
-17/11/23 02:08:26| INFO ref finished [took 195.0417s]
-17/11/23 02:08:38| INFO kfcv finished [took 227.1281s]
-17/11/23 02:08:41| INFO doc_feat finished [took 128.7433s]
-17/11/23 02:09:11| INFO atc_mc finished [took 170.3742s]
-17/11/23 02:09:13| INFO atc_ne finished [took 171.4339s]
-17/11/23 02:09:13| INFO Dataset sample 0.60 of dataset cifar10_9prevs finished [took 1021.0613s]
-17/11/23 02:09:13| INFO Dataset sample 0.70 of dataset cifar10_9prevs started
-17/11/23 02:15:21| INFO mul3w_sld finished [took 360.8736s]
-17/11/23 02:15:22| INFO mul_sld finished [took 363.6183s]
-17/11/23 02:15:35| INFO mul3wc_sld finished [took 368.7025s]
-17/11/23 02:15:48| INFO mulc_sld finished [took 384.7188s]
-17/11/23 02:17:06| INFO bin_sld finished [took 468.5609s]
-17/11/23 02:17:10| INFO binc_sld finished [took 468.7945s]
-17/11/23 02:21:46| INFO mulmc_sld finished [took 376.1202s]
-17/11/23 02:21:51| INFO mul3wmc_sld finished [took 369.8071s]
-17/11/23 02:23:10| INFO binmc_sld finished [took 461.5893s]
-17/11/23 02:23:21| INFO mul3wne_sld finished [took 363.3832s]
-17/11/23 02:23:28| INFO mulne_sld finished [took 375.5855s]
-17/11/23 02:23:33| INFO binne_sld finished [took 457.7804s]
-17/11/23 02:25:13| INFO ref finished [took 194.8222s]
-17/11/23 02:25:30| INFO kfcv finished [took 218.1632s]
-17/11/23 02:25:33| INFO doc_feat finished [took 118.6010s]
-17/11/23 02:26:08| INFO atc_mc finished [took 171.6985s]
-17/11/23 02:26:10| INFO atc_ne finished [took 162.3306s]
-17/11/23 02:26:10| INFO Dataset sample 0.70 of dataset cifar10_9prevs finished [took 1016.8836s]
-17/11/23 02:26:10| INFO Dataset sample 0.80 of dataset cifar10_9prevs started
-17/11/23 02:32:25| INFO mul3w_sld finished [took 367.5189s]
-17/11/23 02:32:28| INFO mul_sld finished [took 372.0938s]
-17/11/23 02:32:29| INFO mul3wc_sld finished [took 366.7273s]
-17/11/23 02:32:38| INFO mulc_sld finished [took 377.8593s]
-17/11/23 02:34:02| INFO binc_sld finished [took 462.7515s]
-17/11/23 02:34:07| INFO bin_sld finished [took 473.4778s]
-17/11/23 02:38:43| INFO mul3wmc_sld finished [took 366.3960s]
-17/11/23 02:38:52| INFO mulmc_sld finished [took 376.8004s]
-17/11/23 02:40:20| INFO mul3wne_sld finished [took 365.8059s]
-17/11/23 02:40:21| INFO mulne_sld finished [took 372.6814s]
-17/11/23 02:40:22| INFO binmc_sld finished [took 471.0565s]
-17/11/23 02:40:31| INFO binne_sld finished [took 465.3675s]
-17/11/23 02:42:14| INFO ref finished [took 195.7012s]
-17/11/23 02:42:33| INFO doc_feat finished [took 124.4406s]
-17/11/23 02:42:33| INFO kfcv finished [took 222.4725s]
-17/11/23 02:43:12| INFO atc_mc finished [took 165.6840s]
-17/11/23 02:43:12| INFO atc_ne finished [took 165.1241s]
-17/11/23 02:43:12| INFO Dataset sample 0.80 of dataset cifar10_9prevs finished [took 1022.0561s]
-17/11/23 02:43:12| INFO Dataset sample 0.90 of dataset cifar10_9prevs started
-17/11/23 02:49:26| INFO mul_sld finished [took 367.6211s]
-17/11/23 02:49:27| INFO mul3w_sld finished [took 366.0576s]
-17/11/23 02:49:29| INFO mul3wc_sld finished [took 365.1774s]
-17/11/23 02:49:32| INFO mulc_sld finished [took 369.1540s]
-17/11/23 02:51:02| INFO bin_sld finished [took 466.4912s]
-17/11/23 02:51:11| INFO binc_sld finished [took 469.1844s]
-17/11/23 02:55:47| INFO mulmc_sld finished [took 373.0358s]
-17/11/23 02:55:48| INFO mul3wmc_sld finished [took 371.0762s]
-17/11/23 02:57:18| INFO binmc_sld finished [took 465.6963s]
-17/11/23 02:57:20| INFO mul3wne_sld finished [took 363.0469s]
-17/11/23 02:57:24| INFO mulne_sld finished [took 375.0791s]
-17/11/23 02:57:26| INFO binne_sld finished [took 466.2160s]
-17/11/23 02:59:11| INFO ref finished [took 195.2301s]
-17/11/23 02:59:33| INFO kfcv finished [took 219.3142s]
-17/11/23 02:59:34| INFO doc_feat finished [took 125.3886s]
-17/11/23 03:00:10| INFO atc_ne finished [took 162.9297s]
-17/11/23 03:00:10| INFO atc_mc finished [took 165.2833s]
-17/11/23 03:00:10| INFO Dataset sample 0.90 of dataset cifar10_9prevs finished [took 1018.2199s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:24:33| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:24:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:24:51| WARNING Method doc failed. Exception: Classification metrics can't handle a mix of binary and continuous targets
-19/11/23 14:24:57| INFO ref finished [took 9.6619s]
-19/11/23 14:24:59| INFO atc_mc finished [took 11.3035s]
-19/11/23 14:24:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.1901s]
-19/11/23 14:24:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-19/11/23 14:26:50| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:26:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:27:16| INFO ref finished [took 14.7925s]
-19/11/23 14:27:21| INFO atc_mc finished [took 19.3715s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:27:45| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:27:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:28:01| INFO ref finished [took 9.2258s]
-19/11/23 14:28:02| INFO doc finished [took 8.0663s]
-19/11/23 14:28:05| INFO atc_mc finished [took 11.9090s]
-19/11/23 14:28:05| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.2098s]
-19/11/23 14:28:05| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 14:28:15| INFO ref finished [took 9.5284s]
-19/11/23 14:28:16| INFO doc finished [took 9.0860s]
-19/11/23 14:28:18| INFO atc_mc finished [took 12.1072s]
-19/11/23 14:28:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 13.5153s]
-19/11/23 14:28:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 14:28:30| INFO doc finished [took 8.0385s]
-19/11/23 14:28:30| INFO ref finished [took 8.9388s]
-19/11/23 14:28:33| INFO atc_mc finished [took 11.6125s]
-19/11/23 14:28:33| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 14.4884s]
-19/11/23 14:28:33| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 14:28:44| INFO doc finished [took 8.9141s]
-19/11/23 14:28:44| INFO ref finished [took 9.3807s]
-19/11/23 14:28:47| INFO atc_mc finished [took 12.0032s]
-19/11/23 14:28:47| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 13.8506s]
-19/11/23 14:28:47| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 14:28:57| INFO doc finished [took 8.5278s]
-19/11/23 14:28:57| INFO ref finished [took 9.2175s]
-19/11/23 14:29:01| INFO atc_mc finished [took 12.0235s]
-19/11/23 14:29:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 13.9145s]
-19/11/23 14:29:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 14:29:11| INFO ref finished [took 9.5783s]
-19/11/23 14:29:11| INFO doc finished [took 8.6809s]
-19/11/23 14:29:15| INFO atc_mc finished [took 12.5512s]
-19/11/23 14:29:15| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 14.0750s]
-19/11/23 14:29:15| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 14:29:25| INFO doc finished [took 8.5566s]
-19/11/23 14:29:26| INFO ref finished [took 9.4741s]
-19/11/23 14:29:29| INFO atc_mc finished [took 11.9948s]
-19/11/23 14:29:29| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 13.9351s]
-19/11/23 14:29:29| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 14:29:39| INFO ref finished [took 9.1498s]
-19/11/23 14:29:40| INFO doc finished [took 8.8862s]
-19/11/23 14:29:42| INFO atc_mc finished [took 11.8499s]
-19/11/23 14:29:42| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 13.8319s]
-19/11/23 14:29:42| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 14:29:53| INFO ref finished [took 9.1983s]
-19/11/23 14:29:53| INFO doc finished [took 8.4498s]
-19/11/23 14:29:56| INFO atc_mc finished [took 11.8080s]
-19/11/23 14:29:56| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 13.2720s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:34:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 14:35:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:36:23| INFO ref finished [took 64.2691s]
-19/11/23 14:36:24| INFO doc finished [took 59.7001s]
-19/11/23 14:36:29| INFO atc_mc finished [took 68.1734s]
-19/11/23 14:36:32| INFO binc_sld finished [took 86.1125s]
-19/11/23 14:36:35| INFO binmc_sld finished [took 85.8409s]
-19/11/23 14:36:38| INFO binne_sld finished [took 84.8886s]
-19/11/23 14:36:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 95.7847s]
-19/11/23 14:36:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:38:00| INFO ref finished [took 65.1577s]
-19/11/23 14:38:01| INFO doc finished [took 59.7737s]
-19/11/23 14:38:08| INFO binc_sld finished [took 85.6240s]
-19/11/23 14:38:08| INFO atc_mc finished [took 70.3675s]
-19/11/23 14:38:11| INFO binmc_sld finished [took 84.9437s]
-19/11/23 14:38:12| INFO binne_sld finished [took 82.0087s]
-19/11/23 14:38:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 93.4055s]
-19/11/23 14:38:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:39:36| INFO ref finished [took 66.6877s]
-19/11/23 14:39:37| INFO doc finished [took 60.2549s]
-19/11/23 14:39:41| INFO binc_sld finished [took 85.5905s]
-19/11/23 14:39:42| INFO atc_mc finished [took 68.3105s]
-19/11/23 14:39:45| INFO binmc_sld finished [took 85.0408s]
-19/11/23 14:39:46| INFO binne_sld finished [took 81.7190s]
-19/11/23 14:39:46| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 94.2745s]
-19/11/23 14:39:46| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:41:05| INFO ref finished [took 64.8656s]
-19/11/23 14:41:05| INFO doc finished [took 60.2541s]
-19/11/23 14:41:10| INFO binc_sld finished [took 81.1590s]
-19/11/23 14:41:11| INFO binmc_sld finished [took 78.8047s]
-19/11/23 14:41:11| INFO atc_mc finished [took 68.8821s]
-19/11/23 14:41:15| INFO binne_sld finished [took 78.7655s]
-19/11/23 14:41:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 88.3294s]
-19/11/23 14:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:42:36| INFO ref finished [took 65.1484s]
-19/11/23 14:42:38| INFO doc finished [took 59.7806s]
-19/11/23 14:42:44| INFO binc_sld finished [took 86.1414s]
-19/11/23 14:42:45| INFO atc_mc finished [took 70.8035s]
-19/11/23 14:42:46| INFO binmc_sld finished [took 83.9061s]
-19/11/23 14:42:47| INFO binne_sld finished [took 81.5603s]
-19/11/23 14:42:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 92.9383s]
-19/11/23 14:42:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:44:07| INFO ref finished [took 65.0701s]
-19/11/23 14:44:10| INFO doc finished [took 61.4157s]
-19/11/23 14:44:16| INFO atc_mc finished [took 70.1925s]
-19/11/23 14:44:16| INFO binmc_sld finished [took 82.1601s]
-19/11/23 14:44:18| INFO binne_sld finished [took 79.8115s]
-19/11/23 14:44:21| INFO binc_sld finished [took 90.0953s]
-19/11/23 14:44:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 93.0801s]
-19/11/23 14:44:21| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:45:44| INFO ref finished [took 66.5430s]
-19/11/23 14:45:46| INFO doc finished [took 59.8701s]
-19/11/23 14:45:53| INFO binc_sld finished [took 89.1013s]
-19/11/23 14:45:53| INFO atc_mc finished [took 71.5063s]
-19/11/23 14:45:55| INFO binmc_sld finished [took 87.5898s]
-19/11/23 14:46:00| INFO binne_sld finished [took 87.3623s]
-19/11/23 14:46:00| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 99.1819s]
-19/11/23 14:46:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:47:21| INFO ref finished [took 65.4252s]
-19/11/23 14:47:21| INFO doc finished [took 58.9747s]
-19/11/23 14:47:29| INFO atc_mc finished [took 70.1565s]
-19/11/23 14:47:35| INFO binc_sld finished [took 92.3164s]
-19/11/23 14:47:38| INFO binmc_sld finished [took 92.1430s]
-19/11/23 14:47:42| INFO binne_sld finished [took 91.0357s]
-19/11/23 14:47:42| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 101.8390s]
-19/11/23 14:47:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:49:00| INFO ref finished [took 63.8495s]
-19/11/23 14:49:02| INFO doc finished [took 58.6434s]
-19/11/23 14:49:09| INFO atc_mc finished [took 69.2980s]
-19/11/23 14:49:22| INFO binc_sld finished [took 96.9013s]
-19/11/23 14:49:25| INFO binmc_sld finished [took 96.6175s]
-19/11/23 14:49:27| INFO binne_sld finished [took 94.8655s]
-19/11/23 14:49:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 105.2049s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:49:27| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:49:36| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:50:09| INFO doc finished [took 19.5809s]
-19/11/23 14:50:09| INFO ref finished [took 24.1516s]
-19/11/23 14:50:15| INFO atc_mc finished [took 27.1919s]
-19/11/23 14:50:42| INFO binne_sld finished [took 58.2923s]
-19/11/23 14:50:42| INFO binc_sld finished [took 63.9055s]
-19/11/23 14:50:42| INFO binmc_sld finished [took 61.6505s]
-19/11/23 14:50:42| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 66.0254s]
-19/11/23 14:50:42| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 14:51:15| INFO doc finished [took 19.1016s]
-19/11/23 14:51:16| INFO ref finished [took 22.6889s]
-19/11/23 14:51:23| INFO atc_mc finished [took 30.1294s]
-19/11/23 14:51:47| INFO binc_sld finished [took 61.9672s]
-19/11/23 14:51:48| INFO binmc_sld finished [took 59.3158s]
-19/11/23 14:51:49| INFO binne_sld finished [took 56.7360s]
-19/11/23 14:51:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.5519s]
-19/11/23 14:51:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 14:52:28| INFO doc finished [took 20.8939s]
-19/11/23 14:52:29| INFO ref finished [took 23.7440s]
-19/11/23 14:52:36| INFO atc_mc finished [took 27.5318s]
-19/11/23 14:52:47| INFO binc_sld finished [took 48.9803s]
-19/11/23 14:52:47| INFO binmc_sld finished [took 46.5365s]
-19/11/23 14:52:50| INFO binne_sld finished [took 46.3265s]
-19/11/23 14:52:50| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.9812s]
-19/11/23 14:52:50| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 14:53:24| INFO doc finished [took 20.1482s]
-19/11/23 14:53:25| INFO ref finished [took 23.4442s]
-19/11/23 14:53:31| INFO atc_mc finished [took 27.5411s]
-19/11/23 14:53:41| INFO binmc_sld finished [took 44.5925s]
-19/11/23 14:53:41| INFO binc_sld finished [took 49.9717s]
-19/11/23 14:53:43| INFO binne_sld finished [took 44.0668s]
-19/11/23 14:53:43| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 53.0919s]
-19/11/23 14:53:43| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 14:54:17| INFO doc finished [took 20.6547s]
-19/11/23 14:54:18| INFO ref finished [took 23.8148s]
-19/11/23 14:54:25| INFO atc_mc finished [took 29.5162s]
-19/11/23 14:54:32| INFO binc_sld finished [took 45.8337s]
-19/11/23 14:54:33| INFO binmc_sld finished [took 43.4472s]
-19/11/23 14:54:33| INFO binne_sld finished [took 43.8684s]
-19/11/23 14:54:33| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 50.3850s]
-19/11/23 14:54:33| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 14:55:06| INFO doc finished [took 21.1195s]
-19/11/23 14:55:07| INFO ref finished [took 23.9974s]
-19/11/23 14:55:14| INFO atc_mc finished [took 30.3238s]
-19/11/23 14:55:23| INFO binmc_sld finished [took 45.4348s]
-19/11/23 14:55:24| INFO binc_sld finished [took 47.9950s]
-19/11/23 14:55:24| INFO binne_sld finished [took 43.2968s]
-19/11/23 14:55:24| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.6027s]
-19/11/23 14:55:24| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 14:55:59| INFO doc finished [took 19.7075s]
-19/11/23 14:55:59| INFO ref finished [took 23.0012s]
-19/11/23 14:56:06| INFO atc_mc finished [took 28.0330s]
-19/11/23 14:56:16| INFO binc_sld finished [took 46.8877s]
-19/11/23 14:56:17| INFO binmc_sld finished [took 44.8911s]
-19/11/23 14:56:17| INFO binne_sld finished [took 45.2267s]
-19/11/23 14:56:17| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 52.7128s]
-19/11/23 14:56:17| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 14:56:51| INFO doc finished [took 20.4839s]
-19/11/23 14:56:51| INFO ref finished [took 22.6835s]
-19/11/23 14:56:58| INFO atc_mc finished [took 28.1940s]
-19/11/23 14:57:18| INFO binmc_sld finished [took 55.0991s]
-19/11/23 14:57:18| INFO binc_sld finished [took 54.6661s]
-19/11/23 14:57:19| INFO binne_sld finished [took 52.9899s]
-19/11/23 14:57:19| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.2310s]
-19/11/23 14:57:19| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 14:57:50| INFO doc finished [took 20.7507s]
-19/11/23 14:57:50| INFO ref finished [took 24.1299s]
-19/11/23 14:57:59| INFO atc_mc finished [took 30.4774s]
-19/11/23 14:58:11| INFO binne_sld finished [took 45.6334s]
-19/11/23 14:58:11| INFO binmc_sld finished [took 47.5899s]
-19/11/23 14:58:12| INFO binc_sld finished [took 50.8085s]
-19/11/23 14:58:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 53.3934s]
-----------------------------------------------------------------------------------------------------
-19/11/23 16:45:51| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 16:46:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 16:46:30| INFO doc finished [took 18.2413s]
-19/11/23 16:46:31| INFO ref finished [took 22.6817s]
-19/11/23 16:46:38| INFO atc_mc finished [took 26.6918s]
-19/11/23 16:47:02| INFO binmc_sld finished [took 59.1542s]
-19/11/23 16:47:03| INFO binne_sld finished [took 56.5118s]
-19/11/23 16:47:04| INFO binc_sld finished [took 61.5650s]
-19/11/23 16:47:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 64.0919s]
-19/11/23 16:47:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 16:47:36| INFO doc finished [took 22.1336s]
-19/11/23 16:47:37| INFO ref finished [took 22.9951s]
-19/11/23 16:47:42| INFO atc_mc finished [took 29.0117s]
-19/11/23 16:48:08| INFO binmc_sld finished [took 58.5071s]
-19/11/23 16:48:09| INFO binc_sld finished [took 60.8304s]
-19/11/23 16:48:10| INFO binne_sld finished [took 57.2976s]
-19/11/23 16:48:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.0747s]
-19/11/23 16:48:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 16:48:48| INFO doc finished [took 21.4406s]
-19/11/23 16:48:49| INFO ref finished [took 23.6459s]
-19/11/23 16:48:56| INFO atc_mc finished [took 29.7807s]
-19/11/23 16:49:09| INFO binc_sld finished [took 49.0549s]
-19/11/23 16:49:10| INFO binmc_sld finished [took 48.0159s]
-19/11/23 16:49:11| INFO binne_sld finished [took 46.2107s]
-19/11/23 16:49:11| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.7070s]
-19/11/23 16:49:11| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 16:49:44| INFO doc finished [took 21.4574s]
-19/11/23 16:49:45| INFO ref finished [took 23.4747s]
-19/11/23 16:49:51| INFO atc_mc finished [took 28.4928s]
-19/11/23 16:50:03| INFO binmc_sld finished [took 44.8219s]
-19/11/23 16:50:03| INFO binc_sld finished [took 50.0285s]
-19/11/23 16:50:03| INFO binne_sld finished [took 42.7802s]
-19/11/23 16:50:03| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.1849s]
-19/11/23 16:50:03| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 16:50:37| INFO doc finished [took 21.7813s]
-19/11/23 16:50:37| INFO ref finished [took 24.9412s]
-19/11/23 16:50:45| INFO atc_mc finished [took 29.1503s]
-19/11/23 16:50:53| INFO binmc_sld finished [took 42.5583s]
-19/11/23 16:50:54| INFO binc_sld finished [took 45.0347s]
-19/11/23 16:50:55| INFO binne_sld finished [took 43.5459s]
-19/11/23 16:50:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.8091s]
-19/11/23 16:50:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 16:51:28| INFO doc finished [took 21.8803s]
-19/11/23 16:51:29| INFO ref finished [took 25.6668s]
-19/11/23 16:51:36| INFO atc_mc finished [took 30.9659s]
-19/11/23 16:51:45| INFO binmc_sld finished [took 46.8038s]
-19/11/23 16:51:46| INFO binne_sld finished [took 44.0383s]
-19/11/23 16:51:46| INFO binc_sld finished [took 48.7870s]
-19/11/23 16:51:46| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 51.3499s]
-19/11/23 16:51:46| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 16:52:20| INFO doc finished [took 21.2332s]
-19/11/23 16:52:21| INFO ref finished [took 23.0943s]
-19/11/23 16:52:28| INFO atc_mc finished [took 29.3320s]
-19/11/23 16:52:39| INFO binmc_sld finished [took 44.3370s]
-19/11/23 16:52:39| INFO binne_sld finished [took 43.0368s]
-19/11/23 16:52:39| INFO binc_sld finished [took 46.1570s]
-19/11/23 16:52:39| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1689s]
-19/11/23 16:52:39| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 16:53:14| INFO doc finished [took 20.1698s]
-19/11/23 16:53:14| INFO ref finished [took 23.2513s]
-19/11/23 16:53:21| INFO atc_mc finished [took 27.5763s]
-19/11/23 16:53:42| INFO binne_sld finished [took 52.5427s]
-19/11/23 16:53:42| INFO binc_sld finished [took 58.8222s]
-19/11/23 16:53:43| INFO binmc_sld finished [took 58.1268s]
-19/11/23 16:53:43| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 63.8906s]
-19/11/23 16:53:43| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 16:54:14| INFO doc finished [took 20.3544s]
-19/11/23 16:54:15| INFO ref finished [took 23.0896s]
-19/11/23 16:54:22| INFO atc_mc finished [took 29.7740s]
-19/11/23 16:54:33| INFO binne_sld finished [took 46.2084s]
-19/11/23 16:54:34| INFO binc_sld finished [took 47.9653s]
-19/11/23 16:54:35| INFO binmc_sld finished [took 46.9666s]
-19/11/23 16:54:35| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.7033s]
-----------------------------------------------------------------------------------------------------
-19/11/23 17:08:02| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:08:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:08:13| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:15| WARNING Method binmc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:16| WARNING Method binne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:33| INFO doc finished [took 15.0248s]
-19/11/23 17:08:34| INFO ref finished [took 16.4152s]
-19/11/23 17:08:40| INFO atc_mc finished [took 21.6936s]
-19/11/23 17:08:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 28.0926s]
-19/11/23 17:08:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:08:44| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-19/11/23 17:10:01| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:10:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:10:25| WARNING Method binmc_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:25| WARNING Method binc_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:25| WARNING Method binne_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:33| INFO doc finished [took 15.6859s]
-19/11/23 17:10:34| INFO ref finished [took 17.7471s]
-19/11/23 17:10:40| INFO atc_mc finished [took 22.6711s]
-19/11/23 17:10:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 29.2489s]
-19/11/23 17:10:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:10:48| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:10:48| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:10:48| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:11:03| INFO doc finished [took 15.0399s]
-19/11/23 17:11:04| INFO ref finished [took 16.4090s]
-19/11/23 17:11:10| INFO atc_mc finished [took 21.7411s]
-19/11/23 17:11:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 29.9082s]
-19/11/23 17:11:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 17:11:23| WARNING Method binc_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-19/11/23 17:11:24| WARNING Method binmc_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-19/11/23 17:11:24| WARNING Method binne_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-----------------------------------------------------------------------------------------------------
-19/11/23 17:18:11| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:18:18| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:18:37| INFO ref finished [took 14.5211s]
-19/11/23 17:18:37| INFO doc finished [took 14.4497s]
-19/11/23 17:18:41| INFO atc_mc finished [took 18.3791s]
-19/11/23 17:21:43| INFO binne_sld finished [took 202.4055s]
-19/11/23 17:21:44| INFO binmc_sld finished [took 204.2414s]
-19/11/23 17:21:44| INFO binc_sld finished [took 204.7832s]
-19/11/23 17:21:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 206.1211s]
-19/11/23 17:21:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:22:03| INFO doc finished [took 14.4127s]
-19/11/23 17:22:04| INFO ref finished [took 15.0942s]
-19/11/23 17:22:07| INFO atc_mc finished [took 18.4444s]
-19/11/23 17:25:04| INFO binmc_sld finished [took 196.8827s]
-19/11/23 17:25:04| INFO binc_sld finished [took 198.9891s]
-19/11/23 17:25:08| INFO binne_sld finished [took 200.2195s]
-19/11/23 17:25:08| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 203.8433s]
-19/11/23 17:25:08| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 17:25:29| INFO doc finished [took 14.1024s]
-19/11/23 17:25:30| INFO ref finished [took 15.3842s]
-19/11/23 17:25:34| INFO atc_mc finished [took 18.9399s]
-19/11/23 17:28:27| INFO binne_sld finished [took 193.7037s]
-19/11/23 17:28:28| INFO binmc_sld finished [took 195.6142s]
-19/11/23 17:28:28| INFO binc_sld finished [took 196.9330s]
-19/11/23 17:28:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 200.5471s]
-19/11/23 17:28:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 17:28:48| INFO doc finished [took 14.2358s]
-19/11/23 17:28:48| INFO ref finished [took 15.6814s]
-19/11/23 17:28:52| INFO atc_mc finished [took 18.8594s]
-19/11/23 17:31:01| INFO binmc_sld finished [took 150.0442s]
-19/11/23 17:31:01| INFO binc_sld finished [took 151.2891s]
-19/11/23 17:31:02| INFO binne_sld finished [took 150.5066s]
-19/11/23 17:31:02| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 153.8395s]
-19/11/23 17:31:02| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 17:31:24| INFO doc finished [took 14.2196s]
-19/11/23 17:31:24| INFO ref finished [took 16.5732s]
-19/11/23 17:31:28| INFO atc_mc finished [took 18.5824s]
-19/11/23 17:34:43| INFO binmc_sld finished [took 215.0384s]
-19/11/23 17:34:44| INFO binc_sld finished [took 216.3005s]
-19/11/23 17:34:46| INFO binne_sld finished [took 217.6596s]
-19/11/23 17:34:46| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 223.8441s]
-19/11/23 17:34:46| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 17:35:06| INFO doc finished [took 14.7948s]
-19/11/23 17:35:06| INFO ref finished [took 15.4628s]
-19/11/23 17:35:10| INFO atc_mc finished [took 19.3333s]
-19/11/23 17:37:07| INFO binc_sld finished [took 139.3169s]
-19/11/23 17:37:07| INFO binmc_sld finished [took 138.4585s]
-19/11/23 17:37:07| INFO binne_sld finished [took 137.4471s]
-19/11/23 17:37:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 141.2550s]
-19/11/23 17:37:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 17:37:27| INFO doc finished [took 13.7406s]
-19/11/23 17:37:27| INFO ref finished [took 14.9072s]
-19/11/23 17:37:30| INFO atc_mc finished [took 17.4337s]
-19/11/23 17:39:51| INFO binc_sld finished [took 161.0455s]
-19/11/23 17:39:51| INFO binmc_sld finished [took 159.9109s]
-19/11/23 17:39:52| INFO binne_sld finished [took 160.1666s]
-19/11/23 17:39:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 164.4163s]
-19/11/23 17:39:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 17:40:13| INFO doc finished [took 12.7364s]
-19/11/23 17:40:13| INFO ref finished [took 14.2557s]
-19/11/23 17:40:17| INFO atc_mc finished [took 17.4469s]
-19/11/23 17:43:37| INFO binmc_sld finished [took 220.6302s]
-19/11/23 17:43:38| INFO binc_sld finished [took 223.2326s]
-19/11/23 17:43:39| INFO binne_sld finished [took 220.9998s]
-19/11/23 17:43:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 227.0679s]
-19/11/23 17:43:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 17:43:56| INFO doc finished [took 12.2417s]
-19/11/23 17:43:56| INFO ref finished [took 13.5553s]
-19/11/23 17:44:00| INFO atc_mc finished [took 16.9343s]
-19/11/23 17:47:20| INFO binmc_sld finished [took 218.6766s]
-19/11/23 17:47:21| INFO binne_sld finished [took 218.7460s]
-19/11/23 17:47:21| INFO binc_sld finished [took 219.2882s]
-19/11/23 17:47:21| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 222.2446s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:11:10| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:11:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:11:50| INFO doc finished [took 19.2949s]
-19/11/23 18:11:51| INFO ref finished [took 22.4626s]
-19/11/23 18:11:57| INFO atc_mc finished [took 26.6490s]
-19/11/23 18:12:22| INFO binc_sld finished [took 60.8780s]
-19/11/23 18:12:23| INFO binne_sld finished [took 56.4074s]
-19/11/23 18:12:23| INFO binmc_sld finished [took 60.0194s]
-19/11/23 18:12:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.4951s]
-19/11/23 18:12:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:12:54| INFO doc finished [took 20.2041s]
-19/11/23 18:12:55| INFO ref finished [took 21.9111s]
-19/11/23 18:13:02| INFO atc_mc finished [took 28.4243s]
-19/11/23 18:13:28| INFO binc_sld finished [took 61.4722s]
-19/11/23 18:13:28| INFO binne_sld finished [took 56.5862s]
-19/11/23 18:13:28| INFO binmc_sld finished [took 60.8506s]
-19/11/23 18:13:28| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 65.3685s]
-19/11/23 18:13:28| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:14:07| INFO doc finished [took 20.6297s]
-19/11/23 18:14:08| INFO ref finished [took 24.3863s]
-19/11/23 18:14:15| INFO atc_mc finished [took 28.5844s]
-19/11/23 18:14:27| INFO binc_sld finished [took 50.1406s]
-19/11/23 18:14:28| INFO binmc_sld finished [took 47.5910s]
-19/11/23 18:14:28| INFO binne_sld finished [took 44.6222s]
-19/11/23 18:14:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.8974s]
-19/11/23 18:14:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:15:04| INFO doc finished [took 21.0882s]
-19/11/23 18:15:04| INFO ref finished [took 24.8715s]
-19/11/23 18:15:11| INFO atc_mc finished [took 31.0063s]
-19/11/23 18:15:20| INFO binmc_sld finished [took 45.5985s]
-19/11/23 18:15:22| INFO binne_sld finished [took 43.6949s]
-19/11/23 18:15:22| INFO binc_sld finished [took 48.0274s]
-19/11/23 18:15:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.1688s]
-19/11/23 18:15:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:15:57| INFO doc finished [took 21.6275s]
-19/11/23 18:15:57| INFO ref finished [took 24.0525s]
-19/11/23 18:16:04| INFO atc_mc finished [took 30.9620s]
-19/11/23 18:16:12| INFO binmc_sld finished [took 45.5321s]
-19/11/23 18:16:13| INFO binc_sld finished [took 44.3017s]
-19/11/23 18:16:14| INFO binne_sld finished [took 41.6713s]
-19/11/23 18:16:14| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.3922s]
-19/11/23 18:16:14| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:16:46| INFO doc finished [took 21.6048s]
-19/11/23 18:16:47| INFO ref finished [took 23.5465s]
-19/11/23 18:16:53| INFO atc_mc finished [took 29.2836s]
-19/11/23 18:17:03| INFO binc_sld finished [took 46.5709s]
-19/11/23 18:17:03| INFO binmc_sld finished [took 45.1560s]
-19/11/23 18:17:04| INFO binne_sld finished [took 43.6591s]
-19/11/23 18:17:04| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.1296s]
-19/11/23 18:17:04| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:17:39| INFO doc finished [took 21.3066s]
-19/11/23 18:17:39| INFO ref finished [took 25.8099s]
-19/11/23 18:17:46| INFO atc_mc finished [took 29.8067s]
-19/11/23 18:17:56| INFO binmc_sld finished [took 44.9994s]
-19/11/23 18:17:56| INFO binc_sld finished [took 46.5171s]
-19/11/23 18:17:57| INFO binne_sld finished [took 43.0452s]
-19/11/23 18:17:57| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1428s]
-19/11/23 18:17:57| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:18:32| INFO doc finished [took 19.9936s]
-19/11/23 18:18:32| INFO ref finished [took 22.4799s]
-19/11/23 18:18:39| INFO atc_mc finished [took 29.1331s]
-19/11/23 18:18:59| INFO binne_sld finished [took 51.5866s]
-19/11/23 18:18:59| INFO binc_sld finished [took 56.4713s]
-19/11/23 18:19:00| INFO binmc_sld finished [took 54.8087s]
-19/11/23 18:19:00| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.7750s]
-19/11/23 18:19:00| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:19:31| INFO doc finished [took 20.4376s]
-19/11/23 18:19:32| INFO ref finished [took 24.4953s]
-19/11/23 18:19:38| INFO atc_mc finished [took 28.3290s]
-19/11/23 18:19:50| INFO binc_sld finished [took 47.1278s]
-19/11/23 18:19:51| INFO binne_sld finished [took 45.4607s]
-19/11/23 18:19:51| INFO binmc_sld finished [took 47.4927s]
-19/11/23 18:19:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.2145s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:22:04| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:22:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:22:43| INFO doc finished [took 17.8801s]
-19/11/23 18:22:43| INFO ref finished [took 20.9234s]
-19/11/23 18:22:50| INFO atc_mc finished [took 24.8799s]
-19/11/23 18:23:14| INFO binc_sld finished [took 58.2597s]
-19/11/23 18:23:14| INFO binne_sld finished [took 56.1394s]
-19/11/23 18:23:15| INFO binmc_sld finished [took 57.0692s]
-19/11/23 18:23:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 61.6783s]
-19/11/23 18:23:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:23:45| INFO doc finished [took 18.1790s]
-19/11/23 18:23:46| INFO ref finished [took 20.3359s]
-19/11/23 18:23:53| INFO atc_mc finished [took 26.7497s]
-19/11/23 18:24:13| INFO binne_sld finished [took 50.4215s]
-19/11/23 18:24:16| INFO binmc_sld finished [took 54.7121s]
-19/11/23 18:24:17| INFO binc_sld finished [took 57.3442s]
-19/11/23 18:24:17| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 61.2930s]
-19/11/23 18:24:17| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:24:55| INFO doc finished [took 19.6176s]
-19/11/23 18:24:56| INFO ref finished [took 23.6219s]
-19/11/23 18:25:02| INFO atc_mc finished [took 27.2067s]
-19/11/23 18:25:18| INFO binc_sld finished [took 52.8540s]
-19/11/23 18:25:19| INFO binmc_sld finished [took 51.7882s]
-19/11/23 18:25:22| INFO binne_sld finished [took 50.3933s]
-19/11/23 18:25:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 64.8360s]
-19/11/23 18:25:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:25:57| INFO doc finished [took 22.1598s]
-19/11/23 18:25:57| INFO ref finished [took 25.0719s]
-19/11/23 18:26:03| INFO atc_mc finished [took 29.5892s]
-19/11/23 18:26:17| INFO binmc_sld finished [took 47.3350s]
-19/11/23 18:26:17| INFO binc_sld finished [took 49.8096s]
-19/11/23 18:26:22| INFO binne_sld finished [took 51.0971s]
-19/11/23 18:26:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 60.1661s]
-19/11/23 18:26:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:26:56| INFO doc finished [took 22.1252s]
-19/11/23 18:26:56| INFO ref finished [took 24.0740s]
-19/11/23 18:27:02| INFO atc_mc finished [took 30.7025s]
-19/11/23 18:27:14| INFO binmc_sld finished [took 44.1819s]
-19/11/23 18:27:14| INFO binc_sld finished [took 48.4355s]
-19/11/23 18:27:17| INFO binne_sld finished [took 46.2974s]
-19/11/23 18:27:17| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 55.5199s]
-19/11/23 18:27:17| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:27:51| INFO doc finished [took 22.4606s]
-19/11/23 18:27:51| INFO ref finished [took 24.8789s]
-19/11/23 18:27:58| INFO atc_mc finished [took 29.1385s]
-19/11/23 18:28:09| INFO binc_sld finished [took 49.6116s]
-19/11/23 18:28:10| INFO binmc_sld finished [took 48.6527s]
-19/11/23 18:28:12| INFO binne_sld finished [took 46.0670s]
-19/11/23 18:28:12| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 54.4336s]
-19/11/23 18:28:12| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:28:46| INFO doc finished [took 21.2565s]
-19/11/23 18:28:46| INFO ref finished [took 23.8927s]
-19/11/23 18:28:53| INFO atc_mc finished [took 30.5197s]
-19/11/23 18:29:05| INFO binc_sld finished [took 48.6775s]
-19/11/23 18:29:06| INFO binmc_sld finished [took 45.3035s]
-19/11/23 18:29:09| INFO binne_sld finished [took 47.1706s]
-19/11/23 18:29:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 57.2739s]
-19/11/23 18:29:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:29:42| INFO doc finished [took 18.5240s]
-19/11/23 18:29:43| INFO ref finished [took 21.8903s]
-19/11/23 18:29:50| INFO atc_mc finished [took 26.2267s]
-19/11/23 18:30:08| INFO binmc_sld finished [took 51.8406s]
-19/11/23 18:30:09| INFO binne_sld finished [took 51.0767s]
-19/11/23 18:30:09| INFO binc_sld finished [took 56.6035s]
-19/11/23 18:30:09| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 60.1379s]
-19/11/23 18:30:09| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:30:40| INFO doc finished [took 21.5119s]
-19/11/23 18:30:41| INFO ref finished [took 23.5824s]
-19/11/23 18:30:47| INFO atc_mc finished [took 29.6170s]
-19/11/23 18:30:58| INFO binne_sld finished [took 45.4093s]
-19/11/23 18:30:59| INFO binc_sld finished [took 47.0583s]
-19/11/23 18:31:00| INFO binmc_sld finished [took 46.4880s]
-19/11/23 18:31:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.3101s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:39:38| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:39:47| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:40:47| INFO doc finished [took 42.0612s]
-19/11/23 18:40:49| INFO ref finished [took 46.7424s]
-19/11/23 18:40:53| INFO mulc_sld finished [took 61.5488s]
-19/11/23 18:40:59| INFO atc_mc finished [took 55.2418s]
-19/11/23 18:41:00| INFO mulmc_sld finished [took 64.4950s]
-19/11/23 18:41:01| INFO mulne_sld finished [took 58.9139s]
-19/11/23 18:41:14| INFO binc_sld finished [took 84.0531s]
-19/11/23 18:41:15| INFO binmc_sld finished [took 81.1781s]
-19/11/23 18:41:22| INFO binne_sld finished [took 84.2111s]
-19/11/23 18:41:22| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 94.8732s]
-19/11/23 18:41:22| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:42:18| INFO ref finished [took 38.0069s]
-19/11/23 18:42:26| INFO doc finished [took 43.4832s]
-19/11/23 18:42:32| INFO atc_mc finished [took 50.7452s]
-19/11/23 18:42:34| INFO mulmc_sld finished [took 61.3979s]
-19/11/23 18:42:37| INFO mulne_sld finished [took 59.6374s]
-19/11/23 18:42:41| INFO mulc_sld finished [took 74.7355s]
-19/11/23 18:42:52| INFO binc_sld finished [took 86.2241s]
-19/11/23 18:42:58| INFO binmc_sld finished [took 88.8853s]
-19/11/23 18:42:58| INFO binne_sld finished [took 83.2734s]
-19/11/23 18:42:58| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 95.8377s]
-19/11/23 18:42:58| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:44:10| INFO ref finished [took 47.2416s]
-19/11/23 18:44:17| INFO doc finished [took 52.8857s]
-19/11/23 18:44:31| INFO mulne_sld finished [took 71.8977s]
-19/11/23 18:44:32| INFO atc_mc finished [took 69.6723s]
-19/11/23 18:44:37| INFO mulc_sld finished [took 82.9713s]
-19/11/23 18:44:41| INFO binc_sld finished [took 93.7943s]
-19/11/23 18:44:41| INFO mulmc_sld finished [took 83.5402s]
-19/11/23 18:44:42| INFO binmc_sld finished [took 85.3519s]
-19/11/23 18:44:43| INFO binne_sld finished [took 81.3494s]
-19/11/23 18:44:43| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 104.5215s]
-19/11/23 18:44:43| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:45:48| INFO ref finished [took 47.7744s]
-19/11/23 18:45:55| INFO doc finished [took 51.7180s]
-19/11/23 18:46:04| INFO atc_mc finished [took 63.3996s]
-19/11/23 18:46:12| INFO mulne_sld finished [took 73.6585s]
-19/11/23 18:46:12| INFO binc_sld finished [took 84.5622s]
-19/11/23 18:46:18| INFO binmc_sld finished [took 83.3563s]
-19/11/23 18:46:19| INFO mulmc_sld finished [took 85.3198s]
-19/11/23 18:46:20| INFO mulc_sld finished [took 91.3679s]
-19/11/23 18:46:20| INFO binne_sld finished [took 87.1135s]
-19/11/23 18:46:20| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 97.6831s]
-19/11/23 18:46:20| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:47:35| INFO doc finished [took 55.1571s]
-19/11/23 18:47:36| INFO ref finished [took 58.1473s]
-19/11/23 18:47:45| INFO atc_mc finished [took 66.0453s]
-19/11/23 18:47:50| INFO binc_sld finished [took 84.3122s]
-19/11/23 18:47:50| INFO mulmc_sld finished [took 75.7539s]
-19/11/23 18:47:51| INFO mulne_sld finished [took 75.6100s]
-19/11/23 18:47:59| INFO mulc_sld finished [took 89.6988s]
-19/11/23 18:47:59| INFO binmc_sld finished [took 90.0782s]
-19/11/23 18:48:01| INFO binne_sld finished [took 86.9830s]
-19/11/23 18:48:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 100.4602s]
-19/11/23 18:48:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:49:13| INFO doc finished [took 54.5038s]
-19/11/23 18:49:15| INFO ref finished [took 59.5989s]
-19/11/23 18:49:15| INFO atc_mc finished [took 58.0249s]
-19/11/23 18:49:28| INFO mulc_sld finished [took 79.6772s]
-19/11/23 18:49:28| INFO binmc_sld finished [took 78.3720s]
-19/11/23 18:49:33| INFO mulmc_sld finished [took 80.8972s]
-19/11/23 18:49:35| INFO mulne_sld finished [took 81.2188s]
-19/11/23 18:49:36| INFO binc_sld finished [took 90.8013s]
-19/11/23 18:49:39| INFO binne_sld finished [took 86.7514s]
-19/11/23 18:49:39| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 98.4566s]
-19/11/23 18:49:39| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:50:47| INFO doc finished [took 46.4536s]
-19/11/23 18:50:48| INFO ref finished [took 48.6087s]
-19/11/23 18:51:10| INFO atc_mc finished [took 70.4374s]
-19/11/23 18:51:11| INFO mulc_sld finished [took 81.7437s]
-19/11/23 18:51:11| INFO mulmc_sld finished [took 78.5972s]
-19/11/23 18:51:12| INFO mulne_sld finished [took 75.4022s]
-19/11/23 18:51:15| INFO binne_sld finished [took 80.7768s]
-19/11/23 18:51:15| INFO binmc_sld finished [took 84.9707s]
-19/11/23 18:51:22| INFO binc_sld finished [took 96.4131s]
-19/11/23 18:51:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 102.6423s]
-19/11/23 18:51:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:52:35| INFO doc finished [took 51.5735s]
-19/11/23 18:52:35| INFO ref finished [took 54.3748s]
-19/11/23 18:52:43| INFO atc_mc finished [took 60.6528s]
-19/11/23 18:52:44| INFO mulc_sld finished [took 74.2069s]
-19/11/23 18:52:52| INFO mulmc_sld finished [took 76.6810s]
-19/11/23 18:52:54| INFO mulne_sld finished [took 75.4376s]
-19/11/23 18:52:58| INFO binc_sld finished [took 90.4086s]
-19/11/23 18:52:58| INFO binne_sld finished [took 80.3181s]
-19/11/23 18:53:07| INFO binmc_sld finished [took 94.3656s]
-19/11/23 18:53:07| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 105.5271s]
-19/11/23 18:53:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:54:15| INFO ref finished [took 54.6314s]
-19/11/23 18:54:15| INFO doc finished [took 50.8868s]
-19/11/23 18:54:16| INFO atc_mc finished [took 55.1184s]
-19/11/23 18:54:21| INFO mulne_sld finished [took 62.5328s]
-19/11/23 18:54:29| INFO binc_sld finished [took 79.6967s]
-19/11/23 18:54:30| INFO mulc_sld finished [took 75.0899s]
-19/11/23 18:54:30| INFO mulmc_sld finished [took 74.2348s]
-19/11/23 18:54:37| INFO binne_sld finished [took 78.3799s]
-19/11/23 18:54:38| INFO binmc_sld finished [took 83.6068s]
-19/11/23 18:54:38| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 90.2295s]
-----------------------------------------------------------------------------------------------------
-19/11/23 19:19:01| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 19:19:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 19:19:25| WARNING Method bints_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
-19/11/23 19:19:29| WARNING Method mults_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
-----------------------------------------------------------------------------------------------------
-19/11/23 19:22:41| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 19:22:50| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 19:23:05| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:23:08| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:23:48| INFO ref finished [took 39.0140s]
-19/11/23 19:23:54| INFO doc finished [took 39.8326s]
-19/11/23 19:24:03| INFO atc_mc finished [took 51.9025s]
-19/11/23 19:24:03| INFO mulc_sld finished [took 69.4163s]
-19/11/23 19:24:11| INFO mulne_sld finished [took 68.3830s]
-19/11/23 19:24:22| INFO binc_sld finished [took 89.4825s]
-19/11/23 19:24:28| INFO binmc_sld finished [took 92.0946s]
-19/11/23 19:24:29| INFO binne_sld finished [took 88.7162s]
-19/11/23 19:24:44| INFO mulmc_sld finished [took 107.4107s]
-19/11/23 19:24:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.4918s]
-19/11/23 19:24:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 19:25:01| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:25:04| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:25:55| INFO doc finished [took 43.6512s]
-19/11/23 19:25:56| INFO ref finished [took 49.4358s]
-19/11/23 19:26:04| INFO atc_mc finished [took 55.3730s]
-19/11/23 19:26:24| INFO binmc_sld finished [took 93.3904s]
-19/11/23 19:26:25| INFO binne_sld finished [took 89.5951s]
-19/11/23 19:26:27| INFO mulne_sld finished [took 88.8770s]
-19/11/23 19:26:33| INFO mulc_sld finished [took 104.6236s]
-19/11/23 19:26:33| INFO binc_sld finished [took 106.6419s]
-19/11/23 19:26:35| INFO mulmc_sld finished [took 102.2352s]
-19/11/23 19:26:35| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 110.9123s]
-19/11/23 19:26:35| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-19/11/23 19:41:08| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 19:41:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:41:17| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:19| WARNING Method mulc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:22| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:24| WARNING Method mulmc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:26| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:29| WARNING Method mulne_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-----------------------------------------------------------------------------------------------------
-19/11/23 19:43:25| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 19:43:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:45:29| INFO mulmc_sld finished [took 101.0113s]
-19/11/23 19:45:33| INFO atc_mc finished [took 81.8134s]
-19/11/23 19:45:39| INFO binne_sld finished [took 106.6186s]
-19/11/23 19:45:48| INFO mulc_sld finished [took 131.4954s]
-19/11/23 19:45:52| INFO ref finished [took 107.0774s]
-19/11/23 19:45:54| INFO doc finished [took 99.5317s]
-19/11/23 19:45:58| INFO binc_sld finished [took 144.6321s]
-19/11/23 19:46:01| INFO mulne_sld finished [took 121.0649s]
-19/11/23 19:46:04| INFO binmc_sld finished [took 142.0601s]
-19/11/23 19:46:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 153.6601s]
-19/11/23 19:46:04| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:48:11| INFO mulmc_sld finished [took 107.2992s]
-19/11/23 19:48:15| INFO mulne_sld finished [took 95.8040s]
-19/11/23 19:48:18| INFO binne_sld finished [took 108.0761s]
-19/11/23 19:48:36| INFO ref finished [took 110.3294s]
-19/11/23 19:48:36| INFO doc finished [took 98.2332s]
-19/11/23 19:48:36| INFO mulc_sld finished [took 145.0524s]
-19/11/23 19:48:39| INFO binc_sld finished [took 151.4444s]
-19/11/23 19:48:44| INFO atc_mc finished [took 111.2407s]
-19/11/23 19:48:45| INFO binmc_sld finished [took 148.2457s]
-19/11/23 19:48:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 161.0611s]
-19/11/23 19:48:45| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:50:50| INFO ref finished [took 81.0260s]
-19/11/23 19:50:51| INFO doc finished [took 68.9712s]
-19/11/23 19:50:58| INFO binne_sld finished [took 104.8960s]
-19/11/23 19:51:20| INFO binc_sld finished [took 151.0900s]
-19/11/23 19:51:20| INFO mulc_sld finished [took 147.5938s]
-19/11/23 19:51:22| INFO binmc_sld finished [took 143.5357s]
-19/11/23 19:51:25| INFO atc_mc finished [took 107.7969s]
-19/11/23 19:51:26| INFO mulmc_sld finished [took 139.7868s]
-19/11/23 19:51:29| INFO mulne_sld finished [took 128.2238s]
-19/11/23 19:51:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 163.5587s]
-19/11/23 19:51:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:53:25| INFO doc finished [took 68.5324s]
-19/11/23 19:53:32| INFO binne_sld finished [took 99.8498s]
-19/11/23 19:53:40| INFO mulc_sld finished [took 125.1210s]
-19/11/23 19:53:48| INFO mulmc_sld finished [took 120.8493s]
-19/11/23 19:53:55| INFO binc_sld finished [took 143.1980s]
-19/11/23 19:53:59| INFO ref finished [took 113.1608s]
-19/11/23 19:54:01| INFO binmc_sld finished [took 141.3867s]
-19/11/23 19:54:05| INFO mulne_sld finished [took 124.9688s]
-19/11/23 19:54:06| INFO atc_mc finished [took 115.1550s]
-19/11/23 19:54:06| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 157.4892s]
-19/11/23 19:54:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:56:06| INFO ref finished [took 76.5257s]
-19/11/23 19:56:13| INFO binmc_sld finished [took 114.0996s]
-19/11/23 19:56:19| INFO mulne_sld finished [took 97.5415s]
-19/11/23 19:56:35| INFO doc finished [took 95.5446s]
-19/11/23 19:56:38| INFO binc_sld finished [took 148.1309s]
-19/11/23 19:56:42| INFO mulc_sld finished [took 148.3328s]
-19/11/23 19:56:44| INFO binne_sld finished [took 130.8020s]
-19/11/23 19:56:47| INFO mulmc_sld finished [took 139.5310s]
-19/11/23 19:56:47| INFO atc_mc finished [took 111.4280s]
-19/11/23 19:56:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 161.1824s]
-19/11/23 19:56:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:58:51| INFO doc finished [took 70.6697s]
-19/11/23 19:58:54| INFO binmc_sld finished [took 115.2236s]
-19/11/23 19:58:58| INFO mulmc_sld finished [took 111.5674s]
-19/11/23 19:59:14| INFO ref finished [took 106.0625s]
-19/11/23 19:59:17| INFO binc_sld finished [took 146.4685s]
-19/11/23 19:59:22| INFO mulc_sld finished [took 148.1159s]
-19/11/23 19:59:27| INFO atc_mc finished [took 112.5389s]
-19/11/23 19:59:27| INFO binne_sld finished [took 134.9076s]
-19/11/23 19:59:32| INFO mulne_sld finished [took 131.3486s]
-19/11/23 19:59:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 164.7187s]
-19/11/23 19:59:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:01:42| INFO atc_mc finished [took 81.5536s]
-19/11/23 20:01:42| INFO binmc_sld finished [took 118.9289s]
-19/11/23 20:01:45| INFO mulne_sld finished [took 97.3116s]
-19/11/23 20:02:04| INFO ref finished [took 110.9748s]
-19/11/23 20:02:06| INFO doc finished [took 98.8829s]
-19/11/23 20:02:11| INFO mulc_sld finished [took 151.1318s]
-19/11/23 20:02:11| INFO mulmc_sld finished [took 139.3934s]
-19/11/23 20:02:12| INFO binc_sld finished [took 156.7129s]
-19/11/23 20:02:22| INFO binne_sld finished [took 141.8948s]
-19/11/23 20:02:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 169.8505s]
-19/11/23 20:02:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:04:32| INFO mulmc_sld finished [took 107.9326s]
-19/11/23 20:04:37| INFO binc_sld finished [took 131.3714s]
-19/11/23 20:04:41| INFO binmc_sld finished [took 126.9400s]
-19/11/23 20:04:53| INFO ref finished [took 109.4238s]
-19/11/23 20:04:56| INFO mulc_sld finished [took 146.6672s]
-19/11/23 20:04:58| INFO doc finished [took 102.6548s]
-19/11/23 20:05:05| INFO mulne_sld finished [took 128.6264s]
-19/11/23 20:05:07| INFO atc_mc finished [took 115.3303s]
-19/11/23 20:05:16| INFO binne_sld finished [took 148.5048s]
-19/11/23 20:05:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 173.9456s]
-19/11/23 20:05:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:07:13| INFO mulc_sld finished [took 110.4290s]
-19/11/23 20:07:22| INFO atc_mc finished [took 79.8260s]
-19/11/23 20:07:37| INFO binc_sld finished [took 138.4056s]
-19/11/23 20:07:40| INFO ref finished [took 103.9488s]
-19/11/23 20:07:41| INFO doc finished [took 93.9011s]
-19/11/23 20:07:51| INFO mulne_sld finished [took 121.3413s]
-19/11/23 20:07:51| INFO mulmc_sld finished [took 135.1729s]
-19/11/23 20:08:08| INFO binne_sld finished [took 147.2318s]
-19/11/23 20:08:11| INFO binmc_sld finished [took 162.3291s]
-19/11/23 20:08:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 174.6774s]
-----------------------------------------------------------------------------------------------------
-19/11/23 20:08:11| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 20:08:20| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 20:09:20| INFO atc_mc finished [took 42.8710s]
-19/11/23 20:09:21| INFO ref finished [took 43.6417s]
-19/11/23 20:09:21| INFO doc finished [took 41.3836s]
-19/11/23 20:09:27| INFO mulmc_sld finished [took 58.4929s]
-19/11/23 20:09:32| INFO mulne_sld finished [took 57.5357s]
-19/11/23 20:09:33| INFO mulc_sld finished [took 69.2991s]
-19/11/23 20:09:46| INFO binc_sld finished [took 84.1147s]
-19/11/23 20:09:55| INFO binne_sld finished [took 84.5281s]
-19/11/23 20:09:55| INFO binmc_sld finished [took 89.1542s]
-19/11/23 20:09:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 95.2448s]
-19/11/23 20:09:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 20:10:59| INFO ref finished [took 47.3966s]
-19/11/23 20:11:00| INFO atc_mc finished [took 43.9834s]
-19/11/23 20:11:00| INFO doc finished [took 44.0074s]
-19/11/23 20:11:07| INFO mulc_sld finished [took 66.6602s]
-19/11/23 20:11:13| INFO mulne_sld finished [took 61.4361s]
-19/11/23 20:11:14| INFO mulmc_sld finished [took 68.6355s]
-19/11/23 20:11:26| INFO binc_sld finished [took 87.7194s]
-19/11/23 20:11:34| INFO binne_sld finished [took 86.6534s]
-19/11/23 20:11:34| INFO binmc_sld finished [took 92.6218s]
-19/11/23 20:11:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 98.9725s]
-19/11/23 20:11:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 20:12:55| INFO doc finished [took 51.2553s]
-19/11/23 20:12:56| INFO ref finished [took 56.6532s]
-19/11/23 20:13:08| INFO mulne_sld finished [took 71.5676s]
-19/11/23 20:13:09| INFO atc_mc finished [took 67.1399s]
-19/11/23 20:13:14| INFO binne_sld finished [took 79.5664s]
-19/11/23 20:13:14| INFO mulmc_sld finished [took 82.4176s]
-19/11/23 20:13:15| INFO mulc_sld finished [took 84.7426s]
-19/11/23 20:13:16| INFO binc_sld finished [took 88.8689s]
-19/11/23 20:13:18| INFO binmc_sld finished [took 89.5081s]
-19/11/23 20:13:18| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 103.5502s]
-19/11/23 20:13:18| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 20:14:31| INFO doc finished [took 50.8739s]
-19/11/23 20:14:32| INFO atc_mc finished [took 53.2467s]
-19/11/23 20:14:32| INFO ref finished [took 55.4985s]
-19/11/23 20:14:46| INFO binne_sld finished [took 73.5470s]
-19/11/23 20:14:49| INFO mulne_sld finished [took 73.8855s]
-19/11/23 20:14:52| INFO binc_sld finished [took 91.0872s]
-19/11/23 20:14:53| INFO binmc_sld finished [took 85.1854s]
-19/11/23 20:14:53| INFO mulmc_sld finished [took 83.0024s]
-19/11/23 20:14:53| INFO mulc_sld finished [took 89.6033s]
-19/11/23 20:14:53| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 95.5020s]
-19/11/23 20:14:53| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 20:16:08| INFO doc finished [took 52.8491s]
-19/11/23 20:16:08| INFO ref finished [took 54.9432s]
-19/11/23 20:16:19| INFO binmc_sld finished [took 79.4615s]
-19/11/23 20:16:21| INFO atc_mc finished [took 68.1066s]
-19/11/23 20:16:21| INFO mulmc_sld finished [took 78.4218s]
-19/11/23 20:16:22| INFO mulc_sld finished [took 84.7562s]
-19/11/23 20:16:26| INFO binc_sld finished [took 90.4883s]
-19/11/23 20:16:27| INFO binne_sld finished [took 80.6932s]
-19/11/23 20:16:32| INFO mulne_sld finished [took 82.1265s]
-19/11/23 20:16:32| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 98.3945s]
-19/11/23 20:16:32| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 20:17:45| INFO ref finished [took 55.6285s]
-19/11/23 20:17:45| INFO atc_mc finished [took 56.0716s]
-19/11/23 20:17:45| INFO doc finished [took 54.1295s]
-19/11/23 20:17:57| INFO binmc_sld finished [took 77.2017s]
-19/11/23 20:17:59| INFO mulne_sld finished [took 74.2482s]
-19/11/23 20:18:03| INFO mulmc_sld finished [took 81.3975s]
-19/11/23 20:18:04| INFO binc_sld finished [took 90.5582s]
-19/11/23 20:18:05| INFO mulc_sld finished [took 88.7117s]
-19/11/23 20:18:06| INFO binne_sld finished [took 82.0301s]
-19/11/23 20:18:06| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 93.8647s]
-19/11/23 20:18:06| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 20:19:21| INFO doc finished [took 51.5947s]
-19/11/23 20:19:23| INFO ref finished [took 55.6575s]
-19/11/23 20:19:34| INFO mulc_sld finished [took 83.2674s]
-19/11/23 20:19:36| INFO atc_mc finished [took 67.2435s]
-19/11/23 20:19:36| INFO binmc_sld finished [took 80.0895s]
-19/11/23 20:19:37| INFO binne_sld finished [took 75.4826s]
-19/11/23 20:19:41| INFO mulne_sld finished [took 76.1622s]
-19/11/23 20:19:41| INFO binc_sld finished [took 92.3857s]
-19/11/23 20:19:44| INFO mulmc_sld finished [took 84.9288s]
-19/11/23 20:19:44| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 97.9102s]
-19/11/23 20:19:44| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 20:20:56| INFO doc finished [took 50.9169s]
-19/11/23 20:20:57| INFO ref finished [took 54.3907s]
-19/11/23 20:21:03| INFO atc_mc finished [took 59.3513s]
-19/11/23 20:21:08| INFO mulmc_sld finished [took 69.9581s]
-19/11/23 20:21:15| INFO mulc_sld finished [took 83.7655s]
-19/11/23 20:21:16| INFO mulne_sld finished [took 74.0565s]
-19/11/23 20:21:19| INFO binmc_sld finished [took 85.6575s]
-19/11/23 20:21:21| INFO binc_sld finished [took 92.1814s]
-19/11/23 20:21:27| INFO binne_sld finished [took 87.6698s]
-19/11/23 20:21:27| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 103.4096s]
-19/11/23 20:21:27| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 20:22:26| INFO ref finished [took 43.5365s]
-19/11/23 20:22:26| INFO doc finished [took 42.2749s]
-19/11/23 20:22:45| INFO mulne_sld finished [took 64.7371s]
-19/11/23 20:22:46| INFO mulc_sld finished [took 75.7984s]
-19/11/23 20:22:47| INFO atc_mc finished [took 63.9119s]
-19/11/23 20:22:48| INFO binc_sld finished [took 79.1970s]
-19/11/23 20:22:53| INFO mulmc_sld finished [took 78.7171s]
-19/11/23 20:22:53| INFO binne_sld finished [took 76.0629s]
-19/11/23 20:22:53| INFO binmc_sld finished [took 79.2422s]
-19/11/23 20:22:53| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 86.0248s]
-----------------------------------------------------------------------------------------------------
-19/11/23 20:57:17| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 20:57:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:59:30| INFO ref finished [took 78.3554s]
-19/11/23 20:59:48| INFO atc_mc finished [took 89.6456s]
-19/11/23 21:00:10| INFO binc_sld finished [took 165.0292s]
-19/11/23 21:00:13| INFO mulc_sld finished [took 163.4647s]
-19/11/23 21:00:13| INFO mulis_sld finished [took 127.4467s]
-19/11/23 21:00:23| INFO mulmc_sld finished [took 162.1337s]
-19/11/23 21:00:23| INFO mulne_sld finished [took 152.7607s]
-19/11/23 21:00:25| INFO binis_sld finished [took 146.5875s]
-19/11/23 21:00:27| INFO binmc_sld finished [took 172.9657s]
-19/11/23 21:00:30| INFO binne_sld finished [took 165.1468s]
-19/11/23 21:00:39| INFO doc finished [took 63.7435s]
-19/11/23 21:00:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 196.9654s]
-19/11/23 21:00:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:03:10| INFO binne_sld finished [took 127.2992s]
-19/11/23 21:03:12| INFO binis_sld finished [took 111.2641s]
-19/11/23 21:03:26| INFO ref finished [took 111.9644s]
-19/11/23 21:03:37| INFO binmc_sld finished [took 166.6270s]
-19/11/23 21:03:38| INFO atc_mc finished [took 116.7918s]
-19/11/23 21:03:39| INFO mulc_sld finished [took 173.4535s]
-19/11/23 21:03:42| INFO binc_sld finished [took 179.9198s]
-19/11/23 21:03:44| INFO mulmc_sld finished [took 166.2971s]
-19/11/23 21:03:47| INFO mulis_sld finished [took 138.2204s]
-19/11/23 21:03:49| INFO mulne_sld finished [took 158.0875s]
-19/11/23 21:04:07| INFO doc finished [took 51.6344s]
-19/11/23 21:04:07| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 207.9590s]
-19/11/23 21:04:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:06:24| INFO ref finished [took 77.6894s]
-19/11/23 21:06:47| INFO binis_sld finished [took 115.7259s]
-19/11/23 21:07:06| INFO binc_sld finished [took 175.8364s]
-19/11/23 21:07:09| INFO binne_sld finished [took 154.7778s]
-19/11/23 21:07:14| INFO mulne_sld finished [took 149.9715s]
-19/11/23 21:07:16| INFO mulmc_sld finished [took 168.3360s]
-19/11/23 21:07:18| INFO mulc_sld finished [took 184.0222s]
-19/11/23 21:07:20| INFO binmc_sld finished [took 179.4936s]
-19/11/23 21:07:23| INFO mulis_sld finished [took 143.9927s]
-19/11/23 21:07:26| INFO atc_mc finished [took 131.6257s]
-19/11/23 21:07:33| INFO doc finished [took 62.9090s]
-19/11/23 21:07:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 206.3195s]
-19/11/23 21:07:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:09:53| INFO mulc_sld finished [took 133.5063s]
-19/11/23 21:09:55| INFO mulis_sld finished [took 98.2986s]
-19/11/23 21:10:10| INFO binc_sld finished [took 154.4466s]
-19/11/23 21:10:21| INFO binmc_sld finished [took 158.6595s]
-19/11/23 21:10:29| INFO atc_mc finished [took 121.3342s]
-19/11/23 21:10:30| INFO binis_sld finished [took 140.8381s]
-19/11/23 21:10:30| INFO mulmc_sld finished [took 162.2964s]
-19/11/23 21:10:35| INFO ref finished [took 131.6754s]
-19/11/23 21:10:35| INFO mulne_sld finished [took 153.4051s]
-19/11/23 21:10:40| INFO binne_sld finished [took 164.0910s]
-19/11/23 21:10:58| INFO doc finished [took 62.0151s]
-19/11/23 21:10:58| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 204.4837s]
-19/11/23 21:10:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:13:19| INFO binmc_sld finished [took 129.2896s]
-19/11/23 21:13:29| INFO mulne_sld finished [took 116.7361s]
-19/11/23 21:13:52| INFO ref finished [took 116.4011s]
-19/11/23 21:13:52| INFO mulmc_sld finished [took 155.0571s]
-19/11/23 21:13:55| INFO binc_sld finished [took 174.5466s]
-19/11/23 21:14:03| INFO mulc_sld finished [took 179.0632s]
-19/11/23 21:14:06| INFO binis_sld finished [took 146.8596s]
-19/11/23 21:14:10| INFO binne_sld finished [took 165.9503s]
-19/11/23 21:14:12| INFO atc_mc finished [took 128.9594s]
-19/11/23 21:14:13| INFO mulis_sld finished [took 146.6789s]
-19/11/23 21:14:28| INFO doc finished [took 63.8432s]
-19/11/23 21:14:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 210.3550s]
-19/11/23 21:14:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:16:47| INFO mulc_sld finished [took 132.6163s]
-19/11/23 21:17:00| INFO ref finished [took 98.0365s]
-19/11/23 21:17:18| INFO binis_sld finished [took 131.4635s]
-19/11/23 21:17:23| INFO binc_sld finished [took 172.4939s]
-19/11/23 21:17:24| INFO mulmc_sld finished [took 157.0995s]
-19/11/23 21:17:25| INFO atc_mc finished [took 117.3192s]
-19/11/23 21:17:29| INFO binne_sld finished [took 157.4816s]
-19/11/23 21:17:30| INFO binmc_sld finished [took 170.1259s]
-19/11/23 21:17:41| INFO mulne_sld finished [took 161.4529s]
-19/11/23 21:17:44| INFO mulis_sld finished [took 150.9906s]
-19/11/23 21:17:57| INFO doc finished [took 65.7072s]
-19/11/23 21:17:57| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 208.4920s]
-19/11/23 21:17:57| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:20:17| INFO mulc_sld finished [took 133.3883s]
-19/11/23 21:20:23| INFO mulmc_sld finished [took 128.0340s]
-19/11/23 21:20:57| INFO binmc_sld finished [took 167.3222s]
-19/11/23 21:20:59| INFO atc_mc finished [took 120.6819s]
-19/11/23 21:21:03| INFO ref finished [took 129.2912s]
-19/11/23 21:21:03| INFO binc_sld finished [took 182.9861s]
-19/11/23 21:21:03| INFO binne_sld finished [took 159.2750s]
-19/11/23 21:21:12| INFO mulne_sld finished [took 159.7806s]
-19/11/23 21:21:16| INFO mulis_sld finished [took 148.8817s]
-19/11/23 21:21:17| INFO binis_sld finished [took 158.1950s]
-19/11/23 21:21:33| INFO doc finished [took 68.8378s]
-19/11/23 21:21:33| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 216.1500s]
-19/11/23 21:21:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:24:03| INFO binmc_sld finished [took 137.6415s]
-19/11/23 21:24:09| INFO binne_sld finished [took 128.6696s]
-19/11/23 21:24:35| INFO mulmc_sld finished [took 162.8192s]
-19/11/23 21:24:39| INFO mulc_sld finished [took 178.9714s]
-19/11/23 21:24:39| INFO ref finished [took 129.2943s]
-19/11/23 21:24:44| INFO mulne_sld finished [took 155.2228s]
-19/11/23 21:24:47| INFO atc_mc finished [took 131.9586s]
-19/11/23 21:24:48| INFO binc_sld finished [took 191.9467s]
-19/11/23 21:24:48| INFO binis_sld finished [took 151.9338s]
-19/11/23 21:24:53| INFO mulis_sld finished [took 152.8830s]
-19/11/23 21:25:05| INFO doc finished [took 54.8910s]
-19/11/23 21:25:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 212.4719s]
-19/11/23 21:25:05| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:27:20| INFO mulmc_sld finished [took 115.5754s]
-19/11/23 21:27:49| INFO atc_mc finished [took 103.8399s]
-19/11/23 21:27:58| INFO mulis_sld finished [took 125.9920s]
-19/11/23 21:28:02| INFO mulc_sld finished [took 169.6572s]
-19/11/23 21:28:08| INFO ref finished [took 130.1773s]
-19/11/23 21:28:08| INFO mulne_sld finished [took 150.0584s]
-19/11/23 21:28:18| INFO binis_sld finished [took 154.4569s]
-19/11/23 21:28:19| INFO binc_sld finished [took 190.2244s]
-19/11/23 21:28:26| INFO binmc_sld finished [took 189.5683s]
-19/11/23 21:28:28| INFO binne_sld finished [took 178.2303s]
-19/11/23 21:28:31| INFO doc finished [took 65.7981s]
-19/11/23 21:28:31| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 205.5493s]
-----------------------------------------------------------------------------------------------------
-19/11/23 21:28:31| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 21:28:40| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 21:29:51| INFO ref finished [took 50.4272s]
-19/11/23 21:29:59| INFO mulc_sld finished [took 74.7205s]
-19/11/23 21:30:06| INFO atc_mc finished [took 63.0406s]
-19/11/23 21:30:11| INFO mulmc_sld finished [took 81.8438s]
-19/11/23 21:30:12| INFO mulne_sld finished [took 77.0307s]
-19/11/23 21:30:13| INFO mulis_sld finished [took 73.0118s]
-19/11/23 21:30:13| INFO doc finished [took 19.4343s]
-19/11/23 21:30:21| INFO binmc_sld finished [took 94.8168s]
-19/11/23 21:30:31| INFO binne_sld finished [took 99.1648s]
-19/11/23 21:30:35| INFO binc_sld finished [took 112.6532s]
-19/11/23 21:30:36| INFO binis_sld finished [took 100.2292s]
-19/11/23 21:30:36| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 115.5824s]
-19/11/23 21:30:36| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 21:31:50| INFO atc_mc finished [took 49.8183s]
-19/11/23 21:31:55| INFO ref finished [took 56.5151s]
-19/11/23 21:32:08| INFO mulc_sld finished [took 87.6034s]
-19/11/23 21:32:14| INFO doc finished [took 20.6844s]
-19/11/23 21:32:15| INFO mulmc_sld finished [took 88.9910s]
-19/11/23 21:32:16| INFO mulne_sld finished [took 83.4857s]
-19/11/23 21:32:17| INFO mulis_sld finished [took 81.0790s]
-19/11/23 21:32:30| INFO binis_sld finished [took 97.4270s]
-19/11/23 21:32:31| INFO binc_sld finished [took 112.3975s]
-19/11/23 21:32:36| INFO binne_sld finished [took 107.3596s]
-19/11/23 21:32:38| INFO binmc_sld finished [took 115.6329s]
-19/11/23 21:32:38| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 122.6224s]
-19/11/23 21:32:38| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 21:34:09| INFO atc_mc finished [took 57.3192s]
-19/11/23 21:34:11| INFO ref finished [took 61.0477s]
-19/11/23 21:34:33| INFO mulc_sld finished [took 99.3741s]
-19/11/23 21:34:35| INFO mulis_sld finished [took 88.2377s]
-19/11/23 21:34:38| INFO binis_sld finished [took 93.0999s]
-19/11/23 21:34:42| INFO doc finished [took 28.9710s]
-19/11/23 21:34:43| INFO mulmc_sld finished [took 103.7833s]
-19/11/23 21:34:43| INFO mulne_sld finished [took 99.9399s]
-19/11/23 21:34:43| INFO binne_sld finished [took 101.5580s]
-19/11/23 21:34:45| INFO binc_sld finished [took 116.3224s]
-19/11/23 21:34:46| INFO binmc_sld finished [took 110.8746s]
-19/11/23 21:34:46| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 127.1195s]
-19/11/23 21:34:46| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 21:36:11| INFO ref finished [took 61.2011s]
-19/11/23 21:36:26| INFO binis_sld finished [took 80.8416s]
-19/11/23 21:36:27| INFO atc_mc finished [took 74.7702s]
-19/11/23 21:36:31| INFO mulis_sld finished [took 84.8961s]
-19/11/23 21:36:36| INFO mulmc_sld finished [took 97.6370s]
-19/11/23 21:36:39| INFO binc_sld finished [took 110.2617s]
-19/11/23 21:36:39| INFO binmc_sld finished [took 105.0029s]
-19/11/23 21:36:41| INFO doc finished [took 26.6310s]
-19/11/23 21:36:42| INFO mulne_sld finished [took 101.0516s]
-19/11/23 21:36:43| INFO mulc_sld finished [took 110.1464s]
-19/11/23 21:36:44| INFO binne_sld finished [took 104.4633s]
-19/11/23 21:36:44| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.4187s]
-19/11/23 21:36:44| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 21:38:12| INFO ref finished [took 65.1384s]
-19/11/23 21:38:27| INFO atc_mc finished [took 78.4825s]
-19/11/23 21:38:28| INFO binc_sld finished [took 100.1460s]
-19/11/23 21:38:34| INFO mulis_sld finished [took 88.9251s]
-19/11/23 21:38:37| INFO binne_sld finished [took 96.0846s]
-19/11/23 21:38:38| INFO binis_sld finished [took 97.0118s]
-19/11/23 21:38:41| INFO binmc_sld finished [took 108.8367s]
-19/11/23 21:38:42| INFO mulmc_sld finished [took 105.1525s]
-19/11/23 21:38:42| INFO doc finished [took 27.0436s]
-19/11/23 21:38:43| INFO mulc_sld finished [took 110.4750s]
-19/11/23 21:38:44| INFO mulne_sld finished [took 105.2200s]
-19/11/23 21:38:44| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 120.4324s]
-19/11/23 21:38:44| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 21:40:09| INFO ref finished [took 65.4233s]
-19/11/23 21:40:15| INFO atc_mc finished [took 69.0464s]
-19/11/23 21:40:33| INFO mulmc_sld finished [took 97.5977s]
-19/11/23 21:40:33| INFO binc_sld finished [took 104.8976s]
-19/11/23 21:40:34| INFO binmc_sld finished [took 101.8083s]
-19/11/23 21:40:35| INFO mulc_sld finished [took 102.8695s]
-19/11/23 21:40:40| INFO binis_sld finished [took 99.0209s]
-19/11/23 21:40:40| INFO doc finished [took 27.9021s]
-19/11/23 21:40:41| INFO mulis_sld finished [took 100.4251s]
-19/11/23 21:40:42| INFO binne_sld finished [took 105.0386s]
-19/11/23 21:40:42| INFO mulne_sld finished [took 100.8476s]
-19/11/23 21:40:42| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 117.5148s]
-19/11/23 21:40:42| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 21:42:08| INFO ref finished [took 62.0037s]
-19/11/23 21:42:20| INFO atc_mc finished [took 70.1705s]
-19/11/23 21:42:24| INFO binis_sld finished [took 82.8894s]
-19/11/23 21:42:34| INFO mulis_sld finished [took 89.8038s]
-19/11/23 21:42:35| INFO mulmc_sld finished [took 97.9076s]
-19/11/23 21:42:36| INFO binne_sld finished [took 100.0978s]
-19/11/23 21:42:36| INFO doc finished [took 24.9222s]
-19/11/23 21:42:37| INFO binc_sld finished [took 109.6589s]
-19/11/23 21:42:39| INFO mulc_sld finished [took 103.9596s]
-19/11/23 21:42:39| INFO binmc_sld finished [took 105.3642s]
-19/11/23 21:42:40| INFO mulne_sld finished [took 100.2645s]
-19/11/23 21:42:40| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 117.8442s]
-19/11/23 21:42:40| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 21:44:03| INFO ref finished [took 56.9652s]
-19/11/23 21:44:19| INFO mulc_sld finished [took 87.7781s]
-19/11/23 21:44:20| INFO atc_mc finished [took 77.1959s]
-19/11/23 21:44:20| INFO mulne_sld finished [took 83.1022s]
-19/11/23 21:44:25| INFO mulis_sld finished [took 81.4471s]
-19/11/23 21:44:28| INFO doc finished [took 19.7610s]
-19/11/23 21:44:28| INFO mulmc_sld finished [took 95.2999s]
-19/11/23 21:44:42| INFO binc_sld finished [took 114.8740s]
-19/11/23 21:44:43| INFO binne_sld finished [took 107.2033s]
-19/11/23 21:44:43| INFO binmc_sld finished [took 111.7488s]
-19/11/23 21:44:44| INFO binis_sld finished [took 106.4660s]
-19/11/23 21:44:44| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 123.9218s]
-19/11/23 21:44:44| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 21:45:59| INFO ref finished [took 56.4238s]
-19/11/23 21:46:03| INFO atc_mc finished [took 58.2518s]
-19/11/23 21:46:12| INFO mulne_sld finished [took 76.2745s]
-19/11/23 21:46:22| INFO doc finished [took 21.0804s]
-19/11/23 21:46:22| INFO mulmc_sld finished [took 91.9655s]
-19/11/23 21:46:23| INFO mulis_sld finished [took 81.0249s]
-19/11/23 21:46:24| INFO mulc_sld finished [took 96.4227s]
-19/11/23 21:46:25| INFO binc_sld finished [took 98.2682s]
-19/11/23 21:46:25| INFO binis_sld finished [took 86.1151s]
-19/11/23 21:46:29| INFO binmc_sld finished [took 99.3170s]
-19/11/23 21:46:31| INFO binne_sld finished [took 98.4855s]
-19/11/23 21:46:31| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 107.6487s]
-----------------------------------------------------------------------------------------------------
-19/11/23 22:22:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 22:23:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:25:15| INFO binc_sld finished [took 129.1322s]
-19/11/23 22:25:39| INFO atc_mc finished [took 98.4149s]
-19/11/23 22:25:40| INFO ref finished [took 106.3883s]
-19/11/23 22:25:51| INFO mulc_sld finished [took 161.1160s]
-19/11/23 22:26:01| INFO mulne_sld finished [took 147.4557s]
-19/11/23 22:26:03| INFO binmc_sld finished [took 167.9854s]
-19/11/23 22:26:05| INFO binne_sld finished [took 156.5914s]
-19/11/23 22:26:06| INFO mulmc_sld finished [took 163.4848s]
-19/11/23 22:26:10| INFO mulis_sld finished [took 141.5419s]
-19/11/23 22:26:16| INFO binis_sld finished [took 155.6666s]
-19/11/23 22:26:20| INFO doc finished [took 60.2922s]
-19/11/23 22:26:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.0194s]
-19/11/23 22:26:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:28:37| INFO mulc_sld finished [took 129.8622s]
-19/11/23 22:28:54| INFO binne_sld finished [took 128.8514s]
-19/11/23 22:29:15| INFO binc_sld finished [took 171.4765s]
-19/11/23 22:29:22| INFO mulis_sld finished [took 130.4361s]
-19/11/23 22:29:25| INFO mulmc_sld finished [took 165.4654s]
-19/11/23 22:29:28| INFO binmc_sld finished [took 175.8247s]
-19/11/23 22:29:30| INFO ref finished [took 131.0062s]
-19/11/23 22:29:30| INFO atc_mc finished [took 124.2880s]
-19/11/23 22:29:30| INFO binis_sld finished [took 147.6054s]
-19/11/23 22:29:32| INFO mulne_sld finished [took 159.6505s]
-19/11/23 22:29:51| INFO doc finished [took 69.3481s]
-19/11/23 22:29:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 210.9860s]
-19/11/23 22:29:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:32:12| INFO binmc_sld finished [took 129.4468s]
-19/11/23 22:32:25| INFO mulc_sld finished [took 147.0219s]
-19/11/23 22:32:50| INFO atc_mc finished [took 111.0961s]
-19/11/23 22:32:52| INFO mulmc_sld finished [took 160.8192s]
-19/11/23 22:32:55| INFO binc_sld finished [took 179.9674s]
-19/11/23 22:32:59| INFO mulne_sld finished [took 150.9486s]
-19/11/23 22:33:00| INFO ref finished [took 127.5009s]
-19/11/23 22:33:05| INFO mulis_sld finished [took 141.6217s]
-19/11/23 22:33:07| INFO binis_sld finished [took 152.4593s]
-19/11/23 22:33:07| INFO binne_sld finished [took 166.1683s]
-19/11/23 22:33:27| INFO doc finished [took 68.8522s]
-19/11/23 22:33:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 216.4527s]
-19/11/23 22:33:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:35:37| INFO mulc_sld finished [took 123.6475s]
-19/11/23 22:35:37| INFO binc_sld finished [took 127.5072s]
-19/11/23 22:36:19| INFO mulne_sld finished [took 142.2771s]
-19/11/23 22:36:21| INFO mulis_sld finished [took 132.5661s]
-19/11/23 22:36:25| INFO binmc_sld finished [took 168.5926s]
-19/11/23 22:36:26| INFO ref finished [took 132.3914s]
-19/11/23 22:36:31| INFO mulmc_sld finished [took 167.8198s]
-19/11/23 22:36:32| INFO binne_sld finished [took 162.6281s]
-19/11/23 22:36:35| INFO binis_sld finished [took 153.0444s]
-19/11/23 22:36:36| INFO atc_mc finished [took 135.9492s]
-19/11/23 22:36:42| INFO doc finished [took 61.4758s]
-19/11/23 22:36:42| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 194.6943s]
-19/11/23 22:36:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:38:58| INFO binc_sld finished [took 133.4451s]
-19/11/23 22:39:10| INFO binne_sld finished [took 120.8179s]
-19/11/23 22:39:41| INFO mulmc_sld finished [took 159.2727s]
-19/11/23 22:39:42| INFO binmc_sld finished [took 167.6777s]
-19/11/23 22:39:43| INFO mulne_sld finished [took 147.3838s]
-19/11/23 22:39:45| INFO mulc_sld finished [took 175.9019s]
-19/11/23 22:39:54| INFO ref finished [took 134.9599s]
-19/11/23 22:39:57| INFO binis_sld finished [took 153.5279s]
-19/11/23 22:39:57| INFO mulis_sld finished [took 144.8783s]
-19/11/23 22:39:57| INFO atc_mc finished [took 132.6237s]
-19/11/23 22:40:06| INFO doc finished [took 62.4116s]
-19/11/23 22:40:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 203.8055s]
-19/11/23 22:40:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:42:20| INFO ref finished [took 80.2118s]
-19/11/23 22:42:34| INFO binmc_sld finished [took 137.4630s]
-19/11/23 22:42:54| INFO mulne_sld finished [took 135.8773s]
-19/11/23 22:43:07| INFO binc_sld finished [took 177.8178s]
-19/11/23 22:43:10| INFO mulmc_sld finished [took 167.2970s]
-19/11/23 22:43:13| INFO mulis_sld finished [took 138.8627s]
-19/11/23 22:43:14| INFO mulc_sld finished [took 181.4380s]
-19/11/23 22:43:19| INFO binis_sld finished [took 153.7400s]
-19/11/23 22:43:19| INFO atc_mc finished [took 132.1135s]
-19/11/23 22:43:19| INFO binne_sld finished [took 170.9560s]
-19/11/23 22:43:26| INFO doc finished [took 62.2554s]
-19/11/23 22:43:26| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 200.3963s]
-19/11/23 22:43:26| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:45:54| INFO mulne_sld finished [took 114.6190s]
-19/11/23 22:45:57| INFO binne_sld finished [took 123.4212s]
-19/11/23 22:46:22| INFO ref finished [took 119.4471s]
-19/11/23 22:46:26| INFO binmc_sld finished [took 166.6077s]
-19/11/23 22:46:32| INFO atc_mc finished [took 121.5630s]
-19/11/23 22:46:33| INFO mulc_sld finished [took 178.6990s]
-19/11/23 22:46:34| INFO binc_sld finished [took 184.6601s]
-19/11/23 22:46:35| INFO mulmc_sld finished [took 168.5104s]
-19/11/23 22:46:44| INFO binis_sld finished [took 156.3966s]
-19/11/23 22:46:48| INFO mulis_sld finished [took 152.3326s]
-19/11/23 22:47:02| INFO doc finished [took 62.5640s]
-19/11/23 22:47:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 215.9087s]
-19/11/23 22:47:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:49:27| INFO binc_sld finished [took 141.5216s]
-19/11/23 22:49:48| INFO mulmc_sld finished [took 147.1459s]
-19/11/23 22:49:49| INFO binmc_sld finished [took 155.2035s]
-19/11/23 22:49:51| INFO ref finished [took 111.7958s]
-19/11/23 22:50:09| INFO mulc_sld finished [took 180.2681s]
-19/11/23 22:50:10| INFO mulne_sld finished [took 151.9164s]
-19/11/23 22:50:15| INFO mulis_sld finished [took 141.5046s]
-19/11/23 22:50:16| INFO atc_mc finished [took 129.3113s]
-19/11/23 22:50:20| INFO binne_sld finished [took 171.1039s]
-19/11/23 22:50:22| INFO binis_sld finished [took 155.6246s]
-19/11/23 22:50:40| INFO doc finished [took 66.7235s]
-19/11/23 22:50:40| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 217.9236s]
-19/11/23 22:50:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:53:02| INFO atc_mc finished [took 82.0527s]
-19/11/23 22:53:31| INFO mulc_sld finished [took 163.7655s]
-19/11/23 22:53:33| INFO mulmc_sld finished [took 154.1738s]
-19/11/23 22:53:34| INFO binis_sld finished [took 135.3414s]
-19/11/23 22:53:42| INFO binc_sld finished [took 178.5202s]
-19/11/23 22:53:42| INFO ref finished [took 129.0759s]
-19/11/23 22:53:45| INFO mulne_sld finished [took 153.0960s]
-19/11/23 22:53:49| INFO mulis_sld finished [took 142.1736s]
-19/11/23 22:53:51| INFO binne_sld finished [took 166.5534s]
-19/11/23 22:54:04| INFO binmc_sld finished [took 191.9529s]
-19/11/23 22:54:10| INFO doc finished [took 62.3344s]
-19/11/23 22:54:10| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 209.5554s]
-----------------------------------------------------------------------------------------------------
-19/11/23 22:54:10| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 22:54:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 22:55:28| INFO ref finished [took 46.9804s]
-19/11/23 22:55:41| INFO atc_mc finished [took 61.9001s]
-19/11/23 22:55:45| INFO mulne_sld finished [took 72.7345s]
-19/11/23 22:55:50| INFO mulc_sld finished [took 87.0696s]
-19/11/23 22:55:52| INFO mulis_sld finished [took 72.9158s]
-19/11/23 22:55:53| INFO mulmc_sld finished [took 84.5306s]
-19/11/23 22:55:58| INFO doc finished [took 26.5312s]
-19/11/23 22:56:11| INFO binmc_sld finished [took 105.9322s]
-19/11/23 22:56:13| INFO binis_sld finished [took 98.1745s]
-19/11/23 22:56:13| INFO binc_sld finished [took 112.1304s]
-19/11/23 22:56:16| INFO binne_sld finished [took 104.6899s]
-19/11/23 22:56:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 116.4671s]
-19/11/23 22:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 22:57:32| INFO ref finished [took 57.2237s]
-19/11/23 22:57:49| INFO atc_mc finished [took 70.2037s]
-19/11/23 22:57:49| INFO mulis_sld finished [took 73.1319s]
-19/11/23 22:57:50| INFO mulc_sld finished [took 88.8184s]
-19/11/23 22:57:52| INFO mulmc_sld finished [took 86.8438s]
-19/11/23 22:57:56| INFO mulne_sld finished [took 83.8710s]
-19/11/23 22:58:00| INFO doc finished [took 24.8736s]
-19/11/23 22:58:09| INFO binc_sld finished [took 112.3926s]
-19/11/23 22:58:14| INFO binis_sld finished [took 103.0163s]
-19/11/23 22:58:15| INFO binmc_sld finished [took 110.9999s]
-19/11/23 22:58:19| INFO binne_sld finished [took 109.0081s]
-19/11/23 22:58:19| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 123.6155s]
-19/11/23 22:58:19| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 22:59:53| INFO ref finished [took 61.5740s]
-19/11/23 23:00:09| INFO atc_mc finished [took 77.6175s]
-19/11/23 23:00:17| INFO mulc_sld finished [took 100.0119s]
-19/11/23 23:00:19| INFO binc_sld finished [took 107.8103s]
-19/11/23 23:00:20| INFO binis_sld finished [took 95.0204s]
-19/11/23 23:00:20| INFO mulne_sld finished [took 93.2351s]
-19/11/23 23:00:22| INFO mulmc_sld finished [took 100.3697s]
-19/11/23 23:00:25| INFO mulis_sld finished [took 95.2971s]
-19/11/23 23:00:25| INFO doc finished [took 28.5834s]
-19/11/23 23:00:26| INFO binne_sld finished [took 101.1262s]
-19/11/23 23:00:28| INFO binmc_sld finished [took 115.3334s]
-19/11/23 23:00:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 128.8446s]
-19/11/23 23:00:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 23:01:53| INFO ref finished [took 60.4760s]
-19/11/23 23:02:04| INFO atc_mc finished [took 71.8869s]
-19/11/23 23:02:19| INFO mulis_sld finished [took 90.2395s]
-19/11/23 23:02:21| INFO mulc_sld finished [took 108.2449s]
-19/11/23 23:02:23| INFO binis_sld finished [took 95.0622s]
-19/11/23 23:02:24| INFO binne_sld finished [took 99.2611s]
-19/11/23 23:02:24| INFO mulmc_sld finished [took 106.0399s]
-19/11/23 23:02:24| INFO mulne_sld finished [took 99.0354s]
-19/11/23 23:02:26| INFO doc finished [took 29.3026s]
-19/11/23 23:02:26| INFO binc_sld finished [took 116.4437s]
-19/11/23 23:02:27| INFO binmc_sld finished [took 108.0432s]
-19/11/23 23:02:27| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.3864s]
-19/11/23 23:02:27| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 23:03:52| INFO ref finished [took 60.8795s]
-19/11/23 23:04:06| INFO binis_sld finished [took 81.4686s]
-19/11/23 23:04:07| INFO atc_mc finished [took 73.0083s]
-19/11/23 23:04:17| INFO mulmc_sld finished [took 96.3114s]
-19/11/23 23:04:18| INFO binmc_sld finished [took 104.2316s]
-19/11/23 23:04:19| INFO mulc_sld finished [took 107.5050s]
-19/11/23 23:04:19| INFO binne_sld finished [took 95.8847s]
-19/11/23 23:04:20| INFO doc finished [took 24.7194s]
-19/11/23 23:04:21| INFO binc_sld finished [took 112.2507s]
-19/11/23 23:04:23| INFO mulis_sld finished [took 95.8690s]
-19/11/23 23:04:26| INFO mulne_sld finished [took 103.7635s]
-19/11/23 23:04:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 118.9811s]
-19/11/23 23:04:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 23:05:50| INFO ref finished [took 66.7228s]
-19/11/23 23:06:07| INFO atc_mc finished [took 78.5639s]
-19/11/23 23:06:12| INFO binc_sld finished [took 103.0124s]
-19/11/23 23:06:12| INFO mulmc_sld finished [took 98.8226s]
-19/11/23 23:06:12| INFO binmc_sld finished [took 99.6795s]
-19/11/23 23:06:16| INFO mulne_sld finished [took 94.8316s]
-19/11/23 23:06:18| INFO mulc_sld finished [took 106.9441s]
-19/11/23 23:06:20| INFO mulis_sld finished [took 95.7056s]
-19/11/23 23:06:21| INFO doc finished [took 27.4370s]
-19/11/23 23:06:21| INFO binis_sld finished [took 99.2212s]
-19/11/23 23:06:22| INFO binne_sld finished [took 104.7916s]
-19/11/23 23:06:22| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 116.3248s]
-19/11/23 23:06:22| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 23:07:49| INFO ref finished [took 61.2439s]
-19/11/23 23:08:07| INFO atc_mc finished [took 78.4871s]
-19/11/23 23:08:12| INFO mulmc_sld finished [took 95.7838s]
-19/11/23 23:08:14| INFO binc_sld finished [took 105.1094s]
-19/11/23 23:08:15| INFO binmc_sld finished [took 101.9622s]
-19/11/23 23:08:16| INFO binne_sld finished [took 98.3134s]
-19/11/23 23:08:19| INFO mulne_sld finished [took 98.5874s]
-19/11/23 23:08:19| INFO mulis_sld finished [took 95.9173s]
-19/11/23 23:08:20| INFO mulc_sld finished [took 106.4076s]
-19/11/23 23:08:22| INFO doc finished [took 27.9406s]
-19/11/23 23:08:22| INFO binis_sld finished [took 101.3010s]
-19/11/23 23:08:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 120.2287s]
-19/11/23 23:08:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 23:09:46| INFO ref finished [took 59.6838s]
-19/11/23 23:09:58| INFO atc_mc finished [took 68.4955s]
-19/11/23 23:10:00| INFO mulis_sld finished [took 75.1638s]
-19/11/23 23:10:02| INFO mulmc_sld finished [took 87.7392s]
-19/11/23 23:10:06| INFO mulc_sld finished [took 99.1328s]
-19/11/23 23:10:11| INFO mulne_sld finished [took 93.5493s]
-19/11/23 23:10:12| INFO doc finished [took 22.3197s]
-19/11/23 23:10:22| INFO binis_sld finished [took 99.4647s]
-19/11/23 23:10:24| INFO binne_sld finished [took 106.7105s]
-19/11/23 23:10:25| INFO binmc_sld finished [took 111.7183s]
-19/11/23 23:10:25| INFO binc_sld finished [took 117.3806s]
-19/11/23 23:10:25| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 122.8229s]
-19/11/23 23:10:25| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 23:11:37| INFO ref finished [took 55.0879s]
-19/11/23 23:11:52| INFO atc_mc finished [took 66.6902s]
-19/11/23 23:11:54| INFO mulc_sld finished [took 85.7354s]
-19/11/23 23:11:58| INFO mulmc_sld finished [took 85.9595s]
-19/11/23 23:12:00| INFO mulne_sld finished [took 83.5054s]
-19/11/23 23:12:01| INFO mulis_sld finished [took 79.2799s]
-19/11/23 23:12:06| INFO binc_sld finished [took 99.4952s]
-19/11/23 23:12:06| INFO doc finished [took 26.9284s]
-19/11/23 23:12:08| INFO binne_sld finished [took 90.9896s]
-19/11/23 23:12:10| INFO binis_sld finished [took 90.4562s]
-19/11/23 23:12:10| INFO binmc_sld finished [took 99.9007s]
-19/11/23 23:12:10| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 104.9534s]
-----------------------------------------------------------------------------------------------------
-19/11/23 23:47:46| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 23:47:55| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 23:49:17| INFO mulc_sld finished [took 77.1186s]
-19/11/23 23:49:29| INFO mulmc_sld finished [took 84.8406s]
-19/11/23 23:49:34| INFO mulne_sld finished [took 84.9156s]
-19/11/23 23:49:38| INFO mulis_sld finished [took 85.5753s]
-19/11/23 23:49:54| INFO ref finished [took 33.7639s]
-19/11/23 23:49:55| INFO doc finished [took 17.9744s]
-19/11/23 23:49:59| INFO binmc_sld finished [took 117.8313s]
-19/11/23 23:50:00| INFO atc_mc finished [took 28.8205s]
-19/11/23 23:50:01| INFO multh_sld finished [took 106.2922s]
-19/11/23 23:50:03| INFO binis_sld finished [took 112.4914s]
-19/11/23 23:50:09| INFO binne_sld finished [took 124.3668s]
-19/11/23 23:50:09| INFO binc_sld finished [took 131.8185s]
-19/11/23 23:50:21| INFO binth_sld finished [took 128.1427s]
-19/11/23 23:50:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 145.9791s]
-19/11/23 23:50:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 23:51:51| INFO mulne_sld finished [took 73.1685s]
-19/11/23 23:52:10| INFO mulc_sld finished [took 105.4723s]
-19/11/23 23:52:14| INFO mulis_sld finished [took 92.1616s]
-19/11/23 23:52:15| INFO mulmc_sld finished [took 104.7287s]
-19/11/23 23:52:30| INFO ref finished [took 34.3636s]
-19/11/23 23:52:37| INFO multh_sld finished [took 112.8385s]
-19/11/23 23:52:37| INFO binc_sld finished [took 134.4139s]
-19/11/23 23:52:40| INFO doc finished [took 22.2769s]
-19/11/23 23:52:40| INFO binne_sld finished [took 124.8772s]
-19/11/23 23:52:41| INFO atc_mc finished [took 28.1045s]
-19/11/23 23:52:41| INFO binmc_sld finished [took 133.3348s]
-19/11/23 23:52:43| INFO binth_sld finished [took 120.7157s]
-19/11/23 23:52:43| INFO binis_sld finished [took 123.2648s]
-19/11/23 23:52:43| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.3722s]
-19/11/23 23:52:43| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 23:54:39| INFO mulis_sld finished [took 85.3745s]
-19/11/23 23:54:46| INFO mulne_sld finished [took 96.5414s]
-19/11/23 23:54:56| INFO mulc_sld finished [took 119.1146s]
-19/11/23 23:55:04| INFO mulmc_sld finished [took 120.0640s]
-19/11/23 23:55:07| INFO binis_sld finished [took 117.0343s]
-19/11/23 23:55:09| INFO binmc_sld finished [took 127.4916s]
-19/11/23 23:55:11| INFO binne_sld finished [took 124.5021s]
-19/11/23 23:55:12| INFO binc_sld finished [took 135.3054s]
-19/11/23 23:55:15| INFO ref finished [took 32.0290s]
-19/11/23 23:55:18| INFO binth_sld finished [took 125.7843s]
-19/11/23 23:55:19| INFO atc_mc finished [took 28.4154s]
-19/11/23 23:55:19| INFO doc finished [took 18.6400s]
-19/11/23 23:55:22| INFO multh_sld finished [took 128.1573s]
-19/11/23 23:55:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.1832s]
-19/11/23 23:55:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 23:57:15| INFO binmc_sld finished [took 108.0346s]
-19/11/23 23:57:27| INFO binne_sld finished [took 109.1117s]
-19/11/23 23:57:29| INFO mulmc_sld finished [took 115.6784s]
-19/11/23 23:57:33| INFO binis_sld finished [took 114.6253s]
-19/11/23 23:57:35| INFO mulis_sld finished [took 113.4259s]
-19/11/23 23:57:36| INFO mulc_sld finished [took 124.3687s]
-19/11/23 23:57:36| INFO multh_sld finished [took 110.0439s]
-19/11/23 23:57:37| INFO binc_sld finished [took 130.7531s]
-19/11/23 23:57:38| INFO mulne_sld finished [took 119.5803s]
-19/11/23 23:57:43| INFO binth_sld finished [took 120.8479s]
-19/11/23 23:57:45| INFO ref finished [took 27.3554s]
-19/11/23 23:57:50| INFO doc finished [took 16.8253s]
-19/11/23 23:57:56| INFO atc_mc finished [took 25.0577s]
-19/11/23 23:57:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 154.0327s]
-19/11/23 23:57:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 23:59:43| INFO binis_sld finished [took 87.7775s]
-20/11/23 00:00:00| INFO mulc_sld finished [took 114.9223s]
-20/11/23 00:00:04| INFO mulne_sld finished [took 111.4329s]
-20/11/23 00:00:06| INFO binmc_sld finished [took 120.7173s]
-20/11/23 00:00:07| INFO binc_sld finished [took 124.1436s]
-20/11/23 00:00:09| INFO mulis_sld finished [took 114.4707s]
-20/11/23 00:00:09| INFO binne_sld finished [took 118.8186s]
-20/11/23 00:00:10| INFO mulmc_sld finished [took 122.9113s]
-20/11/23 00:00:11| INFO multh_sld finished [took 112.3996s]
-20/11/23 00:00:15| INFO ref finished [took 29.4460s]
-20/11/23 00:00:22| INFO binth_sld finished [took 127.5721s]
-20/11/23 00:00:24| INFO doc finished [took 15.9499s]
-20/11/23 00:00:29| INFO atc_mc finished [took 25.9191s]
-20/11/23 00:00:29| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 153.4151s]
-20/11/23 00:00:29| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 00:02:13| INFO mulis_sld finished [took 87.7033s]
-20/11/23 00:02:29| INFO mulmc_sld finished [took 110.5281s]
-20/11/23 00:02:33| INFO mulne_sld finished [took 108.3609s]
-20/11/23 00:02:37| INFO mulc_sld finished [took 121.5028s]
-20/11/23 00:02:38| INFO binmc_sld finished [took 121.7889s]
-20/11/23 00:02:38| INFO binis_sld finished [took 114.3734s]
-20/11/23 00:02:39| INFO binc_sld finished [took 124.3830s]
-20/11/23 00:02:40| INFO binne_sld finished [took 117.6827s]
-20/11/23 00:02:43| INFO multh_sld finished [took 113.4091s]
-20/11/23 00:02:45| INFO ref finished [took 29.3824s]
-20/11/23 00:02:53| INFO doc finished [took 17.7077s]
-20/11/23 00:02:56| INFO binth_sld finished [took 127.2292s]
-20/11/23 00:02:57| INFO atc_mc finished [took 25.6247s]
-20/11/23 00:02:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 148.0209s]
-20/11/23 00:02:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 00:04:46| INFO binne_sld finished [took 91.2360s]
-20/11/23 00:04:47| INFO binmc_sld finished [took 98.1656s]
-20/11/23 00:05:00| INFO mulmc_sld finished [took 112.1577s]
-20/11/23 00:05:06| INFO mulis_sld finished [took 107.0201s]
-20/11/23 00:05:08| INFO mulc_sld finished [took 119.4217s]
-20/11/23 00:05:10| INFO mulne_sld finished [took 114.7518s]
-20/11/23 00:05:10| INFO binc_sld finished [took 125.1301s]
-20/11/23 00:05:10| INFO binis_sld finished [took 114.0487s]
-20/11/23 00:05:18| INFO ref finished [took 28.1777s]
-20/11/23 00:05:24| INFO multh_sld finished [took 121.1092s]
-20/11/23 00:05:24| INFO doc finished [took 18.6540s]
-20/11/23 00:05:25| INFO atc_mc finished [took 33.9978s]
-20/11/23 00:05:30| INFO binth_sld finished [took 129.8220s]
-20/11/23 00:05:30| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 152.9090s]
-20/11/23 00:05:30| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 00:07:26| INFO mulis_sld finished [took 95.8945s]
-20/11/23 00:07:26| INFO mulc_sld finished [took 107.9725s]
-20/11/23 00:07:26| INFO mulmc_sld finished [took 103.4727s]
-20/11/23 00:07:33| INFO mulne_sld finished [took 106.0428s]
-20/11/23 00:07:40| INFO multh_sld finished [took 105.2495s]
-20/11/23 00:07:49| INFO binc_sld finished [took 130.9854s]
-20/11/23 00:07:51| INFO doc finished [took 18.2320s]
-20/11/23 00:07:56| INFO binmc_sld finished [took 137.6670s]
-20/11/23 00:07:56| INFO binis_sld finished [took 126.8932s]
-20/11/23 00:07:56| INFO binne_sld finished [took 130.6219s]
-20/11/23 00:07:57| INFO ref finished [took 25.3001s]
-20/11/23 00:07:58| INFO atc_mc finished [took 26.1779s]
-20/11/23 00:08:08| INFO binth_sld finished [took 135.7807s]
-20/11/23 00:08:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 158.0681s]
-20/11/23 00:08:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 00:09:40| INFO mulc_sld finished [took 88.4792s]
-20/11/23 00:09:54| INFO mulis_sld finished [took 89.9269s]
-20/11/23 00:09:54| INFO mulne_sld finished [took 92.4793s]
-20/11/23 00:09:57| INFO binis_sld finished [took 95.2158s]
-20/11/23 00:10:03| INFO mulmc_sld finished [took 106.9438s]
-20/11/23 00:10:08| INFO binmc_sld finished [took 113.7009s]
-20/11/23 00:10:09| INFO binne_sld finished [took 111.6477s]
-20/11/23 00:10:10| INFO ref finished [took 26.5953s]
-20/11/23 00:10:11| INFO binc_sld finished [took 122.0284s]
-20/11/23 00:10:19| INFO doc finished [took 21.6962s]
-20/11/23 00:10:19| INFO binth_sld finished [took 113.8488s]
-20/11/23 00:10:25| INFO atc_mc finished [took 27.5175s]
-20/11/23 00:10:28| INFO multh_sld finished [took 120.4739s]
-20/11/23 00:10:28| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 139.4509s]
-----------------------------------------------------------------------------------------------------
-20/11/23 00:10:28| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 00:10:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:13:00| INFO mulne_sld finished [took 115.9090s]
-20/11/23 00:13:28| INFO mulis_sld finished [took 130.6915s]
-20/11/23 00:13:29| INFO mulc_sld finished [took 169.1016s]
-20/11/23 00:13:35| INFO binc_sld finished [took 178.2322s]
-20/11/23 00:13:43| INFO mulmc_sld finished [took 172.1262s]
-20/11/23 00:13:55| INFO binmc_sld finished [took 189.7102s]
-20/11/23 00:13:58| INFO binis_sld finished [took 170.2299s]
-20/11/23 00:14:01| INFO binne_sld finished [took 183.9803s]
-20/11/23 00:14:13| INFO binth_sld finished [took 168.8181s]
-20/11/23 00:14:18| INFO multh_sld finished [took 164.6564s]
-20/11/23 00:14:23| INFO ref finished [took 77.6156s]
-20/11/23 00:14:27| INFO doc finished [took 49.2759s]
-20/11/23 00:14:41| INFO atc_mc finished [took 67.6615s]
-20/11/23 00:14:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 247.6575s]
-20/11/23 00:14:41| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 00:16:35| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 00:16:44| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 00:18:04| INFO mulne_sld finished [took 67.8666s]
-20/11/23 00:18:21| INFO mulis_sld finished [took 79.5200s]
-20/11/23 00:18:24| INFO mulc_sld finished [took 95.6359s]
-20/11/23 00:18:25| INFO mulmc_sld finished [took 92.8795s]
-20/11/23 00:18:35| INFO ref finished [took 28.1695s]
-20/11/23 00:18:39| INFO binne_sld finished [took 103.3917s]
-20/11/23 00:18:45| INFO binc_sld finished [took 118.8490s]
-20/11/23 00:18:47| INFO doc finished [took 21.0948s]
-20/11/23 00:18:50| INFO binmc_sld finished [took 119.1852s]
-20/11/23 00:18:50| INFO multh_sld finished [took 104.8563s]
-20/11/23 00:18:54| INFO atc_mc finished [took 31.0417s]
-20/11/23 00:18:57| INFO binis_sld finished [took 116.9421s]
-20/11/23 00:19:07| INFO binth_sld finished [took 121.8840s]
-20/11/23 00:19:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 142.6238s]
-20/11/23 00:19:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 00:20:38| INFO mulis_sld finished [took 71.8778s]
-20/11/23 00:20:53| INFO mulne_sld finished [took 91.4618s]
-20/11/23 00:20:53| INFO mulc_sld finished [took 100.2949s]
-20/11/23 00:20:57| INFO mulmc_sld finished [took 99.2726s]
-20/11/23 00:21:06| INFO ref finished [took 25.5743s]
-20/11/23 00:21:12| INFO binc_sld finished [took 124.0126s]
-20/11/23 00:21:18| INFO doc finished [took 21.6927s]
-20/11/23 00:21:20| INFO atc_mc finished [took 25.8157s]
-20/11/23 00:21:21| INFO multh_sld finished [took 111.4124s]
-20/11/23 00:21:23| INFO binis_sld finished [took 119.4967s]
-20/11/23 00:21:24| INFO binth_sld finished [took 114.5841s]
-20/11/23 00:21:25| INFO binne_sld finished [took 126.8722s]
-20/11/23 00:21:26| INFO binmc_sld finished [took 130.5365s]
-20/11/23 00:21:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 139.4605s]
-20/11/23 00:21:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 00:23:21| INFO binis_sld finished [took 88.3050s]
-20/11/23 00:23:32| INFO mulis_sld finished [took 98.5505s]
-20/11/23 00:23:36| INFO binmc_sld finished [took 112.1300s]
-20/11/23 00:23:41| INFO mulc_sld finished [took 120.2860s]
-20/11/23 00:23:46| INFO mulmc_sld finished [took 119.2722s]
-20/11/23 00:23:48| INFO mulne_sld finished [took 114.0928s]
-20/11/23 00:23:50| INFO binne_sld finished [took 121.2680s]
-20/11/23 00:23:51| INFO binc_sld finished [took 131.6295s]
-20/11/23 00:23:55| INFO ref finished [took 28.8743s]
-20/11/23 00:23:59| INFO doc finished [took 17.8519s]
-20/11/23 00:24:00| INFO multh_sld finished [took 122.4953s]
-20/11/23 00:24:01| INFO binth_sld finished [took 125.1196s]
-20/11/23 00:24:04| INFO atc_mc finished [took 27.7814s]
-20/11/23 00:24:04| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 157.3641s]
-20/11/23 00:24:04| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 00:25:52| INFO mulmc_sld finished [took 94.8594s]
-20/11/23 00:25:55| INFO binne_sld finished [took 96.0832s]
-20/11/23 00:26:07| INFO binc_sld finished [took 120.0740s]
-20/11/23 00:26:13| INFO binis_sld finished [took 108.8858s]
-20/11/23 00:26:13| INFO binmc_sld finished [took 120.3565s]
-20/11/23 00:26:14| INFO mulne_sld finished [took 113.6228s]
-20/11/23 00:26:14| INFO mulis_sld finished [took 109.4478s]
-20/11/23 00:26:15| INFO mulc_sld finished [took 125.2912s]
-20/11/23 00:26:22| INFO ref finished [took 28.3411s]
-20/11/23 00:26:25| INFO binth_sld finished [took 117.7595s]
-20/11/23 00:26:28| INFO doc finished [took 18.0926s]
-20/11/23 00:26:28| INFO multh_sld finished [took 119.1539s]
-20/11/23 00:26:30| INFO atc_mc finished [took 32.3410s]
-20/11/23 00:26:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 145.9857s]
-20/11/23 00:26:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 00:28:19| INFO mulmc_sld finished [took 98.9164s]
-20/11/23 00:28:29| INFO mulne_sld finished [took 102.6961s]
-20/11/23 00:28:36| INFO mulis_sld finished [took 104.2779s]
-20/11/23 00:28:37| INFO binis_sld finished [took 107.9621s]
-20/11/23 00:28:40| INFO binc_sld finished [took 126.4940s]
-20/11/23 00:28:41| INFO binmc_sld finished [took 120.6530s]
-20/11/23 00:28:43| INFO binne_sld finished [took 118.1814s]
-20/11/23 00:28:44| INFO mulc_sld finished [took 124.5656s]
-20/11/23 00:28:50| INFO ref finished [took 28.6919s]
-20/11/23 00:28:50| INFO binth_sld finished [took 117.6468s]
-20/11/23 00:28:57| INFO doc finished [took 17.8859s]
-20/11/23 00:28:57| INFO multh_sld finished [took 123.5543s]
-20/11/23 00:29:00| INFO atc_mc finished [took 27.9567s]
-20/11/23 00:29:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 150.6545s]
-20/11/23 00:29:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 00:30:44| INFO mulmc_sld finished [took 93.1591s]
-20/11/23 00:30:47| INFO binis_sld finished [took 90.9832s]
-20/11/23 00:31:04| INFO binne_sld finished [took 112.2835s]
-20/11/23 00:31:09| INFO mulis_sld finished [took 111.5634s]
-20/11/23 00:31:09| INFO mulc_sld finished [took 121.6244s]
-20/11/23 00:31:09| INFO binmc_sld finished [took 121.0926s]
-20/11/23 00:31:11| INFO mulne_sld finished [took 116.9556s]
-20/11/23 00:31:11| INFO ref finished [took 24.0822s]
-20/11/23 00:31:11| INFO binc_sld finished [took 125.7891s]
-20/11/23 00:31:24| INFO atc_mc finished [took 33.6418s]
-20/11/23 00:31:25| INFO doc finished [took 16.9497s]
-20/11/23 00:31:25| INFO multh_sld finished [took 127.4382s]
-20/11/23 00:31:28| INFO binth_sld finished [took 130.0088s]
-20/11/23 00:31:28| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 147.9774s]
-20/11/23 00:31:28| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 00:33:16| INFO mulne_sld finished [took 90.7284s]
-20/11/23 00:33:29| INFO binis_sld finished [took 100.6865s]
-20/11/23 00:33:31| INFO mulc_sld finished [took 113.6801s]
-20/11/23 00:33:35| INFO mulmc_sld finished [took 112.2128s]
-20/11/23 00:33:37| INFO mulis_sld finished [took 105.2554s]
-20/11/23 00:33:39| INFO binc_sld finished [took 125.4343s]
-20/11/23 00:33:42| INFO binmc_sld finished [took 121.8835s]
-20/11/23 00:33:43| INFO binne_sld finished [took 115.0955s]
-20/11/23 00:33:50| INFO ref finished [took 29.7580s]
-20/11/23 00:33:53| INFO doc finished [took 17.5607s]
-20/11/23 00:33:58| INFO multh_sld finished [took 124.8346s]
-20/11/23 00:34:00| INFO atc_mc finished [took 26.1680s]
-20/11/23 00:34:03| INFO binth_sld finished [took 132.1159s]
-20/11/23 00:34:03| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 154.8471s]
-20/11/23 00:34:03| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 00:35:43| INFO mulne_sld finished [took 81.2482s]
-20/11/23 00:35:46| INFO mulmc_sld finished [took 89.7079s]
-20/11/23 00:36:03| INFO mulc_sld finished [took 110.7065s]
-20/11/23 00:36:03| INFO mulis_sld finished [took 99.1385s]
-20/11/23 00:36:17| INFO ref finished [took 31.2432s]
-20/11/23 00:36:17| INFO binne_sld finished [took 117.8703s]
-20/11/23 00:36:21| INFO binc_sld finished [took 131.5421s]
-20/11/23 00:36:26| INFO binis_sld finished [took 124.7673s]
-20/11/23 00:36:28| INFO binmc_sld finished [took 133.7130s]
-20/11/23 00:36:28| INFO doc finished [took 21.7416s]
-20/11/23 00:36:29| INFO atc_mc finished [took 39.9990s]
-20/11/23 00:36:35| INFO multh_sld finished [took 127.9219s]
-20/11/23 00:36:59| INFO binth_sld finished [took 153.5796s]
-20/11/23 00:36:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 176.0826s]
-20/11/23 00:36:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 00:38:28| INFO mulc_sld finished [took 84.4039s]
-20/11/23 00:38:45| INFO binc_sld finished [took 103.6141s]
-20/11/23 00:38:45| INFO mulne_sld finished [took 95.0972s]
-20/11/23 00:38:46| INFO mulis_sld finished [took 89.2126s]
-20/11/23 00:38:53| INFO mulmc_sld finished [took 106.0765s]
-20/11/23 00:38:56| INFO ref finished [took 25.6917s]
-20/11/23 00:38:58| INFO binmc_sld finished [took 113.5090s]
-20/11/23 00:38:59| INFO binne_sld finished [took 110.4619s]
-20/11/23 00:39:03| INFO binis_sld finished [took 108.6786s]
-20/11/23 00:39:08| INFO doc finished [took 19.1618s]
-20/11/23 00:39:12| INFO binth_sld finished [took 114.0925s]
-20/11/23 00:39:13| INFO atc_mc finished [took 24.5584s]
-20/11/23 00:39:22| INFO multh_sld finished [took 123.1504s]
-20/11/23 00:39:22| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 142.3060s]
-----------------------------------------------------------------------------------------------------
-20/11/23 00:39:22| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 00:39:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:42:00| INFO binis_sld finished [took 115.8321s]
-20/11/23 00:42:20| INFO mulc_sld finished [took 165.0972s]
-20/11/23 00:42:21| INFO binne_sld finished [took 150.8876s]
-20/11/23 00:42:27| INFO mulne_sld finished [took 148.3110s]
-20/11/23 00:42:33| INFO binc_sld finished [took 182.7215s]
-20/11/23 00:42:35| INFO mulmc_sld finished [took 169.3688s]
-20/11/23 00:42:36| INFO mulis_sld finished [took 144.8530s]
-20/11/23 00:42:36| INFO binmc_sld finished [took 176.9001s]
-20/11/23 00:43:11| INFO multh_sld finished [took 166.8749s]
-20/11/23 00:43:11| INFO binth_sld finished [took 174.9993s]
-20/11/23 00:43:14| INFO ref finished [took 69.1528s]
-20/11/23 00:43:19| INFO doc finished [took 50.1686s]
-20/11/23 00:43:34| INFO atc_mc finished [took 68.8207s]
-20/11/23 00:43:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 246.8511s]
-20/11/23 00:43:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:45:56| INFO binc_sld finished [took 138.3342s]
-20/11/23 00:46:28| INFO mulc_sld finished [took 166.5719s]
-20/11/23 00:46:42| INFO binis_sld finished [took 147.4464s]
-20/11/23 00:46:45| INFO binmc_sld finished [took 177.7465s]
-20/11/23 00:46:50| INFO mulmc_sld finished [took 176.2568s]
-20/11/23 00:46:52| INFO mulis_sld finished [took 150.4631s]
-20/11/23 00:46:54| INFO mulne_sld finished [took 166.0867s]
-20/11/23 00:46:57| INFO binne_sld finished [took 177.4205s]
-20/11/23 00:47:07| INFO binth_sld finished [took 158.3204s]
-20/11/23 00:47:09| INFO multh_sld finished [took 150.4514s]
-20/11/23 00:47:22| INFO ref finished [took 79.9712s]
-20/11/23 00:47:35| INFO doc finished [took 47.7517s]
-20/11/23 00:47:38| INFO atc_mc finished [took 64.7940s]
-20/11/23 00:47:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 244.3089s]
-20/11/23 00:47:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:50:20| INFO mulc_sld finished [took 153.7060s]
-20/11/23 00:50:21| INFO mulmc_sld finished [took 142.5541s]
-20/11/23 00:50:31| INFO binmc_sld finished [took 159.0150s]
-20/11/23 00:50:44| INFO binc_sld finished [took 182.4063s]
-20/11/23 00:50:49| INFO mulne_sld finished [took 156.5250s]
-20/11/23 00:50:58| INFO binis_sld finished [took 157.3410s]
-20/11/23 00:50:59| INFO binne_sld finished [took 173.3606s]
-20/11/23 00:51:07| INFO mulis_sld finished [took 157.3841s]
-20/11/23 00:51:31| INFO multh_sld finished [took 163.8059s]
-20/11/23 00:51:32| INFO binth_sld finished [took 175.6358s]
-20/11/23 00:51:39| INFO doc finished [took 62.2887s]
-20/11/23 00:51:40| INFO atc_mc finished [took 67.3028s]
-20/11/23 00:51:40| INFO ref finished [took 72.3112s]
-20/11/23 00:51:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 241.7056s]
-20/11/23 00:51:40| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:54:02| INFO mulc_sld finished [took 136.2334s]
-20/11/23 00:54:30| INFO binc_sld finished [took 167.0914s]
-20/11/23 00:54:41| INFO binmc_sld finished [took 170.3883s]
-20/11/23 00:54:47| INFO binis_sld finished [took 150.8876s]
-20/11/23 00:54:47| INFO multh_sld finished [took 127.9076s]
-20/11/23 00:54:50| INFO mulmc_sld finished [took 172.7417s]
-20/11/23 00:54:53| INFO mulne_sld finished [took 163.0143s]
-20/11/23 00:54:57| INFO binne_sld finished [took 173.7130s]
-20/11/23 00:54:58| INFO mulis_sld finished [took 153.8961s]
-20/11/23 00:55:20| INFO binth_sld finished [took 168.5792s]
-20/11/23 00:55:27| INFO ref finished [took 80.9751s]
-20/11/23 00:55:36| INFO doc finished [took 50.9969s]
-20/11/23 00:55:38| INFO atc_mc finished [took 62.6829s]
-20/11/23 00:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 237.3475s]
-20/11/23 00:55:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:58:06| INFO binmc_sld finished [took 136.2163s]
-20/11/23 00:58:18| INFO mulis_sld finished [took 112.8919s]
-20/11/23 00:58:44| INFO mulc_sld finished [took 178.8120s]
-20/11/23 00:58:51| INFO binc_sld finished [took 190.1384s]
-20/11/23 00:58:55| INFO binne_sld finished [took 170.7204s]
-20/11/23 00:58:59| INFO mulmc_sld finished [took 180.5449s]
-20/11/23 00:59:01| INFO mulne_sld finished [took 170.7581s]
-20/11/23 00:59:04| INFO binis_sld finished [took 165.5500s]
-20/11/23 00:59:28| INFO binth_sld finished [took 174.7886s]
-20/11/23 00:59:31| INFO ref finished [took 78.3391s]
-20/11/23 00:59:33| INFO multh_sld finished [took 171.3846s]
-20/11/23 00:59:39| INFO atc_mc finished [took 74.9501s]
-20/11/23 00:59:41| INFO doc finished [took 51.0407s]
-20/11/23 00:59:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 243.3608s]
-20/11/23 00:59:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:02:22| INFO binc_sld finished [took 158.3553s]
-20/11/23 01:02:29| INFO binis_sld finished [took 128.7879s]
-20/11/23 01:02:36| INFO binmc_sld finished [took 162.7023s]
-20/11/23 01:02:55| INFO mulmc_sld finished [took 174.2432s]
-20/11/23 01:02:59| INFO binne_sld finished [took 173.6352s]
-20/11/23 01:02:59| INFO mulc_sld finished [took 191.3728s]
-20/11/23 01:03:02| INFO mulne_sld finished [took 167.2250s]
-20/11/23 01:03:06| INFO mulis_sld finished [took 156.1943s]
-20/11/23 01:03:15| INFO binth_sld finished [took 160.8140s]
-20/11/23 01:03:34| INFO multh_sld finished [took 171.1508s]
-20/11/23 01:03:35| INFO ref finished [took 67.5114s]
-20/11/23 01:03:40| INFO doc finished [took 59.5871s]
-20/11/23 01:03:47| INFO atc_mc finished [took 72.1116s]
-20/11/23 01:03:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 245.9251s]
-20/11/23 01:03:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:06:33| INFO binis_sld finished [took 124.1732s]
-20/11/23 01:06:53| INFO mulne_sld finished [took 152.3696s]
-20/11/23 01:07:01| INFO binth_sld finished [took 137.6109s]
-20/11/23 01:07:06| INFO binc_sld finished [took 196.0501s]
-20/11/23 01:07:07| INFO mulc_sld finished [took 192.3448s]
-20/11/23 01:07:10| INFO mulis_sld finished [took 153.5243s]
-20/11/23 01:07:11| INFO mulmc_sld finished [took 184.4175s]
-20/11/23 01:07:14| INFO binne_sld finished [took 180.4549s]
-20/11/23 01:07:17| INFO binmc_sld finished [took 198.1009s]
-20/11/23 01:07:47| INFO multh_sld finished [took 173.6609s]
-20/11/23 01:07:51| INFO ref finished [took 71.9026s]
-20/11/23 01:07:56| INFO doc finished [took 49.3206s]
-20/11/23 01:08:03| INFO atc_mc finished [took 64.2225s]
-20/11/23 01:08:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 255.8466s]
-20/11/23 01:08:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:10:29| INFO mulmc_sld finished [took 127.2929s]
-20/11/23 01:11:09| INFO mulne_sld finished [took 151.8645s]
-20/11/23 01:11:11| INFO binmc_sld finished [took 175.6823s]
-20/11/23 01:11:12| INFO mulc_sld finished [took 182.3750s]
-20/11/23 01:11:32| INFO mulis_sld finished [took 161.0005s]
-20/11/23 01:11:33| INFO binis_sld finished [took 170.1795s]
-20/11/23 01:11:34| INFO binne_sld finished [took 185.0089s]
-20/11/23 01:11:35| INFO binc_sld finished [took 208.2198s]
-20/11/23 01:11:43| INFO multh_sld finished [took 155.4031s]
-20/11/23 01:12:02| INFO ref finished [took 86.9709s]
-20/11/23 01:12:12| INFO binth_sld finished [took 193.3740s]
-20/11/23 01:12:13| INFO doc finished [took 52.0456s]
-20/11/23 01:12:19| INFO atc_mc finished [took 61.7332s]
-20/11/23 01:12:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 256.3892s]
-20/11/23 01:12:19| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:14:44| INFO mulc_sld finished [took 138.3406s]
-20/11/23 01:15:09| INFO mulmc_sld finished [took 150.5529s]
-20/11/23 01:15:27| INFO binmc_sld finished [took 175.5407s]
-20/11/23 01:15:28| INFO mulis_sld finished [took 141.2127s]
-20/11/23 01:15:32| INFO binc_sld finished [took 190.1867s]
-20/11/23 01:15:36| INFO mulne_sld finished [took 164.8945s]
-20/11/23 01:15:52| INFO binis_sld finished [took 172.4844s]
-20/11/23 01:15:53| INFO binne_sld finished [took 189.3600s]
-20/11/23 01:16:02| INFO binth_sld finished [took 168.9177s]
-20/11/23 01:16:10| INFO multh_sld finished [took 168.8257s]
-20/11/23 01:16:17| INFO ref finished [took 87.2527s]
-20/11/23 01:16:18| INFO atc_mc finished [took 63.9757s]
-20/11/23 01:16:21| INFO doc finished [took 49.9187s]
-20/11/23 01:16:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 242.3025s]
-----------------------------------------------------------------------------------------------------
-20/11/23 01:45:57| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 01:46:07| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 01:47:01| INFO mulc_sld finished [took 51.7971s]
-20/11/23 01:47:01| INFO mulne_sld finished [took 44.4545s]
-20/11/23 01:47:04| INFO mulmc_sld finished [took 53.5056s]
-20/11/23 01:47:04| INFO mulis_sld finished [took 44.1189s]
-20/11/23 01:47:21| INFO binmc_sld finished [took 71.6965s]
-20/11/23 01:47:21| INFO binc_sld finished [took 73.4867s]
-20/11/23 01:47:22| INFO binis_sld finished [took 64.7095s]
-20/11/23 01:47:22| INFO binne_sld finished [took 67.9910s]
-20/11/23 01:47:23| INFO doc finished [took 17.7008s]
-20/11/23 01:47:24| INFO ref finished [took 20.7662s]
-20/11/23 01:47:29| INFO atc_mc finished [took 24.9997s]
-----------------------------------------------------------------------------------------------------
-20/11/23 01:49:20| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 01:49:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 01:50:22| INFO mulne_sld finished [took 43.0802s]
-20/11/23 01:50:23| INFO mulc_sld finished [took 50.2426s]
-20/11/23 01:50:25| INFO mulmc_sld finished [took 51.7277s]
-20/11/23 01:50:28| INFO mulis_sld finished [took 44.4241s]
-20/11/23 01:50:43| INFO binc_sld finished [took 71.4506s]
-20/11/23 01:50:44| INFO binne_sld finished [took 69.3154s]
-20/11/23 01:50:44| INFO binmc_sld finished [took 70.8425s]
-20/11/23 01:50:44| INFO binis_sld finished [took 66.1399s]
-20/11/23 01:50:46| INFO doc finished [took 17.0927s]
-20/11/23 01:50:46| INFO ref finished [took 19.4784s]
-20/11/23 01:50:52| INFO atc_mc finished [took 25.1916s]
-----------------------------------------------------------------------------------------------------
-20/11/23 02:12:36| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 02:12:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 02:15:00| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 02:15:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 02:16:34| INFO multh_sld finished [took 62.5794s]
-20/11/23 02:16:39| INFO mulmc_sld finished [took 82.9832s]
-20/11/23 02:16:43| INFO mulc_sld finished [took 89.4444s]
-20/11/23 02:16:47| INFO mulne_sld finished [took 84.4205s]
-20/11/23 02:16:51| INFO mulis_sld finished [took 84.4776s]
-20/11/23 02:16:59| INFO ref finished [took 23.2338s]
-20/11/23 02:17:04| INFO doc finished [took 18.7454s]
-20/11/23 02:17:10| INFO atc_mc finished [took 28.4913s]
-20/11/23 02:17:16| INFO binne_sld finished [took 114.6062s]
-20/11/23 02:17:19| INFO binmc_sld finished [took 123.2626s]
-20/11/23 02:17:19| INFO binc_sld finished [took 127.0802s]
-20/11/23 02:17:20| INFO binth_sld finished [took 110.8454s]
-20/11/23 02:17:21| INFO binis_sld finished [took 115.6158s]
-20/11/23 02:17:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.7450s]
-20/11/23 02:17:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 02:18:51| INFO mulc_sld finished [took 85.2962s]
-20/11/23 02:18:55| INFO mulis_sld finished [took 74.6400s]
-20/11/23 02:19:06| INFO mulne_sld finished [took 90.6245s]
-20/11/23 02:19:10| INFO mulmc_sld finished [took 97.3879s]
-20/11/23 02:19:13| INFO multh_sld finished [took 88.2680s]
-20/11/23 02:19:20| INFO ref finished [took 25.6168s]
-20/11/23 02:19:30| INFO atc_mc finished [took 31.9016s]
-20/11/23 02:19:31| INFO doc finished [took 22.2173s]
-20/11/23 02:19:36| INFO binne_sld finished [took 120.6272s]
-20/11/23 02:19:36| INFO binc_sld finished [took 132.0614s]
-20/11/23 02:19:38| INFO binis_sld finished [took 120.2652s]
-20/11/23 02:19:42| INFO binmc_sld finished [took 132.9301s]
-20/11/23 02:19:44| INFO binth_sld finished [took 121.0989s]
-20/11/23 02:19:44| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.4625s]
-20/11/23 02:19:44| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 02:21:45| INFO binmc_sld finished [took 101.5670s]
-20/11/23 02:21:49| INFO multh_sld finished [took 94.4380s]
-20/11/23 02:22:00| INFO binc_sld finished [took 129.5249s]
-20/11/23 02:22:01| INFO mulmc_sld finished [took 117.2280s]
-20/11/23 02:22:07| INFO mulis_sld finished [took 114.9215s]
-20/11/23 02:22:07| INFO mulne_sld finished [took 117.0881s]
-20/11/23 02:22:07| INFO mulc_sld finished [took 128.6287s]
-20/11/23 02:22:11| INFO binis_sld finished [took 120.9556s]
-20/11/23 02:22:14| INFO binth_sld finished [took 119.2709s]
-20/11/23 02:22:14| INFO binne_sld finished [took 130.7185s]
-20/11/23 02:22:16| INFO ref finished [took 27.1156s]
-20/11/23 02:22:22| INFO doc finished [took 15.8766s]
-20/11/23 02:22:24| INFO atc_mc finished [took 30.1662s]
-20/11/23 02:22:24| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.1677s]
-20/11/23 02:22:24| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 02:24:13| INFO mulis_sld finished [took 87.9466s]
-20/11/23 02:24:17| INFO multh_sld finished [took 90.9778s]
-20/11/23 02:24:36| INFO binne_sld finished [took 117.5388s]
-20/11/23 02:24:40| INFO mulc_sld finished [took 127.3694s]
-20/11/23 02:24:40| INFO binis_sld finished [took 116.1724s]
-20/11/23 02:24:40| INFO ref finished [took 24.2116s]
-20/11/23 02:24:40| INFO binmc_sld finished [took 125.7952s]
-20/11/23 02:24:40| INFO binc_sld finished [took 130.3068s]
-20/11/23 02:24:40| INFO mulmc_sld finished [took 124.1817s]
-20/11/23 02:24:40| INFO binth_sld finished [took 114.7026s]
-20/11/23 02:24:42| INFO mulne_sld finished [took 121.7398s]
-20/11/23 02:24:50| INFO atc_mc finished [took 30.2635s]
-20/11/23 02:24:54| INFO doc finished [took 13.9604s]
-20/11/23 02:24:54| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 149.7514s]
-20/11/23 02:24:54| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 02:26:49| INFO binne_sld finished [took 98.3603s]
-20/11/23 02:26:52| INFO mulis_sld finished [took 99.7340s]
-20/11/23 02:27:04| INFO binis_sld finished [took 114.1072s]
-20/11/23 02:27:06| INFO mulmc_sld finished [took 117.8740s]
-20/11/23 02:27:07| INFO mulc_sld finished [took 123.9307s]
-20/11/23 02:27:07| INFO binmc_sld finished [took 122.2066s]
-20/11/23 02:27:08| INFO binc_sld finished [took 129.3348s]
-20/11/23 02:27:08| INFO binth_sld finished [took 115.5407s]
-20/11/23 02:27:11| INFO multh_sld finished [took 113.9073s]
-20/11/23 02:27:12| INFO mulne_sld finished [took 120.2535s]
-20/11/23 02:27:18| INFO ref finished [took 25.3635s]
-20/11/23 02:27:23| INFO doc finished [took 15.6328s]
-20/11/23 02:27:25| INFO atc_mc finished [took 29.9609s]
-20/11/23 02:27:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 151.1912s]
-20/11/23 02:27:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 02:29:16| INFO binth_sld finished [took 91.5954s]
-20/11/23 02:29:26| INFO mulmc_sld finished [took 109.6059s]
-20/11/23 02:29:31| INFO binmc_sld finished [took 118.7185s]
-20/11/23 02:29:31| INFO mulne_sld finished [took 112.4777s]
-20/11/23 02:29:32| INFO mulc_sld finished [took 121.3510s]
-20/11/23 02:29:35| INFO binne_sld finished [took 117.0660s]
-20/11/23 02:29:36| INFO mulis_sld finished [took 114.6797s]
-20/11/23 02:29:36| INFO binc_sld finished [took 129.1132s]
-20/11/23 02:29:38| INFO binis_sld finished [took 117.0051s]
-20/11/23 02:29:38| INFO multh_sld finished [took 113.8046s]
-20/11/23 02:29:45| INFO ref finished [took 26.5570s]
-20/11/23 02:29:49| INFO doc finished [took 16.3554s]
-20/11/23 02:29:55| INFO atc_mc finished [took 25.5716s]
-20/11/23 02:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.5232s]
-20/11/23 02:29:55| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 02:31:46| INFO binth_sld finished [took 88.5796s]
-20/11/23 02:31:52| INFO binmc_sld finished [took 104.4955s]
-20/11/23 02:32:02| INFO multh_sld finished [took 105.8779s]
-20/11/23 02:32:05| INFO mulc_sld finished [took 121.5348s]
-20/11/23 02:32:05| INFO mulmc_sld finished [took 112.7843s]
-20/11/23 02:32:07| INFO mulis_sld finished [took 112.9650s]
-20/11/23 02:32:10| INFO binc_sld finished [took 130.0205s]
-20/11/23 02:32:10| INFO binis_sld finished [took 118.5606s]
-20/11/23 02:32:11| INFO mulne_sld finished [took 118.1357s]
-20/11/23 02:32:12| INFO binne_sld finished [took 120.2522s]
-20/11/23 02:32:17| INFO ref finished [took 26.3437s]
-20/11/23 02:32:22| INFO doc finished [took 16.6700s]
-20/11/23 02:32:26| INFO atc_mc finished [took 30.5879s]
-20/11/23 02:32:26| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 151.6189s]
-20/11/23 02:32:26| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 02:34:25| INFO mulis_sld finished [took 99.3573s]
-20/11/23 02:34:28| INFO mulne_sld finished [took 105.9678s]
-20/11/23 02:34:30| INFO mulc_sld finished [took 112.3542s]
-20/11/23 02:34:33| INFO mulmc_sld finished [took 113.0966s]
-20/11/23 02:34:35| INFO multh_sld finished [took 107.3173s]
-20/11/23 02:34:39| INFO binc_sld finished [took 122.6565s]
-20/11/23 02:34:41| INFO binth_sld finished [took 115.4261s]
-20/11/23 02:34:42| INFO binne_sld finished [took 119.2260s]
-20/11/23 02:34:42| INFO binmc_sld finished [took 121.4877s]
-20/11/23 02:34:49| INFO binis_sld finished [took 125.4555s]
-20/11/23 02:34:52| INFO ref finished [took 24.4455s]
-20/11/23 02:34:53| INFO doc finished [took 18.4487s]
-20/11/23 02:34:59| INFO atc_mc finished [took 26.2921s]
-20/11/23 02:34:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 152.6033s]
-20/11/23 02:34:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 02:36:34| INFO mulmc_sld finished [took 87.7047s]
-20/11/23 02:36:44| INFO mulc_sld finished [took 101.1617s]
-20/11/23 02:36:49| INFO mulne_sld finished [took 100.9511s]
-20/11/23 02:36:52| INFO binis_sld finished [took 99.6242s]
-20/11/23 02:36:52| INFO mulis_sld finished [took 97.8413s]
-20/11/23 02:36:56| INFO multh_sld finished [took 99.4169s]
-20/11/23 02:36:58| INFO binc_sld finished [took 117.1330s]
-20/11/23 02:37:02| INFO binne_sld finished [took 112.9363s]
-20/11/23 02:37:05| INFO binth_sld finished [took 109.0090s]
-20/11/23 02:37:05| INFO binmc_sld finished [took 119.7268s]
-20/11/23 02:37:05| INFO ref finished [took 27.9725s]
-20/11/23 02:37:09| INFO doc finished [took 17.2184s]
-20/11/23 02:37:14| INFO atc_mc finished [took 26.6428s]
-20/11/23 02:37:14| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 134.7816s]
-----------------------------------------------------------------------------------------------------
-20/11/23 02:37:14| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 02:37:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:39:42| INFO mulmc_sld finished [took 124.2174s]
-20/11/23 02:40:01| INFO binis_sld finished [took 125.6815s]
-20/11/23 02:40:11| INFO mulc_sld finished [took 163.8885s]
-20/11/23 02:40:29| INFO binc_sld finished [took 185.6913s]
-20/11/23 02:40:35| INFO mulne_sld finished [took 164.7404s]
-20/11/23 02:40:37| INFO binmc_sld finished [took 185.2177s]
-20/11/23 02:40:42| INFO mulis_sld finished [took 157.7587s]
-20/11/23 02:40:44| INFO multh_sld finished [took 145.3169s]
-20/11/23 02:40:48| INFO binne_sld finished [took 185.6119s]
-20/11/23 02:40:56| INFO binth_sld finished [took 165.8682s]
-20/11/23 02:41:03| INFO ref finished [took 76.4049s]
-20/11/23 02:41:14| INFO doc finished [took 58.1690s]
-20/11/23 02:41:20| INFO atc_mc finished [took 73.6710s]
-20/11/23 02:41:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 240.7076s]
-20/11/23 02:41:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:43:56| INFO binne_sld finished [took 130.6488s]
-20/11/23 02:44:03| INFO mulmc_sld finished [took 142.5655s]
-20/11/23 02:44:19| INFO mulc_sld finished [took 171.0331s]
-20/11/23 02:44:20| INFO binc_sld finished [took 175.8468s]
-20/11/23 02:44:29| INFO binmc_sld finished [took 176.5526s]
-20/11/23 02:44:37| INFO mulne_sld finished [took 163.7885s]
-20/11/23 02:44:39| INFO mulis_sld finished [took 149.0380s]
-20/11/23 02:44:50| INFO binis_sld finished [took 168.0236s]
-20/11/23 02:44:52| INFO multh_sld finished [took 148.2326s]
-20/11/23 02:44:53| INFO binth_sld finished [took 156.7037s]
-20/11/23 02:45:13| INFO ref finished [took 71.6390s]
-20/11/23 02:45:17| INFO doc finished [took 52.3994s]
-20/11/23 02:45:22| INFO atc_mc finished [took 73.6028s]
-20/11/23 02:45:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.7298s]
-20/11/23 02:45:22| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:48:06| INFO mulmc_sld finished [took 143.2181s]
-20/11/23 02:48:18| INFO mulis_sld finished [took 123.3667s]
-20/11/23 02:48:23| INFO binc_sld finished [took 177.5666s]
-20/11/23 02:48:26| INFO mulc_sld finished [took 176.4542s]
-20/11/23 02:48:37| INFO binmc_sld finished [took 182.0788s]
-20/11/23 02:48:42| INFO binne_sld finished [took 172.8659s]
-20/11/23 02:48:50| INFO mulne_sld finished [took 171.8171s]
-20/11/23 02:48:51| INFO binis_sld finished [took 165.0980s]
-20/11/23 02:48:55| INFO multh_sld finished [took 143.0395s]
-20/11/23 02:48:57| INFO binth_sld finished [took 157.1447s]
-20/11/23 02:49:25| INFO ref finished [took 70.9916s]
-20/11/23 02:49:26| INFO doc finished [took 55.7335s]
-20/11/23 02:49:32| INFO atc_mc finished [took 67.3696s]
-20/11/23 02:49:32| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.6781s]
-20/11/23 02:49:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:52:10| INFO mulc_sld finished [took 152.6616s]
-20/11/23 02:52:13| INFO binth_sld finished [took 111.9174s]
-20/11/23 02:52:29| INFO binc_sld finished [took 173.9141s]
-20/11/23 02:52:35| INFO binmc_sld finished [took 173.5471s]
-20/11/23 02:52:35| INFO mulne_sld finished [took 153.0392s]
-20/11/23 02:52:40| INFO binne_sld finished [took 165.1350s]
-20/11/23 02:52:40| INFO multh_sld finished [took 128.9375s]
-20/11/23 02:52:41| INFO binis_sld finished [took 152.7568s]
-20/11/23 02:52:41| INFO mulmc_sld finished [took 172.7837s]
-20/11/23 02:52:49| INFO mulis_sld finished [took 156.9706s]
-20/11/23 02:53:18| INFO ref finished [took 63.0215s]
-20/11/23 02:53:20| INFO doc finished [took 47.0408s]
-20/11/23 02:53:26| INFO atc_mc finished [took 66.3868s]
-20/11/23 02:53:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 233.8338s]
-20/11/23 02:53:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:55:54| INFO binmc_sld finished [took 136.1929s]
-20/11/23 02:56:14| INFO binth_sld finished [took 111.4439s]
-20/11/23 02:56:28| INFO binc_sld finished [took 179.7965s]
-20/11/23 02:56:39| INFO mulc_sld finished [took 185.7500s]
-20/11/23 02:56:47| INFO mulmc_sld finished [took 181.4598s]
-20/11/23 02:56:49| INFO mulne_sld finished [took 167.2435s]
-20/11/23 02:56:50| INFO binne_sld finished [took 178.5580s]
-20/11/23 02:56:53| INFO mulis_sld finished [took 158.8141s]
-20/11/23 02:56:55| INFO binis_sld finished [took 170.4231s]
-20/11/23 02:57:02| INFO multh_sld finished [took 150.4544s]
-20/11/23 02:57:16| INFO ref finished [took 77.3704s]
-20/11/23 02:57:23| INFO doc finished [took 49.4094s]
-20/11/23 02:57:34| INFO atc_mc finished [took 74.5552s]
-20/11/23 02:57:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 248.3413s]
-20/11/23 02:57:34| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:00:03| INFO binmc_sld finished [took 136.7756s]
-20/11/23 03:00:28| INFO multh_sld finished [took 110.5973s]
-20/11/23 03:00:34| INFO mulc_sld finished [took 173.3616s]
-20/11/23 03:00:35| INFO binc_sld finished [took 177.9362s]
-20/11/23 03:00:51| INFO binne_sld finished [took 172.1176s]
-20/11/23 03:00:55| INFO mulmc_sld finished [took 182.5879s]
-20/11/23 03:00:58| INFO mulne_sld finished [took 170.8795s]
-20/11/23 03:00:59| INFO binth_sld finished [took 150.6188s]
-20/11/23 03:01:00| INFO binis_sld finished [took 167.1273s]
-20/11/23 03:01:04| INFO mulis_sld finished [took 163.5621s]
-20/11/23 03:01:28| INFO ref finished [took 80.1209s]
-20/11/23 03:01:32| INFO doc finished [took 53.1106s]
-20/11/23 03:01:44| INFO atc_mc finished [took 71.1038s]
-20/11/23 03:01:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 250.2109s]
-20/11/23 03:01:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:04:25| INFO binmc_sld finished [took 148.8335s]
-20/11/23 03:04:46| INFO mulne_sld finished [took 151.3762s]
-20/11/23 03:04:49| INFO multh_sld finished [took 118.5429s]
-20/11/23 03:04:57| INFO mulc_sld finished [took 185.1404s]
-20/11/23 03:05:00| INFO binc_sld finished [took 191.9336s]
-20/11/23 03:05:14| INFO mulmc_sld finished [took 189.3051s]
-20/11/23 03:05:17| INFO binne_sld finished [took 185.9626s]
-20/11/23 03:05:17| INFO binis_sld finished [took 172.7355s]
-20/11/23 03:05:19| INFO binth_sld finished [took 158.7829s]
-20/11/23 03:05:20| INFO mulis_sld finished [took 167.7952s]
-20/11/23 03:05:45| INFO ref finished [took 73.3493s]
-20/11/23 03:05:45| INFO doc finished [took 49.5262s]
-20/11/23 03:06:01| INFO atc_mc finished [took 68.8520s]
-20/11/23 03:06:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 256.9468s]
-20/11/23 03:06:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:08:44| INFO binne_sld finished [took 136.0221s]
-20/11/23 03:08:52| INFO binmc_sld finished [took 158.0137s]
-20/11/23 03:09:06| INFO mulc_sld finished [took 177.0021s]
-20/11/23 03:09:14| INFO mulmc_sld finished [took 171.6045s]
-20/11/23 03:09:21| INFO mulne_sld finished [took 165.6974s]
-20/11/23 03:09:28| INFO multh_sld finished [took 142.8486s]
-20/11/23 03:09:30| INFO binis_sld finished [took 168.8002s]
-20/11/23 03:09:32| INFO binc_sld finished [took 206.6594s]
-20/11/23 03:09:35| INFO mulis_sld finished [took 166.2826s]
-20/11/23 03:09:38| INFO binth_sld finished [took 162.4726s]
-20/11/23 03:10:03| INFO ref finished [took 72.7353s]
-20/11/23 03:10:05| INFO doc finished [took 52.3474s]
-20/11/23 03:10:07| INFO atc_mc finished [took 70.1920s]
-20/11/23 03:10:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 246.2453s]
-20/11/23 03:10:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:12:31| INFO mulmc_sld finished [took 125.2117s]
-20/11/23 03:12:42| INFO mulis_sld finished [took 108.8717s]
-20/11/23 03:13:09| INFO mulc_sld finished [took 174.3136s]
-20/11/23 03:13:17| INFO mulne_sld finished [took 157.1515s]
-20/11/23 03:13:34| INFO multh_sld finished [took 145.0756s]
-20/11/23 03:13:40| INFO binc_sld finished [took 208.8105s]
-20/11/23 03:13:41| INFO binmc_sld finished [took 202.8220s]
-20/11/23 03:13:42| INFO binne_sld finished [took 190.3638s]
-20/11/23 03:13:47| INFO binis_sld finished [took 181.3682s]
-20/11/23 03:13:53| INFO binth_sld finished [took 173.3906s]
-20/11/23 03:14:02| INFO ref finished [took 85.9214s]
-20/11/23 03:14:08| INFO atc_mc finished [took 79.6540s]
-20/11/23 03:14:13| INFO doc finished [took 58.8225s]
-20/11/23 03:14:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 245.2229s]
-----------------------------------------------------------------------------------------------------
-20/11/23 03:16:56| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 03:17:05| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 03:18:40| INFO mulne_sld finished [took 81.3932s]
-20/11/23 03:18:43| INFO mulc_sld finished [took 95.4489s]
-20/11/23 03:18:46| INFO mulis_sld finished [took 83.8036s]
-20/11/23 03:18:46| INFO mulmc_sld finished [took 93.0751s]
-20/11/23 03:18:48| INFO multh_sld finished [took 82.2152s]
-20/11/23 03:18:55| INFO binne_sld finished [took 98.5234s]
-20/11/23 03:19:03| INFO binmc_sld finished [took 109.8935s]
-20/11/23 03:19:08| INFO doc finished [took 20.0552s]
-20/11/23 03:19:09| INFO ref finished [took 27.0392s]
-20/11/23 03:19:10| INFO binth_sld finished [took 104.7917s]
-20/11/23 03:19:11| INFO binis_sld finished [took 110.8898s]
-20/11/23 03:19:11| INFO binc_sld finished [took 122.7801s]
-20/11/23 03:19:16| INFO atc_mc finished [took 30.8205s]
-20/11/23 03:19:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.1545s]
-20/11/23 03:19:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 03:20:47| INFO mulis_sld finished [took 72.6210s]
-20/11/23 03:21:01| INFO mulne_sld finished [took 85.4837s]
-20/11/23 03:21:04| INFO multh_sld finished [took 84.1770s]
-20/11/23 03:21:06| INFO mulc_sld finished [took 104.5922s]
-20/11/23 03:21:08| INFO mulmc_sld finished [took 102.0137s]
-20/11/23 03:21:17| INFO ref finished [took 27.5865s]
-20/11/23 03:21:18| INFO binmc_sld finished [took 115.8399s]
-20/11/23 03:21:28| INFO binis_sld finished [took 115.0524s]
-20/11/23 03:21:28| INFO doc finished [took 21.4023s]
-20/11/23 03:21:29| INFO binc_sld finished [took 131.1860s]
-20/11/23 03:21:32| INFO binne_sld finished [took 122.0942s]
-20/11/23 03:21:32| INFO binth_sld finished [took 114.0822s]
-20/11/23 03:21:34| INFO atc_mc finished [took 31.1240s]
-20/11/23 03:21:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 138.2053s]
-20/11/23 03:21:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 03:23:29| INFO binis_sld finished [took 88.6104s]
-20/11/23 03:23:38| INFO multh_sld finished [took 91.2502s]
-20/11/23 03:23:43| INFO mulc_sld finished [took 112.3699s]
-20/11/23 03:23:53| INFO mulne_sld finished [took 114.3377s]
-20/11/23 03:23:55| INFO binmc_sld finished [took 122.9044s]
-20/11/23 03:23:56| INFO mulis_sld finished [took 115.0132s]
-20/11/23 03:23:56| INFO mulmc_sld finished [took 119.5200s]
-20/11/23 03:23:59| INFO binc_sld finished [took 130.2273s]
-20/11/23 03:24:01| INFO binne_sld finished [took 125.0571s]
-20/11/23 03:24:01| INFO binth_sld finished [took 119.9793s]
-20/11/23 03:24:05| INFO ref finished [took 30.2814s]
-20/11/23 03:24:06| INFO doc finished [took 17.9100s]
-20/11/23 03:24:13| INFO atc_mc finished [took 30.4248s]
-20/11/23 03:24:13| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.6873s]
-20/11/23 03:24:13| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 03:26:01| INFO mulmc_sld finished [took 95.0432s]
-20/11/23 03:26:05| INFO mulne_sld finished [took 96.7000s]
-20/11/23 03:26:20| INFO binth_sld finished [took 106.9869s]
-20/11/23 03:26:24| INFO binne_sld finished [took 116.3876s]
-20/11/23 03:26:25| INFO mulis_sld finished [took 111.4375s]
-20/11/23 03:26:25| INFO binis_sld finished [took 114.4541s]
-20/11/23 03:26:25| INFO binmc_sld finished [took 119.5952s]
-20/11/23 03:26:26| INFO binc_sld finished [took 128.5900s]
-20/11/23 03:26:26| INFO mulc_sld finished [took 125.1660s]
-20/11/23 03:26:27| INFO multh_sld finished [took 110.9461s]
-20/11/23 03:26:32| INFO ref finished [took 28.3574s]
-20/11/23 03:26:39| INFO doc finished [took 16.2317s]
-20/11/23 03:26:39| INFO atc_mc finished [took 31.8006s]
-20/11/23 03:26:39| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 146.0910s]
-20/11/23 03:26:39| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 03:28:24| INFO binc_sld finished [took 101.7037s]
-20/11/23 03:28:35| INFO mulne_sld finished [took 99.3588s]
-20/11/23 03:28:45| INFO binmc_sld finished [took 116.8989s]
-20/11/23 03:28:47| INFO mulis_sld finished [took 109.1290s]
-20/11/23 03:28:49| INFO mulmc_sld finished [took 119.7499s]
-20/11/23 03:28:50| INFO mulc_sld finished [took 123.3248s]
-20/11/23 03:28:51| INFO binis_sld finished [took 112.9436s]
-20/11/23 03:28:51| INFO binth_sld finished [took 111.2697s]
-20/11/23 03:28:51| INFO binne_sld finished [took 115.3490s]
-20/11/23 03:28:53| INFO multh_sld finished [took 111.7482s]
-20/11/23 03:28:57| INFO ref finished [took 29.3109s]
-20/11/23 03:29:04| INFO doc finished [took 16.3394s]
-20/11/23 03:29:07| INFO atc_mc finished [took 29.3865s]
-20/11/23 03:29:07| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 147.8627s]
-20/11/23 03:29:07| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 03:30:53| INFO binmc_sld finished [took 97.7993s]
-20/11/23 03:30:53| INFO mulc_sld finished [took 99.3869s]
-20/11/23 03:31:10| INFO binis_sld finished [took 108.6214s]
-20/11/23 03:31:13| INFO multh_sld finished [took 104.8251s]
-20/11/23 03:31:16| INFO mulmc_sld finished [took 118.3733s]
-20/11/23 03:31:17| INFO binth_sld finished [took 109.9540s]
-20/11/23 03:31:18| INFO binne_sld finished [took 118.2111s]
-20/11/23 03:31:18| INFO mulis_sld finished [took 114.1723s]
-20/11/23 03:31:18| INFO binc_sld finished [took 125.9541s]
-20/11/23 03:31:18| INFO mulne_sld finished [took 115.5996s]
-20/11/23 03:31:24| INFO ref finished [took 27.6424s]
-20/11/23 03:31:28| INFO atc_mc finished [took 31.4376s]
-20/11/23 03:31:30| INFO doc finished [took 17.3008s]
-20/11/23 03:31:30| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 142.7797s]
-20/11/23 03:31:30| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 03:33:19| INFO binne_sld finished [took 94.8898s]
-20/11/23 03:33:27| INFO multh_sld finished [took 92.2214s]
-20/11/23 03:33:38| INFO mulmc_sld finished [took 112.5445s]
-20/11/23 03:33:40| INFO mulc_sld finished [took 120.5447s]
-20/11/23 03:33:42| INFO mulis_sld finished [took 110.9247s]
-20/11/23 03:33:42| INFO binmc_sld finished [took 120.2133s]
-20/11/23 03:33:42| INFO binis_sld finished [took 112.1085s]
-20/11/23 03:33:44| INFO binc_sld finished [took 126.4177s]
-20/11/23 03:33:44| INFO mulne_sld finished [took 115.4862s]
-20/11/23 03:33:47| INFO binth_sld finished [took 114.5942s]
-20/11/23 03:33:50| INFO ref finished [took 25.9078s]
-20/11/23 03:33:57| INFO doc finished [took 15.1945s]
-20/11/23 03:34:00| INFO atc_mc finished [took 28.3638s]
-20/11/23 03:34:00| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 149.8172s]
-20/11/23 03:34:00| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 03:35:38| INFO multh_sld finished [took 73.0865s]
-20/11/23 03:35:59| INFO mulis_sld finished [took 97.6609s]
-20/11/23 03:36:00| INFO mulne_sld finished [took 101.1496s]
-20/11/23 03:36:02| INFO mulc_sld finished [took 111.4939s]
-20/11/23 03:36:05| INFO mulmc_sld finished [took 109.3646s]
-20/11/23 03:36:07| INFO ref finished [took 24.0870s]
-20/11/23 03:36:07| INFO binc_sld finished [took 125.1781s]
-20/11/23 03:36:14| INFO binth_sld finished [took 112.8313s]
-20/11/23 03:36:19| INFO binis_sld finished [took 119.4317s]
-20/11/23 03:36:21| INFO binne_sld finished [took 126.2183s]
-20/11/23 03:36:22| INFO binmc_sld finished [took 131.6166s]
-20/11/23 03:36:23| INFO doc finished [took 17.9837s]
-20/11/23 03:36:28| INFO atc_mc finished [took 24.3775s]
-20/11/23 03:36:28| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 148.3524s]
-20/11/23 03:36:28| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 03:37:58| INFO mulne_sld finished [took 78.7898s]
-20/11/23 03:38:10| INFO binmc_sld finished [took 95.2823s]
-20/11/23 03:38:18| INFO mulis_sld finished [took 94.6648s]
-20/11/23 03:38:20| INFO mulc_sld finished [took 108.2474s]
-20/11/23 03:38:22| INFO multh_sld finished [took 94.7749s]
-20/11/23 03:38:24| INFO mulmc_sld finished [took 107.9929s]
-20/11/23 03:38:26| INFO binis_sld finished [took 103.4191s]
-20/11/23 03:38:30| INFO binne_sld finished [took 111.0331s]
-20/11/23 03:38:30| INFO binth_sld finished [took 105.5931s]
-20/11/23 03:38:31| INFO binc_sld finished [took 121.3222s]
-20/11/23 03:38:31| INFO ref finished [took 31.0163s]
-20/11/23 03:38:38| INFO doc finished [took 16.6443s]
-20/11/23 03:38:40| INFO atc_mc finished [took 27.9005s]
-20/11/23 03:38:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 131.9810s]
-----------------------------------------------------------------------------------------------------
-20/11/23 03:38:40| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 03:38:46| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:41:05| INFO binc_sld finished [took 135.8325s]
-20/11/23 03:41:32| INFO mulc_sld finished [took 159.2035s]
-20/11/23 03:41:35| INFO mulis_sld finished [took 125.5321s]
-20/11/23 03:41:43| INFO mulne_sld finished [took 146.4994s]
-20/11/23 03:41:50| INFO mulmc_sld finished [took 165.9085s]
-20/11/23 03:42:09| INFO multh_sld finished [took 144.9233s]
-20/11/23 03:42:09| INFO binis_sld finished [took 166.5245s]
-20/11/23 03:42:10| INFO binmc_sld finished [took 192.6219s]
-20/11/23 03:42:14| INFO binne_sld finished [took 185.2098s]
-20/11/23 03:42:21| INFO binth_sld finished [took 166.7467s]
-20/11/23 03:42:32| INFO ref finished [took 81.7691s]
-20/11/23 03:42:36| INFO doc finished [took 53.7927s]
-20/11/23 03:42:43| INFO atc_mc finished [took 65.1119s]
-20/11/23 03:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 237.0679s]
-20/11/23 03:42:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:45:26| INFO binth_sld finished [took 108.2371s]
-20/11/23 03:45:29| INFO binmc_sld finished [took 154.9307s]
-20/11/23 03:45:37| INFO multh_sld finished [took 111.0276s]
-20/11/23 03:45:43| INFO mulc_sld finished [took 172.4344s]
-20/11/23 03:45:50| INFO binc_sld finished [took 183.9600s]
-20/11/23 03:45:57| INFO mulne_sld finished [took 165.2156s]
-20/11/23 03:45:59| INFO mulmc_sld finished [took 176.7282s]
-20/11/23 03:46:02| INFO binis_sld finished [took 158.8147s]
-20/11/23 03:46:02| INFO mulis_sld finished [took 151.4033s]
-20/11/23 03:46:04| INFO binne_sld finished [took 176.7579s]
-20/11/23 03:46:37| INFO doc finished [took 53.0647s]
-20/11/23 03:46:40| INFO ref finished [took 67.2497s]
-20/11/23 03:46:44| INFO atc_mc finished [took 67.4087s]
-20/11/23 03:46:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.0581s]
-20/11/23 03:46:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:49:13| INFO mulc_sld finished [took 140.4644s]
-20/11/23 03:49:23| INFO mulmc_sld finished [took 139.1107s]
-20/11/23 03:49:58| INFO mulne_sld finished [took 155.7780s]
-20/11/23 03:50:00| INFO binc_sld finished [took 192.2450s]
-20/11/23 03:50:07| INFO binmc_sld finished [took 189.5754s]
-20/11/23 03:50:11| INFO binne_sld finished [took 177.8011s]
-20/11/23 03:50:13| INFO mulis_sld finished [took 153.8468s]
-20/11/23 03:50:14| INFO binis_sld finished [took 165.6145s]
-20/11/23 03:50:14| INFO binth_sld finished [took 150.7889s]
-20/11/23 03:50:21| INFO multh_sld finished [took 147.8156s]
-20/11/23 03:50:42| INFO ref finished [took 82.0872s]
-20/11/23 03:50:48| INFO atc_mc finished [took 79.4735s]
-20/11/23 03:50:53| INFO doc finished [took 49.4755s]
-20/11/23 03:50:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.2144s]
-20/11/23 03:50:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:53:16| INFO mulmc_sld finished [took 125.2087s]
-20/11/23 03:53:29| INFO multh_sld finished [took 97.5888s]
-20/11/23 03:53:52| INFO mulc_sld finished [took 172.8661s]
-20/11/23 03:53:53| INFO binc_sld finished [took 176.6168s]
-20/11/23 03:54:00| INFO binmc_sld finished [took 175.8356s]
-20/11/23 03:54:06| INFO mulis_sld finished [took 149.0667s]
-20/11/23 03:54:07| INFO binne_sld finished [took 170.4083s]
-20/11/23 03:54:08| INFO mulne_sld finished [took 163.9292s]
-20/11/23 03:54:14| INFO binis_sld finished [took 165.1871s]
-20/11/23 03:54:15| INFO binth_sld finished [took 151.6311s]
-20/11/23 03:54:37| INFO ref finished [took 77.7217s]
-20/11/23 03:54:42| INFO atc_mc finished [took 68.4204s]
-20/11/23 03:54:45| INFO doc finished [took 48.3405s]
-20/11/23 03:54:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 231.5351s]
-20/11/23 03:54:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:57:17| INFO binis_sld finished [took 110.8490s]
-20/11/23 03:57:26| INFO binth_sld finished [took 105.9393s]
-20/11/23 03:57:40| INFO binc_sld finished [took 171.8886s]
-20/11/23 03:57:55| INFO binmc_sld finished [took 178.1487s]
-20/11/23 03:57:55| INFO mulc_sld finished [took 182.9563s]
-20/11/23 03:58:03| INFO mulmc_sld finished [took 179.2687s]
-20/11/23 03:58:06| INFO mulne_sld finished [took 166.6936s]
-20/11/23 03:58:07| INFO mulis_sld finished [took 153.5010s]
-20/11/23 03:58:11| INFO binne_sld finished [took 180.1209s]
-20/11/23 03:58:18| INFO multh_sld finished [took 150.4418s]
-20/11/23 03:58:34| INFO ref finished [took 73.0682s]
-20/11/23 03:58:41| INFO doc finished [took 55.6974s]
-20/11/23 03:58:47| INFO atc_mc finished [took 73.2618s]
-20/11/23 03:58:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 242.2963s]
-20/11/23 03:58:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:01:29| INFO multh_sld finished [took 99.1077s]
-20/11/23 04:01:37| INFO binne_sld finished [took 145.4308s]
-20/11/23 04:01:46| INFO binc_sld finished [took 175.6320s]
-20/11/23 04:01:52| INFO mulis_sld finished [took 136.5610s]
-20/11/23 04:01:53| INFO mulc_sld finished [took 179.5011s]
-20/11/23 04:01:55| INFO binmc_sld finished [took 176.8977s]
-20/11/23 04:02:00| INFO mulmc_sld finished [took 174.5153s]
-20/11/23 04:02:05| INFO mulne_sld finished [took 164.9716s]
-20/11/23 04:02:10| INFO binis_sld finished [took 164.0410s]
-20/11/23 04:02:14| INFO binth_sld finished [took 152.4170s]
-20/11/23 04:02:38| INFO ref finished [took 63.4765s]
-20/11/23 04:02:42| INFO doc finished [took 51.3112s]
-20/11/23 04:02:47| INFO atc_mc finished [took 64.6071s]
-20/11/23 04:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 239.5326s]
-20/11/23 04:02:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:05:15| INFO mulc_sld finished [took 140.3118s]
-20/11/23 04:05:39| INFO multh_sld finished [took 104.7727s]
-20/11/23 04:05:55| INFO mulmc_sld finished [took 167.5707s]
-20/11/23 04:05:59| INFO binc_sld finished [took 188.2639s]
-20/11/23 04:06:00| INFO binmc_sld finished [took 179.8079s]
-20/11/23 04:06:10| INFO binne_sld finished [took 174.7718s]
-20/11/23 04:06:11| INFO mulis_sld finished [took 155.8414s]
-20/11/23 04:06:12| INFO binis_sld finished [took 162.6220s]
-20/11/23 04:06:14| INFO mulne_sld finished [took 171.2840s]
-20/11/23 04:06:23| INFO binth_sld finished [took 159.3408s]
-20/11/23 04:06:40| INFO ref finished [took 79.6211s]
-20/11/23 04:06:49| INFO atc_mc finished [took 63.9036s]
-20/11/23 04:06:50| INFO doc finished [took 48.4292s]
-20/11/23 04:06:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 243.2813s]
-20/11/23 04:06:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:09:23| INFO mulne_sld finished [took 117.4373s]
-20/11/23 04:09:38| INFO binc_sld finished [took 164.1834s]
-20/11/23 04:09:52| INFO mulis_sld finished [took 132.0033s]
-20/11/23 04:10:02| INFO mulc_sld finished [took 185.1875s]
-20/11/23 04:10:03| INFO mulmc_sld finished [took 173.2363s]
-20/11/23 04:10:17| INFO multh_sld finished [took 140.9382s]
-20/11/23 04:10:17| INFO binne_sld finished [took 180.0761s]
-20/11/23 04:10:26| INFO binmc_sld finished [took 204.6868s]
-20/11/23 04:10:27| INFO binth_sld finished [took 158.8710s]
-20/11/23 04:10:27| INFO binis_sld finished [took 174.0890s]
-20/11/23 04:10:49| INFO ref finished [took 80.5166s]
-20/11/23 04:10:52| INFO doc finished [took 52.5718s]
-20/11/23 04:10:53| INFO atc_mc finished [took 69.6886s]
-20/11/23 04:10:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 243.0145s]
-20/11/23 04:10:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:13:23| INFO mulis_sld finished [took 102.5196s]
-20/11/23 04:13:25| INFO multh_sld finished [took 90.5906s]
-20/11/23 04:13:50| INFO mulc_sld finished [took 169.8667s]
-20/11/23 04:14:03| INFO mulne_sld finished [took 157.5907s]
-20/11/23 04:14:05| INFO mulmc_sld finished [took 172.5611s]
-20/11/23 04:14:14| INFO binc_sld finished [took 197.2618s]
-20/11/23 04:14:15| INFO binmc_sld finished [took 190.4001s]
-20/11/23 04:14:23| INFO binne_sld finished [took 185.2252s]
-20/11/23 04:14:30| INFO binis_sld finished [took 176.9690s]
-20/11/23 04:14:34| INFO binth_sld finished [took 167.2697s]
-20/11/23 04:14:42| INFO ref finished [took 74.6631s]
-20/11/23 04:14:47| INFO atc_mc finished [took 75.3620s]
-20/11/23 04:14:53| INFO doc finished [took 56.6921s]
-20/11/23 04:14:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 239.7532s]
-----------------------------------------------------------------------------------------------------
-20/11/23 10:50:55| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 10:51:04| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 10:52:32| INFO mulmc_sld finished [took 80.8363s]
-20/11/23 10:52:41| INFO mulne_sld finished [took 84.5121s]
-20/11/23 10:52:45| INFO mulc_sld finished [took 97.1404s]
-20/11/23 10:52:46| INFO mulis_sld finished [took 82.9308s]
-20/11/23 10:52:59| INFO binne_sld finished [took 104.9803s]
-20/11/23 10:53:09| INFO mullr_sld finished [took 102.8501s]
-20/11/23 10:53:09| INFO ref finished [took 33.3644s]
-20/11/23 10:53:09| INFO binmc_sld finished [took 118.7448s]
-20/11/23 10:53:10| INFO binc_sld finished [took 123.3115s]
-20/11/23 10:53:12| INFO atc_mc finished [took 27.6970s]
-20/11/23 10:53:13| INFO doc finished [took 26.5468s]
-20/11/23 10:53:15| INFO binlr_sld finished [took 111.7040s]
-20/11/23 10:53:19| INFO binis_sld finished [took 122.8478s]
-20/11/23 10:53:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 135.3101s]
-20/11/23 10:53:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 10:54:53| INFO mulmc_sld finished [took 82.9445s]
-20/11/23 10:55:07| INFO mulis_sld finished [took 88.2679s]
-20/11/23 10:55:09| INFO mulne_sld finished [took 94.5538s]
-20/11/23 10:55:11| INFO mulc_sld finished [took 106.4283s]
-20/11/23 10:55:20| INFO binis_sld finished [took 103.5217s]
-20/11/23 10:55:23| INFO mullr_sld finished [took 101.6740s]
-20/11/23 10:55:26| INFO binlr_sld finished [took 105.3735s]
-20/11/23 10:55:29| INFO ref finished [took 32.8249s]
-20/11/23 10:55:34| INFO binmc_sld finished [took 128.7640s]
-20/11/23 10:55:35| INFO doc finished [took 22.4950s]
-20/11/23 10:55:37| INFO atc_mc finished [took 26.7518s]
-20/11/23 10:55:40| INFO binc_sld finished [took 137.5184s]
-20/11/23 10:55:41| INFO binne_sld finished [took 128.8228s]
-20/11/23 10:55:41| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 141.6235s]
-20/11/23 10:55:41| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 10:57:42| INFO binne_sld finished [took 95.9809s]
-20/11/23 10:57:52| INFO mulis_sld finished [took 102.3437s]
-20/11/23 10:57:52| INFO mullr_sld finished [took 102.8163s]
-20/11/23 10:58:02| INFO mulmc_sld finished [took 120.3317s]
-20/11/23 10:58:04| INFO mulc_sld finished [took 125.9561s]
-20/11/23 10:58:06| INFO mulne_sld finished [took 119.3721s]
-20/11/23 10:58:07| INFO binis_sld finished [took 119.1128s]
-20/11/23 10:58:07| INFO binlr_sld finished [took 118.0882s]
-20/11/23 10:58:09| INFO binmc_sld finished [took 129.3598s]
-20/11/23 10:58:10| INFO binc_sld finished [took 141.7115s]
-20/11/23 10:58:15| INFO ref finished [took 26.4486s]
-20/11/23 10:58:18| INFO doc finished [took 20.2277s]
-20/11/23 10:58:21| INFO atc_mc finished [took 24.1681s]
-20/11/23 10:58:21| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.4634s]
-20/11/23 10:58:21| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 11:00:11| INFO mulmc_sld finished [took 100.2815s]
-20/11/23 11:00:15| INFO binlr_sld finished [took 90.7660s]
-20/11/23 11:00:28| INFO binis_sld finished [took 108.3827s]
-20/11/23 11:00:37| INFO binne_sld finished [took 120.8979s]
-20/11/23 11:00:37| INFO mulis_sld finished [took 115.5660s]
-20/11/23 11:00:38| INFO binmc_sld finished [took 125.8453s]
-20/11/23 11:00:39| INFO mulc_sld finished [took 132.5734s]
-20/11/23 11:00:39| INFO binc_sld finished [took 133.0240s]
-20/11/23 11:00:40| INFO mullr_sld finished [took 115.0636s]
-20/11/23 11:00:40| INFO mulne_sld finished [took 121.5821s]
-20/11/23 11:00:44| INFO ref finished [took 29.8542s]
-20/11/23 11:00:48| INFO atc_mc finished [took 30.3574s]
-20/11/23 11:00:50| INFO doc finished [took 18.5791s]
-20/11/23 11:00:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 148.5097s]
-20/11/23 11:00:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 11:02:38| INFO binne_sld finished [took 93.5784s]
-20/11/23 11:02:42| INFO binlr_sld finished [took 90.0116s]
-20/11/23 11:03:01| INFO mullr_sld finished [took 107.0783s]
-20/11/23 11:03:02| INFO mulne_sld finished [took 115.3635s]
-20/11/23 11:03:02| INFO binmc_sld finished [took 122.3129s]
-20/11/23 11:03:03| INFO binis_sld finished [took 114.7409s]
-20/11/23 11:03:04| INFO binc_sld finished [took 130.7897s]
-20/11/23 11:03:05| INFO mulc_sld finished [took 128.9818s]
-20/11/23 11:03:06| INFO mulmc_sld finished [took 123.7813s]
-20/11/23 11:03:06| INFO mulis_sld finished [took 114.0687s]
-20/11/23 11:03:11| INFO ref finished [took 29.1455s]
-20/11/23 11:03:18| INFO atc_mc finished [took 33.1229s]
-20/11/23 11:03:18| INFO doc finished [took 15.1706s]
-20/11/23 11:03:18| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 148.6163s]
-20/11/23 11:03:19| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 11:05:05| INFO mulmc_sld finished [took 98.1009s]
-20/11/23 11:05:17| INFO mullr_sld finished [took 99.1913s]
-20/11/23 11:05:22| INFO binmc_sld finished [took 116.6325s]
-20/11/23 11:05:25| INFO mulc_sld finished [took 122.0991s]
-20/11/23 11:05:30| INFO binis_sld finished [took 115.8437s]
-20/11/23 11:05:30| INFO mulis_sld finished [took 115.9491s]
-20/11/23 11:05:32| INFO binne_sld finished [took 118.8688s]
-20/11/23 11:05:33| INFO binc_sld finished [took 129.7859s]
-20/11/23 11:05:33| INFO binlr_sld finished [took 117.7808s]
-20/11/23 11:05:34| INFO mulne_sld finished [took 121.2356s]
-20/11/23 11:05:37| INFO ref finished [took 28.5878s]
-20/11/23 11:05:43| INFO doc finished [took 18.0607s]
-20/11/23 11:05:48| INFO atc_mc finished [took 28.0363s]
-20/11/23 11:05:48| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.7342s]
-20/11/23 11:05:48| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 11:07:34| INFO mulmc_sld finished [took 90.3864s]
-20/11/23 11:07:39| INFO binne_sld finished [took 92.8051s]
-20/11/23 11:07:53| INFO mulne_sld finished [took 107.7822s]
-20/11/23 11:07:55| INFO binis_sld finished [took 108.0026s]
-20/11/23 11:07:57| INFO mulis_sld finished [took 107.1116s]
-20/11/23 11:08:02| INFO mulc_sld finished [took 123.2330s]
-20/11/23 11:08:02| INFO binmc_sld finished [took 124.3210s]
-20/11/23 11:08:03| INFO binlr_sld finished [took 111.5958s]
-20/11/23 11:08:04| INFO mullr_sld finished [took 110.3063s]
-20/11/23 11:08:05| INFO binc_sld finished [took 131.8586s]
-20/11/23 11:08:08| INFO ref finished [took 31.0319s]
-20/11/23 11:08:14| INFO doc finished [took 16.1762s]
-20/11/23 11:08:15| INFO atc_mc finished [took 33.4847s]
-20/11/23 11:08:15| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 146.3201s]
-20/11/23 11:08:15| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 11:09:53| INFO mulc_sld finished [took 89.1546s]
-20/11/23 11:10:15| INFO mulis_sld finished [took 102.0348s]
-20/11/23 11:10:16| INFO mulne_sld finished [took 106.2293s]
-20/11/23 11:10:19| INFO mulmc_sld finished [took 108.0365s]
-20/11/23 11:10:23| INFO binc_sld finished [took 120.8891s]
-20/11/23 11:10:27| INFO mullr_sld finished [took 108.8832s]
-20/11/23 11:10:31| INFO ref finished [took 34.0655s]
-20/11/23 11:10:34| INFO binne_sld finished [took 126.5304s]
-20/11/23 11:10:35| INFO binis_sld finished [took 121.9615s]
-20/11/23 11:10:37| INFO binlr_sld finished [took 119.2132s]
-20/11/23 11:10:39| INFO binmc_sld finished [took 131.8129s]
-20/11/23 11:10:40| INFO doc finished [took 19.8296s]
-20/11/23 11:10:48| INFO atc_mc finished [took 29.0604s]
-20/11/23 11:10:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 153.0210s]
-20/11/23 11:10:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 11:12:26| INFO binc_sld finished [took 95.4819s]
-20/11/23 11:12:34| INFO mulc_sld finished [took 101.3762s]
-20/11/23 11:12:35| INFO mulne_sld finished [took 94.0779s]
-20/11/23 11:12:37| INFO mulis_sld finished [took 95.0970s]
-20/11/23 11:12:43| INFO mulmc_sld finished [took 107.1269s]
-20/11/23 11:12:45| INFO binmc_sld finished [took 111.5198s]
-20/11/23 11:12:49| INFO binne_sld finished [took 112.0173s]
-20/11/23 11:12:50| INFO binis_sld finished [took 107.6742s]
-20/11/23 11:12:55| INFO mullr_sld finished [took 108.4449s]
-20/11/23 11:12:55| INFO ref finished [took 26.9151s]
-20/11/23 11:13:00| INFO doc finished [took 21.0902s]
-20/11/23 11:13:03| INFO atc_mc finished [took 25.5974s]
-20/11/23 11:13:12| INFO binlr_sld finished [took 126.2277s]
-20/11/23 11:13:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 143.8924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 11:13:12| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 11:13:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:16:34| INFO mulc_sld finished [took 190.0329s]
-20/11/23 11:16:52| INFO mulis_sld finished [took 169.7056s]
-20/11/23 11:17:02| INFO mulne_sld finished [took 192.4066s]
-20/11/23 11:17:03| INFO binc_sld finished [took 222.6597s]
-20/11/23 11:17:07| INFO mulmc_sld finished [took 211.7104s]
-20/11/23 11:17:19| INFO binne_sld finished [took 218.1930s]
-20/11/23 11:17:23| INFO binmc_sld finished [took 234.0882s]
-20/11/23 11:17:30| INFO binis_sld finished [took 215.0899s]
-20/11/23 11:17:51| INFO mullr_sld finished [took 213.9460s]
-20/11/23 11:17:53| INFO ref finished [took 73.1505s]
-20/11/23 11:18:14| INFO doc finished [took 67.4488s]
-20/11/23 11:18:15| INFO atc_mc finished [took 79.6990s]
-20/11/23 11:18:24| INFO binlr_sld finished [took 255.6407s]
-20/11/23 11:18:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 306.9208s]
-20/11/23 11:18:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:22:14| INFO mulc_sld finished [took 223.3421s]
-20/11/23 11:22:27| INFO mulne_sld finished [took 212.4221s]
-20/11/23 11:22:27| INFO binc_sld finished [took 239.5038s]
-20/11/23 11:22:41| INFO binmc_sld finished [took 244.3104s]
-20/11/23 11:22:41| INFO mulmc_sld finished [took 237.8574s]
-20/11/23 11:22:45| INFO mulis_sld finished [took 212.7987s]
-20/11/23 11:22:53| INFO binis_sld finished [took 227.9662s]
-20/11/23 11:22:53| INFO binne_sld finished [took 244.9850s]
-20/11/23 11:23:19| INFO mullr_sld finished [took 233.2159s]
-20/11/23 11:23:23| INFO binlr_sld finished [took 244.1648s]
-20/11/23 11:23:31| INFO ref finished [took 71.1301s]
-20/11/23 11:23:34| INFO doc finished [took 56.9612s]
-20/11/23 11:23:42| INFO atc_mc finished [took 69.4108s]
-20/11/23 11:23:42| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 317.8974s]
-20/11/23 11:23:42| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:27:12| INFO mulmc_sld finished [took 189.0132s]
-20/11/23 11:27:21| INFO mulis_sld finished [took 168.5980s]
-20/11/23 11:27:26| INFO binc_sld finished [took 220.6162s]
-20/11/23 11:27:34| INFO mulc_sld finished [took 224.9369s]
-20/11/23 11:27:39| INFO binne_sld finished [took 209.2812s]
-20/11/23 11:27:39| INFO binmc_sld finished [took 224.6703s]
-20/11/23 11:27:43| INFO binis_sld finished [took 197.1891s]
-20/11/23 11:27:50| INFO mulne_sld finished [took 212.0919s]
-20/11/23 11:28:16| INFO binlr_sld finished [took 214.2706s]
-20/11/23 11:28:21| INFO mullr_sld finished [took 209.5245s]
-20/11/23 11:28:29| INFO ref finished [took 69.7935s]
-20/11/23 11:28:30| INFO doc finished [took 56.5998s]
-20/11/23 11:28:38| INFO atc_mc finished [took 70.0903s]
-20/11/23 11:28:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 296.1528s]
-20/11/23 11:28:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:32:07| INFO mulc_sld finished [took 202.6796s]
-20/11/23 11:32:17| INFO mulis_sld finished [took 176.6095s]
-20/11/23 11:32:26| INFO mulmc_sld finished [took 212.0606s]
-20/11/23 11:32:33| INFO binc_sld finished [took 231.9888s]
-20/11/23 11:32:33| INFO binmc_sld finished [took 225.1738s]
-20/11/23 11:32:35| INFO mulne_sld finished [took 206.9359s]
-20/11/23 11:32:39| INFO binne_sld finished [took 218.2999s]
-20/11/23 11:32:43| INFO binis_sld finished [took 209.0047s]
-20/11/23 11:33:09| INFO binlr_sld finished [took 222.3371s]
-20/11/23 11:33:13| INFO mullr_sld finished [took 219.4530s]
-20/11/23 11:33:21| INFO ref finished [took 69.8519s]
-20/11/23 11:33:26| INFO doc finished [took 55.4481s]
-20/11/23 11:33:30| INFO atc_mc finished [took 68.9240s]
-20/11/23 11:33:30| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 291.6580s]
-20/11/23 11:33:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:36:50| INFO binis_sld finished [took 160.8038s]
-20/11/23 11:37:01| INFO binc_sld finished [took 207.5309s]
-20/11/23 11:37:13| INFO mulc_sld finished [took 215.8220s]
-20/11/23 11:37:20| INFO binne_sld finished [took 203.5118s]
-20/11/23 11:37:21| INFO binmc_sld finished [took 217.1764s]
-20/11/23 11:37:21| INFO mulmc_sld finished [took 210.5468s]
-20/11/23 11:37:30| INFO mulne_sld finished [took 207.1628s]
-20/11/23 11:37:35| INFO mulis_sld finished [took 196.3299s]
-20/11/23 11:37:41| INFO mullr_sld finished [took 187.9665s]
-20/11/23 11:37:50| INFO binlr_sld finished [took 205.6684s]
-20/11/23 11:38:06| INFO ref finished [took 68.8311s]
-20/11/23 11:38:13| INFO doc finished [took 52.2343s]
-20/11/23 11:38:20| INFO atc_mc finished [took 74.2086s]
-20/11/23 11:38:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 290.3009s]
-20/11/23 11:38:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:42:04| INFO mulc_sld finished [took 216.6741s]
-20/11/23 11:42:09| INFO binc_sld finished [took 226.0492s]
-20/11/23 11:42:21| INFO binmc_sld finished [took 228.9625s]
-20/11/23 11:42:30| INFO binne_sld finished [took 225.6253s]
-20/11/23 11:42:33| INFO mulis_sld finished [took 206.2442s]
-20/11/23 11:42:33| INFO mulmc_sld finished [took 237.4283s]
-20/11/23 11:42:36| INFO mulne_sld finished [took 223.3897s]
-20/11/23 11:42:39| INFO binis_sld finished [took 218.4677s]
-20/11/23 11:42:49| INFO mullr_sld finished [took 204.6124s]
-20/11/23 11:43:13| INFO binlr_sld finished [took 238.0866s]
-20/11/23 11:43:19| INFO ref finished [took 70.5400s]
-20/11/23 11:43:21| INFO doc finished [took 54.7835s]
-20/11/23 11:43:24| INFO atc_mc finished [took 68.9721s]
-20/11/23 11:43:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 303.8797s]
-20/11/23 11:43:24| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:46:41| INFO mulis_sld finished [took 148.7613s]
-20/11/23 11:46:58| INFO mulc_sld finished [took 206.7147s]
-20/11/23 11:47:00| INFO binc_sld finished [took 212.1316s]
-20/11/23 11:47:19| INFO binmc_sld finished [took 223.1477s]
-20/11/23 11:47:20| INFO mulmc_sld finished [took 216.6986s]
-20/11/23 11:47:21| INFO mulne_sld finished [took 202.3311s]
-20/11/23 11:47:22| INFO mullr_sld finished [took 173.7357s]
-20/11/23 11:47:26| INFO binne_sld finished [took 215.3696s]
-20/11/23 11:47:34| INFO binis_sld finished [took 208.9631s]
-20/11/23 11:47:38| INFO binlr_sld finished [took 198.4459s]
-20/11/23 11:47:59| INFO ref finished [took 72.3612s]
-20/11/23 11:48:03| INFO doc finished [took 54.8990s]
-20/11/23 11:48:11| INFO atc_mc finished [took 67.9558s]
-20/11/23 11:48:11| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 287.4465s]
-20/11/23 11:48:11| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:51:16| INFO binc_sld finished [took 181.3922s]
-20/11/23 11:51:40| INFO mulc_sld finished [took 202.3547s]
-20/11/23 11:51:46| INFO binmc_sld finished [took 202.4826s]
-20/11/23 11:51:49| INFO mulmc_sld finished [took 198.8992s]
-20/11/23 11:52:04| INFO mulis_sld finished [took 183.6813s]
-20/11/23 11:52:06| INFO mullr_sld finished [took 170.2677s]
-20/11/23 11:52:09| INFO binne_sld finished [took 212.0736s]
-20/11/23 11:52:10| INFO mulne_sld finished [took 204.2544s]
-20/11/23 11:52:13| INFO binis_sld finished [took 200.0333s]
-20/11/23 11:52:19| INFO binlr_sld finished [took 193.4050s]
-20/11/23 11:52:48| INFO ref finished [took 84.1759s]
-20/11/23 11:52:50| INFO doc finished [took 56.0423s]
-20/11/23 11:52:50| INFO atc_mc finished [took 62.1243s]
-20/11/23 11:52:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 278.8773s]
-20/11/23 11:52:50| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:55:48| INFO mulne_sld finished [took 146.4694s]
-20/11/23 11:56:01| INFO mulc_sld finished [took 183.8118s]
-20/11/23 11:56:14| INFO mullr_sld finished [took 141.8801s]
-20/11/23 11:56:15| INFO mulmc_sld finished [took 186.0843s]
-20/11/23 11:56:19| INFO mulis_sld finished [took 161.9423s]
-20/11/23 11:56:31| INFO binc_sld finished [took 217.2969s]
-20/11/23 11:56:41| INFO binmc_sld finished [took 218.4508s]
-20/11/23 11:56:47| INFO binne_sld finished [took 211.2848s]
-20/11/23 11:56:49| INFO binis_sld finished [took 199.1262s]
-20/11/23 11:56:56| INFO binlr_sld finished [took 193.4588s]
-20/11/23 11:57:02| INFO ref finished [took 67.8089s]
-20/11/23 11:57:11| INFO doc finished [took 51.8464s]
-20/11/23 11:57:22| INFO atc_mc finished [took 74.7604s]
-20/11/23 11:57:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 271.6924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 12:53:06| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:53:12| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 12:53:16| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:53:23| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:53:24| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:53:38| INFO ref finished [took 13.0018s]
-20/11/23 12:53:38| INFO doc finished [took 12.0014s]
-20/11/23 12:53:41| INFO atc_mc finished [took 15.8052s]
-20/11/23 12:53:59| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:53:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.8231s]
-20/11/23 12:53:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:54:00| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:54:17| INFO doc finished [took 12.3474s]
-20/11/23 12:54:17| INFO ref finished [took 13.6803s]
-20/11/23 12:54:20| INFO atc_mc finished [took 15.7362s]
-20/11/23 12:54:39| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:54:39| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 39.9802s]
-20/11/23 12:54:39| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:54:44| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:01| INFO doc finished [took 14.3674s]
-20/11/23 12:55:02| INFO ref finished [took 15.0281s]
-20/11/23 12:55:05| INFO atc_mc finished [took 17.5189s]
-20/11/23 12:55:12| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:12| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 32.3891s]
-20/11/23 12:55:12| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 12:55:16| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:35| INFO doc finished [took 17.4354s]
-20/11/23 12:55:35| INFO ref finished [took 18.1023s]
-20/11/23 12:55:39| INFO atc_mc finished [took 22.0424s]
-20/11/23 12:55:50| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.8204s]
-20/11/23 12:55:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 12:55:55| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:56:12| INFO doc finished [took 16.2311s]
-20/11/23 12:56:13| INFO ref finished [took 16.3267s]
-20/11/23 12:56:16| INFO atc_mc finished [took 19.3748s]
-20/11/23 12:56:25| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:56:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 35.1307s]
-20/11/23 12:56:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 12:56:28| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-----------------------------------------------------------------------------------------------------
-20/11/23 12:56:46| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:56:53| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:57:08| INFO doc finished [took 10.9050s]
-20/11/23 12:57:09| INFO ref finished [took 11.6994s]
-20/11/23 12:57:11| INFO atc_mc finished [took 14.1794s]
-20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:57:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.0856s]
-20/11/23 12:57:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:57:45| INFO doc finished [took 10.7859s]
-20/11/23 12:57:46| INFO ref finished [took 12.5902s]
-20/11/23 12:57:48| INFO atc_mc finished [took 15.1536s]
-20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:01| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 31.9915s]
-20/11/23 12:58:01| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:58:21| INFO ref finished [took 13.7423s]
-20/11/23 12:58:22| INFO doc finished [took 14.6043s]
-20/11/23 12:58:25| INFO atc_mc finished [took 17.9017s]
-20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:32| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 31.5618s]
-20/11/23 12:58:32| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 12:58:39| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:58:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:58:47| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 12:59:02| INFO doc finished [took 12.7574s]
-20/11/23 12:59:03| INFO ref finished [took 14.2840s]
-20/11/23 12:59:05| INFO atc_mc finished [took 16.0754s]
-20/11/23 12:59:23| INFO mul_sld finished [took 35.4131s]
-20/11/23 12:59:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.3097s]
-20/11/23 12:59:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:59:24| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 12:59:38| INFO doc finished [took 11.9911s]
-20/11/23 12:59:39| INFO ref finished [took 13.3186s]
-20/11/23 12:59:42| INFO atc_mc finished [took 15.8120s]
-20/11/23 12:59:54| INFO mul_sld finished [took 28.2566s]
-20/11/23 12:59:54| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 30.4601s]
-20/11/23 12:59:54| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:59:58| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:00:13| INFO doc finished [took 13.1032s]
-20/11/23 13:00:13| INFO ref finished [took 13.4678s]
-20/11/23 13:00:17| INFO atc_mc finished [took 16.9385s]
-20/11/23 13:00:25| INFO mul_sld finished [took 25.7493s]
-20/11/23 13:00:25| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 30.8717s]
-20/11/23 13:00:25| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 13:00:27| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:00:43| INFO ref finished [took 14.3064s]
-20/11/23 13:00:44| INFO doc finished [took 14.7694s]
-20/11/23 13:00:47| INFO atc_mc finished [took 17.9495s]
-20/11/23 13:00:55| INFO mul_sld finished [took 26.8942s]
-20/11/23 13:00:55| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 30.4124s]
-20/11/23 13:00:55| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 13:00:59| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:01:15| INFO ref finished [took 13.7607s]
-20/11/23 13:01:15| INFO doc finished [took 13.3931s]
-20/11/23 13:01:19| INFO atc_mc finished [took 17.9275s]
-20/11/23 13:01:26| INFO mul_sld finished [took 24.1855s]
-20/11/23 13:01:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 31.4394s]
-20/11/23 13:01:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 13:01:29| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:01:48| INFO ref finished [took 17.0346s]
-20/11/23 13:01:48| INFO doc finished [took 15.8855s]
-20/11/23 13:01:52| INFO atc_mc finished [took 21.4945s]
-20/11/23 13:01:58| INFO mul_sld finished [took 28.6565s]
-20/11/23 13:01:58| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 31.8303s]
-20/11/23 13:01:58| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 13:02:02| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:02:22| INFO ref finished [took 17.1278s]
-20/11/23 13:02:22| INFO doc finished [took 15.8093s]
-20/11/23 13:02:25| INFO atc_mc finished [took 20.5205s]
-20/11/23 13:02:35| INFO mul_sld finished [took 31.1285s]
-20/11/23 13:02:35| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 37.0795s]
-20/11/23 13:02:35| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 13:02:39| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-----------------------------------------------------------------------------------------------------
-20/11/23 13:02:46| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 13:02:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 13:03:09| INFO doc finished [took 11.6427s]
-20/11/23 13:03:09| INFO ref finished [took 13.4657s]
-20/11/23 13:03:12| INFO atc_mc finished [took 16.8274s]
-20/11/23 13:03:20| INFO bin_sld finished [took 26.2900s]
-20/11/23 13:03:30| INFO mul_sld finished [took 35.5662s]
-20/11/23 13:03:30| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.9536s]
-20/11/23 13:03:30| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 13:03:47| INFO doc finished [took 12.6327s]
-20/11/23 13:03:47| INFO ref finished [took 14.1113s]
-20/11/23 13:03:51| INFO atc_mc finished [took 17.1208s]
-20/11/23 13:04:00| INFO bin_sld finished [took 28.7995s]
-20/11/23 13:04:05| INFO mul_sld finished [took 32.8595s]
-20/11/23 13:04:05| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 34.9393s]
-20/11/23 13:04:05| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 13:04:33| INFO doc finished [took 16.7791s]
-20/11/23 13:04:34| INFO ref finished [took 19.3321s]
-20/11/23 13:04:37| INFO atc_mc finished [took 22.5727s]
-20/11/23 13:04:42| INFO bin_sld finished [took 29.8259s]
-20/11/23 13:04:45| INFO mul_sld finished [took 29.3606s]
-20/11/23 13:04:45| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 40.0519s]
-20/11/23 13:04:45| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 13:05:09| INFO ref finished [took 18.0921s]
-20/11/23 13:05:10| INFO doc finished [took 18.2462s]
-20/11/23 13:05:14| INFO atc_mc finished [took 22.4662s]
-20/11/23 13:05:18| INFO bin_sld finished [took 30.0297s]
-20/11/23 13:05:23| INFO mul_sld finished [took 31.6445s]
-20/11/23 13:05:23| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.7604s]
-20/11/23 13:05:23| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 13:05:49| INFO doc finished [took 20.2806s]
-20/11/23 13:05:49| INFO ref finished [took 21.3255s]
-20/11/23 13:05:53| INFO atc_mc finished [took 24.0795s]
-20/11/23 13:05:56| INFO bin_sld finished [took 28.7894s]
-20/11/23 13:06:00| INFO mul_sld finished [took 33.7951s]
-20/11/23 13:06:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 37.5706s]
-20/11/23 13:06:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 13:06:26| INFO ref finished [took 19.4509s]
-20/11/23 13:06:26| INFO doc finished [took 19.9130s]
-20/11/23 13:06:30| INFO atc_mc finished [took 22.7232s]
-20/11/23 13:06:33| INFO bin_sld finished [took 30.7533s]
-20/11/23 13:06:37| INFO mul_sld finished [took 30.0295s]
-20/11/23 13:06:37| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 36.6151s]
-20/11/23 13:06:37| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 13:06:57| INFO doc finished [took 14.8506s]
-20/11/23 13:06:57| INFO ref finished [took 15.2854s]
-20/11/23 13:07:00| INFO atc_mc finished [took 18.7613s]
-20/11/23 13:07:04| INFO bin_sld finished [took 23.4065s]
-20/11/23 13:07:06| INFO mul_sld finished [took 25.6179s]
-20/11/23 13:07:06| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 29.4099s]
-20/11/23 13:07:06| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 13:07:27| INFO doc finished [took 15.8386s]
-20/11/23 13:07:27| INFO ref finished [took 16.2869s]
-20/11/23 13:07:31| INFO atc_mc finished [took 20.1657s]
-20/11/23 13:07:38| INFO mul_sld finished [took 28.5372s]
-20/11/23 13:07:39| INFO bin_sld finished [took 29.6434s]
-20/11/23 13:07:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 32.4333s]
-20/11/23 13:07:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 13:08:01| INFO ref finished [took 16.2102s]
-20/11/23 13:08:01| INFO doc finished [took 15.5073s]
-20/11/23 13:08:03| INFO atc_mc finished [took 19.5171s]
-20/11/23 13:08:07| INFO bin_sld finished [took 26.6722s]
-20/11/23 13:08:13| INFO mul_sld finished [took 30.5575s]
-20/11/23 13:08:13| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 34.6924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 13:54:08| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 13:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 13:55:31| INFO doc finished [took 63.9862s]
-20/11/23 13:55:35| INFO ref finished [took 71.4049s]
-20/11/23 13:55:55| INFO atc_mc finished [took 89.1926s]
-20/11/23 13:56:16| INFO mulis_sld finished [took 114.9676s]
-20/11/23 13:57:36| INFO binis_sld finished [took 197.4002s]
-20/11/23 14:13:15| INFO rca_star finished [took 1125.9007s]
-20/11/23 14:13:15| INFO rca finished [took 1126.5969s]
-20/11/23 14:13:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 1137.9566s]
-20/11/23 14:13:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 14:14:37| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 14:14:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 14:15:27| INFO doc finished [took 28.2275s]
-20/11/23 14:15:32| INFO binis_pacc finished [took 43.8178s]
-20/11/23 14:15:32| INFO ref finished [took 37.4386s]
-20/11/23 14:15:34| INFO mulis_pacc finished [took 43.9843s]
-20/11/23 14:15:35| INFO atc_mc finished [took 37.4711s]
-20/11/23 14:15:39| INFO mulis_sld finished [took 46.2048s]
-20/11/23 14:16:04| INFO binis_sld finished [took 71.1316s]
-20/11/23 14:16:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 77.7480s]
-20/11/23 14:16:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 14:16:49| INFO ref finished [took 33.6024s]
-20/11/23 14:16:53| INFO doc finished [took 34.4709s]
-20/11/23 14:16:53| INFO binis_pacc finished [took 45.5262s]
-20/11/23 14:16:55| INFO mulis_pacc finished [took 44.8774s]
-20/11/23 14:16:55| INFO atc_mc finished [took 38.1527s]
-20/11/23 14:17:05| INFO mulis_sld finished [took 52.6045s]
-20/11/23 14:17:18| INFO binis_sld finished [took 66.3136s]
-20/11/23 14:17:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 74.6187s]
-20/11/23 14:17:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 14:18:10| INFO doc finished [took 29.2951s]
-20/11/23 14:18:10| INFO ref finished [took 31.5087s]
-20/11/23 14:18:14| INFO binis_pacc finished [took 47.2623s]
-20/11/23 14:18:17| INFO atc_mc finished [took 38.7412s]
-20/11/23 14:18:20| INFO mulis_pacc finished [took 48.8603s]
-20/11/23 14:18:28| INFO binis_sld finished [took 54.4351s]
-20/11/23 14:18:30| INFO mulis_sld finished [took 54.0171s]
-20/11/23 14:18:30| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 71.7372s]
-20/11/23 14:18:30| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 14:19:16| INFO ref finished [took 32.1021s]
-20/11/23 14:19:22| INFO doc finished [took 36.7007s]
-20/11/23 14:19:23| INFO mulis_pacc finished [took 46.6175s]
-20/11/23 14:19:23| INFO atc_mc finished [took 39.6910s]
-20/11/23 14:19:25| INFO binis_pacc finished [took 51.1957s]
-20/11/23 14:19:33| INFO binis_sld finished [took 57.4588s]
-20/11/23 14:19:34| INFO mulis_sld finished [took 52.1688s]
-20/11/23 14:19:34| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 64.0582s]
-20/11/23 14:19:34| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 14:20:22| INFO doc finished [took 31.7336s]
-20/11/23 14:20:23| INFO ref finished [took 35.1117s]
-20/11/23 14:20:26| INFO binis_pacc finished [took 47.7704s]
-20/11/23 14:20:29| INFO mulis_pacc finished [took 47.7163s]
-20/11/23 14:20:33| INFO atc_mc finished [took 45.2073s]
-20/11/23 14:20:39| INFO mulis_sld finished [took 52.8156s]
-20/11/23 14:20:42| INFO binis_sld finished [took 61.4007s]
-20/11/23 14:20:42| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 67.4820s]
-20/11/23 14:20:42| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 14:21:28| INFO ref finished [took 34.7217s]
-20/11/23 14:21:28| INFO doc finished [took 33.0339s]
-20/11/23 14:21:35| INFO mulis_pacc finished [took 47.7748s]
-20/11/23 14:21:36| INFO binis_pacc finished [took 49.5656s]
-20/11/23 14:21:40| INFO atc_mc finished [took 46.9417s]
-20/11/23 14:21:45| INFO binis_sld finished [took 55.1265s]
-20/11/23 14:21:45| INFO mulis_sld finished [took 53.7538s]
-20/11/23 14:21:45| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 63.7629s]
-20/11/23 14:21:45| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 14:22:32| INFO doc finished [took 30.8502s]
-20/11/23 14:22:33| INFO ref finished [took 34.0222s]
-20/11/23 14:22:36| INFO binis_pacc finished [took 47.9541s]
-20/11/23 14:22:39| INFO atc_mc finished [took 37.8288s]
-20/11/23 14:22:43| INFO mulis_pacc finished [took 48.6021s]
-20/11/23 14:22:49| INFO binis_sld finished [took 52.6787s]
-20/11/23 14:22:52| INFO mulis_sld finished [took 54.8996s]
-20/11/23 14:22:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 66.1803s]
-20/11/23 14:22:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 14:23:38| INFO doc finished [took 31.0230s]
-20/11/23 14:23:38| INFO ref finished [took 32.0340s]
-20/11/23 14:23:45| INFO mulis_pacc finished [took 41.3610s]
-20/11/23 14:23:45| INFO atc_mc finished [took 38.3982s]
-20/11/23 14:23:47| INFO binis_pacc finished [took 49.3351s]
-20/11/23 14:23:51| INFO mulis_sld finished [took 46.9674s]
-20/11/23 14:24:10| INFO binis_sld finished [took 65.4690s]
-20/11/23 14:24:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 78.0258s]
-20/11/23 14:24:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 14:24:11| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 14:24:13| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 14:24:40| INFO doc finished [took 21.8258s]
-20/11/23 14:24:41| INFO ref finished [took 23.7184s]
-20/11/23 14:24:48| INFO atc_mc finished [took 30.8998s]
-20/11/23 14:24:52| INFO mulis_sld finished [took 36.1741s]
-20/11/23 14:25:00| INFO binis_sld finished [took 45.6863s]
-20/11/23 14:25:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 50.3174s]
-----------------------------------------------------------------------------------------------------
-20/11/23 15:50:21| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 15:50:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 15:50:33| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 15:50:52| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 15:51:33| INFO mulis_pacc finished [took 55.4094s]
-20/11/23 15:51:33| INFO atc_mc finished [took 42.7644s]
-20/11/23 15:51:35| INFO doc finished [took 42.2395s]
-20/11/23 15:51:35| INFO ref finished [took 44.6490s]
-20/11/23 15:51:36| INFO binis_pacc finished [took 60.4255s]
-20/11/23 15:51:39| INFO mulis_sld finished [took 53.9361s]
-20/11/23 15:52:06| INFO bin_sld finished [took 93.4792s]
-20/11/23 15:52:07| INFO binis_sld finished [took 82.1673s]
-20/11/23 15:52:23| INFO mul_sld finished [took 101.5244s]
-20/11/23 15:52:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.1609s]
-20/11/23 15:52:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 15:53:24| INFO ref finished [took 41.3159s]
-20/11/23 15:53:40| INFO binis_pacc finished [took 70.5113s]
-20/11/23 15:53:45| INFO mulis_pacc finished [took 72.1329s]
-20/11/23 15:53:47| INFO atc_mc finished [took 62.2959s]
-20/11/23 15:53:47| INFO mulis_sld finished [took 68.3027s]
-20/11/23 15:53:54| INFO doc finished [took 27.1331s]
-20/11/23 15:54:06| INFO binis_sld finished [took 90.0668s]
-20/11/23 15:54:14| INFO bin_sld finished [took 109.1453s]
-20/11/23 15:54:16| INFO mul_sld finished [took 101.8981s]
-20/11/23 15:54:18| INFO mul_sld_lsvc finished [took 109.6278s]
-20/11/23 15:54:31| INFO bin_sld_lsvc finished [took 111.4557s]
-20/11/23 15:54:31| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 128.9509s]
-20/11/23 15:54:31| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 15:55:44| INFO ref finished [took 43.0126s]
-20/11/23 15:55:53| INFO mulis_pacc finished [took 62.1362s]
-20/11/23 15:55:59| INFO binis_pacc finished [took 68.8450s]
-20/11/23 15:56:02| INFO atc_mc finished [took 59.0646s]
-20/11/23 15:56:13| INFO doc finished [took 24.0316s]
-20/11/23 15:56:19| INFO bin_sld finished [took 98.4385s]
-20/11/23 15:56:19| INFO mul_sld finished [took 82.9688s]
-20/11/23 15:56:20| INFO binis_sld finished [took 83.6417s]
-20/11/23 15:56:20| INFO mulis_sld finished [took 82.9412s]
-20/11/23 15:56:29| INFO bin_sld_lsvc finished [took 88.3702s]
-20/11/23 15:56:44| INFO mul_sld_lsvc finished [took 119.0665s]
-20/11/23 15:56:44| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 132.1778s]
-20/11/23 15:56:44| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 15:57:46| INFO ref finished [took 39.8775s]
-20/11/23 15:57:57| INFO binis_pacc finished [took 62.7889s]
-20/11/23 15:57:58| INFO atc_mc finished [took 51.8180s]
-20/11/23 15:58:10| INFO mulis_pacc finished [took 75.0078s]
-20/11/23 15:58:14| INFO doc finished [took 23.5837s]
-20/11/23 15:58:18| INFO binis_sld finished [took 78.4560s]
-20/11/23 15:58:19| INFO mulis_sld finished [took 76.6469s]
-20/11/23 15:58:24| INFO bin_sld finished [took 97.0974s]
-20/11/23 15:58:27| INFO mul_sld finished [took 89.9680s]
-20/11/23 15:58:36| INFO bin_sld_lsvc finished [took 92.7088s]
-20/11/23 15:58:46| INFO mul_sld_lsvc finished [took 113.8371s]
-20/11/23 15:58:46| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 122.6502s]
-20/11/23 15:58:46| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 15:59:58| INFO ref finished [took 51.7497s]
-20/11/23 16:00:05| INFO mulis_pacc finished [took 65.3439s]
-20/11/23 16:00:10| INFO binis_pacc finished [took 70.8454s]
-20/11/23 16:00:13| INFO atc_mc finished [took 65.4091s]
-20/11/23 16:00:23| INFO doc finished [took 20.1917s]
-20/11/23 16:00:24| INFO bin_sld finished [took 94.7420s]
-20/11/23 16:00:25| INFO mulis_sld finished [took 81.4723s]
-20/11/23 16:00:25| INFO binis_sld finished [took 82.5292s]
-20/11/23 16:00:28| INFO mul_sld finished [took 87.6260s]
-20/11/23 16:00:42| INFO bin_sld_lsvc finished [took 96.8525s]
-20/11/23 16:01:02| INFO mul_sld_lsvc finished [took 127.8363s]
-20/11/23 16:01:02| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 135.7654s]
-20/11/23 16:01:02| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 16:02:16| INFO ref finished [took 56.3847s]
-20/11/23 16:02:20| INFO binis_pacc finished [took 68.5114s]
-20/11/23 16:02:26| INFO mulis_pacc finished [took 71.9974s]
-20/11/23 16:02:28| INFO atc_mc finished [took 69.1270s]
-20/11/23 16:02:31| INFO binis_sld finished [took 74.4586s]
-20/11/23 16:02:39| INFO doc finished [took 20.0222s]
-20/11/23 16:02:41| INFO bin_sld finished [took 96.3134s]
-20/11/23 16:02:42| INFO mulis_sld finished [took 84.7902s]
-20/11/23 16:02:44| INFO mul_sld finished [took 89.8147s]
-20/11/23 16:02:47| INFO bin_sld_lsvc finished [took 89.1043s]
-20/11/23 16:03:05| INFO mul_sld_lsvc finished [took 112.0250s]
-20/11/23 16:03:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 122.5360s]
-20/11/23 16:03:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 16:04:20| INFO mulis_pacc finished [took 60.0982s]
-20/11/23 16:04:24| INFO ref finished [took 55.7779s]
-20/11/23 16:04:26| INFO binis_pacc finished [took 68.8016s]
-20/11/23 16:04:37| INFO atc_mc finished [took 67.8508s]
-20/11/23 16:04:39| INFO mul_sld finished [took 80.9607s]
-20/11/23 16:04:43| INFO doc finished [took 20.6759s]
-20/11/23 16:04:46| INFO mulis_sld finished [took 81.9179s]
-20/11/23 16:04:49| INFO binis_sld finished [took 85.1287s]
-20/11/23 16:04:50| INFO bin_sld finished [took 98.8167s]
-20/11/23 16:05:02| INFO bin_sld_lsvc finished [took 94.8769s]
-20/11/23 16:05:09| INFO mul_sld_lsvc finished [took 112.2070s]
-20/11/23 16:05:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 124.4321s]
-20/11/23 16:05:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 16:06:23| INFO ref finished [took 50.4981s]
-20/11/23 16:06:32| INFO binis_pacc finished [took 70.8646s]
-20/11/23 16:06:35| INFO mulis_sld finished [took 67.5143s]
-20/11/23 16:06:37| INFO mulis_pacc finished [took 71.1612s]
-20/11/23 16:06:38| INFO atc_mc finished [took 64.1656s]
-20/11/23 16:06:48| INFO doc finished [took 19.4230s]
-20/11/23 16:06:50| INFO mul_sld finished [took 87.1440s]
-20/11/23 16:07:00| INFO bin_sld finished [took 107.6311s]
-20/11/23 16:07:00| INFO binis_sld finished [took 92.9370s]
-20/11/23 16:07:01| INFO bin_sld_lsvc finished [took 89.9615s]
-20/11/23 16:07:10| INFO mul_sld_lsvc finished [took 112.8633s]
-20/11/23 16:07:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 121.1346s]
-20/11/23 16:07:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 16:07:15| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:07:17| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:07:18| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:07:25| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:07:57| INFO doc finished [took 30.6669s]
-20/11/23 16:08:02| INFO ref finished [took 37.0393s]
-20/11/23 16:08:06| INFO atc_mc finished [took 39.8330s]
-20/11/23 16:08:14| INFO mulis_sld finished [took 49.7872s]
-20/11/23 16:08:19| INFO bin_sld finished [took 65.7369s]
-20/11/23 16:08:20| INFO binis_sld finished [took 59.3226s]
-20/11/23 16:08:27| INFO mul_sld finished [took 67.4432s]
-20/11/23 16:08:27| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 77.1395s]
-----------------------------------------------------------------------------------------------------
-20/11/23 16:18:22| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 16:18:31| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 16:18:35| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:43| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:47| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:55| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:19:27| INFO doc finished [took 32.6039s]
-20/11/23 16:19:31| INFO binis_pacc finished [took 54.5754s]
-20/11/23 16:19:34| INFO ref finished [took 42.5161s]
-20/11/23 16:19:40| INFO mulis_pacc finished [took 57.6524s]
-20/11/23 16:19:42| INFO atc_mc finished [took 48.6834s]
-20/11/23 16:19:47| INFO mulis_sld finished [took 58.4125s]
-20/11/23 16:20:01| INFO binis_sld finished [took 73.1066s]
-20/11/23 16:20:05| INFO bin_sld finished [took 92.3578s]
-20/11/23 16:20:24| INFO mul_sld finished [took 96.8753s]
-20/11/23 16:20:24| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.9783s]
-20/11/23 16:20:24| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 16:21:38| INFO binis_pacc finished [took 67.4372s]
-20/11/23 16:21:44| INFO mulis_pacc finished [took 67.0980s]
-20/11/23 16:21:59| INFO mulis_sld finished [took 76.5681s]
-20/11/23 16:22:12| INFO ref finished [took 30.8900s]
-20/11/23 16:22:18| INFO bin_sld finished [took 111.4093s]
-20/11/23 16:22:25| INFO mul_sld_lsvc finished [took 115.2287s]
-20/11/23 16:22:27| INFO doc finished [took 25.1264s]
-20/11/23 16:22:29| INFO atc_mc finished [took 41.8054s]
-20/11/23 16:22:32| INFO mul_sld finished [took 110.8812s]
-20/11/23 16:22:34| INFO binis_sld finished [took 113.6167s]
-20/11/23 16:22:39| INFO binis_sld_lsvc finished [took 126.6509s]
-20/11/23 16:22:41| INFO mulis_sld_lsvc finished [took 124.2538s]
-20/11/23 16:22:49| INFO bin_sld_lsvc finished [took 125.7169s]
-20/11/23 16:22:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 144.4944s]
-20/11/23 16:22:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 16:24:16| INFO binis_pacc finished [took 67.2570s]
-20/11/23 16:24:25| INFO mulis_pacc finished [took 75.8195s]
-20/11/23 16:24:37| INFO binis_sld finished [took 80.6286s]
-20/11/23 16:24:48| INFO mul_sld finished [took 95.5926s]
-20/11/23 16:24:51| INFO bin_sld finished [took 106.6947s]
-20/11/23 16:24:53| INFO mulis_sld finished [took 94.7438s]
-20/11/23 16:24:55| INFO ref finished [took 33.8797s]
-20/11/23 16:25:03| INFO binis_sld_lsvc finished [took 113.1204s]
-20/11/23 16:25:03| INFO bin_sld_lsvc finished [took 104.5985s]
-20/11/23 16:25:04| INFO doc finished [took 22.4330s]
-20/11/23 16:25:06| INFO atc_mc finished [took 35.5340s]
-20/11/23 16:25:09| INFO mulis_sld_lsvc finished [took 117.0398s]
-20/11/23 16:25:17| INFO mul_sld_lsvc finished [took 131.3475s]
-20/11/23 16:25:17| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 148.2142s]
-20/11/23 16:25:17| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 16:26:24| INFO binis_pacc finished [took 56.5417s]
-20/11/23 16:26:40| INFO mulis_pacc finished [took 70.3333s]
-20/11/23 16:27:00| INFO ref finished [took 32.1253s]
-20/11/23 16:27:08| INFO binis_sld finished [took 91.9609s]
-20/11/23 16:27:09| INFO bin_sld finished [took 108.6075s]
-20/11/23 16:27:09| INFO mulis_sld finished [took 92.1912s]
-20/11/23 16:27:15| INFO atc_mc finished [took 32.5400s]
-20/11/23 16:27:19| INFO mul_sld finished [took 105.1496s]
-20/11/23 16:27:21| INFO bin_sld_lsvc finished [took 103.3958s]
-20/11/23 16:27:23| INFO binis_sld_lsvc finished [took 115.1183s]
-20/11/23 16:27:24| INFO mulis_sld_lsvc finished [took 109.1526s]
-20/11/23 16:27:24| INFO doc finished [took 20.6259s]
-20/11/23 16:27:30| INFO mul_sld_lsvc finished [took 123.4159s]
-20/11/23 16:27:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 132.9986s]
-20/11/23 16:27:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 16:28:40| INFO binis_pacc finished [took 61.1255s]
-20/11/23 16:28:59| INFO mulis_pacc finished [took 74.3788s]
-20/11/23 16:29:11| INFO bin_sld finished [took 95.1233s]
-20/11/23 16:29:14| INFO ref finished [took 31.6178s]
-20/11/23 16:29:18| INFO mulis_sld finished [took 89.3817s]
-20/11/23 16:29:20| INFO binis_sld finished [took 93.2534s]
-20/11/23 16:29:25| INFO binis_sld_lsvc finished [took 100.9105s]
-20/11/23 16:29:30| INFO mul_sld finished [took 103.5871s]
-20/11/23 16:29:35| INFO atc_mc finished [took 31.9767s]
-20/11/23 16:29:36| INFO doc finished [took 22.3716s]
-20/11/23 16:29:37| INFO bin_sld_lsvc finished [took 107.9102s]
-20/11/23 16:29:37| INFO mulis_sld_lsvc finished [took 111.3864s]
-20/11/23 16:29:55| INFO mul_sld_lsvc finished [took 139.2869s]
-20/11/23 16:29:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 144.9817s]
-20/11/23 16:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 16:31:05| INFO binis_pacc finished [took 60.5786s]
-20/11/23 16:31:16| INFO mulis_pacc finished [took 68.4164s]
-20/11/23 16:31:36| INFO binis_sld finished [took 84.5236s]
-20/11/23 16:31:37| INFO ref finished [took 30.2524s]
-20/11/23 16:31:43| INFO mulis_sld finished [took 92.2488s]
-20/11/23 16:31:48| INFO bin_sld finished [took 110.6112s]
-20/11/23 16:31:56| INFO mul_sld finished [took 106.2110s]
-20/11/23 16:31:56| INFO bin_sld_lsvc finished [took 102.1058s]
-20/11/23 16:31:57| INFO atc_mc finished [took 37.3810s]
-20/11/23 16:31:59| INFO binis_sld_lsvc finished [took 114.4642s]
-20/11/23 16:32:03| INFO doc finished [took 24.5658s]
-20/11/23 16:32:03| INFO mulis_sld_lsvc finished [took 115.0516s]
-20/11/23 16:32:05| INFO mul_sld_lsvc finished [took 124.4764s]
-20/11/23 16:32:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 129.9468s]
-20/11/23 16:32:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 16:33:19| INFO mulis_pacc finished [took 56.6491s]
-20/11/23 16:33:25| INFO binis_pacc finished [took 69.3831s]
-20/11/23 16:33:53| INFO mulis_sld finished [took 87.7702s]
-20/11/23 16:33:58| INFO ref finished [took 35.6316s]
-20/11/23 16:33:59| INFO bin_sld finished [took 110.8959s]
-20/11/23 16:34:01| INFO binis_sld finished [took 97.1247s]
-20/11/23 16:34:04| INFO mul_sld finished [took 100.8488s]
-20/11/23 16:34:09| INFO atc_mc finished [took 40.2958s]
-20/11/23 16:34:09| INFO mulis_sld_lsvc finished [took 106.2545s]
-20/11/23 16:34:13| INFO mul_sld_lsvc finished [took 121.0396s]
-20/11/23 16:34:15| INFO doc finished [took 18.5751s]
-20/11/23 16:34:19| INFO bin_sld_lsvc finished [took 112.7637s]
-20/11/23 16:34:20| INFO binis_sld_lsvc finished [took 122.6503s]
-20/11/23 16:34:20| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 135.0863s]
-20/11/23 16:34:20| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 16:35:39| INFO binis_pacc finished [took 71.0317s]
-20/11/23 16:35:48| INFO mulis_pacc finished [took 71.6197s]
-20/11/23 16:36:02| INFO mul_sld finished [took 82.7842s]
-20/11/23 16:36:06| INFO mulis_sld finished [took 84.1643s]
-20/11/23 16:36:16| INFO ref finished [took 33.3506s]
-20/11/23 16:36:24| INFO doc finished [took 18.9986s]
-20/11/23 16:36:24| INFO binis_sld finished [took 104.1811s]
-20/11/23 16:36:29| INFO binis_sld_lsvc finished [took 113.3393s]
-20/11/23 16:36:30| INFO mul_sld_lsvc finished [took 120.0368s]
-20/11/23 16:36:30| INFO atc_mc finished [took 36.4089s]
-20/11/23 16:36:31| INFO bin_sld finished [took 125.6791s]
-20/11/23 16:36:33| INFO mulis_sld_lsvc finished [took 114.7882s]
-20/11/23 16:36:33| INFO bin_sld_lsvc finished [took 109.5191s]
-20/11/23 16:36:33| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 132.7449s]
-20/11/23 16:36:33| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 16:36:38| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:40| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:41| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:36:43| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:36:44| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:50| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:37:23| INFO doc finished [took 31.9988s]
-20/11/23 16:37:29| INFO ref finished [took 39.8584s]
-20/11/23 16:37:35| INFO mulis_sld finished [took 46.5992s]
-20/11/23 16:37:36| INFO atc_mc finished [took 44.0758s]
-20/11/23 16:37:42| INFO bin_sld finished [took 68.5161s]
-20/11/23 16:37:44| INFO binis_sld finished [took 56.3771s]
-20/11/23 16:37:51| INFO mul_sld finished [took 64.5113s]
-20/11/23 16:37:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 78.2927s]
-----------------------------------------------------------------------------------------------------
-20/11/23 16:39:52| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 16:40:01| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 16:40:07| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:14| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:20| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:28| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:59| INFO doc finished [took 31.4421s]
-20/11/23 16:41:07| INFO binis_pacc finished [took 60.0165s]
-20/11/23 16:41:09| INFO ref finished [took 46.1236s]
-20/11/23 16:41:12| INFO mulis_sld finished [took 52.2533s]
-20/11/23 16:41:12| INFO atc_mc finished [took 48.9797s]
-20/11/23 16:41:13| INFO mulis_pacc finished [took 62.0733s]
-20/11/23 16:41:32| INFO bin_sld finished [took 87.5608s]
-20/11/23 16:41:41| INFO binis_sld finished [took 83.9275s]
-20/11/23 16:41:55| INFO mul_sld finished [took 98.6353s]
-20/11/23 16:41:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.6897s]
-20/11/23 16:41:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 16:43:00| INFO binis_pacc finished [took 56.3906s]
-20/11/23 16:43:18| INFO mulis_pacc finished [took 71.0430s]
-20/11/23 16:43:18| INFO mulis_sld finished [took 64.2580s]
-----------------------------------------------------------------------------------------------------
-20/11/23 17:54:08| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 17:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 17:54:32| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:54:49| INFO doc finished [took 22.1930s]
-20/11/23 17:54:50| INFO ref finished [took 26.9221s]
-20/11/23 17:54:55| INFO atc_mc finished [took 30.8531s]
-20/11/23 17:54:59| INFO mulis_sld finished [took 38.5919s]
-20/11/23 17:55:20| INFO binis_sld finished [took 60.1665s]
-20/11/23 17:55:20| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 62.4096s]
-20/11/23 17:55:20| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 17:55:38| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:55:54| INFO doc finished [took 25.5699s]
-20/11/23 17:55:56| INFO ref finished [took 28.1285s]
-20/11/23 17:56:02| INFO atc_mc finished [took 33.8416s]
-20/11/23 17:56:07| INFO mulis_sld finished [took 41.0999s]
-20/11/23 17:56:24| INFO binis_sld finished [took 60.9157s]
-20/11/23 17:56:24| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 64.1137s]
-20/11/23 17:56:24| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 17:56:50| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:57:06| INFO doc finished [took 25.5999s]
-20/11/23 17:57:06| INFO ref finished [took 29.8924s]
-20/11/23 17:57:13| INFO atc_mc finished [took 33.3073s]
-20/11/23 17:57:22| INFO mulis_sld finished [took 45.9230s]
-20/11/23 17:57:23| INFO binis_sld finished [took 51.7170s]
-20/11/23 17:57:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.2357s]
-20/11/23 17:57:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 17:57:42| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:57:59| INFO ref finished [took 28.4902s]
-20/11/23 17:58:00| INFO doc finished [took 24.7919s]
-20/11/23 17:58:07| INFO atc_mc finished [took 33.0023s]
-20/11/23 17:58:15| INFO binis_sld finished [took 49.1123s]
-20/11/23 17:58:16| INFO mulis_sld finished [took 46.2953s]
-20/11/23 17:58:16| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.7729s]
-20/11/23 17:58:16| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 17:58:35| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:58:52| INFO doc finished [took 27.2607s]
-20/11/23 17:58:54| INFO ref finished [took 29.7357s]
-20/11/23 17:59:00| INFO atc_mc finished [took 35.9290s]
-20/11/23 17:59:07| INFO binis_sld finished [took 46.0594s]
-20/11/23 17:59:09| INFO mulis_sld finished [took 45.6041s]
-20/11/23 17:59:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.4419s]
-20/11/23 17:59:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 17:59:28| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:59:45| INFO ref finished [took 29.9295s]
-20/11/23 17:59:46| INFO doc finished [took 27.2263s]
-20/11/23 17:59:52| INFO atc_mc finished [took 34.2065s]
-20/11/23 18:00:00| INFO mulis_sld finished [took 45.1628s]
-20/11/23 18:00:02| INFO binis_sld finished [took 50.0154s]
-20/11/23 18:00:02| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.5545s]
-20/11/23 18:00:02| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 18:00:22| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:00:39| INFO ref finished [took 28.8017s]
-20/11/23 18:00:40| INFO doc finished [took 26.7119s]
-20/11/23 18:00:46| INFO atc_mc finished [took 33.8038s]
-20/11/23 18:00:53| INFO mulis_sld finished [took 41.8696s]
-20/11/23 18:00:55| INFO binis_sld finished [took 47.8974s]
-20/11/23 18:00:55| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.2758s]
-20/11/23 18:00:55| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 18:01:15| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:01:32| INFO doc finished [took 25.2702s]
-20/11/23 18:01:33| INFO ref finished [took 27.2995s]
-20/11/23 18:01:39| INFO atc_mc finished [took 34.5732s]
-20/11/23 18:01:44| INFO mulis_sld finished [took 42.0224s]
-20/11/23 18:01:57| INFO binis_sld finished [took 56.5545s]
-20/11/23 18:01:57| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9624s]
-20/11/23 18:01:57| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 18:02:13| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:02:29| INFO doc finished [took 23.7766s]
-20/11/23 18:02:30| INFO ref finished [took 27.8049s]
-20/11/23 18:02:36| INFO atc_mc finished [took 32.3633s]
-20/11/23 18:02:40| INFO mulis_sld finished [took 38.5419s]
-20/11/23 18:02:48| INFO binis_sld finished [took 49.6938s]
-20/11/23 18:02:48| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.5200s]
-----------------------------------------------------------------------------------------------------
-20/11/23 19:04:50| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 19:04:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 19:05:30| INFO gde finished [took 22.6764s]
-20/11/23 19:05:32| INFO doc finished [took 23.9458s]
-20/11/23 19:05:32| INFO ref finished [took 26.8365s]
-20/11/23 19:05:39| INFO atc_mc finished [took 31.2826s]
-20/11/23 19:05:42| INFO mulis_sld finished [took 38.4194s]
-20/11/23 19:06:03| INFO binis_sld finished [took 61.7880s]
-20/11/23 19:06:03| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.3748s]
-20/11/23 19:06:03| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 19:06:39| INFO gde finished [took 25.7095s]
-20/11/23 19:06:40| INFO doc finished [took 27.2498s]
-20/11/23 19:06:40| INFO ref finished [took 29.7663s]
-20/11/23 19:06:47| INFO atc_mc finished [took 34.9179s]
-20/11/23 19:06:51| INFO mulis_sld finished [took 43.1263s]
-20/11/23 19:07:09| INFO binis_sld finished [took 63.2674s]
-20/11/23 19:07:09| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.1754s]
-20/11/23 19:07:09| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 19:07:51| INFO gde finished [took 26.1793s]
-20/11/23 19:07:52| INFO doc finished [took 27.9139s]
-20/11/23 19:07:53| INFO ref finished [took 30.6394s]
-20/11/23 19:07:59| INFO atc_mc finished [took 35.4558s]
-20/11/23 19:08:07| INFO mulis_sld finished [took 46.8600s]
-20/11/23 19:08:09| INFO binis_sld finished [took 50.1284s]
-20/11/23 19:08:09| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.4938s]
-20/11/23 19:08:09| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 19:08:45| INFO gde finished [took 23.6274s]
-20/11/23 19:08:48| INFO doc finished [took 25.9605s]
-20/11/23 19:08:48| INFO ref finished [took 29.8124s]
-20/11/23 19:08:54| INFO atc_mc finished [took 35.2500s]
-20/11/23 19:09:03| INFO binis_sld finished [took 49.0567s]
-20/11/23 19:09:04| INFO mulis_sld finished [took 47.7165s]
-20/11/23 19:09:04| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.3085s]
-20/11/23 19:09:04| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 19:09:40| INFO gde finished [took 25.1901s]
-20/11/23 19:09:42| INFO ref finished [took 30.2374s]
-20/11/23 19:09:42| INFO doc finished [took 27.0097s]
-20/11/23 19:09:49| INFO atc_mc finished [took 35.6533s]
-20/11/23 19:09:57| INFO binis_sld finished [took 51.2408s]
-20/11/23 19:09:58| INFO mulis_sld finished [took 47.8818s]
-20/11/23 19:09:58| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.8944s]
-20/11/23 19:09:58| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 19:10:33| INFO gde finished [took 26.1887s]
-20/11/23 19:10:35| INFO ref finished [took 30.7697s]
-20/11/23 19:10:35| INFO doc finished [took 28.8377s]
-20/11/23 19:10:41| INFO atc_mc finished [took 35.2992s]
-20/11/23 19:10:50| INFO mulis_sld finished [took 46.3602s]
-20/11/23 19:10:51| INFO binis_sld finished [took 49.7729s]
-20/11/23 19:10:51| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 53.2819s]
-20/11/23 19:10:51| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 19:11:28| INFO gde finished [took 25.5777s]
-20/11/23 19:11:30| INFO ref finished [took 30.2012s]
-20/11/23 19:11:30| INFO doc finished [took 27.1812s]
-20/11/23 19:11:37| INFO atc_mc finished [took 34.7357s]
-20/11/23 19:11:44| INFO mulis_sld finished [took 45.5250s]
-20/11/23 19:11:46| INFO binis_sld finished [took 48.4075s]
-20/11/23 19:11:46| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.8955s]
-20/11/23 19:11:46| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 19:12:22| INFO gde finished [took 23.6588s]
-20/11/23 19:12:23| INFO doc finished [took 24.7034s]
-20/11/23 19:12:23| INFO ref finished [took 28.6837s]
-20/11/23 19:12:30| INFO atc_mc finished [took 33.4209s]
-20/11/23 19:12:36| INFO mulis_sld finished [took 42.6935s]
-20/11/23 19:12:48| INFO binis_sld finished [took 57.9237s]
-20/11/23 19:12:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9101s]
-20/11/23 19:12:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 19:13:19| INFO gde finished [took 22.9166s]
-20/11/23 19:13:21| INFO doc finished [took 25.9356s]
-20/11/23 19:13:21| INFO ref finished [took 29.0515s]
-20/11/23 19:13:28| INFO atc_mc finished [took 34.1252s]
-20/11/23 19:13:32| INFO mulis_sld finished [took 39.8746s]
-20/11/23 19:13:40| INFO binis_sld finished [took 49.9334s]
-20/11/23 19:13:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 52.5409s]
-----------------------------------------------------------------------------------------------------
-20/11/23 23:55:08| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3w_lsd does not exist'
-----------------------------------------------------------------------------------------------------
-20/11/23 23:55:34| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3wc_lsd does not exist'
-----------------------------------------------------------------------------------------------------
-20/11/23 23:56:01| INFO dataset imdb [pool size: 10]
-20/11/23 23:56:07| INFO Dataset sample 0.10 of dataset imdb started
-20/11/23 23:56:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-20/11/23 23:57:15| INFO m3wis_sld finished [took 64.0465s]
-20/11/23 23:57:17| INFO mulis_sld finished [took 66.0963s]
-20/11/23 23:57:22| INFO m3wc_sld finished [took 70.8372s]
-20/11/23 23:57:28| INFO m3wmc_sld finished [took 64.7279s]
-20/11/23 23:57:30| INFO mulmc_sld finished [took 75.4552s]
-20/11/23 23:57:30| INFO mulc_sld finished [took 70.0115s]
-20/11/23 23:57:52| INFO binmc_sld finished [took 100.1785s]
-20/11/23 23:57:53| INFO binis_sld finished [took 104.1115s]
-20/11/23 23:58:34| INFO ref finished [took 38.6661s]
-20/11/23 23:58:34| INFO bin_sld finished [took 98.8017s]
-20/11/23 23:58:41| INFO mulne_sld finished [took 68.8498s]
-20/11/23 23:59:00| INFO m3wne_sld finished [took 64.5812s]
-20/11/23 23:59:03| INFO binne_sld finished [took 103.5451s]
-20/11/23 23:59:03| INFO binc_sld finished [took 106.2723s]
-20/11/23 23:59:28| INFO doc finished [took 49.3471s]
-20/11/23 23:59:50| INFO atc_mc finished [took 73.2389s]
-20/11/23 23:59:53| INFO gde finished [took 47.8691s]
-21/11/23 00:00:30| INFO mul_sld finished [took 176.6108s]
-21/11/23 00:00:34| INFO m3w_sld finished [took 183.3227s]
-----------------------------------------------------------------------------------------------------
-21/11/23 12:29:26| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:29:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:29:33| WARNING Method mulmc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-21/11/23 12:29:34| WARNING Method m3wis_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-21/11/23 12:29:35| WARNING Method m3wc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-----------------------------------------------------------------------------------------------------
-21/11/23 12:29:53| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:30:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:30:06| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:31:39| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:31:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:31:49| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:32:07| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:32:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:32:19| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:33:38| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:33:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:40:26| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:40:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:43:19| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:43:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:46:40| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:46:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 14:31:59| ERROR estimate comparison failed. Exceprion: [Errno 2] No such file or directory: 'output/add/mandoline'
-----------------------------------------------------------------------------------------------------
-21/11/23 14:33:02| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 14:33:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 14:33:41| INFO ref finished [took 32.5095s]
-21/11/23 14:44:47| INFO mandoline finished [took 695.3280s]
-21/11/23 14:44:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 700.7217s]
-21/11/23 14:44:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-21/11/23 14:45:21| INFO ref finished [took 30.8301s]
-21/11/23 14:56:12| INFO mandoline finished [took 679.5898s]
-21/11/23 14:56:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 685.3558s]
-21/11/23 14:56:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-21/11/23 14:56:45| INFO ref finished [took 29.9331s]
-21/11/23 15:07:41| INFO mandoline finished [took 684.4579s]
-21/11/23 15:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 689.1060s]
-21/11/23 15:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-21/11/23 15:08:13| INFO ref finished [took 29.6161s]
-21/11/23 15:18:50| INFO mandoline finished [took 665.9347s]
-21/11/23 15:18:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 669.0968s]
-21/11/23 15:18:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-21/11/23 15:19:24| INFO ref finished [took 30.2475s]
-21/11/23 15:29:58| INFO mandoline finished [took 662.8145s]
-21/11/23 15:29:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 667.2259s]
-21/11/23 15:29:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-21/11/23 15:30:30| INFO ref finished [took 30.2155s]
-21/11/23 15:42:54| INFO mandoline finished [took 772.9461s]
-21/11/23 15:42:54| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 776.5262s]
-21/11/23 15:42:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-21/11/23 15:43:35| INFO ref finished [took 35.6520s]
-21/11/23 16:06:02| INFO mandoline finished [took 1381.6871s]
-21/11/23 16:06:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 1387.9846s]
-21/11/23 16:06:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-21/11/23 16:06:46| INFO ref finished [took 40.1253s]
-21/11/23 16:32:55| INFO mandoline finished [took 1605.1647s]
-21/11/23 16:32:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 1613.0689s]
-21/11/23 16:32:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-21/11/23 16:33:41| INFO ref finished [took 39.0610s]
-21/11/23 16:54:40| INFO mandoline finished [took 1296.7300s]
-21/11/23 16:54:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 1304.5258s]
-----------------------------------------------------------------------------------------------------
-21/11/23 17:40:45| INFO dataset imdb [pool size: 10]
-21/11/23 17:40:51| INFO Dataset sample 0.10 of dataset imdb started
-21/11/23 17:41:02| INFO ref finished [took 10.1857s]
-21/11/23 17:55:21| INFO mandoline finished [took 868.9696s]
-21/11/23 17:55:21| INFO Dataset sample 0.10 of dataset imdb finished [took 870.0990s]
-21/11/23 17:55:21| INFO Dataset sample 0.20 of dataset imdb started
-21/11/23 17:55:32| INFO ref finished [took 9.7684s]
-21/11/23 18:10:59| INFO mandoline finished [took 937.2745s]
-21/11/23 18:10:59| INFO Dataset sample 0.20 of dataset imdb finished [took 938.5430s]
-21/11/23 18:10:59| INFO Dataset sample 0.30 of dataset imdb started
-21/11/23 18:11:15| INFO ref finished [took 11.1052s]
-21/11/23 18:26:34| INFO mandoline finished [took 929.6805s]
-21/11/23 18:26:34| INFO Dataset sample 0.30 of dataset imdb finished [took 934.4872s]
-21/11/23 18:26:34| INFO Dataset sample 0.40 of dataset imdb started
-21/11/23 18:26:49| INFO ref finished [took 12.7260s]
-21/11/23 18:42:32| INFO mandoline finished [took 955.8333s]
-21/11/23 18:42:32| INFO Dataset sample 0.40 of dataset imdb finished [took 958.1168s]
-21/11/23 18:42:32| INFO Dataset sample 0.50 of dataset imdb started
-21/11/23 18:42:43| INFO ref finished [took 9.5449s]
-21/11/23 18:58:03| INFO mandoline finished [took 929.2836s]
-21/11/23 18:58:03| INFO Dataset sample 0.50 of dataset imdb finished [took 931.1510s]
-21/11/23 18:58:03| INFO Dataset sample 0.60 of dataset imdb started
-21/11/23 18:58:16| INFO ref finished [took 10.1241s]
-21/11/23 19:14:33| INFO mandoline finished [took 988.8207s]
-21/11/23 19:14:33| INFO Dataset sample 0.60 of dataset imdb finished [took 990.2440s]
-21/11/23 19:14:33| INFO Dataset sample 0.70 of dataset imdb started
-21/11/23 19:14:45| INFO ref finished [took 9.4284s]
-21/11/23 19:28:03| INFO mandoline finished [took 807.4508s]
-21/11/23 19:28:03| INFO Dataset sample 0.70 of dataset imdb finished [took 809.2394s]
-21/11/23 19:28:03| INFO Dataset sample 0.80 of dataset imdb started
-21/11/23 19:28:14| INFO ref finished [took 8.6557s]
-21/11/23 19:41:31| INFO mandoline finished [took 806.2654s]
-21/11/23 19:41:31| INFO Dataset sample 0.80 of dataset imdb finished [took 808.4168s]
-21/11/23 19:41:31| INFO Dataset sample 0.90 of dataset imdb started
-21/11/23 19:41:42| INFO ref finished [took 8.9919s]
-21/11/23 19:56:51| INFO mandoline finished [took 918.6407s]
-21/11/23 19:56:51| INFO Dataset sample 0.90 of dataset imdb finished [took 919.6847s]
-----------------------------------------------------------------------------------------------------
-22/11/23 11:58:00| INFO dataset imdb [pool size: 10]
-22/11/23 11:58:06| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 11:58:38| INFO ref finished [took 20.1246s]
-22/11/23 11:58:43| INFO m3wc_sld finished [took 35.2670s]
-22/11/23 11:58:45| INFO m3wne_sld finished [took 27.2402s]
-22/11/23 11:58:45| INFO m3wmc_sld finished [took 33.7730s]
-22/11/23 11:58:45| INFO m3wis_sld finished [took 28.6075s]
-22/11/23 11:58:45| INFO m3w_sld finished [took 37.6104s]
-22/11/23 11:58:45| INFO Dataset sample 0.10 of dataset imdb finished [took 39.1052s]
-22/11/23 11:58:45| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 11:59:21| INFO ref finished [took 27.0119s]
-22/11/23 11:59:26| INFO m3wc_sld finished [took 33.1978s]
-22/11/23 11:59:27| INFO m3wis_sld finished [took 33.6313s]
-22/11/23 11:59:27| INFO m3w_sld finished [took 39.0008s]
-22/11/23 11:59:27| INFO m3wne_sld finished [took 34.7504s]
-22/11/23 11:59:27| INFO m3wmc_sld finished [took 33.5540s]
-22/11/23 11:59:27| INFO Dataset sample 0.20 of dataset imdb finished [took 42.0252s]
-22/11/23 11:59:27| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 12:00:07| INFO ref finished [took 27.3387s]
-22/11/23 12:00:14| INFO m3w_sld finished [took 38.0511s]
-22/11/23 12:00:14| INFO m3wmc_sld finished [took 32.2840s]
-22/11/23 12:00:14| INFO m3wis_sld finished [took 34.7049s]
-22/11/23 12:00:14| INFO m3wne_sld finished [took 35.2958s]
-22/11/23 12:00:15| INFO m3wc_sld finished [took 38.6975s]
-22/11/23 12:00:15| INFO Dataset sample 0.30 of dataset imdb finished [took 47.1668s]
-22/11/23 12:00:15| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 12:00:51| INFO ref finished [took 28.4562s]
-22/11/23 12:00:58| INFO m3w_sld finished [took 36.1721s]
-22/11/23 12:00:58| INFO m3wis_sld finished [took 36.6024s]
-22/11/23 12:00:59| INFO m3wmc_sld finished [took 36.8160s]
-22/11/23 12:00:59| INFO m3wc_sld finished [took 36.1838s]
-22/11/23 12:01:00| INFO m3wne_sld finished [took 39.9058s]
-22/11/23 12:01:00| INFO Dataset sample 0.40 of dataset imdb finished [took 45.1717s]
-22/11/23 12:01:00| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 12:01:38| INFO ref finished [took 31.1026s]
-22/11/23 12:01:45| INFO m3w_sld finished [took 41.1692s]
-22/11/23 12:01:45| INFO m3wmc_sld finished [took 38.9601s]
-22/11/23 12:01:45| INFO m3wis_sld finished [took 38.4818s]
-22/11/23 12:01:45| INFO m3wne_sld finished [took 38.5578s]
-22/11/23 12:01:46| INFO m3wc_sld finished [took 39.0842s]
-22/11/23 12:01:46| INFO Dataset sample 0.50 of dataset imdb finished [took 45.9125s]
-22/11/23 12:01:46| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 12:02:22| INFO ref finished [took 29.8625s]
-22/11/23 12:02:28| INFO m3w_sld finished [took 39.2066s]
-22/11/23 12:02:28| INFO m3wmc_sld finished [took 36.8822s]
-22/11/23 12:02:28| INFO m3wc_sld finished [took 39.2907s]
-22/11/23 12:02:29| INFO m3wis_sld finished [took 36.4195s]
-22/11/23 12:02:29| INFO m3wne_sld finished [took 37.7176s]
-22/11/23 12:02:29| INFO Dataset sample 0.60 of dataset imdb finished [took 43.7333s]
-22/11/23 12:02:29| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 12:03:05| INFO ref finished [took 25.2303s]
-22/11/23 12:03:11| INFO m3wne_sld finished [took 34.4202s]
-22/11/23 12:03:11| INFO m3w_sld finished [took 40.1097s]
-22/11/23 12:03:12| INFO m3wmc_sld finished [took 34.2697s]
-22/11/23 12:03:12| INFO m3wc_sld finished [took 37.7114s]
-22/11/23 12:03:12| INFO m3wis_sld finished [took 34.4787s]
-22/11/23 12:03:12| INFO Dataset sample 0.70 of dataset imdb finished [took 42.6965s]
-22/11/23 12:03:12| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 12:03:48| INFO ref finished [took 27.4618s]
-22/11/23 12:03:54| INFO m3w_sld finished [took 37.2402s]
-22/11/23 12:03:54| INFO m3wmc_sld finished [took 35.9695s]
-22/11/23 12:03:54| INFO m3wc_sld finished [took 36.8594s]
-22/11/23 12:03:55| INFO m3wis_sld finished [took 35.6391s]
-22/11/23 12:03:55| INFO m3wne_sld finished [took 36.2462s]
-22/11/23 12:03:55| INFO Dataset sample 0.80 of dataset imdb finished [took 42.7636s]
-22/11/23 12:03:55| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 12:04:27| INFO ref finished [took 25.3402s]
-22/11/23 12:04:33| INFO m3wc_sld finished [took 34.4753s]
-22/11/23 12:04:33| INFO m3wis_sld finished [took 32.2229s]
-22/11/23 12:04:34| INFO m3wne_sld finished [took 32.8757s]
-22/11/23 12:04:34| INFO m3wmc_sld finished [took 35.6489s]
-22/11/23 12:04:35| INFO m3w_sld finished [took 38.3222s]
-22/11/23 12:04:35| INFO Dataset sample 0.90 of dataset imdb finished [took 39.8562s]
-----------------------------------------------------------------------------------------------------
-22/11/23 12:05:22| INFO dataset rcv1_CCAT [pool size: 10]
-22/11/23 12:05:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-22/11/23 12:06:24| INFO m3w_sld finished [took 52.6427s]
-22/11/23 12:06:24| INFO m3wc_sld finished [took 50.3506s]
-22/11/23 12:06:28| INFO m3wmc_sld finished [took 48.6052s]
-22/11/23 12:06:32| INFO ref finished [took 37.1292s]
-22/11/23 12:06:33| INFO m3wne_sld finished [took 46.1025s]
-22/11/23 12:06:34| INFO m3wis_sld finished [took 41.4149s]
-22/11/23 12:06:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 66.9386s]
-22/11/23 12:06:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-22/11/23 12:07:32| INFO m3w_sld finished [took 56.0148s]
-22/11/23 12:07:34| INFO m3wc_sld finished [took 54.0796s]
-22/11/23 12:07:35| INFO ref finished [took 34.9967s]
-22/11/23 12:07:36| INFO m3wmc_sld finished [took 50.7714s]
-22/11/23 12:07:38| INFO m3wis_sld finished [took 43.3932s]
-22/11/23 12:07:38| INFO m3wne_sld finished [took 47.1640s]
-22/11/23 12:07:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 64.1426s]
-22/11/23 12:07:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-22/11/23 12:08:40| INFO m3w_sld finished [took 59.3658s]
-22/11/23 12:08:43| INFO m3wc_sld finished [took 57.4079s]
-22/11/23 12:08:43| INFO m3wmc_sld finished [took 53.5983s]
-22/11/23 12:08:45| INFO m3wne_sld finished [took 49.3882s]
-22/11/23 12:08:45| INFO m3wis_sld finished [took 44.7063s]
-22/11/23 12:08:48| INFO ref finished [took 40.8922s]
-22/11/23 12:08:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 70.0364s]
-22/11/23 12:08:48| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-22/11/23 12:09:44| INFO m3w_sld finished [took 53.9161s]
-22/11/23 12:09:45| INFO ref finished [took 35.4661s]
-22/11/23 12:09:46| INFO m3wc_sld finished [took 52.7661s]
-22/11/23 12:09:46| INFO m3wmc_sld finished [took 49.8967s]
-22/11/23 12:09:49| INFO m3wis_sld finished [took 44.1679s]
-22/11/23 12:09:49| INFO m3wne_sld finished [took 48.3616s]
-22/11/23 12:09:49| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 60.5859s]
-22/11/23 12:09:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-22/11/23 12:10:49| INFO m3w_sld finished [took 57.4909s]
-22/11/23 12:10:50| INFO ref finished [took 36.8919s]
-22/11/23 12:10:51| INFO m3wc_sld finished [took 56.1011s]
-22/11/23 12:10:52| INFO m3wmc_sld finished [took 53.3435s]
-22/11/23 12:10:53| INFO m3wne_sld finished [took 47.5267s]
-22/11/23 12:10:53| INFO m3wis_sld finished [took 44.3303s]
-22/11/23 12:10:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 64.4169s]
-22/11/23 12:10:53| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-22/11/23 12:11:56| INFO m3w_sld finished [took 60.2366s]
-22/11/23 12:11:58| INFO ref finished [took 37.1789s]
-22/11/23 12:11:59| INFO m3wmc_sld finished [took 55.4649s]
-22/11/23 12:11:59| INFO m3wc_sld finished [took 59.3427s]
-22/11/23 12:12:00| INFO m3wne_sld finished [took 50.7418s]
-22/11/23 12:12:01| INFO m3wis_sld finished [took 42.9719s]
-22/11/23 12:12:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 67.6149s]
-22/11/23 12:12:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-22/11/23 12:12:58| INFO m3w_sld finished [took 53.9301s]
-22/11/23 12:12:59| INFO m3wc_sld finished [took 51.7903s]
-22/11/23 12:13:00| INFO m3wmc_sld finished [took 48.8750s]
-22/11/23 12:13:00| INFO ref finished [took 35.0818s]
-22/11/23 12:13:01| INFO m3wne_sld finished [took 46.3834s]
-22/11/23 12:13:03| INFO m3wis_sld finished [took 43.9770s]
-22/11/23 12:13:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 62.2156s]
-22/11/23 12:13:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-22/11/23 12:14:03| INFO m3w_sld finished [took 56.4036s]
-22/11/23 12:14:04| INFO m3wc_sld finished [took 55.2289s]
-22/11/23 12:14:06| INFO ref finished [took 36.4420s]
-22/11/23 12:14:06| INFO m3wmc_sld finished [took 50.8138s]
-22/11/23 12:14:07| INFO m3wne_sld finished [took 46.9118s]
-22/11/23 12:14:08| INFO m3wis_sld finished [took 44.0800s]
-22/11/23 12:14:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 65.0563s]
-22/11/23 12:14:08| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-22/11/23 12:15:06| INFO m3wc_sld finished [took 52.7883s]
-22/11/23 12:15:07| INFO ref finished [took 34.8605s]
-22/11/23 12:15:07| INFO m3w_sld finished [took 55.3486s]
-22/11/23 12:15:08| INFO m3wmc_sld finished [took 48.5838s]
-22/11/23 12:15:09| INFO m3wne_sld finished [took 45.3142s]
-22/11/23 12:15:11| INFO m3wis_sld finished [took 42.3787s]
-22/11/23 12:15:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 62.1067s]
-----------------------------------------------------------------------------------------------------
-22/11/23 12:20:20| INFO dataset imdb [pool size: 10]
-22/11/23 12:20:26| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 12:21:02| INFO ref finished [took 27.2824s]
-22/11/23 12:21:10| INFO m3wmc_sld finished [took 40.5131s]
-22/11/23 12:21:10| INFO m3wis_sld finished [took 38.9391s]
-22/11/23 12:21:10| INFO m3wne_sld finished [took 40.2191s]
-22/11/23 12:21:11| INFO m3wc_sld finished [took 42.5874s]
-22/11/23 12:21:12| INFO m3w_sld finished [took 44.6187s]
-22/11/23 12:26:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 356.1195s]
-22/11/23 12:26:42| INFO m3w_sld_gs finished [took 367.0376s]
-22/11/23 12:26:42| INFO Dataset sample 0.10 of dataset imdb finished [took 375.3288s]
-22/11/23 12:26:42| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 12:27:19| INFO ref finished [took 28.2644s]
-22/11/23 12:27:27| INFO m3wc_sld finished [took 37.7470s]
-22/11/23 12:27:27| INFO m3wmc_sld finished [took 37.3375s]
-22/11/23 12:27:27| INFO m3wne_sld finished [took 38.6171s]
-22/11/23 12:27:28| INFO m3w_sld finished [took 42.7249s]
-22/11/23 12:27:29| INFO m3wis_sld finished [took 37.3483s]
-22/11/23 12:32:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 349.3400s]
-22/11/23 12:32:51| INFO m3w_sld_gs finished [took 360.3334s]
-22/11/23 12:32:51| INFO Dataset sample 0.20 of dataset imdb finished [took 369.3504s]
-22/11/23 12:32:51| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 12:33:31| INFO ref finished [took 30.8008s]
-22/11/23 12:33:41| INFO m3wmc_sld finished [took 39.3323s]
-22/11/23 12:33:43| INFO m3w_sld finished [took 47.1306s]
-22/11/23 12:33:44| INFO m3wis_sld finished [took 43.9691s]
-22/11/23 12:33:44| INFO m3wne_sld finished [took 44.0094s]
-22/11/23 12:33:45| INFO m3wc_sld finished [took 47.0569s]
-22/11/23 12:39:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 365.5059s]
-22/11/23 12:39:18| INFO m3w_sld_gs finished [took 376.6307s]
-22/11/23 12:39:18| INFO Dataset sample 0.30 of dataset imdb finished [took 386.9991s]
-22/11/23 12:39:18| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 12:39:58| INFO ref finished [took 31.0332s]
-22/11/23 12:40:07| INFO m3w_sld finished [took 44.3730s]
-22/11/23 12:40:09| INFO m3wis_sld finished [took 45.8072s]
-22/11/23 12:40:09| INFO m3wmc_sld finished [took 45.7513s]
-22/11/23 12:40:10| INFO m3wc_sld finished [took 47.3221s]
-22/11/23 12:40:11| INFO m3wne_sld finished [took 46.8383s]
-22/11/23 12:45:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 381.3763s]
-22/11/23 12:45:58| INFO m3w_sld_gs finished [took 392.5692s]
-22/11/23 12:45:58| INFO Dataset sample 0.40 of dataset imdb finished [took 400.1518s]
-22/11/23 12:45:58| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 12:46:41| INFO ref finished [took 36.3806s]
-22/11/23 12:46:52| INFO m3wmc_sld finished [took 46.1219s]
-22/11/23 12:46:54| INFO m3w_sld finished [took 51.7617s]
-22/11/23 12:46:54| INFO m3wne_sld finished [took 48.4856s]
-22/11/23 12:46:54| INFO m3wc_sld finished [took 51.0148s]
-22/11/23 12:46:55| INFO m3wis_sld finished [took 50.5689s]
-22/11/23 12:52:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 379.4847s]
-22/11/23 12:52:37| INFO m3w_sld_gs finished [took 391.8152s]
-22/11/23 12:52:37| INFO Dataset sample 0.50 of dataset imdb finished [took 398.5833s]
-22/11/23 12:52:37| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 12:53:26| INFO ref finished [took 34.0442s]
-22/11/23 12:53:37| INFO m3w_sld finished [took 57.4088s]
-22/11/23 12:53:38| INFO m3wc_sld finished [took 55.0654s]
-22/11/23 12:53:38| INFO m3wmc_sld finished [took 56.0394s]
-22/11/23 12:53:39| INFO m3wis_sld finished [took 53.5200s]
-22/11/23 12:53:40| INFO m3wne_sld finished [took 58.1464s]
-22/11/23 13:00:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 448.9250s]
-22/11/23 13:00:27| INFO m3w_sld_gs finished [took 459.7689s]
-22/11/23 13:00:27| INFO Dataset sample 0.60 of dataset imdb finished [took 470.4828s]
-22/11/23 13:00:27| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 13:01:05| INFO ref finished [took 28.4229s]
-22/11/23 13:01:15| INFO m3wmc_sld finished [took 41.4328s]
-22/11/23 13:01:15| INFO m3w_sld finished [took 44.5048s]
-22/11/23 13:01:15| INFO m3wis_sld finished [took 41.7876s]
-22/11/23 13:01:15| INFO m3wne_sld finished [took 41.8161s]
-22/11/23 13:01:17| INFO m3wc_sld finished [took 44.7471s]
-22/11/23 13:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 370.9799s]
-22/11/23 13:06:58| INFO m3w_sld_gs finished [took 381.6872s]
-22/11/23 13:06:58| INFO Dataset sample 0.70 of dataset imdb finished [took 390.2966s]
-22/11/23 13:06:58| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 13:07:37| INFO ref finished [took 29.4671s]
-22/11/23 13:07:47| INFO m3wis_sld finished [took 41.0866s]
-22/11/23 13:07:47| INFO m3wmc_sld finished [took 40.2828s]
-22/11/23 13:07:48| INFO m3wc_sld finished [took 43.2777s]
-22/11/23 13:07:48| INFO m3w_sld finished [took 47.0649s]
-22/11/23 13:07:49| INFO m3wne_sld finished [took 41.6009s]
-22/11/23 13:13:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 354.9822s]
-22/11/23 13:13:12| INFO m3w_sld_gs finished [took 365.6544s]
-22/11/23 13:13:12| INFO Dataset sample 0.80 of dataset imdb finished [took 374.8787s]
-22/11/23 13:13:13| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 13:13:48| INFO ref finished [took 26.1526s]
-22/11/23 13:13:55| INFO m3wc_sld finished [took 40.9106s]
-22/11/23 13:13:56| INFO m3wis_sld finished [took 38.6163s]
-22/11/23 13:13:57| INFO m3wne_sld finished [took 40.6622s]
-22/11/23 13:13:58| INFO m3wmc_sld finished [took 41.5060s]
-22/11/23 13:14:00| INFO m3w_sld finished [took 45.9820s]
-22/11/23 13:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 348.7108s]
-22/11/23 13:19:19| INFO m3w_sld_gs finished [took 359.5795s]
-22/11/23 13:19:19| INFO Dataset sample 0.90 of dataset imdb finished [took 366.0801s]
-----------------------------------------------------------------------------------------------------
-22/11/23 14:09:35| INFO dataset rcv1_CCAT [pool size: 10]
-22/11/23 14:09:40| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-22/11/23 14:25:46| INFO dataset cifar10_dog [pool size: 10]
-22/11/23 14:25:46| INFO Dataset sample 0.10 of dataset cifar10_dog started
-22/11/23 14:28:26| INFO ref finished [took 148.6634s]
-22/11/23 14:29:51| INFO m3w_sld finished [took 241.8112s]
-22/11/23 14:29:52| INFO m3wc_sld finished [took 241.8878s]
-22/11/23 14:29:54| INFO m3wmc_sld finished [took 243.6131s]
-22/11/23 14:29:55| INFO m3wne_sld finished [took 242.0939s]
-22/11/23 14:29:58| INFO m3wis_sld finished [took 244.2566s]
-22/11/23 14:33:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 449.7161s]
-22/11/23 14:34:17| INFO m3w_sld_gs finished [took 500.5169s]
-22/11/23 14:34:17| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 510.2785s]
-22/11/23 14:34:17| INFO Dataset sample 0.20 of dataset cifar10_dog started
-22/11/23 14:36:52| INFO ref finished [took 145.7727s]
-22/11/23 14:38:07| INFO m3wne_sld finished [took 223.7816s]
-22/11/23 14:38:12| INFO m3w_sld finished [took 232.4869s]
-22/11/23 14:38:14| INFO m3wmc_sld finished [took 231.4455s]
-22/11/23 14:38:15| INFO m3wis_sld finished [took 230.4596s]
-22/11/23 14:38:15| INFO m3wc_sld finished [took 233.0071s]
-22/11/23 14:41:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 437.3553s]
-22/11/23 14:42:16| INFO m3w_sld_gs finished [took 471.2140s]
-22/11/23 14:42:16| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 479.6461s]
-22/11/23 14:42:16| INFO Dataset sample 0.30 of dataset cifar10_dog started
-22/11/23 14:44:53| INFO ref finished [took 147.7523s]
-22/11/23 14:46:05| INFO m3wmc_sld finished [took 224.0658s]
-22/11/23 14:46:08| INFO m3w_sld finished [took 229.3098s]
-22/11/23 14:46:10| INFO m3wne_sld finished [took 228.2859s]
-22/11/23 14:46:11| INFO m3wc_sld finished [took 231.3908s]
-22/11/23 14:46:13| INFO m3wis_sld finished [took 228.9895s]
-----------------------------------------------------------------------------------------------------
-22/11/23 22:39:25| INFO dataset imdb [pool size: 10]
-22/11/23 22:39:31| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 22:40:05| INFO ref finished [took 26.7125s]
-22/11/23 22:40:15| INFO m3wne_sld finished [took 39.9900s]
-22/11/23 22:40:16| INFO m3wmc_sld finished [took 41.6852s]
-22/11/23 22:40:16| INFO m3wc_sld finished [took 42.1895s]
-22/11/23 22:40:17| INFO m3wis_sld finished [took 40.8057s]
-22/11/23 22:40:17| INFO m3w_sld finished [took 45.2795s]
-22/11/23 22:45:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 372.6118s]
-22/11/23 22:46:00| INFO m3w_sld_gs finished [took 383.2764s]
-22/11/23 22:46:00| INFO Dataset sample 0.10 of dataset imdb finished [took 388.8456s]
-22/11/23 22:46:00| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 22:46:36| INFO ref finished [took 26.0360s]
-22/11/23 22:46:42| INFO m3wne_sld finished [took 35.7751s]
-22/11/23 22:46:43| INFO m3wc_sld finished [took 41.0112s]
-22/11/23 22:46:44| INFO m3w_sld finished [took 42.4419s]
-22/11/23 22:46:45| INFO m3wis_sld finished [took 37.4503s]
-22/11/23 22:46:45| INFO m3wmc_sld finished [took 40.8884s]
-22/11/23 22:53:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 417.0861s]
-22/11/23 22:53:17| INFO m3w_sld_gs finished [took 428.8639s]
-22/11/23 22:53:17| INFO Dataset sample 0.20 of dataset imdb finished [took 436.4691s]
-22/11/23 22:53:17| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 22:54:04| INFO ref finished [took 32.2664s]
-22/11/23 22:54:15| INFO m3w_sld finished [took 51.8639s]
-22/11/23 22:54:15| INFO m3wis_sld finished [took 44.8139s]
-22/11/23 22:54:15| INFO m3wmc_sld finished [took 46.5044s]
-22/11/23 22:54:15| INFO m3wc_sld finished [took 50.4231s]
-22/11/23 22:54:16| INFO m3wne_sld finished [took 46.3459s]
-22/11/23 23:00:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 411.8293s]
-22/11/23 23:00:31| INFO m3w_sld_gs finished [took 422.5298s]
-22/11/23 23:00:31| INFO Dataset sample 0.30 of dataset imdb finished [took 434.6217s]
-22/11/23 23:00:31| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 23:01:13| INFO ref finished [took 30.7259s]
-22/11/23 23:01:21| INFO m3w_sld finished [took 48.4534s]
-22/11/23 23:01:22| INFO m3wmc_sld finished [took 45.3415s]
-22/11/23 23:01:22| INFO m3wc_sld finished [took 47.5734s]
-22/11/23 23:01:24| INFO m3wis_sld finished [took 44.8038s]
-22/11/23 23:01:25| INFO m3wne_sld finished [took 46.9841s]
-22/11/23 23:06:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 380.7642s]
-22/11/23 23:07:10| INFO m3w_sld_gs finished [took 391.7746s]
-22/11/23 23:07:10| INFO Dataset sample 0.40 of dataset imdb finished [took 398.3842s]
-22/11/23 23:07:10| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 23:07:53| INFO ref finished [took 33.9676s]
-22/11/23 23:08:01| INFO m3w_sld finished [took 49.9842s]
-22/11/23 23:08:04| INFO m3wis_sld finished [took 47.8397s]
-22/11/23 23:08:05| INFO m3wmc_sld finished [took 48.4244s]
-22/11/23 23:08:05| INFO m3wc_sld finished [took 50.3583s]
-22/11/23 23:08:06| INFO m3wne_sld finished [took 49.9964s]
-22/11/23 23:13:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 387.4653s]
-22/11/23 23:13:57| INFO m3w_sld_gs finished [took 398.5473s]
-22/11/23 23:13:57| INFO Dataset sample 0.50 of dataset imdb finished [took 407.1600s]
-22/11/23 23:13:57| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 23:14:36| INFO ref finished [took 31.8305s]
-22/11/23 23:14:46| INFO m3w_sld finished [took 47.2148s]
-22/11/23 23:14:48| INFO m3wmc_sld finished [took 45.0544s]
-22/11/23 23:14:49| INFO m3wis_sld finished [took 45.5847s]
-22/11/23 23:14:49| INFO m3wne_sld finished [took 46.6914s]
-22/11/23 23:14:49| INFO m3wc_sld finished [took 48.5027s]
-22/11/23 23:20:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 385.6402s]
-22/11/23 23:20:39| INFO m3w_sld_gs finished [took 396.1211s]
-22/11/23 23:20:39| INFO Dataset sample 0.60 of dataset imdb finished [took 402.5207s]
-22/11/23 23:20:39| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 23:21:15| INFO ref finished [took 28.4956s]
-22/11/23 23:21:26| INFO m3wis_sld finished [took 39.6972s]
-22/11/23 23:21:27| INFO m3wne_sld finished [took 40.9912s]
-22/11/23 23:21:27| INFO m3w_sld finished [took 45.7233s]
-22/11/23 23:21:28| INFO m3wmc_sld finished [took 42.7001s]
-22/11/23 23:21:29| INFO m3wc_sld finished [took 45.8509s]
-22/11/23 23:27:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 379.2411s]
-22/11/23 23:27:16| INFO m3w_sld_gs finished [took 389.5301s]
-22/11/23 23:27:16| INFO Dataset sample 0.70 of dataset imdb finished [took 397.0096s]
-22/11/23 23:27:16| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 23:27:51| INFO ref finished [took 28.1018s]
-22/11/23 23:28:00| INFO m3wis_sld finished [took 37.8200s]
-22/11/23 23:28:00| INFO m3wc_sld finished [took 40.2210s]
-22/11/23 23:28:00| INFO m3wne_sld finished [took 38.4939s]
-22/11/23 23:28:01| INFO m3w_sld finished [took 42.3041s]
-22/11/23 23:28:01| INFO m3wmc_sld finished [took 39.0396s]
-22/11/23 23:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 344.2546s]
-22/11/23 23:33:19| INFO m3w_sld_gs finished [took 354.4437s]
-22/11/23 23:33:19| INFO Dataset sample 0.80 of dataset imdb finished [took 362.5184s]
-22/11/23 23:33:19| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 23:33:52| INFO ref finished [took 26.5296s]
-22/11/23 23:34:00| INFO m3wc_sld finished [took 39.1261s]
-22/11/23 23:34:00| INFO m3wis_sld finished [took 37.7493s]
-22/11/23 23:34:01| INFO m3wne_sld finished [took 38.9486s]
-22/11/23 23:34:03| INFO m3wmc_sld finished [took 39.5300s]
-22/11/23 23:34:03| INFO m3w_sld finished [took 43.5324s]
-22/11/23 23:39:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 339.8089s]
-22/11/23 23:39:14| INFO m3w_sld_gs finished [took 349.9083s]
-22/11/23 23:39:14| INFO Dataset sample 0.90 of dataset imdb finished [took 355.6212s]
-----------------------------------------------------------------------------------------------------
-23/11/23 01:39:20| INFO dataset cifar10_dog [pool size: 10]
-23/11/23 01:39:40| INFO Dataset sample 0.10 of dataset cifar10_dog started
-23/11/23 01:41:53| INFO ref finished [took 122.3468s]
-23/11/23 01:42:57| INFO m3wne_sld finished [took 191.2357s]
-23/11/23 01:42:57| INFO m3wmc_sld finished [took 193.1441s]
-23/11/23 01:42:58| INFO m3w_sld finished [took 196.2437s]
-23/11/23 01:42:59| INFO m3wc_sld finished [took 196.6874s]
-23/11/23 01:43:01| INFO m3wis_sld finished [took 191.9054s]
-23/11/23 01:45:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 352.3661s]
-23/11/23 01:46:30| INFO m3w_sld_gs finished [took 399.1968s]
-23/11/23 01:46:30| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 409.5722s]
-23/11/23 01:46:30| INFO Dataset sample 0.20 of dataset cifar10_dog started
-23/11/23 01:48:42| INFO ref finished [took 122.0379s]
-23/11/23 01:49:46| INFO m3w_sld finished [took 194.6095s]
-23/11/23 01:49:46| INFO m3wne_sld finished [took 191.4555s]
-23/11/23 01:49:49| INFO m3wmc_sld finished [took 195.1906s]
-23/11/23 01:49:50| INFO m3wis_sld finished [took 193.4222s]
-23/11/23 01:49:51| INFO m3wc_sld finished [took 198.0330s]
-23/11/23 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 367.8527s]
-23/11/23 01:53:15| INFO m3w_sld_gs finished [took 397.7191s]
-23/11/23 01:53:15| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 405.5805s]
-23/11/23 01:53:15| INFO Dataset sample 0.30 of dataset cifar10_dog started
-23/11/23 01:55:29| INFO ref finished [took 124.0739s]
-23/11/23 01:56:29| INFO m3wmc_sld finished [took 189.5274s]
-23/11/23 01:56:33| INFO m3wne_sld finished [took 193.1704s]
-23/11/23 01:56:35| INFO m3wis_sld finished [took 194.7936s]
-23/11/23 01:56:36| INFO m3w_sld finished [took 198.7475s]
-23/11/23 01:56:39| INFO m3wc_sld finished [took 200.6006s]
-23/11/23 01:59:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04338) [took 370.4179s]
-23/11/23 02:00:04| INFO m3w_sld_gs finished [took 401.0379s]
-23/11/23 02:00:04| INFO Dataset sample 0.30 of dataset cifar10_dog finished [took 408.3748s]
-23/11/23 02:00:04| INFO Dataset sample 0.40 of dataset cifar10_dog started
-23/11/23 02:02:16| INFO ref finished [took 122.2531s]
-23/11/23 02:03:13| INFO m3wc_sld finished [took 186.7289s]
-23/11/23 02:03:19| INFO m3w_sld finished [took 193.2497s]
-23/11/23 02:03:23| INFO m3wis_sld finished [took 193.2067s]
-23/11/23 02:03:24| INFO m3wne_sld finished [took 195.4547s]
-23/11/23 02:03:25| INFO m3wmc_sld finished [took 197.0467s]
-23/11/23 02:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04410) [took 356.4309s]
-23/11/23 02:06:37| INFO m3w_sld_gs finished [took 385.9116s]
-23/11/23 02:06:37| INFO Dataset sample 0.40 of dataset cifar10_dog finished [took 392.7862s]
-23/11/23 02:06:37| INFO Dataset sample 0.50 of dataset cifar10_dog started
-23/11/23 02:08:48| INFO ref finished [took 123.5860s]
-23/11/23 02:09:46| INFO m3wmc_sld finished [took 186.2835s]
-23/11/23 02:09:46| INFO m3wc_sld finished [took 187.1974s]
-23/11/23 02:09:50| INFO m3wne_sld finished [took 188.7170s]
-23/11/23 02:09:52| INFO m3w_sld finished [took 194.1977s]
-23/11/23 02:09:55| INFO m3wis_sld finished [took 192.8132s]
-23/11/23 02:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01831) [took 340.0441s]
-23/11/23 02:12:53| INFO m3w_sld_gs finished [took 369.1645s]
-23/11/23 02:12:53| INFO Dataset sample 0.50 of dataset cifar10_dog finished [took 376.4990s]
-23/11/23 02:12:53| INFO Dataset sample 0.60 of dataset cifar10_dog started
-23/11/23 02:15:15| INFO ref finished [took 131.0013s]
-23/11/23 02:16:14| INFO m3w_sld finished [took 198.7240s]
-23/11/23 02:16:15| INFO m3wc_sld finished [took 198.7629s]
-23/11/23 02:16:15| INFO m3wne_sld finished [took 198.3437s]
-23/11/23 02:16:16| INFO m3wmc_sld finished [took 198.2890s]
-23/11/23 02:16:17| INFO m3wis_sld finished [took 197.8288s]
-23/11/23 02:18:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02689) [took 355.2382s]
-23/11/23 02:19:25| INFO m3w_sld_gs finished [took 384.4947s]
-23/11/23 02:19:25| INFO Dataset sample 0.60 of dataset cifar10_dog finished [took 391.4588s]
-23/11/23 02:19:25| INFO Dataset sample 0.70 of dataset cifar10_dog started
-23/11/23 02:21:46| INFO ref finished [took 131.4153s]
-23/11/23 02:22:43| INFO m3wc_sld finished [took 195.9914s]
-23/11/23 02:22:45| INFO m3w_sld finished [took 199.2807s]
-23/11/23 02:22:46| INFO m3wne_sld finished [took 196.1417s]
-23/11/23 02:22:46| INFO m3wmc_sld finished [took 198.2491s]
-23/11/23 02:22:48| INFO m3wis_sld finished [took 196.4384s]
-23/11/23 02:25:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.09511) [took 342.4978s]
-23/11/23 02:25:45| INFO m3w_sld_gs finished [took 371.9233s]
-23/11/23 02:25:45| INFO Dataset sample 0.70 of dataset cifar10_dog finished [took 380.5433s]
-23/11/23 02:25:45| INFO Dataset sample 0.80 of dataset cifar10_dog started
-23/11/23 02:28:09| INFO ref finished [took 133.7020s]
-23/11/23 02:29:05| INFO m3w_sld finished [took 198.9815s]
-23/11/23 02:29:06| INFO m3wmc_sld finished [took 197.4938s]
-23/11/23 02:29:08| INFO m3wne_sld finished [took 199.1607s]
-23/11/23 02:29:09| INFO m3wc_sld finished [took 201.3328s]
-23/11/23 02:29:10| INFO m3wis_sld finished [took 198.6220s]
-23/11/23 02:31:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.09983) [took 353.7138s]
-23/11/23 02:32:28| INFO m3w_sld_gs finished [took 394.1458s]
-23/11/23 02:32:28| INFO Dataset sample 0.80 of dataset cifar10_dog finished [took 402.7554s]
-23/11/23 02:32:28| INFO Dataset sample 0.90 of dataset cifar10_dog started
-23/11/23 02:34:44| INFO ref finished [took 127.3193s]
-23/11/23 02:35:47| INFO m3w_sld finished [took 197.5544s]
-23/11/23 02:35:50| INFO m3wis_sld finished [took 195.8046s]
-23/11/23 02:35:50| INFO m3wne_sld finished [took 198.0104s]
-23/11/23 02:35:50| INFO m3wc_sld finished [took 199.2686s]
-23/11/23 02:35:51| INFO m3wmc_sld finished [took 199.5645s]
-23/11/23 02:38:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.12245) [took 352.2626s]
-23/11/23 02:38:58| INFO m3w_sld_gs finished [took 381.4130s]
-23/11/23 02:38:58| INFO Dataset sample 0.90 of dataset cifar10_dog finished [took 389.9326s]
-----------------------------------------------------------------------------------------------------
-23/11/23 14:13:03| INFO dataset imdb_1prevs [pool size: 10]
-23/11/23 14:13:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-23/11/23 14:13:56| INFO doc finished [took 32.5461s]
-23/11/23 14:13:56| INFO ref finished [took 34.5929s]
-23/11/23 14:13:59| INFO atc_mc finished [took 39.7904s]
-23/11/23 14:14:04| INFO bin_sld finished [took 50.6471s]
-23/11/23 14:14:13| INFO mul_sld finished [took 59.7841s]
-23/11/23 14:24:13| INFO bin_kde finished [took 655.6011s]
-23/11/23 14:30:41| INFO mul_kde finished [took 1042.5184s]
-23/11/23 14:30:41| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1051.0188s]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:19:49| INFO dataset rcv1_CCAT [pool size: 10]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:20:07| INFO dataset imdb_1prevs [pool size: 10]
-24/11/23 12:20:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-24/11/23 12:20:35| INFO ref finished [took 17.6023s]
-24/11/23 12:20:37| INFO doc finished [took 15.1031s]
-24/11/23 12:20:40| INFO atc_mc finished [took 17.6415s]
-24/11/23 12:20:41| INFO m3w_sld finished [took 22.1866s]
-24/11/23 12:20:46| INFO mul_sld finished [took 28.6670s]
-24/11/23 12:20:46| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 31.7107s]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:24:23| INFO dataset imdb_1prevs [pool size: 10]
-24/11/23 12:24:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-24/11/23 12:24:57| INFO ref finished [took 20.1484s]
-24/11/23 12:24:58| INFO doc finished [took 16.2542s]
-24/11/23 12:25:01| INFO atc_mc finished [took 22.3052s]
-24/11/23 12:25:01| INFO bin_sld finished [took 29.3454s]
-24/11/23 12:25:03| INFO m3w_sld finished [took 26.0132s]
-24/11/23 12:25:07| INFO mul_sld finished [took 32.1549s]
-24/11/23 12:25:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 37.5426s]
-25/11/23 23:09:39| ERROR estimate comparison failed. Exception: 'Logger' object has no attribute '_Logger__is_setup'
-----------------------------------------------------------------------------------------------------
-25/11/23 23:15:10| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:15:32| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:15:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2613s]
-25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:15:56| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:16:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:16:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2083s]
-25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:16:52| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: Logger.__new__() takes 1 positional argument but 2 were given
-25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2287s]
-25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:18:22| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.1994s]
-25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:20:56| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:21:12| INFO ref finished [took 8.3176s]
-25/11/23 23:21:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.9240s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:24:20| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:24:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:24:36| INFO ref finished [took 8.2453s]
-25/11/23 23:24:36| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.7846s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:27:01| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:27:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:27:17| INFO ref finished [took 8.4169s]
-25/11/23 23:27:17| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.6665s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:27:53| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:28:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:07:05| INFO ref finished [took 15.0738s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:14:58| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:15:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:15:14| INFO ref finished [took 8.2365s]
-26/11/23 00:15:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.3738s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:16:11| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:16:18| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:16:27| INFO ref finished [took 8.4293s]
-26/11/23 00:16:27| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.8483s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:17:18| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator bin_pacc_gs does not exist'
-----------------------------------------------------------------------------------------------------
-26/11/23 00:17:31| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:17:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:17:56| INFO ref finished [took 11.7986s]
-26/11/23 00:17:56| INFO doc finished [took 9.6139s]
-26/11/23 00:18:02| INFO bin_sld finished [took 21.1728s]
-26/11/23 00:18:02| INFO atc_mc finished [took 16.1916s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:18:47| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:18:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:19:11| INFO doc finished [took 9.3297s]
-26/11/23 00:19:11| INFO ref finished [took 11.1819s]
-26/11/23 00:19:16| INFO atc_mc finished [took 15.7185s]
-26/11/23 00:19:17| INFO bin_sld finished [took 20.9569s]
-26/11/23 00:23:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 278.5729s]
-26/11/23 00:23:49| INFO bin_sld_gs finished [took 290.6389s]
-26/11/23 00:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 296.2452s]
-26/11/23 12:35:22| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:36:10| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:36:48| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:37:39| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:38:05| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:38:26| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:39:52| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:40:47| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:41:37| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:42:06| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-26/11/23 12:42:49| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:42:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 12:43:11| INFO doc finished [took 8.8286s]
-26/11/23 12:43:12| INFO ref finished [took 10.1487s]
-26/11/23 12:43:15| INFO atc_mc finished [took 12.7258s]
-26/11/23 12:43:16| INFO bin_sld finished [took 17.9662s]
-26/11/23 12:43:16| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 20.1537s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:51:42| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:51:49| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 12:52:03| INFO doc finished [took 8.3487s]
-26/11/23 12:52:04| INFO ref finished [took 10.9200s]
-26/11/23 12:52:08| INFO atc_mc finished [took 12.3923s]
-26/11/23 12:52:08| INFO bin_sld finished [took 16.5288s]
-26/11/23 12:52:08| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 19.5545s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:53:17| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:53:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 12:53:38| INFO ref finished [took 10.3443s]
-26/11/23 12:53:38| INFO doc finished [took 8.6077s]
-26/11/23 12:53:41| INFO atc_mc finished [took 13.3207s]
-26/11/23 12:53:42| INFO bin_sld finished [took 16.7658s]
-26/11/23 12:53:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1411s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:53:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 12:56:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 12:57:15| INFO ref finished [took 31.0756s]
-26/11/23 12:57:16| INFO doc finished [took 28.5057s]
-26/11/23 12:57:17| INFO bin_sld finished [took 35.9361s]
-26/11/23 12:57:18| INFO atc_mc finished [took 32.5660s]
-26/11/23 12:57:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.8987s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:14:31| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:14:37| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:14:37| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.7827s]
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-26/11/23 13:14:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:14:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:14:43| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:44| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:45| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4.8912s]
-26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-26/11/23 13:28:23| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:28:29| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:28:30| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.2838s]
-26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
-----------------------------------------------------------------------------------------------------
-26/11/23 13:28:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:28:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:28:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1.4252s]
-26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
-----------------------------------------------------------------------------------------------------
-26/11/23 13:31:08| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:31:15| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:31:29| INFO ref finished [took 10.9091s]
-26/11/23 13:31:29| INFO doc finished [took 8.7695s]
-26/11/23 13:31:33| INFO atc_mc finished [took 12.6925s]
-26/11/23 13:31:33| INFO bin_sld finished [took 16.2455s]
-26/11/23 13:31:33| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 18.0848s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:31:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:31:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:32:12| INFO ref finished [took 30.5893s]
-26/11/23 13:32:13| INFO bin_sld finished [took 34.5529s]
-26/11/23 13:32:14| INFO doc finished [took 28.3129s]
-26/11/23 13:32:18| INFO atc_mc finished [took 35.3325s]
-26/11/23 13:32:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 41.8520s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:56:17| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:56:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:56:38| INFO ref finished [took 11.1801s]
-26/11/23 13:56:38| INFO doc finished [took 8.8447s]
-26/11/23 13:56:41| INFO atc_mc finished [took 13.4614s]
-26/11/23 13:56:42| INFO bin_sld finished [took 17.2343s]
-26/11/23 13:56:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1619s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:56:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:56:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:57:20| INFO ref finished [took 29.5824s]
-26/11/23 13:57:21| INFO doc finished [took 27.7713s]
-26/11/23 13:57:22| INFO bin_sld finished [took 34.0524s]
-26/11/23 13:57:25| INFO atc_mc finished [took 33.7363s]
-26/11/23 13:57:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 39.3207s]
-----------------------------------------------------------------------------------------------------
-26/11/23 14:00:26| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 14:00:33| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 14:01:26| INFO bin_sld finished [took 50.7765s]
-26/11/23 14:01:34| INFO binmc_sld finished [took 44.2032s]
-26/11/23 14:01:41| INFO m3w_sld finished [took 60.0964s]
-26/11/23 14:01:43| INFO m3wc_sld finished [took 56.6741s]
-26/11/23 14:01:46| INFO binc_sld finished [took 62.5976s]
-26/11/23 14:01:53| INFO m3wmc_sld finished [took 57.1598s]
-26/11/23 14:01:53| INFO mulc_sld finished [took 67.1949s]
-26/11/23 14:01:59| INFO mulmc_sld finished [took 66.6559s]
-26/11/23 14:02:01| INFO mul_sld finished [took 83.1596s]
-26/11/23 14:02:01| INFO binne_sld finished [took 63.2790s]
-26/11/23 14:03:31| INFO m3wne_sld finished [took 110.9529s]
-26/11/23 14:03:36| INFO mulne_sld finished [took 126.4873s]
-26/11/23 14:03:45| INFO binis_sld finished [took 120.7323s]
-26/11/23 14:03:55| INFO m3wis_sld finished [took 120.8105s]
-26/11/23 14:04:14| INFO mulis_sld finished [took 142.7732s]
-26/11/23 14:18:23| INFO bin_kde finished [took 980.5554s]
-26/11/23 14:19:06| INFO binc_kde finished [took 1015.1475s]
-26/11/23 14:20:39| INFO binmc_kde finished [took 1011.1490s]
-26/11/23 14:21:24| INFO binne_kde finished [took 1019.7832s]
-26/11/23 14:28:57| INFO mul_kde finished [took 1615.1812s]
-26/11/23 14:29:09| INFO m3w_kde finished [took 1620.8232s]
-26/11/23 14:29:35| INFO ref finished [took 22.2471s]
-26/11/23 14:30:16| INFO atc_mc finished [took 36.9250s]
-26/11/23 14:30:39| INFO doc finished [took 17.6178s]
-26/11/23 14:31:18| INFO m3wc_kde finished [took 1658.5121s]
-26/11/23 14:32:33| INFO m3wmc_kde finished [took 1707.5099s]
-26/11/23 14:32:54| INFO mulmc_kde finished [took 1739.1909s]
-26/11/23 14:32:56| INFO mulc_kde finished [took 1843.3563s]
-26/11/23 14:35:05| INFO binis_kde finished [took 860.8087s]
-26/11/23 14:43:31| INFO m3wne_kde finished [took 1460.1224s]
-26/11/23 14:45:54| INFO mulne_kde finished [took 1647.6246s]
-26/11/23 14:46:25| INFO mulis_kde finished [took 1495.9289s]
-26/11/23 14:47:44| INFO m3wis_kde finished [took 1124.0304s]
-26/11/23 14:47:44| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2831.2208s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:21:38| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:21:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:22:10| INFO doc finished [took 18.6205s]
-26/11/23 16:22:12| INFO ref finished [took 18.6199s]
-26/11/23 16:22:15| INFO atc_mc finished [took 20.0159s]
-26/11/23 16:22:16| INFO bin_sld finished [took 28.3344s]
-26/11/23 16:22:17| INFO m3w_sld finished [took 24.3171s]
-26/11/23 16:22:21| INFO mul_sld finished [took 29.6179s]
-26/11/23 16:22:21| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 35.9986s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:23:08| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:23:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:23:40| INFO ref finished [took 16.8099s]
-26/11/23 16:23:40| INFO doc finished [took 15.1661s]
-26/11/23 16:23:43| INFO atc_mc finished [took 21.2824s]
-26/11/23 16:23:44| INFO bin_sld finished [took 26.5138s]
-26/11/23 16:23:45| INFO m3w_sld finished [took 24.8415s]
-26/11/23 16:23:49| INFO mul_sld finished [took 28.7849s]
-26/11/23 16:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 34.1335s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:24:00| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:24:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:24:35| INFO ref finished [took 21.2039s]
-26/11/23 16:24:35| INFO doc finished [took 16.5994s]
-26/11/23 16:24:38| INFO atc_mc finished [took 21.2076s]
-26/11/23 16:24:39| INFO bin_sld finished [took 28.2131s]
-26/11/23 16:24:39| INFO m3w_sld finished [took 25.8440s]
-26/11/23 16:24:43| INFO mul_sld finished [took 31.8643s]
-26/11/23 16:24:43| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.6313s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:26:22| INFO dataset imdb [pool size: 10]
-26/11/23 16:26:29| INFO Dataset sample 0.10 of dataset imdb started
-26/11/23 16:26:46| INFO doc finished [took 11.3898s]
-26/11/23 16:26:46| INFO ref finished [took 14.1952s]
-26/11/23 16:26:49| INFO atc_mc finished [took 16.1407s]
-26/11/23 16:26:52| INFO m3w_sld finished [took 20.3713s]
-26/11/23 16:26:58| INFO bin_sld finished [took 28.5205s]
-26/11/23 16:27:06| INFO mul_sld finished [took 35.8858s]
-26/11/23 16:27:06| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4182s]
-26/11/23 16:27:06| INFO Dataset sample 0.20 of dataset imdb started
-26/11/23 16:27:25| INFO ref finished [took 15.6790s]
-26/11/23 16:27:25| INFO doc finished [took 13.8983s]
-26/11/23 16:27:29| INFO atc_mc finished [took 18.4964s]
-26/11/23 16:27:29| INFO m3w_sld finished [took 19.6282s]
-26/11/23 16:27:37| INFO bin_sld finished [took 30.2087s]
-26/11/23 16:27:41| INFO mul_sld finished [took 32.5278s]
-26/11/23 16:27:41| INFO Dataset sample 0.20 of dataset imdb finished [took 34.2369s]
-26/11/23 16:27:41| INFO Dataset sample 0.30 of dataset imdb started
-26/11/23 16:27:59| INFO ref finished [took 14.1290s]
-26/11/23 16:28:00| INFO doc finished [took 14.2235s]
-26/11/23 16:28:04| INFO atc_mc finished [took 17.3388s]
-26/11/23 16:28:05| INFO m3w_sld finished [took 20.9451s]
-26/11/23 16:28:08| INFO bin_sld finished [took 25.7576s]
-26/11/23 16:28:09| INFO mul_sld finished [took 26.4283s]
-26/11/23 16:28:09| INFO Dataset sample 0.30 of dataset imdb finished [took 28.2265s]
-26/11/23 16:28:09| INFO Dataset sample 0.40 of dataset imdb started
-26/11/23 16:28:28| INFO doc finished [took 13.4465s]
-26/11/23 16:28:28| INFO ref finished [took 16.2233s]
-26/11/23 16:28:31| INFO atc_mc finished [took 17.8511s]
-26/11/23 16:28:33| INFO m3w_sld finished [took 21.1365s]
-26/11/23 16:28:36| INFO bin_sld finished [took 25.8370s]
-26/11/23 16:28:38| INFO mul_sld finished [took 27.5821s]
-26/11/23 16:28:38| INFO Dataset sample 0.40 of dataset imdb finished [took 29.5875s]
-26/11/23 16:28:38| INFO Dataset sample 0.50 of dataset imdb started
-26/11/23 16:28:59| INFO ref finished [took 17.4782s]
-26/11/23 16:28:59| INFO doc finished [took 16.2926s]
-26/11/23 16:29:03| INFO atc_mc finished [took 20.7857s]
-26/11/23 16:29:04| INFO m3w_sld finished [took 23.5271s]
-26/11/23 16:29:05| INFO bin_sld finished [took 25.8989s]
-26/11/23 16:29:09| INFO mul_sld finished [took 28.5549s]
-26/11/23 16:29:09| INFO Dataset sample 0.50 of dataset imdb finished [took 30.5951s]
-26/11/23 16:29:09| INFO Dataset sample 0.60 of dataset imdb started
-26/11/23 16:29:28| INFO doc finished [took 14.5227s]
-26/11/23 16:29:29| INFO ref finished [took 17.3996s]
-26/11/23 16:29:32| INFO atc_mc finished [took 18.4573s]
-26/11/23 16:29:33| INFO m3w_sld finished [took 21.9935s]
-26/11/23 16:29:35| INFO bin_sld finished [took 25.5923s]
-26/11/23 16:29:37| INFO mul_sld finished [took 26.4603s]
-26/11/23 16:29:37| INFO Dataset sample 0.60 of dataset imdb finished [took 28.1236s]
-26/11/23 16:29:37| INFO Dataset sample 0.70 of dataset imdb started
-26/11/23 16:29:57| INFO doc finished [took 14.5036s]
-26/11/23 16:29:58| INFO ref finished [took 17.3913s]
-26/11/23 16:30:02| INFO atc_mc finished [took 20.0928s]
-26/11/23 16:30:03| INFO m3w_sld finished [took 22.2008s]
-26/11/23 16:30:04| INFO bin_sld finished [took 25.7488s]
-26/11/23 16:30:06| INFO mul_sld finished [took 26.0060s]
-26/11/23 16:30:06| INFO Dataset sample 0.70 of dataset imdb finished [took 28.8196s]
-26/11/23 16:30:06| INFO Dataset sample 0.80 of dataset imdb started
-26/11/23 16:30:27| INFO ref finished [took 16.3992s]
-26/11/23 16:30:27| INFO doc finished [took 15.5131s]
-26/11/23 16:30:30| INFO m3w_sld finished [took 21.9561s]
-26/11/23 16:30:31| INFO atc_mc finished [took 19.9598s]
-26/11/23 16:30:35| INFO mul_sld finished [took 27.1376s]
-26/11/23 16:30:36| INFO bin_sld finished [took 28.3528s]
-26/11/23 16:30:36| INFO Dataset sample 0.80 of dataset imdb finished [took 29.8656s]
-26/11/23 16:30:36| INFO Dataset sample 0.90 of dataset imdb started
-26/11/23 16:30:53| INFO doc finished [took 13.1831s]
-26/11/23 16:30:56| INFO ref finished [took 16.5231s]
-26/11/23 16:30:59| INFO atc_mc finished [took 19.5031s]
-26/11/23 16:31:02| INFO m3w_sld finished [took 23.6839s]
-26/11/23 16:31:03| INFO bin_sld finished [took 26.3150s]
-26/11/23 16:31:07| INFO mul_sld finished [took 29.8139s]
-26/11/23 16:31:07| INFO Dataset sample 0.90 of dataset imdb finished [took 31.3702s]
-----------------------------------------------------------------------------------------------------
-01/12/23 17:35:03| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 17:35:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 17:38:19| WARNING Method mul_sld_gs failed. Exception: 'NoneType' object has no attribute 'debug'
-01/12/23 17:38:28| INFO ref finished [took 8.2288s]
-01/12/23 17:38:28| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 198.5879s]
-----------------------------------------------------------------------------------------------------
-01/12/23 17:41:45| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 17:41:51| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 17:45:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01291) [took 188.1488s]
-01/12/23 17:45:13| INFO mul_sld_gs finished [took 200.2355s]
-01/12/23 17:45:22| INFO ref finished [took 8.4438s]
-01/12/23 17:45:22| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 211.0771s]
-----------------------------------------------------------------------------------------------------
-01/12/23 17:48:32| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 17:48:38| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 17:48:53| INFO ref finished [took 11.4082s]
-01/12/23 17:54:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01297) [took 363.8950s]
-01/12/23 17:54:57| INFO mul_sld_gs finished [took 375.9603s]
-01/12/23 17:54:57| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 378.7840s]
-----------------------------------------------------------------------------------------------------
-01/12/23 18:12:47| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 18:12:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 18:20:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01440) [took 479.7052s]
-01/12/23 18:21:12| INFO m3w_sld_gs finished [took 495.7428s]
-01/12/23 18:21:26| INFO ref finished [took 13.1128s]
-01/12/23 18:22:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01297) [took 554.2995s]
-01/12/23 18:22:23| INFO mul_sld_gs finished [took 566.6578s]
-01/12/23 18:22:23| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 569.2848s]
-----------------------------------------------------------------------------------------------------
-01/12/23 19:28:48| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 19:28:54| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 19:32:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01291) [took 186.6741s]
-01/12/23 19:32:14| INFO mul_sld_gs finished [took 198.5631s]
-01/12/23 19:34:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.01428) [took 147.8351s]
-01/12/23 19:34:54| INFO m3w_sld_gs finished [took 158.4232s]
-01/12/23 19:35:03| INFO ref finished [took 8.4209s]
-01/12/23 19:35:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 368.5922s]
-----------------------------------------------------------------------------------------------------
-01/12/23 19:35:50| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 19:35:57| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 19:38:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 143.1597s]
-01/12/23 19:38:33| INFO mul_sld_gs finished [took 154.9150s]
-01/12/23 19:40:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 104.3998s]
-01/12/23 19:40:30| INFO m3w_sld_gs finished [took 115.3818s]
-01/12/23 19:40:39| INFO ref finished [took 8.3887s]
-01/12/23 19:40:39| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 281.9887s]
-----------------------------------------------------------------------------------------------------
-01/12/23 19:42:31| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 19:42:38| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 19:44:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 136.1128s]
-01/12/23 19:45:07| INFO mul_sld_gs finished [took 148.1704s]
-01/12/23 19:46:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 101.5316s]
-01/12/23 19:47:01| INFO m3w_sld_gs finished [took 112.6189s]
-01/12/23 19:47:11| INFO ref finished [took 8.1649s]
-01/12/23 19:47:11| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 272.7446s]
-----------------------------------------------------------------------------------------------------
-01/12/23 19:53:06| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 19:53:12| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 19:54:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 57.5135s]
-01/12/23 19:54:23| INFO bin_sld_gs finished [took 69.7429s]
-01/12/23 19:56:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 134.5055s]
-01/12/23 19:56:51| INFO mul_sld_gs finished [took 146.7051s]
-01/12/23 19:58:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 101.2858s]
-01/12/23 19:58:45| INFO m3w_sld_gs finished [took 112.3173s]
-01/12/23 19:58:55| INFO ref finished [took 8.4150s]
-01/12/23 19:58:55| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 342.3546s]
-----------------------------------------------------------------------------------------------------
-01/12/23 20:31:08| INFO dataset imdb_1prevs [pool size: 10]
-01/12/23 20:31:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/12/23 20:37:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01418) [took 376.9895s]
-01/12/23 20:41:56| INFO bin_kde_gs finished [took 640.0389s]
-01/12/23 20:55:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 840.1845s]
-01/12/23 21:01:17| INFO mul_kde_gs finished [took 1160.2188s]
-01/12/23 21:13:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 724.9068s]
-01/12/23 21:19:05| INFO m3w_kde_gs finished [took 1066.0211s]
-01/12/23 21:19:14| INFO ref finished [took 8.3435s]
-01/12/23 21:19:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2879.6491s]
-----------------------------------------------------------------------------------------------------
-02/12/23 17:26:58| INFO dataset imdb_1prevs [pool size: 10]
-02/12/23 17:27:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-02/12/23 17:27:05| ERROR Evaluation over imdb_1prevs failed. Exception: WorkerArgs.from_estimators() takes 6 positional arguments but 7 were given
-----------------------------------------------------------------------------------------------------
-02/12/23 17:27:41| INFO dataset imdb_1prevs [pool size: 10]
-02/12/23 17:27:47| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-02/12/23 17:28:00| INFO doc finished [took 10.0879s]
-02/12/23 17:28:00| INFO ref finished [took 10.6789s]
-02/12/23 17:28:04| INFO atc_mc finished [took 13.8939s]
-02/12/23 17:28:05| INFO binis_sld finished [took 15.3076s]
-02/12/23 17:28:05| INFO m3wis_sld finished [took 15.6609s]
-02/12/23 17:28:07| INFO mulis_sld finished [took 17.3600s]
-02/12/23 17:29:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 58.1567s]
-02/12/23 17:29:19| INFO bin_sld_gs finished [took 70.5015s]
-02/12/23 17:29:19| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 91.6072s]
-----------------------------------------------------------------------------------------------------
-02/12/23 17:29:37| INFO dataset imdb_1prevs [pool size: 10]
-02/12/23 17:29:44| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-02/12/23 17:29:56| INFO doc finished [took 10.3211s]
-02/12/23 17:29:57| INFO ref finished [took 10.6313s]
-02/12/23 17:30:00| INFO atc_mc finished [took 13.9295s]
-02/12/23 17:30:02| INFO binis_sld finished [took 15.5240s]
-02/12/23 17:30:02| INFO m3wis_sld finished [took 15.8131s]
-02/12/23 17:30:04| INFO mulis_sld finished [took 17.7087s]
-02/12/23 17:31:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 58.0420s]
-02/12/23 17:31:15| INFO bin_sld_gs finished [took 70.1533s]
-02/12/23 17:31:15| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 91.9308s]
-----------------------------------------------------------------------------------------------------
-02/12/23 17:32:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-02/12/23 17:32:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-02/12/23 17:33:10| INFO doc finished [took 30.4758s]
-02/12/23 17:33:11| INFO ref finished [took 31.3355s]
-02/12/23 17:33:14| INFO m3wis_sld finished [took 34.4247s]
-02/12/23 17:33:14| INFO binis_sld finished [took 34.6961s]
-02/12/23 17:33:15| INFO atc_mc finished [took 35.3378s]
-02/12/23 17:33:15| INFO mulis_sld finished [took 35.6075s]
-02/12/23 17:34:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 60.6149s]
-02/12/23 17:34:48| INFO bin_sld_gs finished [took 91.4984s]
-02/12/23 17:34:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.5281s]
-----------------------------------------------------------------------------------------------------
-02/12/23 17:37:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-02/12/23 17:37:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-02/12/23 17:38:31| INFO bin_sld finished [took 49.7383s]
-02/12/23 17:38:32| INFO m3wmc_sld finished [took 50.5678s]
-02/12/23 17:38:34| INFO binc_sld finished [took 53.6161s]
-02/12/23 17:38:37| INFO m3w_sld finished [took 55.2349s]
-02/12/23 17:38:37| INFO mul_sld finished [took 55.5628s]
-02/12/23 17:38:37| INFO binne_sld finished [took 55.9847s]
-02/12/23 17:38:39| INFO m3wc_sld finished [took 57.3195s]
-02/12/23 17:38:40| INFO binmc_sld finished [took 58.9394s]
-02/12/23 17:38:42| INFO mulmc_sld finished [took 60.1940s]
-02/12/23 17:38:42| INFO mulc_sld finished [took 60.1992s]
-02/12/23 17:38:44| INFO mulne_sld finished [took 62.3856s]
-02/12/23 17:39:15| INFO gde finished [took 32.5312s]
-02/12/23 17:39:20| INFO m3wne_sld finished [took 47.8908s]
-02/12/23 17:39:21| INFO atc_mc finished [took 42.8510s]
-02/12/23 17:39:21| INFO binis_sld finished [took 48.6476s]
-02/12/23 17:39:22| INFO ref finished [took 44.5145s]
-02/12/23 17:39:23| INFO doc finished [took 43.4597s]
-02/12/23 17:39:25| INFO m3wis_sld finished [took 48.0828s]
-02/12/23 17:39:27| INFO mulis_sld finished [took 52.1882s]
-02/12/23 17:43:38| INFO rca finished [took 296.5681s]
-02/12/23 17:57:48| INFO mandoline finished [took 1145.2510s]
-02/12/23 17:58:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.5647s]
-02/12/23 17:59:22| INFO bin_sld_gs finished [took 93.5219s]
-02/12/23 18:02:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00773) [took 181.2473s]
-02/12/23 18:02:56| INFO mul_sld_gs finished [took 213.0169s]
-02/12/23 18:04:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00919) [took 121.4241s]
-02/12/23 18:05:28| INFO m3w_sld_gs finished [took 151.3891s]
-02/12/23 18:05:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1669.9182s]
-----------------------------------------------------------------------------------------------------
-02/12/23 22:19:27| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: 'NoneType' object has no attribute 'debug'
-----------------------------------------------------------------------------------------------------
-03/12/23 02:22:45| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 02:22:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 02:23:27| INFO doc finished [took 35.7763s]
-03/12/23 02:23:28| INFO ref finished [took 37.0951s]
-03/12/23 02:23:29| INFO m3w_sld finished [took 37.9576s]
-03/12/23 02:23:30| INFO bin_sld finished [took 38.8674s]
-03/12/23 02:23:30| INFO atc_mc finished [took 38.8511s]
-03/12/23 02:23:33| INFO mul_sld finished [took 41.9738s]
-03/12/23 02:24:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 63.7000s]
-03/12/23 02:25:09| INFO bin_sld_gs finished [took 95.0387s]
-03/12/23 02:27:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00919) [took 132.5784s]
-03/12/23 02:27:53| INFO m3w_sld_gs finished [took 164.1179s]
-03/12/23 02:27:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 305.0618s]
-----------------------------------------------------------------------------------------------------
-03/12/23 02:28:00| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 02:28:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 02:28:34| INFO ref finished [took 28.9307s]
-03/12/23 02:28:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01039) [took 14.1123s]
-03/12/23 02:29:21| INFO bin_sld_gs finished [took 46.3272s]
-03/12/23 02:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 78.0955s]
-----------------------------------------------------------------------------------------------------
-03/12/23 02:29:27| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 02:29:34| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 02:29:44| INFO ref finished [took 8.6496s]
-03/12/23 02:30:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01320) [took 14.9588s]
-03/12/23 02:30:12| INFO bin_sld_gs finished [took 26.2841s]
-03/12/23 02:30:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 38.0549s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:11:10| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:11:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:11:28| INFO ref finished [took 8.6022s]
-03/12/23 14:11:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01376) [took 5.5468s]
-03/12/23 14:11:48| INFO bin_sld_gs finished [took 18.2965s]
-03/12/23 14:11:48| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 30.6673s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:12:50| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:12:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:13:06| INFO ref finished [took 8.2080s]
-03/12/23 14:14:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 65.2160s]
-03/12/23 14:14:25| INFO bin_sld_gs finished [took 77.5481s]
-03/12/23 14:14:25| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 89.1156s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:14:38| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:14:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:14:55| INFO ref finished [took 8.4410s]
-03/12/23 14:15:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 62.5479s]
-03/12/23 14:16:11| INFO bin_sld_gs finished [took 75.1998s]
-03/12/23 14:16:11| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.8688s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:24:14| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:24:20| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:24:31| INFO ref finished [took 8.5790s]
-03/12/23 14:25:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 61.9703s]
-03/12/23 14:25:47| INFO bin_sld_gs finished [took 74.3198s]
-03/12/23 14:25:47| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.4699s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:27:09| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:27:16| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:27:16| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:27:26| INFO ref finished [took 8.2934s]
-03/12/23 14:27:26| DEBUG Parallel(n_jobs=1)
-03/12/23 14:27:28| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:27:35| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:27:44| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:27:52| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:28:00| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:28:07| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:28:15| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:28:24| DEBUG Parallel(n_jobs=-2)
-03/12/23 14:28:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 62.0059s]
-03/12/23 14:28:42| INFO bin_sld_gs finished [took 74.7350s]
-03/12/23 14:28:42| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.4724s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:29:33| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:29:40| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:29:50| INFO ref finished [took 8.4225s]
-03/12/23 14:29:52| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69]), array([13, 66, 77, 16, 27, 75, 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33]), array([52, 60, 4, 15, 17, 38, 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71]), array([14, 57, 19, 29, 51, 49, 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36]), array([21, 9, 80, 67, 64, 47, 44])]
-03/12/23 14:29:52| DEBUG [30 40 43 50 22 54 2 56 26 8 69]
-03/12/23 14:29:59| DEBUG [13 66 77 16 27 75 73 48 74 83 61]
-03/12/23 14:30:08| DEBUG [41 63 55 45 72 6 3 68 59 7 33]
-03/12/23 14:30:17| DEBUG [52 60 4 15 17 38 5 76 42 0 34]
-03/12/23 14:30:24| DEBUG [28 11 62 23 10 31 53 79 1 32 71]
-03/12/23 14:30:32| DEBUG [14 57 19 29 51 49 24 35 18 81 82]
-03/12/23 14:30:40| DEBUG [20 78 25 37 46 39 65 58 12 70 36]
-03/12/23 14:30:48| DEBUG [21 9 80 67 64 47 44]
-03/12/23 14:30:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 63.0119s]
-03/12/23 14:31:07| INFO bin_sld_gs finished [took 75.5957s]
-03/12/23 14:31:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 87.4977s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:31:10| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:31:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:31:27| INFO ref finished [took 8.2326s]
-03/12/23 14:31:29| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69, 13, 66, 77, 16, 27, 75,
- 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33, 52, 60, 4, 15, 17, 38,
- 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71, 14, 57, 19, 29, 51, 49,
- 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36, 21, 9, 80, 67, 64, 47,
- 44])]
-03/12/23 14:31:29| DEBUG [30 40 43 50 22 54 2 56 26 8 69 13 66 77 16 27 75 73 48 74 83 61]
-03/12/23 14:31:44| DEBUG [41 63 55 45 72 6 3 68 59 7 33 52 60 4 15 17 38 5 76 42 0 34]
-03/12/23 14:31:59| DEBUG [28 11 62 23 10 31 53 79 1 32 71 14 57 19 29 51 49 24 35 18 81 82]
-03/12/23 14:32:14| DEBUG [20 78 25 37 46 39 65 58 12 70 36 21 9 80 67 64 47 44]
-03/12/23 14:32:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 58.7255s]
-03/12/23 14:32:40| INFO bin_sld_gs finished [took 71.3678s]
-03/12/23 14:32:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 83.0722s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:32:49| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:32:55| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:33:06| INFO ref finished [took 8.4779s]
-03/12/23 14:34:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 58.4757s]
-03/12/23 14:34:18| INFO bin_sld_gs finished [took 70.8493s]
-03/12/23 14:34:18| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 82.5498s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:34:33| INFO dataset imdb_1prevs [pool size: 10]
-03/12/23 14:34:39| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/12/23 14:34:50| INFO ref finished [took 8.3271s]
-03/12/23 14:34:51| DEBUG [array([30, 36, 27, 4, 10, 25, 28, 11, 37, 31, 29, 20, 39, 2, 41, 18, 15,
- 22, 16, 38, 8, 13]), array([ 5, 17, 32, 14, 35, 7, 34, 1, 26, 12, 33, 24, 6, 23, 21, 19, 9,
- 40, 3, 0])]
-03/12/23 14:34:51| DEBUG [30 36 27 4 10 25 28 11 37 31 29 20 39 2 41 18 15 22 16 38 8 13]
-03/12/23 14:35:00| DEBUG [ 5 17 32 14 35 7 34 1 26 12 33 24 6 23 21 19 9 40 3 0]
-03/12/23 14:35:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01320) [took 16.8406s]
-03/12/23 14:35:19| INFO bin_sld_gs finished [took 27.6451s]
-03/12/23 14:35:19| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 39.5360s]
-----------------------------------------------------------------------------------------------------
-03/12/23 14:35:55| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 14:35:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 14:36:29| INFO ref finished [took 28.4466s]
-03/12/23 14:37:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.2735s]
-03/12/23 14:38:03| INFO bin_sld_gs finished [took 92.7118s]
-03/12/23 14:38:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 124.1349s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:15:36| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:15:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:16:10| INFO ref finished [took 29.1572s]
-03/12/23 16:16:11| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69, 13, 66, 77, 16, 27, 75,
- 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33, 52, 60, 4, 15, 17, 38,
- 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71, 14, 57, 19, 29, 51, 49,
- 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36, 21, 9, 80, 67, 64, 47,
- 44])]
-03/12/23 16:16:11| DEBUG [30 40 43 50 22 54 2 56 26 8 69 13 66 77 16 27 75 73 48 74 83 61]
-03/12/23 16:16:26| DEBUG [41 63 55 45 72 6 3 68 59 7 33 52 60 4 15 17 38 5 76 42 0 34]
-03/12/23 16:16:42| DEBUG [28 11 62 23 10 31 53 79 1 32 71 14 57 19 29 51 49 24 35 18 81 82]
-03/12/23 16:16:57| DEBUG [20 78 25 37 46 39 65 58 12 70 36 21 9 80 67 64 47 44]
-03/12/23 16:17:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 59.3199s]
-03/12/23 16:17:43| INFO bin_sld_gs finished [took 91.6124s]
-03/12/23 16:17:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 123.6585s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:18:02| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:18:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:18:37| INFO ref finished [took 29.2084s]
-03/12/23 16:18:38| DEBUG -2
-03/12/23 16:18:38| WARNING Method bin_sld_gs failed. Exception: can only specify one unknown dimension
-03/12/23 16:18:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 31.9220s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:20:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:20:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:20:50| INFO ref finished [took 29.0951s]
-03/12/23 16:20:51| DEBUG -2
-03/12/23 16:20:51| WARNING Method bin_sld_gs failed. Exception: can only specify one unknown dimension
-03/12/23 16:20:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 32.0523s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:22:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:22:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:23:15| INFO ref finished [took 28.6124s]
-03/12/23 16:23:16| DEBUG 15
-03/12/23 16:24:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 60.3048s]
-03/12/23 16:24:47| INFO bin_sld_gs finished [took 91.5732s]
-03/12/23 16:24:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 122.8222s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:24:59| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:25:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:25:34| INFO ref finished [took 29.7378s]
-03/12/23 16:25:35| DEBUG batch_size = 11
-03/12/23 16:26:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.6446s]
-03/12/23 16:27:09| INFO bin_sld_gs finished [took 93.5524s]
-03/12/23 16:27:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 126.2251s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:29:09| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:29:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:29:43| INFO ref finished [took 28.1603s]
-03/12/23 16:29:44| DEBUG batch_size = 11
-03/12/23 16:29:51| WARNING Method bin_sld_gs failed. Exception: zero-size array to reduction operation minimum which has no identity
-03/12/23 16:29:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.5622s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:30:23| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:30:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:30:58| INFO ref finished [took 29.3369s]
-03/12/23 16:30:59| DEBUG batch_size = 11
-03/12/23 16:31:06| DEBUG [iter 0] best score = 0.00859855347204677
-03/12/23 16:31:15| DEBUG [iter 1] best score = 0.009053886256670092
-03/12/23 16:31:23| DEBUG [iter 2] best score = 0.008440275237985408
-03/12/23 16:31:31| WARNING Method bin_sld_gs failed. Exception: '<=' not supported between instances of 'float' and 'NoneType'
-03/12/23 16:31:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 64.0201s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:32:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:32:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:32:57| INFO ref finished [took 29.1482s]
-03/12/23 16:32:58| DEBUG batch_size = 11
-03/12/23 16:33:06| DEBUG [iter 0] best score = 0.00859855347204677
-03/12/23 16:33:15| DEBUG [iter 1] best score = 0.009053886256670092
-03/12/23 16:33:23| DEBUG [iter 2] best score = 0.008440275237985408
-03/12/23 16:33:30| DEBUG [iter 3] best score = 0.008509727237092844
-03/12/23 16:33:37| DEBUG [iter 4] best score = 0.008384628938204557
-03/12/23 16:33:46| DEBUG [iter 5] best score = 0.00838873657574064
-03/12/23 16:33:54| DEBUG [iter 6] best score = 0.008582864504239243
-03/12/23 16:34:00| DEBUG [iter 7] best score = 0.008738292249705014
-03/12/23 16:34:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.8658s]
-03/12/23 16:34:31| INFO bin_sld_gs finished [took 92.8298s]
-03/12/23 16:34:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 125.0087s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:35:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:35:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:36:11| INFO ref finished [took 29.1342s]
-03/12/23 16:36:12| DEBUG batch_size = 11
-----------------------------------------------------------------------------------------------------
-03/12/23 16:37:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:37:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:38:11| INFO ref finished [took 28.4000s]
-03/12/23 16:38:12| DEBUG batch_size = 11
-03/12/23 16:38:12| WARNING Method bin_kde_gs failed. Exception: 'builtin_function_or_method' object has no attribute 'time'
-03/12/23 16:38:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 31.1123s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:39:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:39:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:39:53| INFO ref finished [took 28.2250s]
-03/12/23 16:39:54| DEBUG batch_size = 11
-03/12/23 16:40:32| DEBUG [iter 0] best score = 0.009729173941721516 [took -37.887585401535034s]
-03/12/23 16:41:13| DEBUG [iter 1] best score = 0.009392603683075316 [took -41.157336950302124s]
-03/12/23 16:41:45| DEBUG [iter 2] best score = 0.01020332673171631 [took -32.264721632003784s]
-03/12/23 16:42:25| DEBUG [iter 3] best score = 0.009722409102226702 [took -39.225417137145996s]
-03/12/23 16:43:07| DEBUG [iter 4] best score = 0.009626694539706276 [took -42.80421543121338s]
-03/12/23 16:43:44| DEBUG [iter 5] best score = 0.010481925236731597 [took -36.653741121292114s]
-03/12/23 16:44:25| DEBUG [iter 6] best score = 0.01028800503143689 [took -40.85479164123535s]
-03/12/23 16:45:00| DEBUG [iter 7] best score = 0.010999057911683478 [took -35.337661266326904s]
-03/12/23 16:45:31| DEBUG [iter 8] best score = 0.01158550879499442 [took -30.31934881210327s]
-03/12/23 16:46:08| DEBUG [iter 9] best score = 0.019747547649031204 [took -37.18638324737549s]
-03/12/23 16:46:51| DEBUG [iter 10] best score = 0.009834232311934768 [took -43.61098265647888s]
-03/12/23 16:47:27| DEBUG [iter 11] best score = 0.012995501553795731 [took -35.67589831352234s]
-03/12/23 16:47:57| DEBUG [iter 12] best score = 0.014686311877447969 [took -30.10047459602356s]
-03/12/23 16:47:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 483.1874s]
-03/12/23 16:52:29| INFO bin_kde_gs finished [took 755.1949s]
-03/12/23 16:52:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 786.2503s]
-----------------------------------------------------------------------------------------------------
-03/12/23 16:52:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 16:52:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 16:53:15| INFO ref finished [took 28.8704s]
-03/12/23 16:53:16| DEBUG batch_size = 11
-03/12/23 16:54:05| DEBUG [iter 0] best score = 0.01076030 [took 48.401s]
-03/12/23 16:54:40| DEBUG [iter 1] best score = 0.01519444 [took 35.206s]
-03/12/23 16:55:17| DEBUG [iter 2] best score = 0.01199583 [took 36.699s]
-03/12/23 16:55:58| DEBUG [iter 3] best score = 0.01193761 [took 41.430s]
-03/12/23 16:56:42| DEBUG [iter 4] best score = 0.00962002 [took 43.772s]
-03/12/23 16:57:21| DEBUG [iter 5] best score = 0.01210373 [took 39.555s]
-03/12/23 16:57:52| DEBUG [iter 6] best score = 0.01186543 [took 30.891s]
-03/12/23 16:58:27| DEBUG [iter 7] best score = 0.01149941 [took 34.600s]
-03/12/23 16:59:09| DEBUG [iter 8] best score = 0.00952915 [took 42.496s]
-03/12/23 16:59:45| DEBUG [iter 9] best score = 0.00973752 [took 35.673s]
-03/12/23 17:00:21| DEBUG [iter 10] best score = 0.01015591 [took 36.101s]
-03/12/23 17:01:03| DEBUG [iter 11] best score = 0.01016702 [took 41.941s]
-03/12/23 17:01:41| DEBUG [iter 12] best score = 0.01014406 [took 38.225s]
-03/12/23 17:02:18| DEBUG [iter 13] best score = 0.01251315 [took 36.405s]
-03/12/23 17:02:49| DEBUG [iter 14] best score = 0.01002339 [took 31.075s]
-03/12/23 17:03:25| DEBUG [iter 15] best score = 0.01378857 [took 35.703s]
-03/12/23 17:04:01| DEBUG [iter 16] best score = 0.00963704 [took 36.924s]
-03/12/23 17:04:40| DEBUG [iter 17] best score = 0.01160308 [took 38.959s]
-03/12/23 17:05:13| DEBUG [iter 18] best score = 0.01010798 [took 33.016s]
-03/12/23 17:05:50| DEBUG [iter 19] best score = 0.01076733 [took 36.148s]
-03/12/23 17:06:21| DEBUG [iter 20] best score = 0.01053728 [took 31.780s]
-03/12/23 17:06:58| DEBUG [iter 21] best score = 0.01075536 [took 36.333s]
-03/12/23 17:07:39| DEBUG [iter 22] best score = 0.00972917 [took 41.138s]
-03/12/23 17:08:15| DEBUG [iter 23] best score = 0.01249425 [took 36.396s]
-03/12/23 17:08:56| DEBUG [iter 24] best score = 0.01498806 [took 40.610s]
-03/12/23 17:09:31| DEBUG [iter 25] best score = 0.01542491 [took 35.593s]
-03/12/23 17:10:09| DEBUG [iter 26] best score = 0.00954800 [took 37.561s]
-03/12/23 17:10:52| DEBUG [iter 27] best score = 0.00927255 [took 42.919s]
-03/12/23 17:11:24| DEBUG [iter 28] best score = 0.00990196 [took 32.236s]
-03/12/23 17:12:03| DEBUG [iter 29] best score = 0.01048518 [took 39.135s]
-03/12/23 17:12:44| DEBUG [iter 30] best score = 0.00971109 [took 40.799s]
-03/12/23 17:13:25| DEBUG [iter 31] best score = 0.01096402 [took 40.810s]
-03/12/23 17:13:57| DEBUG [iter 32] best score = 0.00984265 [took 32.558s]
-03/12/23 17:14:35| DEBUG [iter 33] best score = 0.01761690 [took 37.551s]
-03/12/23 17:15:10| DEBUG [iter 34] best score = 0.00955739 [took 34.810s]
-03/12/23 17:15:46| DEBUG [iter 35] best score = 0.01318167 [took 36.112s]
-03/12/23 17:16:29| DEBUG [iter 36] best score = 0.01110071 [took 42.679s]
-03/12/23 17:17:10| DEBUG [iter 37] best score = 0.00966141 [took 41.634s]
-03/12/23 17:17:48| DEBUG [iter 38] best score = 0.00969641 [took 37.899s]
-03/12/23 17:18:20| DEBUG [iter 39] best score = 0.00939260 [took 32.221s]
-03/12/23 17:18:58| DEBUG [iter 40] best score = 0.01080854 [took 37.744s]
-03/12/23 17:19:34| DEBUG [iter 41] best score = 0.01120728 [took 36.167s]
-03/12/23 17:20:15| DEBUG [iter 42] best score = 0.01020333 [took 40.334s]
-03/12/23 17:20:52| DEBUG [iter 43] best score = 0.01030955 [took 37.253s]
-03/12/23 17:21:26| DEBUG [iter 44] best score = 0.01020734 [took 34.365s]
-03/12/23 17:22:05| DEBUG [iter 45] best score = 0.01090877 [took 38.829s]
-03/12/23 17:22:40| DEBUG [iter 46] best score = 0.00995080 [took 34.615s]
-----------------------------------------------------------------------------------------------------
-03/12/23 17:50:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 17:50:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 17:51:05| INFO ref finished [took 28.1365s]
-03/12/23 17:51:06| DEBUG batch_size = 11
-03/12/23 17:51:30| DEBUG [iter 0] best score = 0.00887274 [took 23.211s]
-03/12/23 17:51:59| DEBUG [iter 1] best score = 0.00867318 [took 29.474s]
-03/12/23 17:52:25| DEBUG [iter 2] best score = 0.01220571 [took 26.432s]
-03/12/23 17:52:48| DEBUG [iter 3] best score = 0.01091149 [took 22.763s]
-03/12/23 17:53:11| DEBUG [iter 4] best score = 0.01192161 [took 22.686s]
-03/12/23 17:53:33| DEBUG [iter 5] best score = 0.01318754 [took 21.984s]
-03/12/23 17:53:57| DEBUG [iter 6] best score = 0.00962752 [took 23.612s]
-03/12/23 17:54:22| DEBUG [iter 7] best score = 0.00999534 [took 25.606s]
-03/12/23 17:54:50| DEBUG [iter 8] best score = 0.01016374 [took 28.142s]
-03/12/23 17:55:17| DEBUG [iter 9] best score = 0.00906638 [took 26.430s]
-03/12/23 17:55:42| DEBUG [iter 10] best score = 0.01047633 [took 25.586s]
-03/12/23 17:56:10| DEBUG [iter 11] best score = 0.00858527 [took 27.955s]
-03/12/23 17:56:35| DEBUG [iter 12] best score = 0.00865464 [took 25.123s]
-03/12/23 17:56:59| DEBUG [iter 13] best score = 0.01103404 [took 23.375s]
-03/12/23 17:57:18| DEBUG [iter 14] best score = 0.01042848 [took 19.538s]
-03/12/23 17:57:43| DEBUG [iter 15] best score = 0.00939529 [took 24.795s]
-03/12/23 17:58:08| DEBUG [iter 16] best score = 0.00977250 [took 25.425s]
-03/12/23 17:58:32| DEBUG [iter 17] best score = 0.01323922 [took 23.031s]
-03/12/23 17:58:58| DEBUG [iter 18] best score = 0.01006337 [took 26.436s]
-03/12/23 17:59:26| DEBUG [iter 19] best score = 0.00863107 [took 28.220s]
-03/12/23 17:59:53| DEBUG [iter 20] best score = 0.01183034 [took 26.682s]
-03/12/23 18:00:18| DEBUG [iter 21] best score = 0.01097665 [took 25.092s]
-03/12/23 18:00:43| DEBUG [iter 22] best score = 0.00913278 [took 24.852s]
-03/12/23 18:01:08| DEBUG [iter 23] best score = 0.00864778 [took 25.655s]
-03/12/23 18:01:37| DEBUG [iter 24] best score = 0.01170818 [took 28.992s]
-03/12/23 18:02:00| DEBUG [iter 25] best score = 0.00872422 [took 22.179s]
-03/12/23 18:02:26| DEBUG [iter 26] best score = 0.00760174 [took 26.292s]
-03/12/23 18:02:50| DEBUG [iter 27] best score = 0.00927294 [took 24.464s]
-03/12/23 18:03:14| DEBUG [iter 28] best score = 0.00882952 [took 23.923s]
-03/12/23 18:03:38| DEBUG [iter 29] best score = 0.01057001 [took 24.057s]
-03/12/23 18:04:01| DEBUG [iter 30] best score = 0.00868684 [took 22.401s]
-03/12/23 18:04:30| DEBUG [iter 31] best score = 0.00874412 [took 29.648s]
-03/12/23 18:04:52| DEBUG [iter 32] best score = 0.01030450 [took 21.429s]
-03/12/23 18:05:16| DEBUG [iter 33] best score = 0.01085922 [took 24.008s]
-03/12/23 18:05:39| DEBUG [iter 34] best score = 0.01254566 [took 22.653s]
-03/12/23 18:06:12| DEBUG [iter 35] best score = 0.01153955 [took 33.566s]
-03/12/23 18:06:36| DEBUG [iter 36] best score = 0.01079749 [took 24.085s]
-03/12/23 18:07:02| DEBUG [iter 37] best score = 0.01061162 [took 25.371s]
-03/12/23 18:07:27| DEBUG [iter 38] best score = 0.00929242 [took 25.177s]
-03/12/23 18:07:53| DEBUG [iter 39] best score = 0.01097814 [took 25.889s]
-03/12/23 18:08:18| DEBUG [iter 40] best score = 0.01041492 [took 25.429s]
-03/12/23 18:08:44| DEBUG [iter 41] best score = 0.01025479 [took 25.854s]
-03/12/23 18:09:12| DEBUG [iter 42] best score = 0.01043784 [took 27.713s]
-03/12/23 18:09:37| DEBUG [iter 43] best score = 0.01254014 [took 24.961s]
-03/12/23 18:09:59| DEBUG [iter 44] best score = 0.00995612 [took 22.130s]
-03/12/23 18:10:26| DEBUG [iter 45] best score = 0.01067231 [took 26.929s]
-03/12/23 18:10:51| DEBUG [iter 46] best score = 0.00893041 [took 25.192s]
-03/12/23 18:11:14| DEBUG [iter 47] best score = 0.01174370 [took 22.842s]
-03/12/23 18:11:42| DEBUG [iter 48] best score = 0.00953082 [took 28.327s]
-03/12/23 18:12:06| DEBUG [iter 49] best score = 0.01069810 [took 24.155s]
-03/12/23 18:12:30| DEBUG [iter 50] best score = 0.01154315 [took 23.556s]
-03/12/23 18:12:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00760) [took 1283.4691s]
-03/12/23 18:15:14| INFO bin_kde_gs finished [took 1447.7080s]
-03/12/23 18:15:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1478.6723s]
-----------------------------------------------------------------------------------------------------
-03/12/23 18:15:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 18:15:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 18:16:08| INFO ref finished [took 28.1284s]
-03/12/23 18:16:09| DEBUG batch_size = 11
-03/12/23 18:16:18| DEBUG [iter 0] best score = 0.01312175 [took 9.610s]
-03/12/23 18:16:29| DEBUG [iter 1] best score = 0.02124558 [took 10.810s]
-03/12/23 18:16:39| DEBUG [iter 2] best score = 0.01196361 [took 9.933s]
-03/12/23 18:16:47| DEBUG [iter 3] best score = 0.02316770 [took 8.479s]
-03/12/23 18:16:56| DEBUG [iter 4] best score = 0.03845201 [took 8.540s]
-03/12/23 18:17:04| DEBUG [iter 5] best score = 0.02981809 [took 8.168s]
-03/12/23 18:17:13| DEBUG [iter 6] best score = 0.01283328 [took 8.929s]
-03/12/23 18:17:23| DEBUG [iter 7] best score = 0.01421001 [took 9.811s]
-03/12/23 18:17:33| DEBUG [iter 8] best score = 0.01321974 [took 10.223s]
-03/12/23 18:17:43| DEBUG [iter 9] best score = 0.01205659 [took 9.733s]
-03/12/23 18:17:52| DEBUG [iter 10] best score = 0.03963885 [took 8.889s]
-03/12/23 18:18:02| DEBUG [iter 11] best score = 0.02162535 [took 9.991s]
-03/12/23 18:18:11| DEBUG [iter 12] best score = 0.01409854 [took 8.872s]
-03/12/23 18:18:19| DEBUG [iter 13] best score = 0.01924669 [took 8.786s]
-03/12/23 18:18:27| DEBUG [iter 14] best score = 0.01289574 [took 7.951s]
-03/12/23 18:18:36| DEBUG [iter 15] best score = 0.01670670 [took 8.656s]
-03/12/23 18:18:45| DEBUG [iter 16] best score = 0.01418211 [took 9.197s]
-03/12/23 18:18:54| DEBUG [iter 17] best score = 0.01197634 [took 8.322s]
-03/12/23 18:19:03| DEBUG [iter 18] best score = 0.02300680 [took 9.526s]
-03/12/23 18:19:13| DEBUG [iter 19] best score = 0.01244713 [took 10.278s]
-03/12/23 18:19:23| DEBUG [iter 20] best score = 0.01474099 [took 9.531s]
-03/12/23 18:19:32| DEBUG [iter 21] best score = 0.02411991 [took 8.888s]
-03/12/23 18:19:40| DEBUG [iter 22] best score = 0.01231082 [took 8.558s]
-03/12/23 18:19:50| DEBUG [iter 23] best score = 0.01764084 [took 9.588s]
-03/12/23 18:20:00| DEBUG [iter 24] best score = 0.01213220 [took 10.275s]
-03/12/23 18:20:09| DEBUG [iter 25] best score = 0.04026699 [took 8.385s]
-03/12/23 18:20:18| DEBUG [iter 26] best score = 0.01904431 [took 9.033s]
-03/12/23 18:20:26| DEBUG [iter 27] best score = 0.01319563 [took 8.848s]
-03/12/23 18:20:35| DEBUG [iter 28] best score = 0.02780002 [took 8.364s]
-03/12/23 18:20:43| DEBUG [iter 29] best score = 0.01340489 [took 8.334s]
-03/12/23 18:20:52| DEBUG [iter 30] best score = 0.01893523 [took 9.005s]
-03/12/23 18:21:03| DEBUG [iter 31] best score = 0.01542356 [took 10.822s]
-03/12/23 18:21:11| DEBUG [iter 32] best score = 0.01189100 [took 8.071s]
-03/12/23 18:21:20| DEBUG [iter 33] best score = 0.01239448 [took 8.491s]
-03/12/23 18:21:28| DEBUG [iter 34] best score = 0.02215184 [took 8.395s]
-03/12/23 18:21:39| DEBUG [iter 35] best score = 0.02864283 [took 11.013s]
-03/12/23 18:21:48| DEBUG [iter 36] best score = 0.02148982 [took 8.830s]
-03/12/23 18:21:57| DEBUG [iter 37] best score = 0.01204784 [took 9.320s]
-03/12/23 18:22:07| DEBUG [iter 38] best score = 0.01411311 [took 9.408s]
-03/12/23 18:22:15| DEBUG [iter 39] best score = 0.03837698 [took 8.688s]
-03/12/23 18:22:24| DEBUG [iter 40] best score = 0.01208478 [took 8.932s]
-03/12/23 18:22:33| DEBUG [iter 41] best score = 0.01433506 [took 9.329s]
-03/12/23 18:22:43| DEBUG [iter 42] best score = 0.01289865 [took 9.333s]
-03/12/23 18:22:52| DEBUG [iter 43] best score = 0.01449728 [took 9.401s]
-03/12/23 18:23:00| DEBUG [iter 44] best score = 0.01980503 [took 8.083s]
-03/12/23 18:23:10| DEBUG [iter 45] best score = 0.01446583 [took 9.516s]
-03/12/23 18:23:19| DEBUG [iter 46] best score = 0.02742582 [took 9.340s]
-03/12/23 18:23:28| DEBUG [iter 47] best score = 0.01304332 [took 8.352s]
-03/12/23 18:23:38| DEBUG [iter 48] best score = 0.01192447 [took 10.091s]
-03/12/23 18:23:47| DEBUG [iter 49] best score = 0.01291259 [took 9.005s]
-03/12/23 18:23:54| DEBUG [iter 50] best score = 0.01448077 [took 7.797s]
-03/12/23 18:23:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01189) [took 465.8660s]
-03/12/23 18:24:43| INFO bin_kde_gs finished [took 514.1362s]
-03/12/23 18:24:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 545.1156s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:29:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:29:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-03/12/23 21:30:35| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:30:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:31:09| INFO ref finished [took 29.2042s]
-03/12/23 21:31:10| INFO self.protocol.total() = 100
-03/12/23 21:31:10| INFO protocol.total() = 4
-----------------------------------------------------------------------------------------------------
-03/12/23 21:33:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:33:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:34:12| INFO ref finished [took 28.7780s]
-03/12/23 21:34:17| WARNING Method bin_kde_gs failed. Exception: 'NoneType' object is not subscriptable
-03/12/23 21:34:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 35.8846s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:36:31| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:36:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:37:05| INFO ref finished [took 29.0306s]
-03/12/23 21:37:11| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index
-03/12/23 21:37:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.4005s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:39:04| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:39:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:39:39| INFO ref finished [took 29.4051s]
-03/12/23 21:39:44| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index
-03/12/23 21:39:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.5524s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:40:57| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:41:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:41:31| INFO ref finished [took 28.8051s]
-03/12/23 21:41:36| WARNING Method bin_kde_gs failed. Exception: list index out of range
-03/12/23 21:41:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 35.9323s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:42:53| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:42:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:43:28| INFO ref finished [took 29.4567s]
-03/12/23 21:43:34| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index
-03/12/23 21:43:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.8411s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:44:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:44:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:45:14| INFO ref finished [took 29.4473s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:46:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:46:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:47:13| INFO ref finished [took 29.2156s]
-03/12/23 21:53:39| DEBUG [step 27.0] best score = 0.01068581 [took 385.620s]
-03/12/23 21:53:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01069) [took 385.7449s]
-03/12/23 21:54:35| INFO bin_kde_gs finished [took 441.2240s]
-03/12/23 21:54:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 473.2994s]
-----------------------------------------------------------------------------------------------------
-03/12/23 21:57:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 21:57:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 21:57:36| INFO ref finished [took 29.5519s]
-03/12/23 22:04:43| DEBUG [step 27.0] best score = 0.01189100 [took 425.950s]
-03/12/23 22:04:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01189) [took 426.0730s]
-03/12/23 22:05:30| INFO bin_kde_gs finished [took 472.9577s]
-03/12/23 22:05:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 505.3358s]
-----------------------------------------------------------------------------------------------------
-03/12/23 23:41:55| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 23:41:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 23:42:29| INFO ref finished [took 28.3703s]
-03/12/23 23:49:38| DEBUG [step 0.037037037037037035] best score = 0.01189100 [took 427.398s]
-03/12/23 23:49:38| DEBUG [step 0.1111111111111111] best score = 1.00000000 [took 0.369s]
-03/12/23 23:49:38| WARNING Method bin_kde_gs failed. Exception: no combination of hyperparameters seem to work
-03/12/23 23:49:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 459.0923s]
-----------------------------------------------------------------------------------------------------
-03/12/23 23:51:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 23:51:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 23:51:56| INFO ref finished [took 28.6151s]
-03/12/23 23:53:46| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.355s]
-03/12/23 23:54:44| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.365s]
-03/12/23 23:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01141) [took 166.8319s]
-03/12/23 23:55:48| INFO bin_kde_gs finished [took 230.5525s]
-03/12/23 23:55:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 262.0104s]
-----------------------------------------------------------------------------------------------------
-03/12/23 23:56:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-03/12/23 23:56:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-03/12/23 23:56:50| INFO ref finished [took 27.7273s]
-03/12/23 23:58:38| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.116s]
-03/12/23 23:59:36| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.107s]
-04/12/23 00:00:02| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.568s]
-04/12/23 00:00:02| WARNING Method bin_kde_gs failed. Exception: The 'train_size' parameter of train_test_split must be a float in the range (0.0, 1.0), an int in the range [1, inf) or None. Got 1.0 instead.
-04/12/23 00:00:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 221.5128s]
-----------------------------------------------------------------------------------------------------
-04/12/23 00:01:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 00:01:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 00:01:54| INFO ref finished [took 29.1486s]
-04/12/23 00:03:43| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.880s]
-04/12/23 00:04:41| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.737s]
-04/12/23 00:05:07| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.820s]
-04/12/23 00:05:07| WARNING Method bin_kde_gs failed. Exception: cannot unpack non-iterable LabelledCollection object
-04/12/23 00:05:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 224.5642s]
-----------------------------------------------------------------------------------------------------
-04/12/23 00:05:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 00:05:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 00:06:11| INFO ref finished [took 28.6422s]
-04/12/23 00:08:01| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.234s]
-04/12/23 00:09:00| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.868s]
-04/12/23 00:09:25| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.473s]
-04/12/23 00:09:49| DEBUG [step 1.0] best score = 0.01156060 [took 23.744s]
-04/12/23 00:09:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.4332s]
-04/12/23 00:14:50| INFO bin_kde_gs finished [took 517.7569s]
-04/12/23 00:14:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 549.4432s]
-----------------------------------------------------------------------------------------------------
-04/12/23 00:23:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 00:23:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 00:24:09| INFO ref finished [took 29.2210s]
-04/12/23 00:26:32| DEBUG [step 0.1111111111111111] best score = 0.01015786 [took 141.917s]
-04/12/23 00:28:02| DEBUG [step 0.3333333333333333] best score = 0.00955716 [took 89.583s]
-04/12/23 00:29:05| DEBUG [step 1.0] best score = 0.01156060 [took 63.475s]
-04/12/23 00:29:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 295.0878s]
-04/12/23 00:34:06| INFO bin_kde_gs finished [took 596.3637s]
-04/12/23 00:34:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 628.5218s]
-----------------------------------------------------------------------------------------------------
-04/12/23 00:41:48| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 00:41:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 00:42:22| INFO ref finished [took 29.1185s]
-04/12/23 00:44:12| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.320s]
-04/12/23 00:45:11| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 59.045s]
-04/12/23 00:45:36| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.399s]
-04/12/23 00:46:00| DEBUG [step 1.0] best score = 0.01156060 [took 23.700s]
-04/12/23 00:46:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.5719s]
-04/12/23 00:51:03| INFO bin_kde_gs finished [took 519.4451s]
-04/12/23 00:51:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 551.3254s]
-----------------------------------------------------------------------------------------------------
-04/12/23 00:51:09| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 00:51:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 00:51:44| INFO ref finished [took 29.0244s]
-04/12/23 00:53:32| DEBUG n_none: 0
-04/12/23 00:53:32| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.606s]
-04/12/23 00:54:30| DEBUG n_none: 0
-04/12/23 00:54:30| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.196s]
-04/12/23 00:54:56| DEBUG n_none: 0
-04/12/23 00:54:56| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.785s]
-04/12/23 00:55:21| DEBUG n_none: 0
-04/12/23 00:55:21| DEBUG [step 1.0] best score = 0.01156060 [took 24.487s]
-04/12/23 00:55:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.1769s]
-04/12/23 01:00:23| INFO bin_kde_gs finished [took 518.1653s]
-04/12/23 01:00:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 549.9731s]
-----------------------------------------------------------------------------------------------------
-04/12/23 01:00:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 01:00:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 01:01:07| INFO ref finished [took 28.3511s]
-04/12/23 01:02:57| DEBUG sorted_scores_idx = array([ 75, 77, 72, 53, 60, 55, 71, 73, 50, 31, 63, 41, 79,
- 92, 95, 93, 111, 51, 135, 74, 83, 61, 97, 137, 94, 103,
- 57, 81, 91, 123, 113, 114, 115, 90, 99, 85, 117, 105, 82,
- 102, 70, 101, 139, 134, 119, 132, 96, 116, 80, 76, 65, 59,
- 112, 131, 100, 87, 98, 110, 122, 136, 125, 78, 52, 107, 16,
- 133, 120, 118, 33, 14, 67, 84, 18, 121, 89, 62, 30, 69,
- 43, 11, 12, 54, 109, 130, 86, 35, 104, 138, 64, 88, 56,
- 58, 37, 66, 32, 36, 34, 10, 38, 39, 68, 19, 108, 17,
- 13, 127, 15, 106, 45, 47, 49, 124, 129, 128, 126, 40, 21,
- 1, 20, 0, 42, 9, 4, 48, 3, 5, 44, 27, 2, 6,
- 7, 46, 22, 25, 24, 8, 23, 29, 26, 28])
-04/12/23 01:02:57| DEBUG scores = [0.9341099999981499, 0.9341099999960902, 0.93411, 0.9341099999999999, 0.9341099999999998, 0.9341099999999999, 0.93411, 0.93411, 0.93411, 0.9341099999999998, 0.06051999999999993, 0.05554700292472367, 0.05583499999999995, 0.06356955666771408, 0.05048, 0.06393000000000003, 0.04877499999999993, 0.06281999999999996, 0.051340000000000025, 0.062024999999999934, 0.9341099999968062, 0.9341099999936691, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.05391066334746173, 0.014740993651088975, 0.06051999999999888, 0.0503544130991147, 0.06051999999999993, 0.056582630209597966, 0.06051999999999982, 0.06019563736241398, 0.06052, 0.061540841627911715, 0.8805972181599924, 0.018341808709467538, 0.9341099999999996, 0.05508948634046047, 0.9341099999999999, 0.06562713873160708, 0.93411, 0.06840733252168531, 0.9341099999999999, 0.06904480176783795, 0.01446583451074425, 0.0238313231987788, 0.04836590183800994, 0.013031147501712978, 0.0560770314861489, 0.014153572804457094, 0.05922556604088968, 0.02925635215124327, 0.06014682380914686, 0.04161307596339526, 0.013595757983072469, 0.025570771298542884, 0.052393817815018943, 0.01830904493739659, 0.05850980120814502, 0.03999996760267361, 0.06040811330781148, 0.05066606002626029, 0.061665110026532355, 0.054869617170647894, 0.03541487119611707, 0.014182105143992594, 0.012885508388027989, 0.014425530381247307, 0.02495578836284016, 0.012036462152735627, 0.03951229601255115, 0.012425606400230015, 0.04758946342255208, 0.01862757812984388, 0.0394393323729755, 0.02984513484758662, 0.03475449942021076, 0.02499171859532958, 0.05078831716230666, 0.032825569665387105, 0.05653373185639488, 0.04436421783376611, 0.05886895978487318, 0.05216043815355643, 0.03174524413753661, 0.02992749070727628, 0.019488446889935267, 0.021854490533367424, 0.028000982653718812, 0.01979616004588961, 0.037116372391093784, 0.026666177566206324, 0.04474063852272977, 0.03192646814259144, 0.04383160587505503, 0.03543109372987328, 0.03519712770127706, 0.029166534003624855, 0.057026794987734525, 0.03429561378307575, 0.06398198116995187, 0.048600773151118215, 0.06228195913262663, 0.05636671795017024, 0.04688899176092301, 0.022024663377822908, 0.04214343624261962, 0.0300821636613662, 0.030544150851935122, 0.03155016113712236, 0.03914141202005726, 0.03292254406087403, 0.050009052530722256, 0.036070545465431675, 0.0492089214051547, 0.05147028368345044, 0.04709509629635795, 0.03001801806849074, 0.1741178578677826, 0.0474258887681083, 0.4018600000017519, 0.0638505194109593, 0.30975700075071944, 0.2722955549887443, 0.05638960004768515, 0.04249762817775558, 0.03688905457687575, 0.04897726533326319, 0.035709865009509255, 0.02459986074922838, 0.04733995001415783, 0.026752489189760763, 0.057114823639443174, 0.03567896625100557]
-04/12/23 01:02:57| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.236s]
-04/12/23 01:03:56| DEBUG sorted_scores_idx = array([ 8, 3, 2, 15, 7, 11, 0, 5, 13, 9, 19, 14, 40, 27, 1, 33, 30,
- 41, 6, 4, 17, 28, 10, 24, 16, 20, 21, 26, 32, 12, 22, 38, 45, 46,
- 31, 35, 25, 34, 36, 18, 29, 39, 43, 37, 44, 23, 42])
-04/12/23 01:03:56| DEBUG scores = [0.016220183023966824, 0.021612690964907925, 0.013299790295454831, 0.012648639547867026, 0.023406568823581286, 0.01658539656239435, 0.022781183074839898, 0.013763406015530458, 0.011413382346037958, 0.020182573829241036, 0.024334070653912104, 0.015481883343538679, 0.028631710832028662, 0.019810450321216498, 0.02056502455197584, 0.013647707017555714, 0.025276860687734482, 0.02407563923125481, 0.03557308715842989, 0.020500408728095457, 0.025448565163013682, 0.02614021644308903, 0.028667074005054326, 0.0430809142406204, 0.024662367428162933, 0.03438298762399586, 0.028289692208593627, 0.021506318593271203, 0.024169564041016042, 0.037855466048464105, 0.022755803809970408, 0.030421994178460768, 0.02830546666160659, 0.02275036806213072, 0.0345832591430778, 0.033559804380996, 0.03491600561197311, 0.041477917158539636, 0.029146099601968182, 0.039081137426187365, 0.020756866527674292, 0.022771716980332674, 0.049188239563569554, 0.04124042333039163, 0.04232287859305015, 0.03019715693016894, 0.030333377362935683]
-04/12/23 01:03:56| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 59.161s]
-04/12/23 01:04:21| DEBUG sorted_scores_idx = array([10, 6, 11, 7, 8, 3, 14, 4, 2, 1, 12, 5, 15, 0, 9, 13])
-04/12/23 01:04:21| DEBUG scores = [0.023838055682022574, 0.01261525092755997, 0.012295815774473598, 0.011423920718930924, 0.012165167895890132, 0.021647471937002557, 0.010240038210003638, 0.011166485106203232, 0.011350152133747033, 0.026777690174550197, 0.010184868439742346, 0.010573549980624479, 0.018146341772912362, 0.029223930297535342, 0.01212768209544412, 0.023540769120652026]
-04/12/23 01:04:21| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.773s]
-04/12/23 01:04:46| DEBUG sorted_scores_idx = array([4, 1, 0, 3, 2])
-04/12/23 01:04:46| DEBUG scores = [0.012217352591314942, 0.011803797097287764, 0.014606372282934597, 0.012309882273099594, 0.01156060256759692]
-04/12/23 01:04:46| DEBUG [step 1.0] best score = 0.01156060 [took 24.148s]
-04/12/23 01:04:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 217.4299s]
-04/12/23 01:09:47| INFO bin_kde_gs finished [took 519.1312s]
-04/12/23 01:09:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 550.3609s]
-----------------------------------------------------------------------------------------------------
-04/12/23 01:11:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 01:11:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 01:11:51| INFO ref finished [took 29.0498s]
-04/12/23 01:14:16| DEBUG sorted_scores_idx = array([ 40, 55, 77, 52, 75, 63, 74, 83, 113, 95, 93, 133, 73,
- 53, 94, 112, 92, 30, 115, 82, 57, 97, 123, 72, 132, 79,
- 76, 114, 135, 96, 62, 134, 51, 117, 33, 104, 116, 85, 105,
- 103, 99, 70, 84, 137, 136, 125, 31, 124, 41, 61, 119, 98,
- 60, 122, 118, 71, 139, 138, 65, 102, 131, 59, 78, 126, 21,
- 107, 50, 110, 106, 127, 130, 43, 91, 120, 87, 121, 111, 80,
- 86, 128, 129, 90, 11, 81, 109, 100, 54, 108, 67, 101, 89,
- 64, 88, 35, 69, 56, 45, 37, 66, 58, 39, 47, 68, 28,
- 49, 26, 42, 20, 32, 23, 44, 46, 24, 48, 16, 18, 13,
- 10, 34, 36, 38, 12, 14, 15, 17, 19, 25, 27, 29, 22,
- 9, 1, 7, 5, 3, 4, 6, 8, 2, 0])
-04/12/23 01:14:16| DEBUG scores = [0.40186000000000005, 0.07353163958121685, 0.27232500000000004, 0.08065999999999995, 0.17011500000000002, 0.07515, 0.17440999999999998, 0.07430499999999995, 0.18262, 0.07188500000000003, 0.05965503014389904, 0.029606582148695083, 0.06001999999999981, 0.05961779675894107, 0.06001999999999996, 0.06061961069190619, 0.05952499999999992, 0.06077999999999983, 0.05952499999999997, 0.06078, 0.05815457337811102, 0.023419396225256267, 0.06243999999999991, 0.05852401054507965, 0.05918999999999994, 0.06093182116811773, 0.057289999999999966, 0.061398732821814246, 0.056104999999999974, 0.061908508366774716, 0.012975512177002182, 0.019307790531636674, 0.05827311446142846, 0.017284720206507086, 0.059701604593834556, 0.04282012147257354, 0.05998067074198594, 0.04989293480391931, 0.060019999999997305, 0.053498339875711114, 0.010451599351086936, 0.01949248173887317, 0.05755975500266395, 0.02526302742618757, 0.05885834771813455, 0.04871865236728752, 0.05918774612095492, 0.05458776667744776, 0.059434370804501147, 0.05700755866977981, 0.0237372999437562, 0.016476977535947773, 0.010777221267876351, 0.012374707011971813, 0.03168275779840681, 0.010597733212519804, 0.046475243377660194, 0.013556812900790001, 0.05173481314588318, 0.022645947017967336, 0.02040712393548714, 0.019528459226845242, 0.015209626266324196, 0.01080709707644092, 0.037142082894902145, 0.02153547281587568, 0.05050407883621661, 0.03366328769748206, 0.055125000112055914, 0.044316073594525586, 0.018123335859011335, 0.020712468450571012, 0.014022048619581869, 0.01214463545505052, 0.011016740438149786, 0.010785420885899502, 0.014214855025425658, 0.010762281242833786, 0.022699919187680398, 0.014214030055069032, 0.02820035937294377, 0.030438874784031244, 0.013526992123429084, 0.011175813034201698, 0.018161891349663895, 0.01750936262030257, 0.028277478455296653, 0.025695019106684522, 0.0401550538392149, 0.03459033258322342, 0.029597007836584296, 0.025280862094268653, 0.012925411565965203, 0.011914330085312492, 0.01255283850088298, 0.011633218819676862, 0.015091063592705102, 0.01360479843497591, 0.020154288200963502, 0.0181033108048395, 0.031178465812380665, 0.03408253808209406, 0.022101734332182002, 0.017749764628874263, 0.01747830470757934, 0.017664630163419067, 0.023962876593190713, 0.023614419287244476, 0.0322130458132037, 0.030810790058526178, 0.02394267003337493, 0.02646741599717868, 0.01265513588428192, 0.011617777253743092, 0.014520615849985154, 0.013252761922668608, 0.017479953278209556, 0.016519284753801634, 0.020559497749799566, 0.020150262799084332, 0.025324096862884348, 0.026148694876005886, 0.02044798491240849, 0.013808932853798148, 0.01942062198798235, 0.019119625780569062, 0.023392832633558718, 0.024091541489987062, 0.028361906214945484, 0.02860839927478069, 0.02482652972871083, 0.022543834098407135, 0.014032629877417935, 0.012054448304868267, 0.016357829753433566, 0.014757066113737562, 0.018679449715819734, 0.018232042086109287, 0.02147572898882577, 0.02128374715470324]
-04/12/23 01:14:16| DEBUG [step 0.125] best score = 0.01045160 [took 143.683s]
-04/12/23 01:16:14| DEBUG sorted_scores_idx = array([46, 66, 55, 13, 32, 0, 12, 64, 34, 17, 1, 23, 48, 3, 10, 16, 4,
- 6, 52, 2, 20, 15, 49, 8, 41, 9, 5, 26, 14, 67, 25, 18, 21, 30,
- 24, 27, 29, 11, 61, 62, 7, 53, 33, 40, 22, 28, 19, 51, 31, 36, 37,
- 42, 35, 38, 58, 39, 60, 43, 59, 50, 44, 54, 45, 47, 56, 57, 69, 65,
- 68, 63])
-04/12/23 01:16:14| DEBUG scores = [0.013506514707985114, 0.01442667050398571, 0.019874890979317713, 0.015036290731523285, 0.0163333633299544, 0.022855968116602593, 0.01795683446195668, 0.02926365873913065, 0.021478495937862486, 0.022027734724964568, 0.015413567227699576, 0.02783281569739502, 0.014088334743091332, 0.01235824332833259, 0.022974624511932516, 0.0205736729382828, 0.016149073985918232, 0.014394190785836907, 0.02603188681333672, 0.03136314915677621, 0.020312907328963264, 0.026313021048662396, 0.030866864617105125, 0.014447660107103742, 0.026767003639297494, 0.025183604806336798, 0.02287416550601979, 0.027119923740613994, 0.031019778184531544, 0.02745792864649359, 0.026370777702049226, 0.031633637839345446, 0.012952591668868273, 0.03071314057148157, 0.014258270665688699, 0.03340233545926781, 0.03176007572689447, 0.03195088059347915, 0.03346135669566925, 0.03364490637538094, 0.030751989888636276, 0.0217248223824206, 0.03239234716248587, 0.03425653398699199, 0.03512450516593821, 0.035916441764634405, 0.010609189953759923, 0.03632007587139641, 0.014530498455672686, 0.021197479944787254, 0.034731325541740486, 0.03156529392848483, 0.019659238532517234, 0.029569990508601974, 0.03541154479385654, 0.0118829385805304, 0.03664517411494793, 0.03778626695953293, 0.033600417685127976, 0.034712604031046215, 0.03379821237895517, 0.028386177103599294, 0.028715059709878733, 0.03903438866816674, 0.014136495025216144, 0.03837486429334349, 0.011859832246967753, 0.024663937897618216, 0.03866990158252312, 0.03831658024346472]
-04/12/23 01:16:14| DEBUG [step 0.25] best score = 0.01060919 [took 117.955s]
-04/12/23 01:17:20| DEBUG sorted_scores_idx = array([25, 28, 23, 21, 16, 17, 19, 27, 26, 29, 15, 34, 14, 11, 6, 33, 20,
- 10, 31, 32, 13, 30, 3, 8, 4, 22, 2, 1, 18, 12, 24, 9, 5, 7,
- 0])
-04/12/23 01:17:20| DEBUG scores = [0.029365060942721045, 0.021301435313253337, 0.017859407165322604, 0.014402102917355379, 0.016876953566926343, 0.02474260268306391, 0.011801273587192235, 0.025999383006188415, 0.015372088096726926, 0.02350256468087881, 0.012661044477720089, 0.011706959499246883, 0.021817146653087822, 0.013753633521721032, 0.01166287448364165, 0.011558560359400087, 0.010483668232391843, 0.01059035847624461, 0.021323604356155244, 0.01100054247551213, 0.012438023249191042, 0.009780810430665414, 0.01715484735832172, 0.009763497205567356, 0.022405249667863943, 0.009487641656816665, 0.011493948867653512, 0.011266486505915822, 0.009628104666354654, 0.011547889080915686, 0.014393903762371967, 0.013322971589942965, 0.01348690544879845, 0.012061603074141489, 0.0116425296199164]
-04/12/23 01:17:20| DEBUG [step 0.5] best score = 0.00948764 [took 66.057s]
-04/12/23 01:18:24| DEBUG sorted_scores_idx = array([14, 13, 9, 10, 12, 4, 5, 17, 8, 15, 0, 16, 1, 2, 6, 3, 7,
- 11])
-04/12/23 01:18:24| DEBUG scores = [0.014606372282934597, 0.015205990977069732, 0.015259261530928296, 0.015760349297068255, 0.011803797097287764, 0.012217352591314942, 0.015330917477619105, 0.015927940359055384, 0.013105649797581886, 0.010760295424366384, 0.01156060256759692, 0.01750757120515553, 0.011572007493072805, 0.009834232311934768, 0.009626694539706276, 0.013997758101392158, 0.014780114580034165, 0.012309882273099594]
-04/12/23 01:18:24| DEBUG [step 1.0] best score = 0.00962669 [took 64.132s]
-04/12/23 01:18:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00963) [took 391.9410s]
-04/12/23 01:23:14| INFO bin_kde_gs finished [took 681.5185s]
-04/12/23 01:23:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 713.5300s]
-----------------------------------------------------------------------------------------------------
-04/12/23 01:23:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 01:23:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 01:24:06| INFO ref finished [took 29.1334s]
-04/12/23 01:30:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 368.9057s]
-04/12/23 01:34:48| INFO bin_kde_gs finished [took 640.2091s]
-04/12/23 01:34:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 672.2306s]
-----------------------------------------------------------------------------------------------------
-04/12/23 01:37:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 01:38:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 01:38:32| INFO ref finished [took 29.0990s]
-04/12/23 01:40:55| DEBUG [step 0.1111111111111111] best score = 0.01015786 [took 141.471s]
-04/12/23 01:42:26| DEBUG [step 0.3333333333333333] best score = 0.00955716 [took 91.088s]
-04/12/23 01:43:30| DEBUG [step 1.0] best score = 0.01156060 [took 64.134s]
-04/12/23 01:43:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 296.7964s]
-04/12/23 01:48:32| INFO bin_kde_gs finished [took 598.5847s]
-04/12/23 01:48:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 630.4409s]
-----------------------------------------------------------------------------------------------------
-04/12/23 01:49:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 01:49:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 01:49:57| INFO ref finished [took 28.9632s]
-----------------------------------------------------------------------------------------------------
-04/12/23 02:04:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 02:04:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 02:04:51| INFO ref finished [took 28.9117s]
-04/12/23 02:11:59| DEBUG [step 0.03703703703703703] best score = 0.01189100 [took 426.753s]
-04/12/23 02:15:46| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 227.677s]
-04/12/23 02:17:10| DEBUG [step 0.3333333333333333] best score = 0.01007941 [took 83.816s]
-04/12/23 02:18:22| DEBUG [step 1.0] best score = 0.01002339 [took 71.952s]
-04/12/23 02:18:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.01002) [took 810.3019s]
-04/12/23 02:23:21| INFO bin_kde_gs finished [took 1108.6665s]
-04/12/23 02:23:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1140.1512s]
-----------------------------------------------------------------------------------------------------
-04/12/23 02:31:00| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 02:31:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 02:31:35| INFO ref finished [took 28.9709s]
-04/12/23 02:31:35| DEBUG batch_size = 11
-04/12/23 02:32:23| DEBUG [iter 0] best score = 0.01076030 [took 47.161s]
-04/12/23 02:32:58| DEBUG [iter 1] best score = 0.01519444 [took 35.191s]
-04/12/23 02:32:58| WARNING Method bin_kde_gs failed. Exception: local variable '_iter_from_improv' referenced before assignment
-04/12/23 02:32:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 114.2195s]
-----------------------------------------------------------------------------------------------------
-04/12/23 02:33:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 02:33:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 02:34:14| INFO ref finished [took 29.3592s]
-04/12/23 02:34:15| DEBUG batch_size = 11
-04/12/23 02:35:02| DEBUG [iter 0] best score = 0.01076030 [took 47.491s]
-04/12/23 02:35:37| DEBUG [iter 1] best score = 0.01519444 [took 35.124s]
-04/12/23 02:36:14| DEBUG [iter 2] best score = 0.01199583 [took 36.431s]
-04/12/23 02:36:56| DEBUG [iter 3] best score = 0.01193761 [took 41.733s]
-04/12/23 02:37:39| DEBUG [iter 4] best score = 0.00962002 [took 43.625s]
-04/12/23 02:38:19| DEBUG [iter 5] best score = 0.01210373 [took 39.770s]
-04/12/23 02:38:50| DEBUG [iter 6] best score = 0.01186543 [took 30.948s]
-04/12/23 02:39:24| DEBUG [iter 7] best score = 0.01149941 [took 34.476s]
-04/12/23 02:40:07| DEBUG [iter 8] best score = 0.00952915 [took 42.107s]
-04/12/23 02:40:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00953) [took 351.8096s]
-04/12/23 02:44:36| INFO bin_kde_gs finished [took 621.2505s]
-04/12/23 02:44:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 653.2874s]
-----------------------------------------------------------------------------------------------------
-04/12/23 03:04:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 03:04:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 03:05:15| INFO ref finished [took 27.9019s]
-04/12/23 03:05:16| DEBUG batch_size = 22
-04/12/23 03:06:33| DEBUG [iter 0] best score = 0.01076030 [took 76.862s]
-04/12/23 03:07:42| DEBUG [iter 1] best score = 0.01193761 [took 69.801s]
-04/12/23 03:08:57| DEBUG [iter 2] best score = 0.00962002 [took 74.390s]
-04/12/23 03:09:55| DEBUG [iter 3] best score = 0.01149941 [took 58.538s]
-04/12/23 03:11:05| DEBUG [iter 4] best score = 0.00952915 [took 69.909s]
-04/12/23 03:12:14| DEBUG [iter 5] best score = 0.01015591 [took 68.859s]
-04/12/23 03:13:21| DEBUG [iter 6] best score = 0.01014406 [took 67.375s]
-04/12/23 03:13:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00953) [took 485.8408s]
-04/12/23 03:17:51| INFO bin_kde_gs finished [took 755.1712s]
-04/12/23 03:17:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 785.9886s]
-----------------------------------------------------------------------------------------------------
-04/12/23 03:18:25| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 03:18:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 03:18:59| INFO ref finished [took 28.6478s]
-04/12/23 03:19:00| DEBUG batch_size = 22
-04/12/23 03:22:10| DEBUG [iter 0] best score = 0.01076229 [took 190.645s]
-04/12/23 03:25:06| DEBUG [iter 1] best score = 0.01153586 [took 175.200s]
-04/12/23 03:28:10| DEBUG [iter 2] best score = 0.00906249 [took 184.014s]
-04/12/23 03:30:32| DEBUG [iter 3] best score = 0.00985135 [took 142.187s]
-04/12/23 03:33:44| DEBUG [iter 4] best score = 0.00831166 [took 192.417s]
-04/12/23 03:36:35| DEBUG [iter 5] best score = 0.00861926 [took 171.177s]
-04/12/23 03:39:15| DEBUG [iter 6] best score = 0.01129063 [took 159.731s]
-04/12/23 03:41:30| DEBUG [iter 7] best score = 0.00976135 [took 135.215s]
-04/12/23 03:44:24| DEBUG [iter 8] best score = 0.00879464 [took 174.065s]
-04/12/23 03:44:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00831) [took 1524.7582s]
-04/12/23 03:50:34| INFO mul_kde_gs finished [took 1894.1123s]
-04/12/23 03:50:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1925.4244s]
-----------------------------------------------------------------------------------------------------
-04/12/23 03:59:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 03:59:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 03:59:35| INFO ref finished [took 28.6803s]
-04/12/23 03:59:36| DEBUG batch_size = 11
-04/12/23 04:01:29| DEBUG [iter 0] best score = 0.01076229 [took 113.153s]
-04/12/23 04:03:02| DEBUG [iter 1] best score = 0.01134210 [took 92.587s]
-04/12/23 04:04:40| DEBUG [iter 2] best score = 0.01198470 [took 98.129s]
-04/12/23 04:06:29| DEBUG [iter 3] best score = 0.01153586 [took 108.873s]
-04/12/23 04:08:18| DEBUG [iter 4] best score = 0.00906249 [took 109.378s]
-04/12/23 04:10:05| DEBUG [iter 5] best score = 0.01148134 [took 107.355s]
-04/12/23 04:11:22| DEBUG [iter 6] best score = 0.00985135 [took 76.762s]
-04/12/23 04:12:53| DEBUG [iter 7] best score = 0.01071009 [took 90.847s]
-04/12/23 04:14:57| DEBUG [iter 8] best score = 0.00920549 [took 124.632s]
-04/12/23 04:14:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00906) [took 921.8315s]
-04/12/23 04:20:30| INFO mul_kde_gs finished [took 1254.1793s]
-04/12/23 04:20:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1285.6674s]
-----------------------------------------------------------------------------------------------------
-04/12/23 11:14:45| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 11:14:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 11:15:20| INFO ref finished [took 29.1956s]
-04/12/23 11:44:39| DEBUG [step 0.03703703703703703] best score = 0.01172352 [took 1758.342s]
-04/12/23 12:02:17| DEBUG [step 0.1111111111111111] best score = 0.00887864 [took 1057.856s]
-04/12/23 12:09:37| DEBUG [step 0.3333333333333333] best score = 0.00879205 [took 440.370s]
-04/12/23 12:13:17| DEBUG [step 1.0] best score = 0.00855067 [took 219.282s]
-04/12/23 12:13:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.00855) [took 3475.9649s]
-04/12/23 12:21:49| INFO mul_kde_gs finished [took 3988.7107s]
-04/12/23 12:21:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4020.6990s]
-----------------------------------------------------------------------------------------------------
-04/12/23 12:28:46| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 12:28:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 12:29:20| INFO ref finished [took 28.5183s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:11:56| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:11:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:12:30| INFO ref finished [took 29.0423s]
-04/12/23 13:12:31| DEBUG batch_size = 11
-04/12/23 13:12:32| WARNING Method bin_kde_gs failed. Exception: sklearn.base.BaseEstimator.set_params() argument after ** must be a mapping, not str
-04/12/23 13:12:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 33.2553s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:17:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:17:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:18:08| INFO ref finished [took 29.1127s]
-04/12/23 13:18:09| DEBUG batch_size = 11
-04/12/23 13:18:10| WARNING Method bin_kde_gs failed. Exception: sklearn.base.BaseEstimator.set_params() argument after ** must be a mapping, not str
-04/12/23 13:18:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 33.1964s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:18:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:18:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:19:10| INFO ref finished [took 28.4630s]
-04/12/23 13:19:11| DEBUG batch_size = 11
-04/12/23 13:19:49| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index
-04/12/23 13:19:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 68.7640s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:23:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:23:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:23:40| INFO ref finished [took 29.1152s]
-04/12/23 13:23:41| DEBUG batch_size = 11
-04/12/23 13:24:18| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.218s]
-04/12/23 13:24:42| DEBUG [iter=1,size=11] best score = 0.04728818; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.390s]
-04/12/23 13:25:06| DEBUG [iter=2,size=11] best score = 0.05889500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 23.917s]
-04/12/23 13:25:29| DEBUG [iter=3,size=11] best score = 0.05736500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 23.413s]
-04/12/23 13:25:53| DEBUG [iter=4,size=11] best score = 0.05677500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 23.363s]
-04/12/23 13:26:16| DEBUG [iter=5,size=11] best score = 0.02947433; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.246s]
-04/12/23 13:26:36| DEBUG [iter=6,size=11] best score = 0.01552989; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 19.853s]
-04/12/23 13:26:58| DEBUG [iter=7,size=11] best score = 0.03440108; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 22.721s]
-04/12/23 13:27:21| DEBUG [iter=8,size=11] best score = 0.04907742; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 22.678s]
-04/12/23 13:27:44| DEBUG [iter=9,size=11] best score = 0.05390910; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} [took 22.810s]
-04/12/23 13:28:07| DEBUG [iter=10,size=11] best score = 0.05613112; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 22.736s]
-04/12/23 13:28:31| DEBUG [iter=11,size=11] best score = 0.01468631; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 24.249s]
-04/12/23 13:28:56| DEBUG [iter=12,size=11] best score = 0.04529725; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.929s]
-04/12/23 13:29:20| DEBUG [iter=13,size=11] best score = 0.05579906; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 23.910s]
-04/12/23 13:29:45| DEBUG [iter=14,size=11] best score = 0.06002000; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 25.215s]
-04/12/23 13:30:09| DEBUG [iter=15,size=11] best score = 0.01306119; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 24.305s]
-04/12/23 13:30:32| DEBUG [iter=16,size=11] best score = 0.01158551; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.010s]
-04/12/23 13:30:57| DEBUG [iter=17,size=11] best score = 0.01082179; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.966s]
-04/12/23 13:31:22| DEBUG [iter=18,size=11] best score = 0.01408230; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 24.710s]
-04/12/23 13:31:46| DEBUG [iter=19,size=11] best score = 0.02476863; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} [took 23.819s]
-04/12/23 13:32:10| DEBUG [iter=20,size=11] best score = 0.01255207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.902s]
-04/12/23 13:32:36| DEBUG [iter=21,size=11] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.322s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:34:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:35:12| INFO ref finished [took 29.4386s]
-04/12/23 13:35:13| DEBUG batch_size = 11
-04/12/23 13:35:13| DEBUG 129
-04/12/23 13:35:51| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.921s]
-04/12/23 13:35:51| DEBUG 128
-04/12/23 13:36:14| DEBUG [iter=1,size=11] best score = 0.04728818; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.114s]
-04/12/23 13:36:14| DEBUG 127
-04/12/23 13:36:37| DEBUG [iter=2,size=11] best score = 0.05889500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 23.526s]
-04/12/23 13:36:37| DEBUG 126
-----------------------------------------------------------------------------------------------------
-04/12/23 13:38:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:39:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:39:31| INFO ref finished [took 28.2421s]
-04/12/23 13:39:32| DEBUG batch_size = 11
-04/12/23 13:39:32| DEBUG 129
-04/12/23 13:40:10| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.580s]
-04/12/23 13:40:10| DEBUG _min_pd_len=11
-04/12/23 13:40:10| DEBUG 118
-04/12/23 13:40:53| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 43.268s]
-04/12/23 13:40:53| DEBUG _min_pd_len=6
-04/12/23 13:40:53| DEBUG 112
-04/12/23 13:41:24| DEBUG [iter=2,size=6] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 30.503s]
-04/12/23 13:41:24| DEBUG _min_pd_len=8
-04/12/23 13:41:24| DEBUG 104
-04/12/23 13:41:56| DEBUG [iter=3,size=8] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 32.058s]
-04/12/23 13:41:56| DEBUG _min_pd_len=5
-04/12/23 13:41:56| DEBUG 99
-04/12/23 13:42:26| DEBUG [iter=4,size=5] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 30.300s]
-04/12/23 13:42:26| DEBUG _min_pd_len=9
-04/12/23 13:42:26| DEBUG 90
-04/12/23 13:43:02| DEBUG [iter=5,size=9] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.843s]
-04/12/23 13:43:02| DEBUG _min_pd_len=8
-04/12/23 13:43:02| DEBUG 82
-04/12/23 13:43:34| DEBUG [iter=6,size=8] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.748s]
-04/12/23 13:43:34| DEBUG _min_pd_len=3
-04/12/23 13:43:34| DEBUG 79
-04/12/23 13:43:51| DEBUG [iter=7,size=3] best score = 0.01746385; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 17.526s]
-04/12/23 13:43:51| DEBUG _min_pd_len=7
-04/12/23 13:43:51| DEBUG 72
-04/12/23 13:44:17| DEBUG [iter=8,size=7] best score = 0.01099906; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 26.025s]
-04/12/23 13:44:17| DEBUG _min_pd_len=7
-04/12/23 13:44:17| DEBUG 65
-04/12/23 13:44:42| DEBUG [iter=9,size=7] best score = 0.00962669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.939s]
-04/12/23 13:44:42| DEBUG _min_pd_len=4
-04/12/23 13:44:42| DEBUG 61
-04/12/23 13:45:03| DEBUG [iter=10,size=4] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 20.425s]
-04/12/23 13:45:03| DEBUG _min_pd_len=7
-04/12/23 13:45:03| DEBUG 54
-04/12/23 13:45:31| DEBUG [iter=11,size=7] best score = 0.01221735; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} [took 28.334s]
-04/12/23 13:45:31| DEBUG _min_pd_len=5
-04/12/23 13:45:31| DEBUG 49
-04/12/23 13:45:56| DEBUG [iter=12,size=5] best score = 0.01305249; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} [took 24.914s]
-04/12/23 13:45:56| DEBUG _min_pd_len=3
-04/12/23 13:45:56| DEBUG 46
-04/12/23 13:46:14| DEBUG [iter=13,size=3] best score = 0.01852107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 18.216s]
-04/12/23 13:46:14| DEBUG _min_pd_len=4
-04/12/23 13:46:14| DEBUG 42
-----------------------------------------------------------------------------------------------------
-04/12/23 13:46:18| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:46:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:46:53| INFO ref finished [took 29.1766s]
-04/12/23 13:46:54| DEBUG batch_size = 11
-04/12/23 13:46:54| DEBUG 129
-04/12/23 13:47:31| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.322s]
-04/12/23 13:47:31| DEBUG _min_pd_len=11
-04/12/23 13:47:31| DEBUG 118
-04/12/23 13:48:15| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 43.482s]
-04/12/23 13:48:15| DEBUG _min_pd_len=6
-04/12/23 13:48:15| DEBUG 107
-04/12/23 13:49:00| DEBUG [iter=2,size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 44.788s]
-04/12/23 13:49:00| DEBUG _min_pd_len=7
-04/12/23 13:49:00| DEBUG 96
-04/12/23 13:49:38| DEBUG [iter=3,size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.653s]
-04/12/23 13:49:38| DEBUG _min_pd_len=4
-04/12/23 13:49:38| DEBUG 85
-04/12/23 13:50:18| DEBUG [iter=4,size=11] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 39.443s]
-04/12/23 13:50:18| DEBUG _min_pd_len=7
-04/12/23 13:50:18| DEBUG 74
-----------------------------------------------------------------------------------------------------
-04/12/23 13:50:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:50:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:51:12| INFO ref finished [took 29.4522s]
-04/12/23 13:51:13| DEBUG batch_size = 11
-04/12/23 13:51:13| DEBUG 129
-04/12/23 13:51:50| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.937s]
-04/12/23 13:51:50| DEBUG _min_pd_len=53
-04/12/23 13:51:50| DEBUG 76
-04/12/23 13:54:34| DEBUG [iter=1,size=53] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.722s]
-04/12/23 13:54:34| DEBUG _min_pd_len=33
-04/12/23 13:54:34| DEBUG 43
-04/12/23 13:56:08| DEBUG [iter=2,size=33] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 94.488s]
-04/12/23 13:56:08| DEBUG _min_pd_len=9
-04/12/23 13:56:08| DEBUG 32
-04/12/23 13:56:43| DEBUG [iter=3,size=11] best score = 0.01310565; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 34.340s]
-04/12/23 13:56:43| DEBUG _min_pd_len=20
-04/12/23 13:56:43| DEBUG 12
-04/12/23 13:57:47| DEBUG [iter=4,size=20] best score = 0.01535565; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 64.602s]
-04/12/23 13:57:47| DEBUG _min_pd_len=0
-04/12/23 13:57:47| DEBUG 1
-04/12/23 13:58:23| DEBUG [iter=5,size=11] best score = 0.02438625; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 35.907s]
-04/12/23 13:58:23| DEBUG _min_pd_len=1
-04/12/23 13:58:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 430.1089s]
-----------------------------------------------------------------------------------------------------
-04/12/23 13:59:24| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 13:59:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 13:59:59| INFO ref finished [took 29.4114s]
-04/12/23 14:00:00| DEBUG batch_size = 11
-04/12/23 14:00:00| DEBUG 549
-04/12/23 14:00:47| DEBUG [iter=0,size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 47.409s]
-04/12/23 14:00:47| DEBUG _min_pd_len=27
-04/12/23 14:00:47| DEBUG 522
-04/12/23 14:02:39| DEBUG [iter=1,size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 112.074s]
-04/12/23 14:02:39| DEBUG _min_pd_len=21
-04/12/23 14:02:39| DEBUG 501
-04/12/23 14:04:09| DEBUG [iter=2,size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 89.369s]
-04/12/23 14:04:09| DEBUG _min_pd_len=7
-04/12/23 14:04:09| DEBUG 490
-04/12/23 14:04:47| DEBUG [iter=3,size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 38.552s]
-04/12/23 14:04:47| DEBUG _min_pd_len=22
-04/12/23 14:04:47| DEBUG 468
-04/12/23 14:06:19| DEBUG [iter=4,size=22] best score = 0.00963704; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 91.372s]
-04/12/23 14:06:19| DEBUG _min_pd_len=20
-04/12/23 14:06:19| DEBUG 448
-04/12/23 14:07:21| DEBUG [iter=5,size=20] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 62.708s]
-04/12/23 14:07:21| DEBUG _min_pd_len=7
-04/12/23 14:07:21| DEBUG 437
-04/12/23 14:07:56| DEBUG [iter=6,size=11] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 35.034s]
-04/12/23 14:07:56| DEBUG _min_pd_len=22
-04/12/23 14:07:56| DEBUG 415
-04/12/23 14:08:58| DEBUG [iter=7,size=22] best score = 0.00969641; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 61.995s]
-04/12/23 14:08:58| DEBUG _min_pd_len=5
-04/12/23 14:08:58| DEBUG 404
-04/12/23 14:09:31| DEBUG [iter=8,size=11] best score = 0.00985754; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 32.852s]
-04/12/23 14:09:31| DEBUG _min_pd_len=17
-04/12/23 14:09:31| DEBUG 387
-04/12/23 14:10:18| DEBUG [iter=9,size=17] best score = 0.00984265; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 47.201s]
-04/12/23 14:10:18| DEBUG _min_pd_len=5
-04/12/23 14:10:18| DEBUG 376
-04/12/23 14:10:48| DEBUG [iter=10,size=11] best score = 0.00997422; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 29.291s]
-04/12/23 14:10:48| DEBUG _min_pd_len=22
-04/12/23 14:10:48| DEBUG 354
-04/12/23 14:11:44| DEBUG [iter=11,size=22] best score = 0.01020734; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 56.648s]
-04/12/23 14:11:44| DEBUG _min_pd_len=23
-04/12/23 14:11:44| DEBUG 331
-04/12/23 14:12:46| DEBUG [iter=12,size=23] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 61.766s]
-04/12/23 14:12:46| DEBUG _min_pd_len=7
-04/12/23 14:12:46| DEBUG 320
-04/12/23 14:13:22| DEBUG [iter=13,size=11] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.848s]
-04/12/23 14:13:22| DEBUG _min_pd_len=19
-04/12/23 14:13:22| DEBUG 301
-04/12/23 14:15:01| DEBUG [iter=14,size=19] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 99.184s]
-04/12/23 14:15:01| DEBUG _min_pd_len=19
-04/12/23 14:15:01| DEBUG 282
-04/12/23 14:16:30| DEBUG [iter=15,size=19] best score = 0.01582141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 88.749s]
-04/12/23 14:16:30| DEBUG _min_pd_len=11
-04/12/23 14:16:30| DEBUG 271
-04/12/23 14:17:03| DEBUG [iter=16,size=11] best score = 0.01446370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 33.074s]
-04/12/23 14:17:03| DEBUG _min_pd_len=5
-04/12/23 14:17:03| DEBUG 260
-04/12/23 14:17:43| DEBUG [iter=17,size=11] best score = 0.01307169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.201s]
-04/12/23 14:17:43| DEBUG _min_pd_len=15
-04/12/23 14:17:43| DEBUG 245
-04/12/23 14:18:55| DEBUG [iter=18,size=15] best score = 0.01154013; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 71.881s]
-04/12/23 14:18:55| DEBUG _min_pd_len=4
-04/12/23 14:18:55| DEBUG 234
-04/12/23 14:19:33| DEBUG [iter=19,size=11] best score = 0.01053118; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 37.544s]
-04/12/23 14:19:33| DEBUG _min_pd_len=18
-04/12/23 14:19:33| DEBUG 216
-04/12/23 14:20:44| DEBUG [iter=20,size=18] best score = 0.01396782; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 71.151s]
-04/12/23 14:20:44| DEBUG _min_pd_len=2
-04/12/23 14:20:44| DEBUG 205
-04/12/23 14:21:18| DEBUG [iter=21,size=11] best score = 0.02363495; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 34.746s]
-04/12/23 14:21:18| DEBUG _min_pd_len=15
-04/12/23 14:21:18| DEBUG 190
-04/12/23 14:22:37| DEBUG [iter=22,size=15] best score = 0.01732266; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 78.653s]
-04/12/23 14:22:37| DEBUG _min_pd_len=19
-04/12/23 14:22:37| DEBUG 171
-04/12/23 14:24:00| DEBUG [iter=23,size=19] best score = 0.01155584; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 83.096s]
-04/12/23 14:24:00| DEBUG _min_pd_len=12
-04/12/23 14:24:00| DEBUG 159
-04/12/23 14:24:42| DEBUG [iter=24,size=12] best score = 0.01130407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 41.316s]
-04/12/23 14:24:42| DEBUG _min_pd_len=3
-04/12/23 14:24:42| DEBUG 148
-04/12/23 14:25:10| DEBUG [iter=25,size=11] best score = 0.01133298; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 28.239s]
-04/12/23 14:25:10| DEBUG _min_pd_len=13
-04/12/23 14:25:10| DEBUG 135
-04/12/23 14:25:47| DEBUG [iter=26,size=13] best score = 0.01051948; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.970s]
-04/12/23 14:25:47| DEBUG _min_pd_len=3
-04/12/23 14:25:47| DEBUG 124
-04/12/23 14:26:20| DEBUG [iter=27,size=11] best score = 0.01210373; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 33.248s]
-04/12/23 14:26:20| DEBUG _min_pd_len=7
-04/12/23 14:26:20| DEBUG 113
-04/12/23 14:26:43| DEBUG [iter=28,size=11] best score = 0.04649167; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 22.839s]
-04/12/23 14:26:43| DEBUG _min_pd_len=2
-04/12/23 14:26:43| DEBUG 102
-04/12/23 14:27:12| DEBUG [iter=29,size=11] best score = 0.01982030; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 29.333s]
-04/12/23 14:27:12| DEBUG _min_pd_len=10
-04/12/23 14:27:12| DEBUG 91
-04/12/23 14:28:09| DEBUG [iter=30,size=11] best score = 0.01936862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 56.443s]
-04/12/23 14:28:09| DEBUG _min_pd_len=13
-04/12/23 14:28:09| DEBUG 78
-04/12/23 14:29:20| DEBUG [iter=31,size=13] best score = 0.01823377; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 71.363s]
-04/12/23 14:29:20| DEBUG _min_pd_len=0
-04/12/23 14:29:20| DEBUG 67
-04/12/23 14:29:49| DEBUG [iter=32,size=11] best score = 0.02120722; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 29.492s]
-04/12/23 14:29:49| DEBUG _min_pd_len=0
-04/12/23 14:29:49| DEBUG 56
-04/12/23 14:30:13| DEBUG [iter=33,size=11] best score = 0.05961249; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 23.722s]
-04/12/23 14:30:13| DEBUG _min_pd_len=2
-04/12/23 14:30:13| DEBUG 45
-04/12/23 14:30:45| DEBUG [iter=34,size=11] best score = 0.02534662; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 31.490s]
-04/12/23 14:30:45| DEBUG _min_pd_len=9
-04/12/23 14:30:45| DEBUG 34
-04/12/23 14:32:23| DEBUG [iter=35,size=11] best score = 0.02601183; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 97.832s]
-04/12/23 14:32:23| DEBUG _min_pd_len=1
-04/12/23 14:32:23| DEBUG 23
-----------------------------------------------------------------------------------------------------
-04/12/23 14:59:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 14:59:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 14:59:35| INFO ref finished [took 28.8714s]
-04/12/23 15:23:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1431.2353s]
-04/12/23 15:28:10| INFO bin_kde_gs finished [took 1713.5652s]
-04/12/23 15:28:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1745.2846s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:05:05| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:05:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-04/12/23 16:05:27| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:05:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:06:05| INFO ref finished [took 32.7335s]
-04/12/23 16:06:06| DEBUG batch_size = 11
-04/12/23 16:06:06| DEBUG len(_hyper_remaining)=24
-04/12/23 16:06:47| DEBUG [iter=0,size=11] best score = 0.01075536; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.021s]
-04/12/23 16:06:47| DEBUG _min_pd_len=4
-04/12/23 16:06:47| DEBUG len(_hyper_remaining)=13
-04/12/23 16:07:30| DEBUG [iter=1,size=11] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.311s]
-04/12/23 16:07:30| DEBUG _min_pd_len=2
-04/12/23 16:07:30| DEBUG len(_hyper_remaining)=2
-04/12/23 16:08:02| DEBUG [iter=2,size=11] best score = 0.02594594; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 31.534s]
-04/12/23 16:08:02| DEBUG _min_pd_len=0
-04/12/23 16:08:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01076) [took 115.9826s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:09:23| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:09:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:10:02| INFO ref finished [took 33.7756s]
-04/12/23 16:10:03| DEBUG batch_size = 11
-04/12/23 16:10:03| DEBUG len(_hyper_remaining)=129
-04/12/23 16:10:40| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.636s]
-04/12/23 16:10:40| DEBUG _min_pd_len=11
-04/12/23 16:10:40| DEBUG len(_hyper_remaining)=118
-04/12/23 16:11:24| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 44.356s]
-04/12/23 16:11:24| DEBUG _min_pd_len=6
-04/12/23 16:11:24| DEBUG len(_hyper_remaining)=107
-04/12/23 16:12:07| DEBUG [iter=2,size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.306s]
-04/12/23 16:12:07| DEBUG _min_pd_len=7
-04/12/23 16:12:07| DEBUG len(_hyper_remaining)=96
-04/12/23 16:12:46| DEBUG [iter=3,size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.251s]
-04/12/23 16:12:46| DEBUG _min_pd_len=4
-04/12/23 16:12:46| DEBUG len(_hyper_remaining)=85
-04/12/23 16:13:25| DEBUG [iter=4,size=11] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 39.047s]
-04/12/23 16:13:25| DEBUG _min_pd_len=7
-04/12/23 16:13:25| DEBUG len(_hyper_remaining)=74
-04/12/23 16:13:57| DEBUG [iter=5,size=11] best score = 0.00962669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 32.291s]
-04/12/23 16:13:57| DEBUG _min_pd_len=6
-04/12/23 16:13:57| DEBUG len(_hyper_remaining)=63
-04/12/23 16:14:30| DEBUG [iter=6,size=11] best score = 0.01082179; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 33.320s]
-04/12/23 16:14:30| DEBUG _min_pd_len=0
-04/12/23 16:14:30| DEBUG len(_hyper_remaining)=52
-04/12/23 16:15:00| DEBUG [iter=7,size=11] best score = 0.01230988; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 29.614s]
-04/12/23 16:15:00| DEBUG _min_pd_len=0
-04/12/23 16:15:00| DEBUG len(_hyper_remaining)=41
-04/12/23 16:15:36| DEBUG [iter=8,size=11] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.181s]
-04/12/23 16:15:36| DEBUG _min_pd_len=2
-04/12/23 16:15:36| DEBUG len(_hyper_remaining)=30
-04/12/23 16:16:23| DEBUG [iter=9,size=11] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.686s]
-04/12/23 16:16:23| DEBUG _min_pd_len=1
-04/12/23 16:16:23| DEBUG len(_hyper_remaining)=19
-04/12/23 16:17:03| DEBUG [iter=10,size=11] best score = 0.02338209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 40.663s]
-04/12/23 16:17:03| DEBUG _min_pd_len=6
-04/12/23 16:17:03| DEBUG len(_hyper_remaining)=8
-04/12/23 16:17:46| DEBUG [iter=11,size=11] best score = 0.01627881; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 42.841s]
-04/12/23 16:17:46| DEBUG _min_pd_len=0
-04/12/23 16:17:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 463.3099s]
-04/12/23 16:22:18| INFO bin_kde_gs finished [took 734.9857s]
-04/12/23 16:22:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 771.2762s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:24:35| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:24:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:25:09| INFO ref finished [took 28.2222s]
-04/12/23 16:25:10| DEBUG len(_hyper_remaining)=129
-----------------------------------------------------------------------------------------------------
-04/12/23 16:25:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:25:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:26:18| INFO ref finished [took 29.6509s]
-04/12/23 16:26:19| DEBUG len(_hyper_remaining)=24
-04/12/23 16:27:04| DEBUG [size=11] best score = 0.01075536; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 45.385s]
-04/12/23 16:27:04| DEBUG _min_pd_len=4
-04/12/23 16:27:04| DEBUG len(_hyper_remaining)=13
-04/12/23 16:27:50| DEBUG [size=11] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.433s]
-04/12/23 16:27:50| DEBUG _min_pd_len=2
-04/12/23 16:27:50| DEBUG len(_hyper_remaining)=2
-04/12/23 16:28:24| DEBUG [size=11] best score = 0.02594594; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 33.360s]
-04/12/23 16:28:24| DEBUG _min_pd_len=0
-04/12/23 16:28:24| DEBUG len(_hyper_remaining)=0
-04/12/23 16:28:43| DEBUG [size=2] best score = 0.02426218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 18.972s]
-04/12/23 16:28:43| DEBUG _min_pd_len=0
-04/12/23 16:28:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01076) [took 144.2576s]
-04/12/23 16:33:53| INFO bin_kde_gs finished [took 454.2733s]
-04/12/23 16:33:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 486.6731s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:34:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:34:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:34:42| INFO ref finished [took 29.7996s]
-04/12/23 16:35:34| DEBUG [size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 51.253s]
-04/12/23 16:37:42| DEBUG [size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 127.987s]
-04/12/23 16:39:24| DEBUG [size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 101.698s]
-04/12/23 16:40:06| DEBUG [size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 42.150s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:42:07| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:42:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:42:42| INFO ref finished [took 29.6268s]
-04/12/23 16:43:25| DEBUG [size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.238s]
-04/12/23 16:44:13| DEBUG [size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.965s]
-04/12/23 16:45:01| DEBUG [size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.080s]
-04/12/23 16:45:43| DEBUG [size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.956s]
-04/12/23 16:45:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 179.3460s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:46:26| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:46:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:47:02| INFO ref finished [took 30.3732s]
-04/12/23 16:47:55| DEBUG [size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 51.688s]
-04/12/23 16:50:04| DEBUG [size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 129.776s]
-04/12/23 16:51:47| DEBUG [size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 102.130s]
-04/12/23 16:52:29| DEBUG [size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 42.833s]
-04/12/23 16:52:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 326.5350s]
-----------------------------------------------------------------------------------------------------
-04/12/23 16:53:28| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 16:53:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 16:54:04| INFO ref finished [took 29.7904s]
-04/12/23 16:56:07| DEBUG [size=11] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 121.793s]
-04/12/23 16:59:12| DEBUG [size=26] best score = 0.00924771; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 184.726s]
-04/12/23 17:02:37| DEBUG [size=26] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 204.889s]
-04/12/23 17:06:58| DEBUG [size=20] best score = 0.00805111; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 261.259s]
-04/12/23 17:08:32| DEBUG [size=11] best score = 0.00905197; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 94.310s]
-04/12/23 17:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00805) [took 867.0839s]
-04/12/23 17:14:35| INFO mul_kde_gs finished [took 1229.2690s]
-04/12/23 17:14:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1262.4235s]
-----------------------------------------------------------------------------------------------------
-04/12/23 19:10:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 19:10:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 19:11:05| INFO ref finished [took 29.5641s]
-04/12/23 19:14:33| DEBUG [size=22] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 207.207s]
-04/12/23 19:17:29| DEBUG [size=26] best score = 0.00924771; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 175.591s]
-04/12/23 19:20:52| DEBUG [size=26] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 203.265s]
-04/12/23 19:25:30| DEBUG [size=22] best score = 0.00805111; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 277.470s]
-04/12/23 19:28:46| DEBUG [size=22] best score = 0.00905197; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 196.481s]
-04/12/23 19:28:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00805) [took 1060.1211s]
-04/12/23 19:34:56| INFO mul_kde_gs finished [took 1429.9534s]
-04/12/23 19:34:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1462.4419s]
-----------------------------------------------------------------------------------------------------
-04/12/23 20:04:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 20:05:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 20:05:33| INFO ref finished [took 29.6333s]
-04/12/23 20:07:40| DEBUG [size=11] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 125.855s]
-04/12/23 20:29:29| DEBUG [size=191] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1308.849s]
-----------------------------------------------------------------------------------------------------
-04/12/23 20:49:59| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 20:50:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 20:50:36| INFO ref finished [took 30.1334s]
-04/12/23 20:52:13| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.244s]
-04/12/23 20:54:40| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.663s]
-04/12/23 20:58:04| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 203.931s]
-04/12/23 20:59:13| DEBUG [size=11] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.051s]
-04/12/23 21:02:14| DEBUG [size=18] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 181.699s]
-04/12/23 21:02:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 697.6941s]
-----------------------------------------------------------------------------------------------------
-04/12/23 21:02:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 21:02:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 21:03:14| INFO ref finished [took 29.3140s]
-----------------------------------------------------------------------------------------------------
-04/12/23 22:36:53| INFO dataset imdb_1prevs [pool size: 10]
-04/12/23 22:37:00| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/12/23 22:37:10| INFO ref finished [took 8.5163s]
-04/12/23 22:38:43| DEBUG [size=11] best score = 0.02170395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 90.846s]
-04/12/23 22:42:12| DEBUG [size=27] best score = 0.01524518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.068s]
-04/12/23 22:45:19| DEBUG [size=21] best score = 0.01507978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 186.754s]
-04/12/23 22:48:27| DEBUG [size=24] best score = 0.01557248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 188.755s]
-04/12/23 22:48:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 675.5291s]
-----------------------------------------------------------------------------------------------------
-04/12/23 22:49:10| INFO dataset imdb_1prevs [pool size: 10]
-04/12/23 22:49:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/12/23 22:49:28| INFO ref finished [took 9.0866s]
-04/12/23 23:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 781.9100s]
-----------------------------------------------------------------------------------------------------
-04/12/23 23:04:44| INFO dataset imdb_1prevs [pool size: 10]
-04/12/23 23:04:51| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/12/23 23:05:02| INFO ref finished [took 8.9531s]
-04/12/23 23:20:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 930.3856s]
-04/12/23 23:26:04| INFO mul_kde_gs finished [took 1260.3849s]
-04/12/23 23:26:04| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1272.8386s]
-----------------------------------------------------------------------------------------------------
-04/12/23 23:47:29| INFO dataset imdb_1prevs [pool size: 10]
-04/12/23 23:47:36| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/12/23 23:47:47| INFO ref finished [took 8.6752s]
-04/12/23 23:49:39| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 110.470s]
-04/12/23 23:52:47| DEBUG [size=26] best score = 0.01465952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 188.587s]
-04/12/23 23:56:38| DEBUG [size=21] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 230.546s]
-04/12/23 23:58:13| DEBUG [size=11] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 95.348s]
-04/12/23 23:58:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 625.0578s]
-05/12/23 00:03:22| INFO mul_kde_gs finished [took 933.1236s]
-05/12/23 00:03:22| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 945.3589s]
-----------------------------------------------------------------------------------------------------
-05/12/23 00:04:29| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 00:04:35| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 00:04:46| INFO ref finished [took 8.7604s]
-05/12/23 00:09:03| DEBUG [size=33] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 255.755s]
-05/12/23 00:12:42| DEBUG [size=25] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.245s]
-05/12/23 00:17:16| DEBUG [size=26] best score = 0.01411134; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 274.687s]
-05/12/23 00:18:50| DEBUG [size=11] best score = 0.01433959; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 94.267s]
-05/12/23 00:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 843.0596s]
-05/12/23 00:23:57| INFO mul_kde_gs finished [took 1149.3991s]
-05/12/23 00:23:57| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1161.6634s]
-----------------------------------------------------------------------------------------------------
-05/12/23 00:35:15| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 00:35:21| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 00:35:33| INFO ref finished [took 9.2495s]
-05/12/23 00:37:28| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.211s]
-----------------------------------------------------------------------------------------------------
-05/12/23 00:56:08| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 00:56:15| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 00:56:26| INFO ref finished [took 9.0349s]
-05/12/23 00:58:19| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 111.199s]
-----------------------------------------------------------------------------------------------------
-05/12/23 01:08:17| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 01:08:24| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 01:08:35| INFO ref finished [took 8.8962s]
-05/12/23 01:10:28| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 112.209s]
-----------------------------------------------------------------------------------------------------
-05/12/23 01:13:23| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 01:13:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 01:13:40| INFO ref finished [took 8.9219s]
-05/12/23 01:15:35| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.169s]
-05/12/23 01:15:35| DEBUG _max_pd_len=110
-05/12/23 01:15:35| DEBUG _max_pd_len=26
-05/12/23 01:15:35| DEBUG _new_hyper_len=52
-05/12/23 01:15:35| DEBUG len(_new_hyper_idx)=52
-05/12/23 01:21:53| DEBUG [size=52] best score = 0.01465952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 377.236s]
-05/12/23 01:21:53| DEBUG _max_pd_len=84
-05/12/23 01:21:53| DEBUG _max_pd_len=21
-05/12/23 01:21:53| DEBUG _new_hyper_len=42
-05/12/23 01:21:53| DEBUG len(_new_hyper_idx)=42
-05/12/23 01:28:05| DEBUG [size=42] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 372.700s]
-05/12/23 01:28:05| DEBUG _max_pd_len=65
-05/12/23 01:28:05| DEBUG _max_pd_len=7
-05/12/23 01:28:05| DEBUG _new_hyper_len=14
-05/12/23 01:28:05| DEBUG len(_new_hyper_idx)=14
-05/12/23 01:30:07| DEBUG [size=14] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 121.771s]
-05/12/23 01:30:07| DEBUG _max_pd_len=110
-05/12/23 01:30:07| DEBUG _max_pd_len=25
-05/12/23 01:30:07| DEBUG _new_hyper_len=50
-05/12/23 01:30:07| DEBUG len(_new_hyper_idx)=50
-05/12/23 01:36:16| DEBUG [size=50] best score = 0.01423332; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 369.199s]
-05/12/23 01:36:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 1354.1983s]
-05/12/23 01:41:26| INFO mul_kde_gs finished [took 1664.2248s]
-05/12/23 01:41:26| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1676.9504s]
-----------------------------------------------------------------------------------------------------
-05/12/23 01:45:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 01:45:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 01:46:08| INFO ref finished [took 29.7523s]
-05/12/23 01:47:47| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.575s]
-05/12/23 01:50:15| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 148.276s]
-05/12/23 01:53:34| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 199.290s]
-05/12/23 01:54:24| DEBUG [size=7] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 49.186s]
-05/12/23 01:57:36| DEBUG [size=19] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 192.093s]
-05/12/23 01:58:23| DEBUG [size=6] best score = 0.01259404; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 47.156s]
-05/12/23 01:58:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 733.6881s]
-05/12/23 02:03:52| INFO m3w_kde_gs finished [took 1062.7084s]
-05/12/23 02:03:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1095.7702s]
-----------------------------------------------------------------------------------------------------
-05/12/23 02:12:14| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 02:12:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 02:12:49| INFO ref finished [took 29.5758s]
-05/12/23 02:14:27| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.355s]
-05/12/23 02:16:54| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.306s]
-05/12/23 02:20:11| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 196.656s]
-05/12/23 02:21:17| DEBUG [size=11] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 66.130s]
-05/12/23 02:24:21| DEBUG [size=18] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 183.756s]
-05/12/23 02:25:43| DEBUG [size=11] best score = 0.01127876; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 81.771s]
-05/12/23 02:25:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 772.0939s]
-05/12/23 02:31:10| INFO m3w_kde_gs finished [took 1099.3679s]
-05/12/23 02:31:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1132.0136s]
-----------------------------------------------------------------------------------------------------
-05/12/23 02:31:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 02:31:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 02:31:52| INFO ref finished [took 28.9624s]
-05/12/23 02:33:22| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 89.305s]
-05/12/23 02:48:29| DEBUG [size=191] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 907.160s]
-05/12/23 02:53:48| DEBUG [size=48] best score = 0.01019966; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 318.945s]
-05/12/23 02:53:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 1315.5163s]
-05/12/23 02:59:06| INFO m3w_kde_gs finished [took 1633.6578s]
-05/12/23 02:59:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1665.6408s]
-----------------------------------------------------------------------------------------------------
-05/12/23 12:53:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 12:53:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 12:53:41| INFO ref finished [took 29.4890s]
-----------------------------------------------------------------------------------------------------
-05/12/23 12:54:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 12:54:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 12:54:51| INFO ref finished [took 30.1333s]
-05/12/23 12:56:30| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.438s]
-05/12/23 12:56:30| WARNING Method m3w_kde_gs failed. Exception: '<' not supported between instances of 'dict' and 'dict'
-05/12/23 12:56:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.7498s]
-----------------------------------------------------------------------------------------------------
-05/12/23 12:58:08| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 12:58:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 12:58:43| INFO ref finished [took 29.1355s]
-05/12/23 13:00:22| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 98.304s]
-05/12/23 13:06:19| DEBUG [size=61] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 356.910s]
-05/12/23 13:14:06| DEBUG [size=66] best score = 0.00940621; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 466.788s]
-05/12/23 13:19:30| DEBUG [size=45] best score = 0.01029764; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 323.882s]
-05/12/23 13:19:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00941) [took 1246.0035s]
-05/12/23 13:24:56| INFO m3w_kde_gs finished [took 1572.6046s]
-05/12/23 13:24:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1604.8060s]
-----------------------------------------------------------------------------------------------------
-05/12/23 13:25:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 13:25:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 13:26:05| INFO ref finished [took 29.6892s]
-05/12/23 13:27:44| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.908s]
-05/12/23 13:30:55| DEBUG [size=34] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 191.114s]
-05/12/23 13:36:33| DEBUG [size=40] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 337.309s]
-05/12/23 13:37:59| DEBUG [size=12] best score = 0.00979333; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 86.122s]
-05/12/23 13:43:28| DEBUG [size=41] best score = 0.00943624; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 329.177s]
-05/12/23 13:44:58| DEBUG [size=14] best score = 0.01029764; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 89.662s]
-05/12/23 13:44:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00944) [took 1131.4191s]
-05/12/23 13:50:40| INFO m3w_kde_gs finished [took 1473.8428s]
-05/12/23 13:50:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1506.5813s]
-----------------------------------------------------------------------------------------------------
-05/12/23 20:31:37| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 20:31:43| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 20:31:54| INFO ref finished [took 8.9517s]
-05/12/23 20:32:46| DEBUG [size=11,place=1] best score = 0.01505371; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.791s]
-05/12/23 20:32:46| DEBUG [size=11,place=2] best score = 0.01517113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.792s]
-05/12/23 20:35:56| DEBUG [size=53,place=1] best score = 0.01456629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 190.304s]
-05/12/23 20:35:56| DEBUG [size=53,place=2] best score = 0.01459773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 190.304s]
-05/12/23 20:37:18| DEBUG [size=26,place=1] best score = 0.01448093; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.254s]
-05/12/23 20:37:18| DEBUG [size=26,place=2] best score = 0.01455639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 82.255s]
-05/12/23 20:38:16| DEBUG [size=14,place=1] best score = 0.01391316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.319s]
-05/12/23 20:38:16| DEBUG [size=14,place=2] best score = 0.01433061; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 57.319s]
-05/12/23 20:39:58| DEBUG [size=31,place=1] best score = 0.01384960; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 102.534s]
-05/12/23 20:39:58| DEBUG [size=31,place=2] best score = 0.01416175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 102.535s]
-05/12/23 20:41:41| DEBUG [size=30,place=1] best score = 0.01376984; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 102.546s]
-05/12/23 20:41:41| DEBUG [size=30,place=2] best score = 0.01418145; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.547s]
-05/12/23 20:42:29| DEBUG [size=12,place=1] best score = 0.01452208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 48.046s]
-05/12/23 20:42:29| DEBUG [size=12,place=2] best score = 0.01475218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 48.046s]
-05/12/23 20:42:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01377) [took 632.9113s]
-05/12/23 20:47:24| INFO bin_kde_gs finished [took 927.4720s]
-05/12/23 20:49:18| DEBUG [size=11,place=1] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.157s]
-05/12/23 20:49:18| DEBUG [size=11,place=2] best score = 0.01657941; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 113.157s]
-05/12/23 20:56:08| DEBUG [size=53,place=1] best score = 0.01353144; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 410.247s]
-05/12/23 20:56:08| DEBUG [size=53,place=2] best score = 0.01371418; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 410.247s]
-05/12/23 21:02:46| DEBUG [size=42,place=1] best score = 0.01374498; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 398.066s]
-05/12/23 21:02:46| DEBUG [size=42,place=2] best score = 0.01429900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 398.066s]
-05/12/23 21:02:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 921.5771s]
-05/12/23 21:08:17| INFO mul_kde_gs finished [took 1251.6993s]
-05/12/23 21:09:52| DEBUG [size=11,place=1] best score = 0.02170395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 94.042s]
-05/12/23 21:09:52| DEBUG [size=11,place=2] best score = 0.02494368; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 94.042s]
-05/12/23 21:16:11| DEBUG [size=53,place=1] best score = 0.01507978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 378.895s]
-05/12/23 21:16:11| DEBUG [size=53,place=2] best score = 0.01524518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 378.895s]
-05/12/23 21:19:07| DEBUG [size=25,place=1] best score = 0.01557248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.860s]
-05/12/23 21:19:07| DEBUG [size=25,place=2] best score = 0.01958569; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 175.860s]
-05/12/23 21:19:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 648.9043s]
-05/12/23 21:24:58| INFO m3w_kde_gs finished [took 1000.2752s]
-05/12/23 21:24:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 3195.1309s]
-----------------------------------------------------------------------------------------------------
-05/12/23 21:27:58| INFO dataset imdb_1prevs [pool size: 10]
-05/12/23 21:28:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/12/23 21:28:17| INFO ref finished [took 9.7515s]
-05/12/23 21:35:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01418) [took 416.2993s]
-05/12/23 21:39:43| INFO bin_kde_gs finished [took 683.6847s]
-05/12/23 21:54:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 871.3118s]
-05/12/23 21:59:37| INFO mul_kde_gs finished [took 1192.6962s]
-05/12/23 22:11:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 723.6967s]
-05/12/23 22:17:23| INFO m3w_kde_gs finished [took 1065.3950s]
-05/12/23 22:17:23| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2958.0688s]
-----------------------------------------------------------------------------------------------------
-15/12/23 23:18:38| INFO dataset imdb [pool size: 10]
-15/12/23 23:18:38| INFO Dataset sample 0.10 of dataset imdb started
-15/12/23 23:18:50| INFO ref finished [took 9.7983s]
-15/12/23 23:18:54| INFO bin_sld finished [took 13.7879s]
-15/12/23 23:18:59| INFO m3w_sld finished [took 19.2958s]
-15/12/23 23:19:16| INFO mul_sld finished [took 35.6941s]
-15/12/23 23:19:16| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4024s]
-15/12/23 23:19:16| INFO Dataset sample 0.20 of dataset imdb started
-15/12/23 23:19:28| INFO ref finished [took 10.3197s]
-15/12/23 23:19:31| INFO bin_sld finished [took 13.7446s]
-15/12/23 23:19:36| INFO m3w_sld finished [took 18.3097s]
-15/12/23 23:19:48| INFO mul_sld finished [took 30.1954s]
-15/12/23 23:19:48| INFO Dataset sample 0.20 of dataset imdb finished [took 31.7515s]
-15/12/23 23:19:48| INFO Dataset sample 0.30 of dataset imdb started
-15/12/23 23:19:58| INFO ref finished [took 10.4259s]
-15/12/23 23:20:03| INFO bin_sld finished [took 13.8350s]
-15/12/23 23:20:08| INFO m3w_sld finished [took 18.4748s]
-15/12/23 23:20:13| INFO mul_sld finished [took 23.8319s]
-15/12/23 23:20:13| INFO Dataset sample 0.30 of dataset imdb finished [took 25.5037s]
-15/12/23 23:20:13| INFO Dataset sample 0.40 of dataset imdb started
-15/12/23 23:20:24| INFO ref finished [took 10.3264s]
-15/12/23 23:20:27| INFO bin_sld finished [took 13.7673s]
-15/12/23 23:20:32| INFO m3w_sld finished [took 18.2661s]
-15/12/23 23:20:37| INFO mul_sld finished [took 23.9950s]
-15/12/23 23:20:38| INFO Dataset sample 0.40 of dataset imdb finished [took 24.4538s]
-15/12/23 23:20:38| INFO Dataset sample 0.50 of dataset imdb started
-15/12/23 23:20:48| INFO ref finished [took 10.3124s]
-15/12/23 23:20:52| INFO bin_sld finished [took 13.9246s]
-15/12/23 23:20:56| INFO m3w_sld finished [took 18.1226s]
-15/12/23 23:21:02| INFO mul_sld finished [took 23.8314s]
-15/12/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb finished [took 24.2684s]
-15/12/23 23:21:02| INFO Dataset sample 0.60 of dataset imdb started
-15/12/23 23:21:12| INFO ref finished [took 10.2117s]
-15/12/23 23:21:16| INFO bin_sld finished [took 13.9558s]
-15/12/23 23:21:20| INFO m3w_sld finished [took 17.8788s]
-15/12/23 23:21:26| INFO mul_sld finished [took 23.4688s]
-15/12/23 23:21:26| INFO Dataset sample 0.60 of dataset imdb finished [took 23.8636s]
-15/12/23 23:21:26| INFO Dataset sample 0.70 of dataset imdb started
-15/12/23 23:21:36| INFO ref finished [took 10.2051s]
-15/12/23 23:21:40| INFO bin_sld finished [took 13.9801s]
-15/12/23 23:21:44| INFO m3w_sld finished [took 18.2849s]
-15/12/23 23:21:49| INFO mul_sld finished [took 22.9896s]
-15/12/23 23:21:49| INFO Dataset sample 0.70 of dataset imdb finished [took 23.4538s]
-15/12/23 23:21:49| INFO Dataset sample 0.80 of dataset imdb started
-15/12/23 23:22:00| INFO ref finished [took 10.0650s]
-15/12/23 23:22:03| INFO bin_sld finished [took 13.7923s]
-15/12/23 23:22:07| INFO m3w_sld finished [took 17.9177s]
-15/12/23 23:22:12| INFO mul_sld finished [took 22.7075s]
-15/12/23 23:22:12| INFO Dataset sample 0.80 of dataset imdb finished [took 23.1720s]
-15/12/23 23:22:12| INFO Dataset sample 0.90 of dataset imdb started
-15/12/23 23:22:23| INFO ref finished [took 9.9926s]
-15/12/23 23:22:26| INFO bin_sld finished [took 13.7956s]
-15/12/23 23:22:33| INFO m3w_sld finished [took 19.9126s]
-15/12/23 23:22:39| INFO mul_sld finished [took 26.1949s]
-15/12/23 23:22:39| INFO Dataset sample 0.90 of dataset imdb finished [took 26.5574s]
-----------------------------------------------------------------------------------------------------
-15/12/23 23:27:44| INFO dataset imdb [pool size: 10]
-15/12/23 23:27:45| INFO Dataset sample 0.10 of dataset imdb started
-15/12/23 23:27:56| INFO ref finished [took 9.7601s]
-15/12/23 23:28:05| INFO m3w_sld finished [took 18.8685s]
-15/12/23 23:28:13| INFO bin_sld finished [took 26.4851s]
-15/12/23 23:28:21| INFO mul_sld finished [took 34.9875s]
-15/12/23 23:28:21| INFO Dataset sample 0.10 of dataset imdb finished [took 36.7145s]
-15/12/23 23:28:21| INFO Dataset sample 0.20 of dataset imdb started
-15/12/23 23:28:33| INFO ref finished [took 9.9667s]
-15/12/23 23:28:41| INFO m3w_sld finished [took 18.2256s]
-15/12/23 23:28:49| INFO bin_sld finished [took 26.5535s]
-15/12/23 23:28:52| INFO mul_sld finished [took 29.3163s]
-15/12/23 23:28:52| INFO Dataset sample 0.20 of dataset imdb finished [took 30.8125s]
-15/12/23 23:28:52| INFO Dataset sample 0.30 of dataset imdb started
-15/12/23 23:29:03| INFO ref finished [took 9.9769s]
-15/12/23 23:29:12| INFO m3w_sld finished [took 18.0576s]
-15/12/23 23:29:16| INFO bin_sld finished [took 22.2074s]
-15/12/23 23:29:17| INFO mul_sld finished [took 23.6766s]
-15/12/23 23:29:17| INFO Dataset sample 0.30 of dataset imdb finished [took 25.3446s]
-15/12/23 23:29:17| INFO Dataset sample 0.40 of dataset imdb started
-15/12/23 23:29:28| INFO ref finished [took 9.8517s]
-15/12/23 23:29:36| INFO m3w_sld finished [took 18.1394s]
-15/12/23 23:29:39| INFO bin_sld finished [took 21.3834s]
-15/12/23 23:29:42| INFO mul_sld finished [took 23.9588s]
-15/12/23 23:29:42| INFO Dataset sample 0.40 of dataset imdb finished [took 24.4163s]
-15/12/23 23:29:42| INFO Dataset sample 0.50 of dataset imdb started
-15/12/23 23:29:52| INFO ref finished [took 10.0248s]
-15/12/23 23:30:00| INFO m3w_sld finished [took 17.7996s]
-15/12/23 23:30:03| INFO bin_sld finished [took 20.4716s]
-15/12/23 23:30:06| INFO mul_sld finished [took 23.7447s]
-15/12/23 23:30:06| INFO Dataset sample 0.50 of dataset imdb finished [took 24.2009s]
-15/12/23 23:30:06| INFO Dataset sample 0.60 of dataset imdb started
-15/12/23 23:30:17| INFO ref finished [took 10.2792s]
-15/12/23 23:30:25| INFO m3w_sld finished [took 18.5430s]
-15/12/23 23:30:28| INFO bin_sld finished [took 21.4926s]
-15/12/23 23:30:30| INFO mul_sld finished [took 23.7315s]
-15/12/23 23:30:30| INFO Dataset sample 0.60 of dataset imdb finished [took 24.1621s]
-15/12/23 23:30:30| INFO Dataset sample 0.70 of dataset imdb started
-15/12/23 23:30:41| INFO ref finished [took 10.2517s]
-15/12/23 23:30:49| INFO m3w_sld finished [took 18.6595s]
-15/12/23 23:30:52| INFO bin_sld finished [took 21.7794s]
-15/12/23 23:30:54| INFO mul_sld finished [took 23.4297s]
-15/12/23 23:30:54| INFO Dataset sample 0.70 of dataset imdb finished [took 23.8716s]
-15/12/23 23:30:54| INFO Dataset sample 0.80 of dataset imdb started
-15/12/23 23:31:05| INFO ref finished [took 10.3056s]
-15/12/23 23:31:13| INFO m3w_sld finished [took 18.1089s]
-15/12/23 23:31:17| INFO mul_sld finished [took 22.6673s]
-15/12/23 23:31:19| INFO bin_sld finished [took 24.6949s]
-15/12/23 23:31:19| INFO Dataset sample 0.80 of dataset imdb finished [took 25.1665s]
-15/12/23 23:31:19| INFO Dataset sample 0.90 of dataset imdb started
-15/12/23 23:31:29| INFO ref finished [took 9.8731s]
-15/12/23 23:31:39| INFO m3w_sld finished [took 19.8060s]
-15/12/23 23:31:41| INFO bin_sld finished [took 21.8266s]
-15/12/23 23:31:46| INFO mul_sld finished [took 26.1323s]
-15/12/23 23:31:46| INFO Dataset sample 0.90 of dataset imdb finished [took 26.5050s]
-----------------------------------------------------------------------------------------------------
-15/12/23 23:35:52| INFO dataset twitter_gasp [pool size: 10]
-15/12/23 23:35:52| ERROR Evaluation over twitter_gasp failed. Exception: prevalences ((0.72, 0.2, 0.08)) wrong range (sum=0.9999999999999999)
-----------------------------------------------------------------------------------------------------
-15/12/23 23:38:47| INFO dataset twitter_gasp [pool size: 10]
-15/12/23 23:38:48| INFO Dataset sample 0.10 of dataset twitter_gasp started
-15/12/23 23:38:59| WARNING Method ref failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted'].
-----------------------------------------------------------------------------------------------------
-15/12/23 23:43:04| INFO dataset twitter_gasp [pool size: 10]
-15/12/23 23:43:05| INFO Dataset sample 0.10 of dataset twitter_gasp started
-15/12/23 23:43:16| WARNING Method ref failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted'].
-----------------------------------------------------------------------------------------------------
-15/12/23 23:47:20| INFO dataset twitter_gasp [pool size: 10]
-15/12/23 23:47:20| INFO Dataset sample 0.10 of dataset twitter_gasp started
-15/12/23 23:47:39| WARNING Method bin_sld failed. Exception: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3,) + inhomogeneous part.
-----------------------------------------------------------------------------------------------------
-15/12/23 23:51:21| INFO dataset twitter_gasp [pool size: 10]
-15/12/23 23:51:21| INFO Dataset sample 0.10 of dataset twitter_gasp started
-15/12/23 23:56:02| INFO ref finished [took 264.4611s]
-15/12/23 23:59:24| WARNING Method bin_sld failed. Exception: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3,) + inhomogeneous part.
-----------------------------------------------------------------------------------------------------
-16/12/23 01:13:28| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 01:13:29| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:13:46| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'extpol'
-16/12/23 01:13:47| WARNING Method m3w_sld failed. Exception: 'ExtMulPrev' object has no attribute 'extpol'
-16/12/23 01:13:52| WARNING Method mul_sld failed. Exception: 'ExtMulPrev' object has no attribute 'extpol'
-----------------------------------------------------------------------------------------------------
-16/12/23 01:18:11| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 01:18:12| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:18:29| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'nbcl'
-16/12/23 01:18:30| WARNING Method m3w_sld failed. Exception: 'ExtMulPrev' object has no attribute 'nbcl'
-16/12/23 01:18:35| WARNING Method mul_sld failed. Exception: 'ExtMulPrev' object has no attribute 'nbcl'
-----------------------------------------------------------------------------------------------------
-16/12/23 01:24:31| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 01:24:31| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:24:49| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'extpol'
-----------------------------------------------------------------------------------------------------
-16/12/23 01:25:29| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 01:25:30| INFO Dataset sample 0.10 of dataset twitter_gasp started
-----------------------------------------------------------------------------------------------------
-16/12/23 01:26:25| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 01:26:25| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:30:03| INFO ref finished [took 209.8818s]
-16/12/23 01:32:53| INFO m3w_sld finished [took 379.9077s]
-16/12/23 01:33:27| INFO mul_sld finished [took 414.0392s]
-16/12/23 01:33:38| INFO bin_sld finished [took 424.3863s]
-16/12/23 01:33:38| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 432.5505s]
-16/12/23 01:33:38| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:33:45| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0
-16/12/23 01:36:36| INFO ref finished [took 171.5907s]
-16/12/23 01:38:52| INFO m3w_sld finished [took 307.6356s]
-16/12/23 01:39:21| INFO mul_sld finished [took 336.3603s]
-16/12/23 01:39:21| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 343.2304s]
-16/12/23 01:39:21| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:39:32| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 2
-16/12/23 01:42:18| INFO ref finished [took 171.0437s]
-16/12/23 01:44:43| INFO m3w_sld finished [took 316.3492s]
-16/12/23 01:45:14| INFO mul_sld finished [took 345.3901s]
-16/12/23 01:45:14| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 353.0449s]
-16/12/23 01:45:14| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:48:38| INFO ref finished [took 196.3839s]
-16/12/23 01:51:18| INFO m3w_sld finished [took 357.5066s]
-16/12/23 01:52:21| INFO mul_sld finished [took 421.0636s]
-16/12/23 01:52:27| INFO bin_sld finished [took 426.6888s]
-16/12/23 01:52:27| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 432.9360s]
-16/12/23 01:52:27| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:52:34| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0
-16/12/23 01:55:35| INFO ref finished [took 181.0962s]
-16/12/23 01:57:41| INFO m3w_sld finished [took 306.9233s]
-16/12/23 01:58:01| INFO mul_sld finished [took 327.1674s]
-16/12/23 01:58:01| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 333.9907s]
-16/12/23 01:58:01| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 01:58:12| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 2
-16/12/23 02:01:03| INFO ref finished [took 174.1043s]
-16/12/23 02:03:18| INFO m3w_sld finished [took 310.7019s]
-16/12/23 02:04:01| INFO mul_sld finished [took 353.3251s]
-16/12/23 02:04:01| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 359.3230s]
-16/12/23 02:04:01| INFO Dataset sample 0.10 of dataset twitter_gasp started
-16/12/23 02:04:07| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0
-----------------------------------------------------------------------------------------------------
-16/12/23 02:06:51| INFO dataset twitter_gasp_3prevs [pool size: 10]
-16/12/23 02:06:51| INFO Dataset sample [0.5611 0.2505 0.1884] of dataset twitter_gasp_3prevs started
-16/12/23 02:10:26| INFO ref finished [took 207.3402s]
-16/12/23 02:13:13| INFO m3w_sld finished [took 374.3998s]
-16/12/23 02:13:55| INFO mul_sld finished [took 416.4183s]
-16/12/23 02:14:42| INFO bin_sld finished [took 463.0436s]
-16/12/23 02:14:42| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 471.1245s]
-16/12/23 02:14:42| INFO Dataset sample [0.3747 0.2505 0.3747] of dataset twitter_gasp_3prevs started
-16/12/23 02:18:13| INFO ref finished [took 204.7244s]
-16/12/23 02:20:51| INFO m3w_sld finished [took 362.1438s]
-16/12/23 02:21:40| INFO mul_sld finished [took 411.6865s]
-16/12/23 02:22:27| INFO bin_sld finished [took 458.1129s]
-16/12/23 02:22:27| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 464.9618s]
-16/12/23 02:22:27| INFO Dataset sample [0.1863 0.2505 0.5631] of dataset twitter_gasp_3prevs started
-16/12/23 02:26:02| INFO ref finished [took 208.7296s]
-16/12/23 02:28:51| INFO m3w_sld finished [took 377.4887s]
-16/12/23 02:29:38| INFO mul_sld finished [took 424.7140s]
-16/12/23 02:29:44| INFO bin_sld finished [took 430.4206s]
-16/12/23 02:29:44| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 437.1967s]
-16/12/23 02:29:44| INFO Dataset sample [0.3747 0.499 0.1263] of dataset twitter_gasp_3prevs started
-16/12/23 02:33:08| INFO ref finished [took 197.0444s]
-16/12/23 02:35:46| INFO m3w_sld finished [took 355.4207s]
-16/12/23 02:36:42| INFO mul_sld finished [took 411.5811s]
-16/12/23 02:37:30| INFO bin_sld finished [took 459.1495s]
-16/12/23 02:37:30| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 466.0122s]
-16/12/23 02:37:30| INFO Dataset sample [0.2505 0.499 0.2505] of dataset twitter_gasp_3prevs started
-16/12/23 02:41:01| INFO ref finished [took 204.3100s]
-16/12/23 02:43:35| INFO m3w_sld finished [took 358.2830s]
-16/12/23 02:44:22| INFO mul_sld finished [took 405.7017s]
-16/12/23 02:45:02| INFO bin_sld finished [took 445.6279s]
-16/12/23 02:45:02| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 452.3739s]
-16/12/23 02:45:03| INFO Dataset sample [0.1242 0.501 0.3747] of dataset twitter_gasp_3prevs started
-16/12/23 02:48:28| INFO ref finished [took 199.3406s]
-16/12/23 02:51:03| INFO m3w_sld finished [took 354.7329s]
-16/12/23 02:52:06| INFO mul_sld finished [took 417.2354s]
-16/12/23 02:52:41| INFO bin_sld finished [took 451.4204s]
-16/12/23 02:52:41| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 458.1296s]
-16/12/23 02:52:41| INFO Dataset sample [0.1863 0.7516 0.0621] of dataset twitter_gasp_3prevs started
-16/12/23 02:53:41| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
-16/12/23 02:55:58| INFO ref finished [took 190.6935s]
-16/12/23 02:58:01| INFO m3w_sld finished [took 313.6470s]
-16/12/23 02:58:58| INFO mul_sld finished [took 370.8608s]
-16/12/23 02:58:58| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 377.2697s]
-16/12/23 02:58:58| INFO Dataset sample [0.1242 0.7495 0.1263] of dataset twitter_gasp_3prevs started
-16/12/23 03:02:27| INFO ref finished [took 200.7585s]
-16/12/23 03:04:48| INFO m3w_sld finished [took 344.8744s]
-16/12/23 03:05:57| INFO mul_sld finished [took 412.7141s]
-16/12/23 03:06:46| INFO bin_sld finished [took 462.3730s]
-16/12/23 03:06:46| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 468.4831s]
-16/12/23 03:06:47| INFO Dataset sample [0.0621 0.7495 0.1884] of dataset twitter_gasp_3prevs started
-16/12/23 03:06:53| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/12/23 03:09:54| INFO ref finished [took 180.9554s]
-16/12/23 03:11:58| INFO m3w_sld finished [took 304.7795s]
-16/12/23 03:12:40| INFO mul_sld finished [took 346.8529s]
-16/12/23 03:12:40| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 353.3753s]
-----------------------------------------------------------------------------------------------------
-16/12/23 20:30:43| INFO dataset twitter_gasp_1prevs [pool size: 10]
-16/12/23 20:30:43| INFO Dataset sample [0.2497 0.5007 0.2497] of dataset twitter_gasp_1prevs started
-16/12/23 20:31:11| WARNING Method atc_mc failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted'].
-16/12/23 20:37:56| INFO ref finished [took 409.3260s]
-16/12/23 20:40:19| INFO gde finished [took 553.6484s]
-16/12/23 20:40:44| INFO doc finished [took 578.0385s]
-16/12/23 20:41:59| INFO m3w_sld finished [took 652.8358s]
-16/12/23 20:43:32| INFO mul_sld finished [took 744.4434s]
-16/12/23 20:43:50| INFO bin_sld finished [took 763.5882s]
-16/12/23 20:55:11| INFO mandoline finished [took 1444.3108s]
-----------------------------------------------------------------------------------------------------
-16/12/23 21:25:05| INFO dataset twitter_gasp_1prevs [pool size: 10]
-16/12/23 21:25:05| ERROR Evaluation over twitter_gasp_1prevs failed. Exception: min() arg is an empty sequence
-----------------------------------------------------------------------------------------------------
-16/12/23 21:26:02| INFO dataset twitter_gasp_1prevs [pool size: 10]
-16/12/23 21:26:02| ERROR Evaluation over twitter_gasp_1prevs failed. Exception: min() arg is an empty sequence
-----------------------------------------------------------------------------------------------------
-16/12/23 21:29:08| INFO dataset twitter_gasp_3prevs [pool size: 10]
-16/12/23 21:29:08| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started
-16/12/23 21:35:28| INFO ref finished [took 359.2931s]
-16/12/23 21:35:53| INFO atc_mc finished [took 385.1659s]
-16/12/23 21:36:38| INFO doc finished [took 430.8037s]
-16/12/23 21:37:45| INFO gde finished [took 498.3944s]
-16/12/23 21:38:47| INFO m3w_sld finished [took 560.9532s]
-16/12/23 21:39:58| INFO mul_sld finished [took 629.9490s]
-16/12/23 21:40:31| INFO bin_sld finished [took 662.9898s]
-16/12/23 21:40:31| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 682.6986s]
-----------------------------------------------------------------------------------------------------
-16/12/23 21:57:06| INFO dataset twitter_gasp_3prevs [pool size: 10]
-16/12/23 21:57:06| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started
-16/12/23 21:57:33| WARNING Method mgf_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false'
-16/12/23 21:57:33| WARNING Method m3w_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false'
-16/12/23 21:57:33| WARNING Method mul_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false'
-----------------------------------------------------------------------------------------------------
-16/12/23 21:58:53| INFO dataset twitter_gasp_3prevs [pool size: 10]
-16/12/23 21:58:53| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started
-16/12/23 22:06:58| INFO ref finished [took 457.7867s]
-16/12/23 22:07:51| INFO atc_mc finished [took 512.4870s]
-16/12/23 22:08:50| INFO doc finished [took 569.8725s]
-16/12/23 22:10:35| INFO gde finished [took 676.1599s]
-16/12/23 22:11:19| INFO bgf_sld finished [took 722.8391s]
-16/12/23 22:11:32| INFO m3w_sld finished [took 733.6622s]
-16/12/23 22:12:04| INFO mgf_sld finished [took 764.4739s]
-16/12/23 22:12:43| INFO mul_sld finished [took 803.1343s]
-16/12/23 22:12:49| INFO bin_sld finished [took 810.4321s]
-16/12/23 22:12:49| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 836.2165s]
-----------------------------------------------------------------------------------------------------
-16/12/23 22:14:48| INFO dataset twitter_gasp_3prevs [pool size: 10]
-16/12/23 22:14:48| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started
-16/12/23 22:19:36| INFO ref finished [took 275.5849s]
-16/12/23 22:23:26| INFO bgfc_sld finished [took 504.7267s]
-16/12/23 22:23:43| INFO mgfc_sld finished [took 522.5294s]
-16/12/23 22:23:56| INFO m3wc_sld finished [took 534.8480s]
-16/12/23 22:24:32| INFO mulc_sld finished [took 571.1795s]
-16/12/23 22:24:47| INFO binc_sld finished [took 585.8929s]
-16/12/23 22:24:47| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 599.0506s]
-----------------------------------------------------------------------------------------------------
-16/12/23 23:57:00| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 23:57:00| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-----------------------------------------------------------------------------------------------------
-17/12/23 00:01:36| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 00:01:36| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-17/12/23 00:02:04| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
-----------------------------------------------------------------------------------------------------
-17/12/23 00:03:37| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 00:03:37| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-----------------------------------------------------------------------------------------------------
-17/12/23 00:07:29| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 00:07:29| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-17/12/23 00:16:15| INFO bin_sld finished [took 521.6439s]
-17/12/23 00:23:44| INFO bgf_sld finished [took 443.2076s]
-----------------------------------------------------------------------------------------------------
-17/12/23 20:24:07| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 20:24:07| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 20:26:47| INFO ref finished [took 155.4064s]
-17/12/23 20:26:59| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
-17/12/23 20:26:59| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 171.7853s]
-----------------------------------------------------------------------------------------------------
-17/12/23 20:30:15| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 20:30:15| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 20:33:04| INFO ref finished [took 164.0856s]
-17/12/23 20:33:09| WARNING Method bin_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-17/12/23 20:33:09| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 173.5922s]
-----------------------------------------------------------------------------------------------------
-17/12/23 20:36:49| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 20:36:49| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 20:41:08| INFO ref finished [took 246.6560s]
-17/12/23 20:44:02| WARNING Method bin_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-17/12/23 20:44:02| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 433.1548s]
-----------------------------------------------------------------------------------------------------
-17/12/23 20:45:13| INFO dataset twitter_gasp_3prevs [pool size: 10]
-----------------------------------------------------------------------------------------------------
-17/12/23 20:51:31| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 20:51:31| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 20:54:22| INFO ref finished [took 166.9835s]
-17/12/23 20:58:05| WARNING Method mul_kde_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 6)) while a minimum of 1 is required by KernelDensity.
-17/12/23 20:58:05| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 393.6914s]
-----------------------------------------------------------------------------------------------------
-17/12/23 21:21:44| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 21:21:44| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 21:24:36| INFO ref finished [took 167.5074s]
-17/12/23 21:30:03| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 21:30:03| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 498.9334s]
-----------------------------------------------------------------------------------------------------
-17/12/23 21:31:22| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 21:31:22| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 21:34:16| INFO ref finished [took 169.8440s]
-17/12/23 21:39:38| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 21:39:38| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 496.2793s]
-----------------------------------------------------------------------------------------------------
-17/12/23 21:58:38| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 21:58:38| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 22:03:03| INFO ref finished [took 252.5576s]
-17/12/23 22:06:21| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 22:06:21| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 463.4085s]
-----------------------------------------------------------------------------------------------------
-17/12/23 22:06:59| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 22:06:59| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 22:11:15| INFO ref finished [took 243.6298s]
-17/12/23 22:18:47| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 22:18:47| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 707.7535s]
-----------------------------------------------------------------------------------------------------
-17/12/23 22:19:35| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 22:19:35| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 22:23:49| INFO ref finished [took 241.4581s]
-17/12/23 22:30:36| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 22:30:36| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 660.4766s]
-----------------------------------------------------------------------------------------------------
-17/12/23 22:31:17| INFO dataset twitter_gasp_3prevs [pool size: 10]
-17/12/23 22:31:17| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started
-17/12/23 22:34:02| INFO ref finished [took 160.0272s]
-17/12/23 22:34:08| WARNING Method bgf_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-17/12/23 22:34:08| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 170.8696s]
-----------------------------------------------------------------------------------------------------
-18/12/23 18:53:11| INFO dataset imdb_3prevs [pool size: 10]
-18/12/23 18:53:11| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started
-18/12/23 18:53:45| INFO m3w_sld_lr finished [took 31.3248s]
-18/12/23 18:53:45| INFO d_bin_sld_lr finished [took 30.7996s]
-18/12/23 18:53:47| INFO d_m3w_sld_lr finished [took 32.4849s]
-18/12/23 18:53:48| INFO bin_sld_lr finished [took 34.4828s]
-18/12/23 18:53:55| INFO mul_sld_lr finished [took 40.6195s]
-18/12/23 18:53:57| INFO d_mul_sld_lr finished [took 42.1927s]
-----------------------------------------------------------------------------------------------------
-18/12/23 19:20:57| INFO dataset imdb_3prevs [pool size: 10]
-18/12/23 19:20:58| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started
-18/12/23 19:21:24| INFO doc finished [took 14.1388s]
-18/12/23 19:21:25| INFO ref finished [took 16.3040s]
-18/12/23 19:21:32| INFO atc_mc finished [took 23.1502s]
-18/12/23 19:22:21| INFO bin_sld_lr finished [took 74.0882s]
-18/12/23 19:22:46| INFO mul_sld_lr finished [took 99.1091s]
-----------------------------------------------------------------------------------------------------
-18/12/23 19:25:07| INFO dataset imdb_3prevs [pool size: 10]
-18/12/23 19:25:07| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started
-18/12/23 19:25:09| WARNING Method bin_sld_lr failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense'
-18/12/23 19:25:10| WARNING Method d_bin_sld_lr failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense'
-18/12/23 19:25:10| WARNING Method d_bin_sld_rbf failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense'
-----------------------------------------------------------------------------------------------------
-18/12/23 19:25:50| INFO dataset imdb_3prevs [pool size: 10]
-18/12/23 19:25:50| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started
-18/12/23 19:26:09| INFO ref finished [took 15.4305s]
-18/12/23 19:26:11| INFO d_m3w_sld_lr finished [took 18.2586s]
-18/12/23 19:26:13| INFO atc_mc finished [took 19.0618s]
-18/12/23 19:26:18| INFO m3w_sld_lr finished [took 25.0127s]
-18/12/23 19:26:19| INFO d_bin_sld_lr finished [took 25.0909s]
-18/12/23 19:26:20| INFO d_mul_sld_lr finished [took 26.1813s]
-18/12/23 19:26:20| INFO bin_sld_lr finished [took 27.0228s]
-18/12/23 19:26:21| INFO doc finished [took 11.0007s]
-18/12/23 19:26:24| INFO mul_sld_lr finished [took 30.9385s]
-18/12/23 19:28:47| INFO d_bin_sld_rbf finished [took 173.2402s]
-18/12/23 19:31:21| INFO d_m3w_sld_rbf finished [took 327.2715s]
-18/12/23 19:32:07| INFO d_mul_sld_rbf finished [took 374.0586s]
-18/12/23 19:32:07| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs finished [took 376.8446s]
-----------------------------------------------------------------------------------------------------
-19/12/23 08:04:23| INFO dataset imdb [pool size: 10]
-19/12/23 08:04:23| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 08:04:57| INFO mul_sld_lr_c finished [took 31.9578s]
-19/12/23 08:04:58| INFO m3w_sld_lr_c finished [took 31.9112s]
-19/12/23 08:04:58| INFO m3w_sld_lr_mc finished [took 32.6836s]
-19/12/23 08:05:00| INFO m3w_sld_lr finished [took 34.7581s]
-19/12/23 08:05:01| INFO mul_sld_lr_ne finished [took 35.1429s]
-19/12/23 08:05:02| INFO mul_sld_lr_mc finished [took 36.2360s]
-19/12/23 08:05:02| INFO bin_sld_lr_c finished [took 36.5580s]
-19/12/23 08:05:02| INFO bin_sld_lr_ne finished [took 36.3693s]
-19/12/23 08:05:03| INFO bin_sld_lr finished [took 37.5742s]
-19/12/23 08:05:03| INFO bin_sld_lr_mc finished [took 37.4665s]
-19/12/23 08:05:06| INFO mul_sld_lr finished [took 40.4510s]
-19/12/23 08:05:13| INFO ref finished [took 11.5751s]
-19/12/23 08:05:14| INFO doc finished [took 11.3389s]
-19/12/23 08:05:17| INFO atc_mc finished [took 14.5237s]
-19/12/23 08:05:19| INFO m3w_sld_lr_ne finished [took 21.3295s]
-19/12/23 08:05:21| INFO mul_sld_lr_is finished [took 22.2360s]
-19/12/23 08:05:23| INFO m3w_sld_lr_is finished [took 22.3858s]
-19/12/23 08:05:25| INFO bin_sld_lr_is finished [took 26.7583s]
-19/12/23 08:05:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 12.2365s]
-19/12/23 08:06:00| INFO bin_sld_lr_gs finished [took 34.2625s]
-19/12/23 08:07:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 118.5051s]
-19/12/23 08:08:15| INFO mul_sld_lr_gs finished [took 135.0721s]
-19/12/23 08:09:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 89.8531s]
-19/12/23 08:10:00| INFO m3w_sld_lr_gs finished [took 105.1018s]
-19/12/23 08:10:00| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 337.0951s]
-19/12/23 08:10:00| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 08:10:32| INFO m3w_sld_lr_c finished [took 30.5840s]
-19/12/23 08:10:32| INFO m3w_sld_lr finished [took 30.8013s]
-19/12/23 08:10:33| INFO m3w_sld_lr_mc finished [took 31.5860s]
-19/12/23 08:10:34| INFO mul_sld_lr_mc finished [took 32.5726s]
-19/12/23 08:10:39| INFO mul_sld_lr_ne finished [took 37.6666s]
-19/12/23 08:10:39| INFO mul_sld_lr_c finished [took 38.0058s]
-19/12/23 08:10:40| INFO mul_sld_lr finished [took 38.7269s]
-19/12/23 08:10:43| INFO bin_sld_lr finished [took 41.9611s]
-19/12/23 08:10:45| INFO bin_sld_lr_mc finished [took 43.6857s]
-19/12/23 08:10:45| INFO bin_sld_lr_ne finished [took 43.6990s]
-19/12/23 08:10:45| INFO bin_sld_lr_c finished [took 43.8403s]
-19/12/23 08:10:52| INFO ref finished [took 12.6548s]
-19/12/23 08:10:52| INFO doc finished [took 12.1395s]
-19/12/23 08:10:55| INFO m3w_sld_lr_is finished [took 21.0706s]
-19/12/23 08:10:57| INFO atc_mc finished [took 17.4847s]
-19/12/23 08:10:57| INFO m3w_sld_lr_ne finished [took 25.1315s]
-19/12/23 08:11:00| INFO mul_sld_lr_is finished [took 26.7404s]
-19/12/23 08:11:01| INFO bin_sld_lr_is finished [took 28.9647s]
-19/12/23 08:11:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 41.0017s]
-19/12/23 08:12:06| INFO bin_sld_lr_gs finished [took 63.5342s]
-19/12/23 08:14:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00731) [took 129.7441s]
-19/12/23 08:14:33| INFO mul_sld_lr_gs finished [took 146.8130s]
-19/12/23 08:16:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 91.6456s]
-19/12/23 08:16:20| INFO m3w_sld_lr_gs finished [took 107.0580s]
-19/12/23 08:16:20| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 380.0068s]
-19/12/23 08:16:20| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 08:16:51| INFO m3w_sld_lr_mc finished [took 30.1975s]
-19/12/23 08:16:53| INFO m3w_sld_lr finished [took 31.2666s]
-19/12/23 08:16:54| INFO m3w_sld_lr_c finished [took 32.4483s]
-19/12/23 08:16:57| INFO mul_sld_lr finished [took 35.4984s]
-19/12/23 08:16:58| INFO mul_sld_lr_mc finished [took 36.2055s]
-19/12/23 08:16:59| INFO bin_sld_lr_ne finished [took 37.4649s]
-19/12/23 08:16:59| INFO bin_sld_lr_mc finished [took 37.7941s]
-19/12/23 08:17:00| INFO bin_sld_lr finished [took 38.4374s]
-19/12/23 08:17:00| INFO bin_sld_lr_c finished [took 38.4008s]
-19/12/23 08:17:00| INFO mul_sld_lr_ne finished [took 38.9703s]
-19/12/23 08:17:01| INFO mul_sld_lr_c finished [took 39.4205s]
-19/12/23 08:17:09| INFO ref finished [took 11.3020s]
-19/12/23 08:17:09| INFO doc finished [took 9.8980s]
-19/12/23 08:17:13| INFO atc_mc finished [took 14.0075s]
-19/12/23 08:17:14| INFO m3w_sld_lr_ne finished [took 21.9788s]
-19/12/23 08:17:19| INFO bin_sld_lr_is finished [took 25.6754s]
-19/12/23 08:17:19| INFO mul_sld_lr_is finished [took 25.3450s]
-19/12/23 08:17:20| INFO m3w_sld_lr_is finished [took 22.9292s]
-----------------------------------------------------------------------------------------------------
-19/12/23 12:12:12| INFO dataset imdb [pool size: 10]
-19/12/23 12:12:12| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 12:12:38| INFO d_bin_sld_lr finished [took 23.5769s]
-19/12/23 12:12:38| INFO d_m3w_sld_lr_c finished [took 23.4067s]
-19/12/23 12:12:39| INFO d_mul_sld_lr_c finished [took 24.0236s]
-19/12/23 12:12:39| INFO d_mul_sld_lr_ne finished [took 24.7490s]
-19/12/23 12:12:40| INFO d_m3w_sld_lr_mc finished [took 24.8176s]
-19/12/23 12:12:40| INFO d_mul_sld_lr_mc finished [took 25.1063s]
-19/12/23 12:12:40| INFO d_m3w_sld_lr finished [took 25.3659s]
-19/12/23 12:12:40| INFO d_bin_sld_lr_c finished [took 25.5897s]
-19/12/23 12:12:40| INFO d_mul_sld_lr finished [took 26.1199s]
-19/12/23 12:12:41| INFO d_bin_sld_lr_ne finished [took 26.8206s]
-19/12/23 12:12:47| INFO d_bin_sld_lr_mc finished [took 32.5760s]
-19/12/23 12:12:50| INFO ref finished [took 10.2640s]
-19/12/23 12:12:54| INFO atc_mc finished [took 13.7748s]
-19/12/23 12:12:55| INFO d_m3w_sld_lr_ne finished [took 16.3996s]
-19/12/23 12:12:57| INFO doc finished [took 16.6127s]
-19/12/23 12:12:57| INFO d_m3w_sld_lr_is finished [took 17.4269s]
-19/12/23 12:12:58| INFO d_mul_sld_lr_is finished [took 18.9861s]
-19/12/23 12:13:11| INFO d_bin_sld_lr_is finished [took 32.3425s]
-19/12/23 12:13:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 6.5871s]
-19/12/23 12:13:34| INFO d_bin_sld_lr_gs finished [took 22.6052s]
-19/12/23 12:13:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 6.3093s]
-19/12/23 12:13:56| INFO d_mul_sld_lr_gs finished [took 21.4558s]
-19/12/23 12:14:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 9.2726s]
-19/12/23 12:14:18| INFO d_m3w_sld_lr_gs finished [took 21.7859s]
-19/12/23 12:14:18| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 125.5532s]
-19/12/23 12:14:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 12:14:35| INFO d_m3w_sld_lr_mc finished [took 16.7456s]
-19/12/23 12:14:41| INFO d_m3w_sld_lr_c finished [took 22.4341s]
-19/12/23 12:14:42| INFO d_m3w_sld_lr finished [took 22.9768s]
-19/12/23 12:14:45| INFO d_mul_sld_lr_c finished [took 26.5974s]
-19/12/23 12:14:46| INFO d_mul_sld_lr finished [took 27.5131s]
-19/12/23 12:14:46| INFO d_mul_sld_lr_ne finished [took 27.4493s]
-19/12/23 12:14:47| INFO d_mul_sld_lr_mc finished [took 27.9875s]
-19/12/23 12:14:56| INFO d_m3w_sld_lr_ne finished [took 20.3403s]
-19/12/23 12:15:01| INFO ref finished [took 14.8631s]
-19/12/23 12:15:08| INFO atc_mc finished [took 21.0023s]
-19/12/23 12:15:08| INFO d_mul_sld_lr_is finished [took 26.1071s]
-19/12/23 12:15:08| INFO d_m3w_sld_lr_is finished [took 22.7698s]
-19/12/23 12:15:09| INFO d_bin_sld_lr_mc finished [took 50.1163s]
-19/12/23 12:15:11| INFO d_bin_sld_lr finished [took 52.3635s]
-19/12/23 12:15:11| INFO d_bin_sld_lr_c finished [took 52.5500s]
-19/12/23 12:15:11| INFO doc finished [took 24.1438s]
-19/12/23 12:15:12| INFO d_bin_sld_lr_ne finished [took 53.7682s]
-19/12/23 12:15:19| INFO d_bin_sld_lr_is finished [took 37.6597s]
-19/12/23 12:15:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 9.2215s]
-19/12/23 12:15:54| INFO d_bin_sld_lr_gs finished [took 34.5020s]
-19/12/23 12:16:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 10.7495s]
-19/12/23 12:16:21| INFO d_mul_sld_lr_gs finished [took 26.0411s]
-19/12/23 12:16:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 9.5042s]
-19/12/23 12:16:44| INFO d_m3w_sld_lr_gs finished [took 22.5833s]
-19/12/23 12:16:44| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 145.9757s]
-19/12/23 12:16:44| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 12:17:07| INFO d_mul_sld_lr finished [took 22.6306s]
-19/12/23 12:17:07| INFO d_m3w_sld_lr finished [took 22.7425s]
-19/12/23 12:17:08| INFO d_m3w_sld_lr_c finished [took 22.9796s]
-19/12/23 12:17:08| INFO d_m3w_sld_lr_mc finished [took 23.5430s]
-19/12/23 12:17:14| INFO d_mul_sld_lr_c finished [took 29.4356s]
-19/12/23 12:17:14| INFO d_mul_sld_lr_mc finished [took 29.6841s]
-19/12/23 12:17:15| INFO d_mul_sld_lr_ne finished [took 30.1389s]
-19/12/23 12:17:16| INFO d_bin_sld_lr finished [took 31.3105s]
-19/12/23 12:17:16| INFO d_bin_sld_lr_c finished [took 31.8742s]
-19/12/23 12:17:17| INFO d_bin_sld_lr_ne finished [took 32.3958s]
-19/12/23 12:17:18| INFO d_bin_sld_lr_mc finished [took 33.1005s]
-19/12/23 12:17:25| INFO d_m3w_sld_lr_ne finished [took 16.8702s]
-19/12/23 12:17:27| INFO d_m3w_sld_lr_is finished [took 18.4621s]
-19/12/23 12:17:28| INFO ref finished [took 13.7348s]
-19/12/23 12:17:29| INFO atc_mc finished [took 14.2889s]
-19/12/23 12:17:30| INFO d_mul_sld_lr_is finished [took 22.3493s]
-19/12/23 12:17:32| INFO doc finished [took 16.8999s]
-19/12/23 12:17:33| INFO d_bin_sld_lr_is finished [took 25.3133s]
-19/12/23 12:17:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 10.1460s]
-19/12/23 12:18:01| INFO d_bin_sld_lr_gs finished [took 26.9805s]
-19/12/23 12:18:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 10.2821s]
-19/12/23 12:18:29| INFO d_mul_sld_lr_gs finished [took 27.9071s]
-19/12/23 12:18:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 8.1458s]
-19/12/23 12:18:51| INFO d_m3w_sld_lr_gs finished [took 21.2281s]
-19/12/23 12:18:51| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 127.1257s]
-19/12/23 12:18:51| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-19/12/23 12:19:12| INFO d_m3w_sld_lr finished [took 20.8410s]
-19/12/23 12:19:16| INFO d_m3w_sld_lr_c finished [took 24.6098s]
-19/12/23 12:19:16| INFO d_m3w_sld_lr_mc finished [took 24.5984s]
-19/12/23 12:19:18| INFO d_bin_sld_lr_c finished [took 26.4321s]
-19/12/23 12:19:22| INFO d_bin_sld_lr_mc finished [took 29.9446s]
-19/12/23 12:19:22| INFO d_bin_sld_lr_ne finished [took 30.4247s]
-19/12/23 12:19:22| INFO d_bin_sld_lr finished [took 30.5498s]
-19/12/23 12:19:23| INFO d_mul_sld_lr finished [took 31.2950s]
-19/12/23 12:19:23| INFO d_mul_sld_lr_mc finished [took 31.2812s]
-19/12/23 12:19:23| INFO d_mul_sld_lr_ne finished [took 31.2022s]
-19/12/23 12:19:23| INFO d_mul_sld_lr_c finished [took 31.3173s]
-19/12/23 12:19:31| INFO d_m3w_sld_lr_ne finished [took 18.4359s]
-19/12/23 12:19:33| INFO ref finished [took 10.7696s]
-19/12/23 12:19:35| INFO d_m3w_sld_lr_is finished [took 17.1168s]
-19/12/23 12:19:36| INFO atc_mc finished [took 13.8516s]
-19/12/23 12:19:38| INFO d_bin_sld_lr_is finished [took 20.9677s]
-----------------------------------------------------------------------------------------------------
-19/12/23 14:11:17| INFO dataset imdb [pool size: 10]
-19/12/23 14:11:17| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 14:11:20| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 14:11:20| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 14:11:20| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 14:11:20| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 14:11:20| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 14:11:32| INFO ref finished [took 11.4144s]
-19/12/23 14:11:48| INFO atc_mc finished [took 15.6817s]
-19/12/23 14:12:07| INFO doc finished [took 18.4461s]
-19/12/23 14:23:39| INFO d_m3w_kde_lr finished [took 739.0357s]
-19/12/23 14:23:51| INFO d_m3w_kde_lr_mc finished [took 750.9946s]
-19/12/23 14:24:11| INFO d_mul_kde_lr_mc finished [took 770.7739s]
-19/12/23 14:24:19| INFO d_m3w_kde_lr_ne finished [took 779.2079s]
-19/12/23 14:24:31| INFO d_m3w_kde_lr_is finished [took 790.3422s]
-19/12/23 14:24:34| INFO d_mul_kde_lr_c finished [took 794.4740s]
-19/12/23 14:24:37| INFO d_m3w_kde_lr_c finished [took 797.7234s]
-19/12/23 14:24:39| INFO d_mul_kde_lr finished [took 799.6263s]
-19/12/23 14:25:01| INFO d_mul_kde_lr_ne finished [took 821.4840s]
-19/12/23 14:25:15| INFO d_mul_kde_lr_is finished [took 835.0198s]
-19/12/23 14:25:16| WARNING Method d_bin_kde_lr_gs failed. Exception: unsupported format string passed to NoneType.__format__
-19/12/23 14:25:42| DEBUG [size=11,place=1] best score = 0.01172040; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.656s]
-19/12/23 14:25:42| DEBUG [size=11,place=2] best score = 0.01482172; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.656s]
-19/12/23 14:27:38| DEBUG [size=52,place=1] best score = 0.01051525; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 115.753s]
-19/12/23 14:27:38| DEBUG [size=52,place=2] best score = 0.01061149; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 115.754s]
-19/12/23 14:28:22| DEBUG [size=16,place=1] best score = 0.01196759; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 44.004s]
-19/12/23 14:28:22| DEBUG [size=16,place=2] best score = 0.01221324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 44.004s]
-19/12/23 14:28:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.01052) [took 185.5325s]
-19/12/23 14:34:45| INFO d_mul_kde_lr_gs finished [took 568.3373s]
-19/12/23 14:35:11| DEBUG [size=11,place=1] best score = 0.01282358; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.208s]
-19/12/23 14:35:11| DEBUG [size=11,place=2] best score = 0.01413512; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.208s]
-19/12/23 14:36:58| DEBUG [size=52,place=1] best score = 0.01160240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 106.975s]
-19/12/23 14:36:58| DEBUG [size=52,place=2] best score = 0.01168885; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 106.975s]
-19/12/23 14:37:36| DEBUG [size=14,place=1] best score = 0.01244108; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 38.715s]
-19/12/23 14:37:36| DEBUG [size=14,place=2] best score = 0.01262105; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 38.716s]
-19/12/23 14:37:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 171.0052s]
-19/12/23 14:43:40| INFO d_m3w_kde_lr_gs finished [took 534.4784s]
-19/12/23 14:43:40| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1942.3285s]
-19/12/23 14:43:40| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-19/12/23 14:47:16| INFO dataset imdb [pool size: 10]
-19/12/23 14:47:16| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 14:47:19| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 14:47:32| INFO ref finished [took 13.0182s]
-19/12/23 14:47:34| INFO atc_mc finished [took 14.8291s]
-19/12/23 14:47:36| INFO doc finished [took 16.6412s]
-19/12/23 14:49:25| INFO d_m3w_sld_rbf finished [took 127.1131s]
-19/12/23 14:49:31| INFO d_m3w_sld_rbf_mc finished [took 132.4058s]
-19/12/23 14:49:32| INFO d_m3w_sld_rbf_is finished [took 132.4457s]
-19/12/23 14:49:32| INFO d_m3w_sld_rbf_ne finished [took 132.8916s]
-19/12/23 14:49:45| INFO d_m3w_sld_rbf_c finished [took 146.6156s]
-19/12/23 14:49:47| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:49:47| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:49:48| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:49:48| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 151.2409s]
-19/12/23 14:49:48| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 14:54:07| INFO d_bin_sld_rbf finished [took 258.7987s]
-19/12/23 14:54:14| INFO d_bin_sld_rbf_ne finished [took 265.4206s]
-19/12/23 14:54:19| INFO d_bin_sld_rbf_c finished [took 270.2145s]
-19/12/23 14:54:26| INFO d_m3w_sld_rbf finished [took 277.2785s]
-19/12/23 14:54:36| INFO d_bin_sld_rbf_mc finished [took 287.8546s]
-19/12/23 14:54:43| INFO d_mul_sld_rbf finished [took 294.4817s]
-19/12/23 14:54:49| INFO ref finished [took 12.8134s]
-19/12/23 14:54:58| INFO d_m3w_sld_rbf_mc finished [took 309.6165s]
-19/12/23 14:55:01| INFO atc_mc finished [took 17.2991s]
-19/12/23 14:55:11| INFO doc finished [took 21.0645s]
-19/12/23 14:55:12| INFO d_mul_sld_rbf_mc finished [took 323.5440s]
-19/12/23 14:55:28| INFO d_mul_sld_rbf_ne finished [took 339.3488s]
-19/12/23 14:55:40| INFO d_mul_sld_rbf_c finished [took 351.4427s]
-19/12/23 14:55:47| INFO d_m3w_sld_rbf_c finished [took 358.2209s]
-19/12/23 14:57:14| INFO d_bin_sld_rbf_is finished [took 179.8537s]
-19/12/23 14:57:42| INFO d_m3w_sld_rbf_is finished [took 195.9019s]
-19/12/23 14:57:43| INFO d_m3w_sld_rbf_ne finished [took 215.6346s]
-19/12/23 14:58:07| INFO d_mul_sld_rbf_is finished [took 227.5608s]
-19/12/23 14:58:07| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:58:08| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:58:08| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 14:58:08| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 500.5845s]
-19/12/23 14:58:08| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 15:01:44| INFO d_bin_sld_rbf_c finished [took 214.5249s]
-19/12/23 15:01:45| INFO d_bin_sld_rbf finished [took 215.6671s]
-19/12/23 15:02:11| INFO d_bin_sld_rbf_ne finished [took 241.6636s]
-19/12/23 15:02:39| INFO d_bin_sld_rbf_mc finished [took 269.8923s]
-19/12/23 15:03:37| INFO d_m3w_sld_rbf finished [took 327.6107s]
-19/12/23 15:03:49| INFO ref finished [took 12.4478s]
-19/12/23 15:04:00| INFO d_mul_sld_rbf finished [took 351.3688s]
-19/12/23 15:04:07| INFO atc_mc finished [took 17.4847s]
-19/12/23 15:04:12| INFO d_mul_sld_rbf_mc finished [took 362.9680s]
-19/12/23 15:04:14| INFO d_m3w_sld_rbf_mc finished [took 364.6319s]
-19/12/23 15:04:21| INFO doc finished [took 20.4980s]
-19/12/23 15:04:45| INFO d_mul_sld_rbf_ne finished [took 396.5017s]
-19/12/23 15:04:57| INFO d_m3w_sld_rbf_c finished [took 408.1937s]
-19/12/23 15:05:09| INFO d_mul_sld_rbf_c finished [took 419.8011s]
-19/12/23 15:05:46| INFO d_bin_sld_rbf_is finished [took 241.2130s]
-19/12/23 15:06:38| INFO d_m3w_sld_rbf_ne finished [took 294.2461s]
-19/12/23 15:07:06| INFO d_m3w_sld_rbf_is finished [took 266.6259s]
-19/12/23 15:07:15| INFO d_mul_sld_rbf_is finished [took 303.4879s]
-19/12/23 15:07:15| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 15:07:16| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 15:07:16| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics'
-19/12/23 15:07:16| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 547.8116s]
-19/12/23 15:07:16| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-19/12/23 16:44:20| INFO dataset imdb [pool size: 10]
-19/12/23 16:44:21| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 16:44:22| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 16:44:33| INFO ref finished [took 9.8909s]
-19/12/23 16:44:39| INFO doc finished [took 15.4645s]
-19/12/23 16:44:39| INFO atc_mc finished [took 15.4954s]
-19/12/23 16:46:27| INFO d_m3w_sld_rbf finished [took 124.6529s]
-19/12/23 16:46:31| INFO d_m3w_sld_rbf_is finished [took 127.6940s]
-19/12/23 16:46:37| INFO d_m3w_sld_rbf_mc finished [took 133.5200s]
-19/12/23 16:46:40| INFO d_m3w_sld_rbf_ne finished [took 137.4305s]
-19/12/23 16:46:42| INFO d_m3w_sld_rbf_c finished [took 139.1881s]
-19/12/23 16:46:43| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var'
-19/12/23 16:46:43| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var'
-19/12/23 16:46:43| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var'
-19/12/23 16:46:43| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 142.8577s]
-19/12/23 16:46:43| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-19/12/23 20:10:34| INFO dataset imdb [pool size: 10]
-19/12/23 20:10:34| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 20:10:36| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:36| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:36| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:36| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:36| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:36| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:37| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:37| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:37| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:37| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:10:47| INFO ref finished [took 10.5891s]
-19/12/23 20:10:53| INFO atc_mc finished [took 16.3191s]
-19/12/23 20:10:57| INFO doc finished [took 19.7471s]
-19/12/23 20:15:54| INFO d_m3w_sld_rbf finished [took 317.2413s]
-19/12/23 20:16:04| INFO d_m3w_sld_rbf_c finished [took 327.9461s]
-19/12/23 20:16:05| INFO d_m3w_sld_rbf_is finished [took 327.9218s]
-19/12/23 20:16:09| INFO d_m3w_sld_rbf_mc finished [took 332.9751s]
-19/12/23 20:16:13| INFO d_m3w_sld_rbf_ne finished [took 336.2182s]
-19/12/23 20:16:15| WARNING Method d_bin_sld_rbf_gs failed. Exception: unsupported format string passed to NoneType.__format__
-19/12/23 20:16:17| WARNING Method d_mul_sld_rbf_gs failed. Exception: unsupported format string passed to NoneType.__format__
-19/12/23 20:17:13| DEBUG [size=11,place=1] best score = 0.01497746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.775s]
-19/12/23 20:17:13| DEBUG [size=11,place=2] best score = 0.05382654; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 55.776s]
-19/12/23 20:19:26| DEBUG [size=28,place=1] best score = 0.01003900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 132.599s]
-19/12/23 20:19:26| DEBUG [size=28,place=2] best score = 0.01017666; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 132.599s]
-19/12/23 20:21:19| DEBUG [size=21,place=1] best score = 0.00991535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 113.140s]
-19/12/23 20:21:19| DEBUG [size=21,place=2] best score = 0.01006300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 113.141s]
-19/12/23 20:22:15| DEBUG [size=14,place=1] best score = 0.01100672; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 56.501s]
-19/12/23 20:22:15| DEBUG [size=14,place=2] best score = 0.01138828; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 56.502s]
-19/12/23 20:22:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00992) [took 358.1243s]
-----------------------------------------------------------------------------------------------------
-19/12/23 20:27:15| INFO dataset imdb [pool size: 10]
-19/12/23 20:27:15| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 20:27:17| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:18| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:18| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:18| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-19/12/23 20:27:29| INFO ref finished [took 11.4706s]
-19/12/23 20:27:36| INFO atc_mc finished [took 17.5881s]
-19/12/23 20:27:36| INFO doc finished [took 18.0804s]
-19/12/23 20:32:33| INFO d_m3w_sld_rbf finished [took 315.9366s]
-19/12/23 20:32:43| INFO d_m3w_sld_rbf_mc finished [took 325.5450s]
-19/12/23 20:32:43| INFO d_m3w_sld_rbf_c finished [took 325.8360s]
-19/12/23 20:32:53| INFO d_m3w_sld_rbf_is finished [took 334.7291s]
-19/12/23 20:32:59| INFO d_m3w_sld_rbf_ne finished [took 341.2558s]
-19/12/23 20:33:08| WARNING Method d_bin_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work
-19/12/23 20:34:51| WARNING Method d_mul_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work
-19/12/23 20:35:48| DEBUG [size=11,place=1] best score = 0.01497746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.869s]
-19/12/23 20:35:48| DEBUG [size=11,place=2] best score = 0.05382654; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 55.869s]
-19/12/23 20:37:59| DEBUG [size=28,place=1] best score = 0.01003900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 130.680s]
-19/12/23 20:37:59| DEBUG [size=28,place=2] best score = 0.01017666; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 130.681s]
-19/12/23 20:39:55| DEBUG [size=21,place=1] best score = 0.00991535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 116.366s]
-19/12/23 20:39:55| DEBUG [size=21,place=2] best score = 0.01006300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 116.366s]
-----------------------------------------------------------------------------------------------------
-19/12/23 20:41:05| INFO dataset imdb [pool size: 10]
-19/12/23 20:41:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 20:43:28| INFO d_bin_sld_rbf_ne finished [took 140.7696s]
-19/12/23 20:43:29| INFO d_bin_sld_rbf finished [took 141.4976s]
-19/12/23 20:43:29| INFO d_bin_sld_rbf_mc finished [took 141.5107s]
-19/12/23 20:43:31| INFO d_m3w_sld_rbf finished [took 144.2906s]
-19/12/23 20:43:32| INFO d_bin_sld_rbf_c finished [took 144.3612s]
-19/12/23 20:43:35| INFO d_m3w_sld_rbf_mc finished [took 148.0538s]
-19/12/23 20:43:38| INFO d_mul_sld_rbf finished [took 150.3864s]
-19/12/23 20:43:39| INFO d_m3w_sld_rbf_c finished [took 151.8399s]
-19/12/23 20:43:40| INFO d_mul_sld_rbf_mc finished [took 152.5530s]
-19/12/23 20:43:44| INFO ref finished [took 12.4418s]
-19/12/23 20:43:45| INFO d_mul_sld_rbf_ne finished [took 157.3052s]
-19/12/23 20:43:49| INFO d_mul_sld_rbf_c finished [took 162.0868s]
-19/12/23 20:43:53| INFO atc_mc finished [took 16.8411s]
-19/12/23 20:43:57| INFO doc finished [took 18.6178s]
-19/12/23 20:45:05| INFO d_bin_sld_rbf_is finished [took 95.8316s]
-19/12/23 20:45:08| INFO d_m3w_sld_rbf_ne finished [took 99.1260s]
-19/12/23 20:45:11| INFO d_m3w_sld_rbf_is finished [took 98.7975s]
-19/12/23 20:45:21| INFO d_mul_sld_rbf_is finished [took 111.8837s]
-19/12/23 20:45:37| DEBUG [size=11,place=1] best score = 0.01060973; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.366s]
-19/12/23 20:45:37| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.366s]
-19/12/23 20:48:03| DEBUG [size=28,place=1] best score = 0.01059030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.853s]
-19/12/23 20:48:03| DEBUG [size=28,place=2] best score = 0.01088026; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.853s]
-19/12/23 20:48:20| DEBUG [size=16,place=1] best score = 0.01129506; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.318s]
-19/12/23 20:48:20| DEBUG [size=16,place=2] best score = 0.01176145; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.318s]
-19/12/23 20:48:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 178.6487s]
-19/12/23 20:50:26| INFO d_bin_sld_rbf_gs finished [took 304.4977s]
-19/12/23 20:50:48| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 21.309s]
-19/12/23 20:50:48| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 21.309s]
-19/12/23 20:51:09| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.871s]
-19/12/23 20:51:09| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.871s]
-19/12/23 20:51:26| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.504s]
-19/12/23 20:51:26| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.505s]
-19/12/23 20:51:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 58.7936s]
-19/12/23 20:52:41| INFO d_mul_sld_rbf_gs finished [took 134.3242s]
-19/12/23 20:53:02| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 20.162s]
-19/12/23 20:53:02| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.162s]
-19/12/23 20:53:36| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.700s]
-19/12/23 20:53:36| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.700s]
-19/12/23 20:54:24| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.316s]
-19/12/23 20:54:24| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.316s]
-19/12/23 20:54:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 102.3277s]
-19/12/23 20:58:08| INFO d_m3w_sld_rbf_gs finished [took 326.8948s]
-19/12/23 20:58:08| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1023.6512s]
-19/12/23 20:58:08| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-19/12/23 20:59:19| INFO dataset imdb [pool size: 10]
-19/12/23 20:59:19| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 21:01:43| INFO d_bin_sld_rbf_mc finished [took 141.9833s]
-19/12/23 21:01:44| INFO d_bin_sld_rbf finished [took 142.2850s]
-19/12/23 21:01:45| INFO d_bin_sld_rbf_ne finished [took 142.8713s]
-19/12/23 21:01:45| INFO d_bin_sld_rbf_c finished [took 143.3864s]
-19/12/23 21:01:45| INFO d_m3w_sld_rbf finished [took 143.4971s]
-19/12/23 21:01:47| INFO d_m3w_sld_rbf_mc finished [took 145.2026s]
-19/12/23 21:01:53| INFO d_mul_sld_rbf finished [took 151.2858s]
-19/12/23 21:01:54| INFO d_m3w_sld_rbf_c finished [took 151.9442s]
-19/12/23 21:01:59| INFO d_mul_sld_rbf_ne finished [took 156.9816s]
-19/12/23 21:01:59| INFO ref finished [took 13.2396s]
-19/12/23 21:02:00| INFO d_mul_sld_rbf_mc finished [took 158.8049s]
-19/12/23 21:02:03| INFO d_mul_sld_rbf_c finished [took 161.3393s]
-19/12/23 21:02:05| INFO atc_mc finished [took 17.3331s]
-19/12/23 21:02:12| INFO doc finished [took 18.6089s]
-19/12/23 21:03:22| INFO d_bin_sld_rbf_is finished [took 97.1091s]
-19/12/23 21:03:23| INFO d_m3w_sld_rbf_ne finished [took 98.8245s]
-19/12/23 21:03:25| INFO d_m3w_sld_rbf_is finished [took 99.4925s]
-19/12/23 21:03:38| INFO d_mul_sld_rbf_is finished [took 113.1227s]
-19/12/23 21:09:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01048) [took 372.8064s]
-19/12/23 21:12:15| INFO d_bin_sld_rbf_gs finished [took 516.3199s]
-----------------------------------------------------------------------------------------------------
-19/12/23 21:22:23| INFO dataset imdb [pool size: 10]
-19/12/23 21:22:23| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 21:24:07| INFO d_m3w_sld_rbf finished [took 102.4440s]
-19/12/23 21:24:34| INFO d_m3w_sld_rbf_mc finished [took 128.5265s]
-19/12/23 21:24:40| INFO d_bin_sld_rbf_ne finished [took 134.4084s]
-19/12/23 21:24:41| INFO d_bin_sld_rbf finished [took 135.3869s]
-19/12/23 21:24:42| INFO d_bin_sld_rbf_mc finished [took 137.0802s]
-19/12/23 21:24:44| INFO d_bin_sld_rbf_c finished [took 139.4842s]
-19/12/23 21:24:51| INFO d_mul_sld_rbf finished [took 145.4620s]
-19/12/23 21:24:53| INFO d_m3w_sld_rbf_c finished [took 147.6271s]
-19/12/23 21:24:53| INFO d_mul_sld_rbf_mc finished [took 147.9748s]
-19/12/23 21:24:54| INFO d_mul_sld_rbf_ne finished [took 149.1261s]
-19/12/23 21:24:56| INFO ref finished [took 13.1790s]
-19/12/23 21:24:58| INFO d_mul_sld_rbf_c finished [took 153.1788s]
-19/12/23 21:25:01| INFO atc_mc finished [took 16.3094s]
-19/12/23 21:25:06| INFO doc finished [took 15.5825s]
-19/12/23 21:25:56| INFO d_m3w_sld_rbf_ne finished [took 108.4590s]
-19/12/23 21:26:05| INFO d_bin_sld_rbf_is finished [took 91.2383s]
-19/12/23 21:26:18| INFO d_m3w_sld_rbf_is finished [took 97.0688s]
-19/12/23 21:26:25| INFO d_mul_sld_rbf_is finished [took 105.3666s]
-19/12/23 21:26:41| DEBUG [size=11,place=1] best score = 0.01060973; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.455s]
-19/12/23 21:26:41| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.455s]
-19/12/23 21:26:41| DEBUG [size=11,place=3] best score = 0.04385925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.455s]
-19/12/23 21:29:03| DEBUG [size=40,place=1] best score = 0.01059030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 141.716s]
-19/12/23 21:29:03| DEBUG [size=40,place=2] best score = 0.01088026; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 141.717s]
-19/12/23 21:29:03| DEBUG [size=40,place=3] best score = 0.01139805; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 141.717s]
-19/12/23 21:31:10| DEBUG [size=26,place=1] best score = 0.01047923; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.049s]
-19/12/23 21:31:10| DEBUG [size=26,place=2] best score = 0.01104285; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.049s]
-19/12/23 21:31:10| DEBUG [size=26,place=3] best score = 0.01129506; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.050s]
-19/12/23 21:31:33| DEBUG [size=20,place=1] best score = 0.01138846; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 22.909s]
-19/12/23 21:31:33| DEBUG [size=20,place=2] best score = 0.01211995; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.909s]
-19/12/23 21:31:33| DEBUG [size=20,place=3] best score = 0.01254719; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.910s]
-19/12/23 21:31:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01048) [took 307.2672s]
-19/12/23 21:33:59| INFO d_bin_sld_rbf_gs finished [took 453.0048s]
-19/12/23 21:34:19| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.071s]
-19/12/23 21:34:19| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.072s]
-19/12/23 21:34:19| DEBUG [size=11,place=3] best score = 0.07000238; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': None} [took 19.072s]
-19/12/23 21:34:46| DEBUG [size=36,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s]
-19/12/23 21:34:46| DEBUG [size=36,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s]
-19/12/23 21:34:46| DEBUG [size=36,place=3] best score = 0.03089050; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s]
-19/12/23 21:35:08| DEBUG [size=15,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.068s]
-19/12/23 21:35:08| DEBUG [size=15,place=2] best score = 0.02875460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.069s]
-19/12/23 21:35:08| DEBUG [size=15,place=3] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.069s]
-19/12/23 21:35:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 69.0009s]
-19/12/23 21:36:17| INFO d_mul_sld_rbf_gs finished [took 137.1613s]
-19/12/23 21:36:36| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.019s]
-19/12/23 21:36:36| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.020s]
-19/12/23 21:36:36| DEBUG [size=11,place=3] best score = 0.01831691; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.020s]
-19/12/23 21:38:22| DEBUG [size=40,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.343s]
-19/12/23 21:38:22| DEBUG [size=40,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.344s]
-19/12/23 21:38:22| DEBUG [size=40,place=3] best score = 0.01108507; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.344s]
-19/12/23 21:39:10| DEBUG [size=25,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s]
-19/12/23 21:39:10| DEBUG [size=25,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s]
-19/12/23 21:39:10| DEBUG [size=25,place=3] best score = 0.01181042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s]
-19/12/23 21:39:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 173.4552s]
-19/12/23 21:42:34| INFO d_m3w_sld_rbf_gs finished [took 377.7000s]
-19/12/23 21:42:34| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1211.5869s]
-19/12/23 21:42:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 21:44:51| INFO d_bin_sld_rbf_ne finished [took 136.1246s]
-19/12/23 21:45:19| INFO d_bin_sld_rbf_mc finished [took 163.5738s]
-19/12/23 21:45:40| INFO d_bin_sld_rbf_c finished [took 184.3139s]
-19/12/23 21:45:40| INFO d_bin_sld_rbf finished [took 184.5857s]
-19/12/23 21:45:45| INFO d_m3w_sld_rbf_c finished [took 189.6897s]
-19/12/23 21:45:53| INFO d_m3w_sld_rbf finished [took 198.0153s]
-19/12/23 21:45:57| INFO ref finished [took 12.0643s]
-19/12/23 21:46:09| INFO d_m3w_sld_rbf_mc finished [took 213.9189s]
-19/12/23 21:46:10| INFO atc_mc finished [took 16.5145s]
-19/12/23 21:46:17| INFO d_mul_sld_rbf_mc finished [took 221.9991s]
-19/12/23 21:46:18| INFO doc finished [took 20.0289s]
-19/12/23 21:46:22| INFO d_mul_sld_rbf_ne finished [took 226.8677s]
-19/12/23 21:46:22| INFO d_mul_sld_rbf finished [took 226.8229s]
-19/12/23 21:46:27| INFO d_mul_sld_rbf_c finished [took 231.4018s]
-19/12/23 21:47:27| INFO d_bin_sld_rbf_is finished [took 127.1947s]
-19/12/23 21:47:37| INFO d_m3w_sld_rbf_ne finished [took 165.5889s]
-19/12/23 21:47:55| INFO d_m3w_sld_rbf_is finished [took 134.7268s]
-19/12/23 21:47:59| INFO d_mul_sld_rbf_is finished [took 138.8934s]
-19/12/23 21:48:14| DEBUG [size=11,place=1] best score = 0.01023390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.16042668167097, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 14.156s]
-19/12/23 21:48:14| DEBUG [size=11,place=2] best score = 0.01375599; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.157s]
-19/12/23 21:48:14| DEBUG [size=11,place=3] best score = 0.02354112; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': None} [took 14.157s]
-19/12/23 21:50:48| DEBUG [size=42,place=1] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.909s]
-19/12/23 21:50:48| DEBUG [size=42,place=2] best score = 0.00833266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.910s]
-19/12/23 21:50:48| DEBUG [size=42,place=3] best score = 0.00865113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.910s]
-19/12/23 21:51:23| DEBUG [size=26,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 35.435s]
-19/12/23 21:51:23| DEBUG [size=26,place=2] best score = 0.00832052; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 35.435s]
-19/12/23 21:51:23| DEBUG [size=26,place=3] best score = 0.00836788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 35.436s]
-19/12/23 21:51:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00759) [took 203.6329s]
-19/12/23 21:53:43| INFO d_bin_sld_rbf_gs finished [took 343.5686s]
-19/12/23 21:54:03| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.836s]
-19/12/23 21:54:03| DEBUG [size=11,place=2] best score = 0.01945958; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.836s]
-19/12/23 21:54:03| DEBUG [size=11,place=3] best score = 0.02105467; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.836s]
-19/12/23 21:58:56| DEBUG [size=42,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s]
-19/12/23 21:58:56| DEBUG [size=42,place=2] best score = 0.00990603; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s]
-19/12/23 21:58:56| DEBUG [size=42,place=3] best score = 0.01011631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s]
-19/12/23 22:01:31| DEBUG [size=26,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 155.144s]
-19/12/23 22:01:31| DEBUG [size=26,place=2] best score = 0.00918911; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 155.145s]
-19/12/23 22:01:31| DEBUG [size=26,place=3] best score = 0.00934195; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 155.145s]
-19/12/23 22:02:29| DEBUG [size=25,place=1] best score = 0.00881681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 58.407s]
-19/12/23 22:02:29| DEBUG [size=25,place=2] best score = 0.00976098; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.407s]
-19/12/23 22:02:29| DEBUG [size=25,place=3] best score = 0.00997026; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 58.408s]
-19/12/23 22:02:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 525.6123s]
-19/12/23 22:05:15| INFO d_mul_sld_rbf_gs finished [took 691.8646s]
-19/12/23 22:05:36| DEBUG [size=11,place=1] best score = 0.00841352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 20.445s]
-19/12/23 22:05:36| DEBUG [size=11,place=2] best score = 0.01306115; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.16042668167097, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.446s]
-19/12/23 22:05:36| DEBUG [size=11,place=3] best score = 0.01358931; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 20.446s]
-19/12/23 22:11:17| DEBUG [size=42,place=1] best score = 0.00830974; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 340.230s]
-19/12/23 22:11:17| DEBUG [size=42,place=2] best score = 0.00878761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 340.231s]
-19/12/23 22:11:17| DEBUG [size=42,place=3] best score = 0.00879920; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 340.231s]
-19/12/23 22:19:52| DEBUG [size=30,place=1] best score = 0.00842792; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 515.576s]
-19/12/23 22:19:52| DEBUG [size=30,place=2] best score = 0.00886425; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 515.576s]
-19/12/23 22:19:52| DEBUG [size=30,place=3] best score = 0.00891389; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 515.577s]
-19/12/23 22:19:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00831) [took 876.3647s]
-19/12/23 22:21:37| INFO d_m3w_sld_rbf_gs finished [took 980.7143s]
-19/12/23 22:21:37| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2342.1963s]
-19/12/23 22:21:37| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 22:24:10| INFO d_m3w_sld_rbf_mc finished [took 151.2631s]
-19/12/23 22:24:12| INFO d_bin_sld_rbf_ne finished [took 152.9099s]
-19/12/23 22:24:21| INFO d_bin_sld_rbf_c finished [took 162.3003s]
-19/12/23 22:24:28| INFO d_bin_sld_rbf finished [took 170.6132s]
-19/12/23 22:24:35| INFO d_bin_sld_rbf_mc finished [took 176.3800s]
-19/12/23 22:24:48| INFO ref finished [took 12.0345s]
-19/12/23 22:25:05| INFO atc_mc finished [took 16.8417s]
-19/12/23 22:25:26| INFO doc finished [took 20.0653s]
-19/12/23 22:25:38| INFO d_m3w_sld_rbf finished [took 239.4454s]
-19/12/23 22:25:39| INFO d_mul_sld_rbf finished [took 239.6765s]
-19/12/23 22:25:45| INFO d_mul_sld_rbf_c finished [took 245.8710s]
-19/12/23 22:25:48| INFO d_m3w_sld_rbf_c finished [took 249.2694s]
-19/12/23 22:25:50| INFO d_mul_sld_rbf_mc finished [took 250.4887s]
-19/12/23 22:25:53| INFO d_mul_sld_rbf_ne finished [took 254.7549s]
-19/12/23 22:26:46| INFO d_bin_sld_rbf_is finished [took 153.5942s]
-19/12/23 22:26:46| INFO d_m3w_sld_rbf_ne finished [took 155.5633s]
-19/12/23 22:27:23| INFO d_m3w_sld_rbf_is finished [took 175.2918s]
-19/12/23 22:27:47| INFO d_mul_sld_rbf_is finished [took 204.8334s]
-19/12/23 22:28:03| DEBUG [size=11,place=1] best score = 0.02192853; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.731s]
-19/12/23 22:28:03| DEBUG [size=11,place=2] best score = 0.02561059; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.732s]
-19/12/23 22:28:03| DEBUG [size=11,place=3] best score = 0.02924295; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.732s]
-19/12/23 22:32:39| DEBUG [size=40,place=1] best score = 0.01425644; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 275.584s]
-19/12/23 22:32:39| DEBUG [size=40,place=2] best score = 0.02194697; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 275.584s]
-19/12/23 22:32:39| DEBUG [size=40,place=3] best score = 0.02275157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 275.584s]
-19/12/23 22:40:29| DEBUG [size=24,place=1] best score = 0.01524908; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 470.426s]
-19/12/23 22:40:29| DEBUG [size=24,place=2] best score = 0.01919959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 470.426s]
-19/12/23 22:40:29| DEBUG [size=24,place=3] best score = 0.01971381; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 470.426s]
-19/12/23 22:40:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01426) [took 761.8520s]
-19/12/23 22:43:32| INFO d_bin_sld_rbf_gs finished [took 944.8587s]
-19/12/23 22:43:58| DEBUG [size=11,place=1] best score = 0.02076101; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.008s]
-19/12/23 22:43:58| DEBUG [size=11,place=2] best score = 0.02373897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.008s]
-19/12/23 22:43:58| DEBUG [size=11,place=3] best score = 0.02553505; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05515073828663464, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.009s]
-19/12/23 22:48:47| DEBUG [size=42,place=1] best score = 0.01922494; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 289.150s]
-19/12/23 22:48:47| DEBUG [size=42,place=2] best score = 0.01943518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 289.150s]
-19/12/23 22:48:47| DEBUG [size=42,place=3] best score = 0.01976916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 289.150s]
-19/12/23 22:57:04| DEBUG [size=36,place=1] best score = 0.01680873; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 497.281s]
-19/12/23 22:57:04| DEBUG [size=36,place=2] best score = 0.01792388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 497.282s]
-19/12/23 22:57:04| DEBUG [size=36,place=3] best score = 0.01823610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 497.282s]
-19/12/23 23:06:06| DEBUG [size=25,place=1] best score = 0.01580744; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 541.663s]
-19/12/23 23:06:06| DEBUG [size=25,place=2] best score = 0.01732318; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 541.663s]
-19/12/23 23:06:06| DEBUG [size=25,place=3] best score = 0.01854836; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 541.664s]
-19/12/23 23:11:23| DEBUG [size=15,place=1] best score = 0.01819077; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05515073828663464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 317.497s]
-19/12/23 23:11:23| DEBUG [size=15,place=2] best score = 0.01910830; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 317.498s]
-19/12/23 23:11:23| DEBUG [size=15,place=3] best score = 0.01950554; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 317.498s]
-19/12/23 23:11:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01581) [took 1670.7454s]
-19/12/23 23:12:49| INFO d_mul_sld_rbf_gs finished [took 1756.7890s]
-19/12/23 23:13:14| DEBUG [size=11,place=1] best score = 0.01980739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5515073828663464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.807s]
-19/12/23 23:13:14| DEBUG [size=11,place=2] best score = 0.01985869; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.807s]
-19/12/23 23:13:14| DEBUG [size=11,place=3] best score = 0.02147280; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': None} [took 23.808s]
-19/12/23 23:19:29| DEBUG [size=40,place=1] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 375.849s]
-19/12/23 23:19:29| DEBUG [size=40,place=2] best score = 0.01796630; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 375.850s]
-19/12/23 23:19:29| DEBUG [size=40,place=3] best score = 0.01916539; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 375.850s]
-19/12/23 23:30:21| DEBUG [size=24,place=1] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 651.760s]
-19/12/23 23:30:21| DEBUG [size=24,place=2] best score = 0.01593510; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 651.761s]
-19/12/23 23:30:21| DEBUG [size=24,place=3] best score = 0.01612127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 651.761s]
-19/12/23 23:30:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01574) [took 1051.5272s]
-19/12/23 23:32:58| INFO d_m3w_sld_rbf_gs finished [took 1207.7707s]
-19/12/23 23:32:58| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4280.8946s]
-19/12/23 23:32:58| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-19/12/23 23:35:07| INFO d_bin_sld_rbf_ne finished [took 127.3095s]
-19/12/23 23:35:08| INFO d_bin_sld_rbf_c finished [took 128.0716s]
-19/12/23 23:35:29| INFO d_bin_sld_rbf finished [took 150.5435s]
-19/12/23 23:35:33| INFO d_bin_sld_rbf_mc finished [took 153.0340s]
-19/12/23 23:36:46| INFO d_mul_sld_rbf finished [took 227.7837s]
-19/12/23 23:36:53| INFO d_m3w_sld_rbf_c finished [took 232.9017s]
-19/12/23 23:36:54| INFO d_mul_sld_rbf_ne finished [took 233.6819s]
-19/12/23 23:36:58| INFO ref finished [took 11.3555s]
-19/12/23 23:36:59| INFO d_m3w_sld_rbf finished [took 240.4900s]
-19/12/23 23:37:03| INFO d_m3w_sld_rbf_mc finished [took 242.6943s]
-19/12/23 23:37:10| INFO atc_mc finished [took 16.6080s]
-19/12/23 23:37:11| INFO d_mul_sld_rbf_c finished [took 251.4695s]
-19/12/23 23:37:12| INFO doc finished [took 17.6747s]
-19/12/23 23:37:22| INFO d_mul_sld_rbf_mc finished [took 262.5936s]
-19/12/23 23:37:36| INFO d_bin_sld_rbf_is finished [took 148.5276s]
-19/12/23 23:38:28| INFO d_m3w_sld_rbf_ne finished [took 200.2703s]
-19/12/23 23:38:36| INFO d_m3w_sld_rbf_is finished [took 182.5739s]
-19/12/23 23:38:45| INFO d_mul_sld_rbf_is finished [took 195.6879s]
-19/12/23 23:39:00| DEBUG [size=11,place=1] best score = 0.01359629; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.289s]
-19/12/23 23:39:00| DEBUG [size=11,place=2] best score = 0.01674229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': None, 'confidence': None} [took 14.290s]
-19/12/23 23:39:00| DEBUG [size=11,place=3] best score = 0.01914111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.6070303013437, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 14.290s]
-19/12/23 23:40:27| DEBUG [size=42,place=1] best score = 0.01258506; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 87.146s]
-19/12/23 23:40:27| DEBUG [size=42,place=2] best score = 0.01261284; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303013436, 'quantifier__recalib': None, 'confidence': None} [took 87.146s]
-19/12/23 23:40:27| DEBUG [size=42,place=3] best score = 0.01270060; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 87.146s]
-19/12/23 23:44:47| DEBUG [size=29,place=1] best score = 0.01275629; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 260.067s]
-19/12/23 23:44:47| DEBUG [size=29,place=2] best score = 0.01298527; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 260.067s]
-19/12/23 23:44:47| DEBUG [size=29,place=3] best score = 0.01303598; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303013436, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 260.067s]
-19/12/23 23:44:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01259) [took 361.6140s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:20:50| INFO dataset imdb [pool size: 10]
-20/12/23 10:20:50| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:20:52| WARNING Method bin_sld_lr_mc failed. Exception: 'coo_matrix' object is not subscriptable
-20/12/23 10:20:52| WARNING Method bin_sld_lr failed. Exception: 'coo_matrix' object is not subscriptable
-20/12/23 10:20:52| WARNING Method bin_sld_lr_c failed. Exception: 'coo_matrix' object is not subscriptable
-20/12/23 10:20:53| WARNING Method bin_sld_lr_ne failed. Exception: 'coo_matrix' object is not subscriptable
-20/12/23 10:20:53| WARNING Method bin_sld_lr_is failed. Exception: 'coo_matrix' object is not subscriptable
-20/12/23 10:21:10| INFO ref finished [took 16.8025s]
-20/12/23 10:21:29| INFO atc_mc finished [took 18.4451s]
-20/12/23 10:21:40| INFO m3w_sld_lr_c finished [took 47.9577s]
-20/12/23 10:21:41| INFO m3w_sld_lr_ne finished [took 48.1798s]
-20/12/23 10:21:42| INFO mul_sld_lr_is finished [took 48.6494s]
-20/12/23 10:21:43| INFO m3w_sld_lr_is finished [took 49.2860s]
-20/12/23 10:21:43| INFO m3w_sld_lr_mc finished [took 50.0781s]
-20/12/23 10:21:43| INFO m3w_sld_lr finished [took 50.8334s]
-20/12/23 10:21:43| INFO mul_sld_lr_c finished [took 51.4041s]
-20/12/23 10:21:44| INFO mul_sld_lr_ne finished [took 51.3204s]
-20/12/23 10:21:44| INFO mul_sld_lr_mc finished [took 51.6963s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:23:21| INFO dataset imdb [pool size: 10]
-20/12/23 10:23:21| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:23:53| INFO m3w_sld_lr_c finished [took 29.7964s]
-20/12/23 10:23:55| INFO m3w_sld_lr_mc finished [took 30.9568s]
-20/12/23 10:23:56| INFO m3w_sld_lr finished [took 32.4531s]
-20/12/23 10:23:56| INFO mul_sld_lr_ne finished [took 32.5751s]
-20/12/23 10:23:58| INFO bin_sld_lr_mc finished [took 33.9540s]
-20/12/23 10:23:58| INFO mul_sld_lr_c finished [took 34.3342s]
-20/12/23 10:24:00| INFO mul_sld_lr_mc finished [took 36.0798s]
-20/12/23 10:24:00| INFO bin_sld_lr_ne finished [took 36.3441s]
-20/12/23 10:24:01| INFO bin_sld_lr finished [took 37.5019s]
-20/12/23 10:24:02| INFO bin_sld_lr_c finished [took 37.9181s]
-20/12/23 10:24:05| INFO mul_sld_lr finished [took 41.7458s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:24:33| INFO dataset imdb [pool size: 10]
-20/12/23 10:24:33| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:25:20| INFO m3w_sld_lr_c finished [took 35.5213s]
-20/12/23 10:25:23| INFO m3w_sld_lr finished [took 40.6148s]
-20/12/23 10:25:24| INFO mul_sld_lr_mc finished [took 38.1662s]
-20/12/23 10:25:27| INFO mul_sld_lr finished [took 45.1495s]
-20/12/23 10:25:28| INFO m3w_sld_lr_mc finished [took 41.7214s]
-20/12/23 10:25:28| INFO mul_sld_lr_c finished [took 43.9173s]
-20/12/23 10:25:28| INFO mul_sld_lr_ne finished [took 41.0378s]
-20/12/23 10:25:46| INFO ref finished [took 17.5308s]
-20/12/23 10:25:52| INFO atc_mc finished [took 24.2389s]
-20/12/23 10:25:54| INFO m3w_sld_lr_ne finished [took 33.4339s]
-20/12/23 10:25:58| INFO doc finished [took 29.2259s]
-20/12/23 10:25:58| INFO mul_sld_lr_is finished [took 34.2513s]
-20/12/23 10:26:00| INFO m3w_sld_lr_is finished [took 32.6867s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:26:27| INFO dataset imdb [pool size: 10]
-20/12/23 10:26:27| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:27:31| INFO bin_sld_lr finished [took 55.8984s]
-20/12/23 10:27:32| INFO m3w_sld_lr_c finished [took 53.2241s]
-20/12/23 10:27:32| INFO m3w_sld_lr finished [took 56.0702s]
-20/12/23 10:27:34| INFO mul_sld_lr_c finished [took 56.0379s]
-20/12/23 10:27:34| INFO mul_sld_lr_mc finished [took 54.6543s]
-20/12/23 10:27:36| INFO m3w_sld_lr_mc finished [took 55.7297s]
-20/12/23 10:27:36| INFO mul_sld_lr_ne finished [took 54.6050s]
-20/12/23 10:27:43| INFO mul_sld_lr finished [took 67.1825s]
-20/12/23 10:27:43| INFO bin_sld_lr_c finished [took 66.1768s]
-20/12/23 10:27:45| INFO bin_sld_lr_ne finished [took 64.2141s]
-20/12/23 10:27:45| INFO bin_sld_lr_mc finished [took 66.3553s]
-20/12/23 10:27:56| INFO ref finished [took 21.7923s]
-20/12/23 10:28:04| INFO atc_mc finished [took 27.8282s]
-20/12/23 10:28:09| INFO doc finished [took 32.3460s]
-20/12/23 10:28:09| INFO mul_sld_lr_is finished [took 36.5316s]
-20/12/23 10:28:09| INFO m3w_sld_lr_ne finished [took 37.5858s]
-20/12/23 10:28:11| INFO m3w_sld_lr_is finished [took 36.7785s]
-21/12/23 10:41:35| ERROR estimate comparison failed. Exception: Invalid target None
-----------------------------------------------------------------------------------------------------
-21/12/23 10:42:32| INFO dataset rcv1_CCAT [pool size: 10]
-21/12/23 10:42:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-21/12/23 13:15:06| ERROR estimate comparison failed. Exception: 'str' object has no attribute 'copy'
-----------------------------------------------------------------------------------------------------
-21/12/23 13:18:37| INFO dataset rcv1_CCAT [pool size: 10]
-21/12/23 13:18:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/12/23 13:19:20| INFO dataset imdb [pool size: 10]
-21/12/23 13:19:20| INFO Dataset sample [0.1 0.9] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-11/01/24 17:45:43| INFO dataset imdb [pool size: 10]
-11/01/24 17:45:44| INFO Dataset sample [0.1 0.9] of dataset imdb started
-11/01/24 17:45:46| WARNING Method rca failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-11/01/24 17:45:55| INFO ref finished [took 9.5144s]
-11/01/24 17:45:58| INFO atc_mc finished [took 12.9710s]
-11/01/24 17:46:00| INFO doc finished [took 14.8364s]
-11/01/24 17:46:00| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 16.6360s]
-11/01/24 17:46:00| INFO Dataset sample [0.2 0.8] of dataset imdb started
-11/01/24 17:46:11| INFO ref finished [took 9.7149s]
-11/01/24 17:46:15| INFO atc_mc finished [took 13.1826s]
-11/01/24 17:46:18| INFO doc finished [took 15.7836s]
-----------------------------------------------------------------------------------------------------
-11/01/24 17:49:26| INFO dataset imdb [pool size: 10]
-11/01/24 17:49:26| INFO Dataset sample [0.1 0.9] of dataset imdb started
-11/01/24 17:49:37| INFO ref finished [took 9.9876s]
-11/01/24 17:49:41| INFO atc_mc finished [took 13.4271s]
-11/01/24 17:49:43| INFO doc finished [took 15.5034s]
-11/01/24 17:52:17| WARNING Method rca failed. Exception: list indices must be integers or slices, not tuple
-11/01/24 17:52:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 171.8770s]
-11/01/24 17:52:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
-11/01/24 17:52:29| INFO ref finished [took 9.5599s]
-11/01/24 17:52:32| INFO atc_mc finished [took 12.9458s]
-11/01/24 17:52:35| INFO doc finished [took 15.5329s]
-----------------------------------------------------------------------------------------------------
-11/01/24 17:53:24| INFO dataset imdb [pool size: 10]
-11/01/24 17:53:25| INFO Dataset sample [0.1 0.9] of dataset imdb started
-11/01/24 17:53:36| INFO ref finished [took 9.6240s]
-11/01/24 17:53:39| INFO atc_mc finished [took 13.1298s]
-11/01/24 17:53:41| INFO doc finished [took 15.3369s]
-11/01/24 17:56:09| WARNING Method rca failed. Exception: Input X contains NaN.
-LinearRegression does not accept missing values encoded as NaN natively. For supervised learning, you might want to consider sklearn.ensemble.HistGradientBoostingClassifier and Regressor which accept missing values encoded as NaNs natively. Alternatively, it is possible to preprocess the data, for instance by using an imputer transformer in a pipeline or drop samples with missing values. See https://scikit-learn.org/stable/modules/impute.html You can find a list of all estimators that handle NaN values at the following page: https://scikit-learn.org/stable/modules/impute.html#estimators-that-handle-nan-values
-11/01/24 17:56:09| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 164.4590s]
-11/01/24 17:56:09| INFO Dataset sample [0.2 0.8] of dataset imdb started
-11/01/24 17:56:20| INFO ref finished [took 9.4256s]
-11/01/24 17:56:24| INFO atc_mc finished [took 13.2408s]
-11/01/24 17:56:26| INFO doc finished [took 15.1149s]
-----------------------------------------------------------------------------------------------------
-11/01/24 17:59:44| INFO dataset imdb [pool size: 10]
-11/01/24 17:59:44| INFO Dataset sample [0.1 0.9] of dataset imdb started
-11/01/24 17:59:55| INFO ref finished [took 9.2173s]
-11/01/24 17:59:59| INFO atc_mc finished [took 13.2173s]
-11/01/24 18:00:00| INFO doc finished [took 14.7405s]
-11/01/24 18:05:09| INFO rca finished [took 323.3917s]
-11/01/24 18:05:09| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 325.0591s]
-11/01/24 18:05:09| INFO Dataset sample [0.2 0.8] of dataset imdb started
-11/01/24 18:05:19| INFO ref finished [took 9.3856s]
-11/01/24 18:05:24| INFO atc_mc finished [took 13.1664s]
-11/01/24 18:05:26| INFO doc finished [took 15.1844s]
-11/01/24 18:11:27| INFO rca finished [took 376.3302s]
-11/01/24 18:11:27| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 378.0220s]
-11/01/24 18:11:27| INFO Dataset sample [0.3 0.7] of dataset imdb started
-11/01/24 18:11:37| INFO ref finished [took 9.6130s]
-11/01/24 18:11:42| INFO atc_mc finished [took 12.7964s]
-11/01/24 18:11:44| INFO doc finished [took 15.2805s]
-11/01/24 18:17:24| INFO rca finished [took 355.2427s]
-11/01/24 18:17:24| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 356.9437s]
-11/01/24 18:17:24| INFO Dataset sample [0.4 0.6] of dataset imdb started
-11/01/24 18:17:35| INFO ref finished [took 10.0997s]
-11/01/24 18:17:39| INFO atc_mc finished [took 12.7937s]
-11/01/24 18:17:41| INFO doc finished [took 15.1957s]
-11/01/24 18:23:37| INFO rca finished [took 371.4493s]
-11/01/24 18:23:37| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 373.1068s]
-11/01/24 18:23:37| INFO Dataset sample [0.5 0.5] of dataset imdb started
-11/01/24 18:23:47| INFO ref finished [took 9.4508s]
-11/01/24 18:23:52| INFO atc_mc finished [took 13.1711s]
-11/01/24 18:23:54| INFO doc finished [took 14.9710s]
-11/01/24 18:29:49| INFO rca finished [took 370.5003s]
-11/01/24 18:29:49| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 372.1584s]
-11/01/24 18:29:50| INFO Dataset sample [0.6 0.4] of dataset imdb started
-11/01/24 18:29:59| INFO ref finished [took 9.0665s]
-11/01/24 18:30:04| INFO atc_mc finished [took 12.7289s]
-11/01/24 18:30:07| INFO doc finished [took 15.5863s]
-11/01/24 18:36:00| INFO rca finished [took 369.0281s]
-11/01/24 18:36:00| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 370.7272s]
-11/01/24 18:36:00| INFO Dataset sample [0.7 0.3] of dataset imdb started
-11/01/24 18:36:10| INFO ref finished [took 9.2656s]
-11/01/24 18:36:15| INFO atc_mc finished [took 13.1792s]
-11/01/24 18:36:17| INFO doc finished [took 14.6607s]
-11/01/24 18:41:52| INFO rca finished [took 350.3707s]
-11/01/24 18:41:52| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 352.2048s]
-11/01/24 18:41:52| INFO Dataset sample [0.8 0.2] of dataset imdb started
-11/01/24 18:42:03| INFO ref finished [took 9.8442s]
-11/01/24 18:42:07| INFO atc_mc finished [took 12.8323s]
-11/01/24 18:42:09| INFO doc finished [took 15.1179s]
-11/01/24 18:47:56| INFO rca finished [took 361.9745s]
-11/01/24 18:47:56| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 363.5862s]
-11/01/24 18:47:56| INFO Dataset sample [0.9 0.1] of dataset imdb started
-11/01/24 18:48:06| INFO ref finished [took 9.7024s]
-11/01/24 18:48:10| INFO atc_mc finished [took 12.7381s]
-11/01/24 18:48:12| INFO doc finished [took 14.8031s]
-11/01/24 18:53:02| INFO rca finished [took 304.8835s]
-11/01/24 18:53:03| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 306.4818s]
-----------------------------------------------------------------------------------------------------
-11/01/24 19:22:42| INFO dataset imdb [pool size: 10]
-11/01/24 19:22:42| INFO Dataset sample [0.1 0.9] of dataset imdb started
-11/01/24 19:22:58| INFO ref finished [took 13.0226s]
-11/01/24 19:23:04| INFO doc finished [took 19.3350s]
-11/01/24 19:23:06| INFO atc_mc finished [took 21.4649s]
-11/01/24 19:23:06| INFO mul_sld_lr_is finished [took 22.3159s]
-11/01/24 19:23:11| INFO m3w_sld_lr_is finished [took 26.6102s]
-11/01/24 19:23:12| INFO bin_sld_lr_is finished [took 28.2184s]
-11/01/24 19:28:37| INFO rca_star finished [took 352.3160s]
-11/01/24 19:28:38| INFO rca finished [took 353.3494s]
-11/01/24 19:28:38| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 355.7885s]
-11/01/24 19:28:38| INFO Dataset sample [0.2 0.8] of dataset imdb started
-11/01/24 19:28:57| INFO ref finished [took 17.1455s]
-11/01/24 19:29:01| INFO atc_mc finished [took 20.8209s]
-11/01/24 19:29:04| INFO m3w_sld_lr_is finished [took 23.3364s]
-11/01/24 19:29:04| INFO mul_sld_lr_is finished [took 25.7688s]
-11/01/24 19:29:05| INFO doc finished [took 24.1281s]
-11/01/24 19:29:08| INFO bin_sld_lr_is finished [took 29.2112s]
-11/01/24 19:35:26| INFO rca_star finished [took 405.6560s]
-11/01/24 19:35:29| INFO rca finished [took 409.2754s]
-11/01/24 19:35:30| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 411.4105s]
-11/01/24 19:35:30| INFO Dataset sample [0.3 0.7] of dataset imdb started
-11/01/24 19:35:45| INFO ref finished [took 13.4987s]
-11/01/24 19:35:51| INFO atc_mc finished [took 19.4372s]
-11/01/24 19:35:53| INFO doc finished [took 21.0924s]
-11/01/24 19:35:53| INFO m3w_sld_lr_is finished [took 21.7704s]
-11/01/24 19:35:56| INFO bin_sld_lr_is finished [took 26.2499s]
-11/01/24 19:36:00| INFO mul_sld_lr_is finished [took 29.7280s]
-11/01/24 19:41:52| INFO rca finished [took 380.3390s]
-11/01/24 19:41:52| INFO rca_star finished [took 380.8132s]
-11/01/24 19:41:52| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 382.9205s]
-11/01/24 19:41:52| INFO Dataset sample [0.4 0.6] of dataset imdb started
-11/01/24 19:42:10| INFO atc_mc finished [took 15.3711s]
-11/01/24 19:42:10| INFO ref finished [took 15.4340s]
-11/01/24 19:42:16| INFO bin_sld_lr_is finished [took 23.3054s]
-11/01/24 19:42:18| INFO doc finished [took 22.6740s]
-11/01/24 19:42:19| INFO m3w_sld_lr_is finished [took 24.8003s]
-11/01/24 19:42:19| INFO mul_sld_lr_is finished [took 26.2826s]
-11/01/24 19:48:21| INFO rca finished [took 386.5740s]
-11/01/24 19:48:22| INFO rca_star finished [took 387.1177s]
-11/01/24 19:48:22| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 389.6785s]
-11/01/24 19:48:22| INFO Dataset sample [0.5 0.5] of dataset imdb started
-11/01/24 19:48:40| INFO ref finished [took 15.1822s]
-11/01/24 19:48:40| INFO atc_mc finished [took 15.7723s]
-11/01/24 19:48:45| INFO m3w_sld_lr_is finished [took 21.5652s]
-11/01/24 19:48:46| INFO bin_sld_lr_is finished [took 23.7302s]
-11/01/24 19:48:47| INFO doc finished [took 21.9776s]
-11/01/24 19:48:48| INFO mul_sld_lr_is finished [took 25.6587s]
-11/01/24 19:54:56| INFO rca finished [took 391.2796s]
-11/01/24 19:54:56| INFO rca_star finished [took 391.2032s]
-11/01/24 19:54:56| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 393.8551s]
-11/01/24 19:54:56| INFO Dataset sample [0.6 0.4] of dataset imdb started
-11/01/24 19:55:16| INFO ref finished [took 17.1861s]
-11/01/24 19:55:21| INFO m3w_sld_lr_is finished [took 22.9208s]
-11/01/24 19:55:21| INFO atc_mc finished [took 23.0157s]
-11/01/24 19:55:24| INFO mul_sld_lr_is finished [took 27.7487s]
-11/01/24 19:55:25| INFO doc finished [took 26.2502s]
-11/01/24 19:55:26| INFO bin_sld_lr_is finished [took 29.8596s]
-11/01/24 20:01:41| INFO rca_star finished [took 402.8706s]
-11/01/24 20:01:41| INFO rca finished [took 403.3283s]
-11/01/24 20:01:41| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 405.4001s]
-11/01/24 20:01:41| INFO Dataset sample [0.7 0.3] of dataset imdb started
-11/01/24 20:02:00| INFO ref finished [took 15.5507s]
-11/01/24 20:02:00| INFO atc_mc finished [took 16.3132s]
-11/01/24 20:02:03| INFO doc finished [took 19.8739s]
-11/01/24 20:02:06| INFO m3w_sld_lr_is finished [took 22.7978s]
-11/01/24 20:02:11| INFO bin_sld_lr_is finished [took 29.1952s]
-11/01/24 20:02:13| INFO mul_sld_lr_is finished [took 30.6720s]
-11/01/24 20:07:53| INFO rca_star finished [took 369.8628s]
-11/01/24 20:07:56| INFO rca finished [took 371.6249s]
-11/01/24 20:07:56| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 374.4092s]
-11/01/24 20:07:56| INFO Dataset sample [0.8 0.2] of dataset imdb started
-11/01/24 20:08:13| INFO atc_mc finished [took 15.9072s]
-11/01/24 20:08:14| INFO ref finished [took 15.7858s]
-11/01/24 20:08:16| INFO doc finished [took 18.0621s]
-11/01/24 20:08:23| INFO m3w_sld_lr_is finished [took 24.3997s]
-11/01/24 20:08:26| INFO mul_sld_lr_is finished [took 29.6145s]
-11/01/24 20:08:30| INFO bin_sld_lr_is finished [took 33.3257s]
-11/01/24 20:14:17| INFO rca finished [took 379.1278s]
-11/01/24 20:14:19| INFO rca_star finished [took 381.2788s]
-11/01/24 20:14:20| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 383.6880s]
-11/01/24 20:14:20| INFO Dataset sample [0.9 0.1] of dataset imdb started
-11/01/24 20:14:32| INFO ref finished [took 11.2763s]
-11/01/24 20:14:39| INFO atc_mc finished [took 17.5156s]
-11/01/24 20:14:40| INFO doc finished [took 18.5070s]
-11/01/24 20:14:42| INFO mul_sld_lr_is finished [took 21.5852s]
-11/01/24 20:14:46| INFO m3w_sld_lr_is finished [took 24.2651s]
-11/01/24 20:14:49| INFO bin_sld_lr_is finished [took 29.4364s]
-11/01/24 20:19:51| INFO rca finished [took 329.0828s]
-11/01/24 20:19:52| INFO rca_star finished [took 329.8059s]
-11/01/24 20:19:52| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 332.2244s]
-----------------------------------------------------------------------------------------------------
-11/01/24 20:19:57| INFO dataset rcv1_CCAT [pool size: 10]
-11/01/24 20:19:57| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-11/01/24 20:20:38| INFO atc_mc finished [took 39.2199s]
-11/01/24 20:20:43| INFO m3w_sld_lr_is finished [took 43.6032s]
-11/01/24 20:20:45| INFO ref finished [took 45.5070s]
-11/01/24 20:20:53| INFO doc finished [took 53.7638s]
-11/01/24 20:20:57| INFO bin_sld_lr_is finished [took 59.1037s]
-11/01/24 20:21:00| INFO mul_sld_lr_is finished [took 62.1641s]
-11/01/24 20:28:30| INFO rca finished [took 510.1587s]
-11/01/24 20:28:36| INFO rca_star finished [took 516.9097s]
-11/01/24 20:28:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 519.7131s]
-11/01/24 20:28:37| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-11/01/24 20:29:16| INFO atc_mc finished [took 36.6189s]
-11/01/24 20:29:23| INFO doc finished [took 43.5836s]
-11/01/24 20:29:27| INFO mul_sld_lr_is finished [took 49.1230s]
-11/01/24 20:29:29| INFO ref finished [took 49.6178s]
-11/01/24 20:29:29| INFO m3w_sld_lr_is finished [took 49.7190s]
-11/01/24 20:29:37| INFO bin_sld_lr_is finished [took 59.3719s]
-11/01/24 20:37:36| INFO rca_star finished [took 536.4353s]
-11/01/24 20:37:44| INFO rca finished [took 544.2008s]
-11/01/24 20:37:44| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 547.2882s]
-11/01/24 20:37:44| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-11/01/24 20:38:20| INFO ref finished [took 34.3675s]
-11/01/24 20:38:36| INFO atc_mc finished [took 49.1199s]
-11/01/24 20:38:36| INFO bin_sld_lr_is finished [took 51.0956s]
-11/01/24 20:38:38| INFO doc finished [took 51.1297s]
-11/01/24 20:38:39| INFO m3w_sld_lr_is finished [took 52.6790s]
-11/01/24 20:38:47| INFO mul_sld_lr_is finished [took 61.9538s]
-11/01/24 20:47:09| INFO rca finished [took 563.4564s]
-11/01/24 20:47:11| INFO rca_star finished [took 564.4977s]
-11/01/24 20:47:11| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 566.9295s]
-11/01/24 20:47:11| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-11/01/24 20:47:54| INFO ref finished [took 39.9763s]
-11/01/24 20:47:54| INFO atc_mc finished [took 41.4860s]
-11/01/24 20:47:56| INFO doc finished [took 42.9164s]
-11/01/24 20:48:05| INFO m3w_sld_lr_is finished [took 52.0284s]
-11/01/24 20:48:07| INFO bin_sld_lr_is finished [took 55.2512s]
-11/01/24 20:48:12| INFO mul_sld_lr_is finished [took 60.1462s]
-11/01/24 20:57:04| INFO rca_star finished [took 590.8492s]
-11/01/24 20:57:09| INFO rca finished [took 595.0431s]
-11/01/24 20:57:09| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 598.0414s]
-11/01/24 20:57:09| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-11/01/24 20:57:51| INFO ref finished [took 40.1424s]
-11/01/24 20:57:57| INFO atc_mc finished [took 46.1153s]
-11/01/24 20:58:07| INFO doc finished [took 55.7683s]
-11/01/24 20:58:09| INFO mul_sld_lr_is finished [took 59.5365s]
-11/01/24 20:58:11| INFO m3w_sld_lr_is finished [took 58.8824s]
-11/01/24 20:58:14| INFO bin_sld_lr_is finished [took 64.0466s]
-11/01/24 21:07:04| INFO rca_star finished [took 591.8466s]
-11/01/24 21:07:08| INFO rca finished [took 596.5608s]
-11/01/24 21:07:08| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 599.4563s]
-11/01/24 21:07:08| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-11/01/24 21:07:43| INFO ref finished [took 32.7569s]
-11/01/24 21:07:49| INFO doc finished [took 38.5327s]
-11/01/24 21:07:56| INFO atc_mc finished [took 45.0008s]
-11/01/24 21:08:00| INFO m3w_sld_lr_is finished [took 49.7130s]
-11/01/24 21:08:03| INFO mul_sld_lr_is finished [took 53.6008s]
-11/01/24 21:08:12| INFO bin_sld_lr_is finished [took 63.2777s]
-11/01/24 21:16:25| INFO rca finished [took 554.2786s]
-11/01/24 21:16:33| INFO rca_star finished [took 563.0219s]
-11/01/24 21:16:34| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 565.3424s]
-11/01/24 21:16:34| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-11/01/24 21:17:12| INFO ref finished [took 35.1053s]
-11/01/24 21:17:20| INFO m3w_sld_lr_is finished [took 43.7720s]
-11/01/24 21:17:26| INFO bin_sld_lr_is finished [took 51.2093s]
-11/01/24 21:17:26| INFO atc_mc finished [took 50.2470s]
-11/01/24 21:17:26| INFO mul_sld_lr_is finished [took 51.5847s]
-11/01/24 21:17:30| INFO doc finished [took 53.4523s]
-11/01/24 21:25:57| INFO rca finished [took 560.4395s]
-11/01/24 21:25:57| INFO rca_star finished [took 561.4574s]
-11/01/24 21:25:58| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 563.9770s]
-11/01/24 21:25:58| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-11/01/24 21:26:36| INFO atc_mc finished [took 36.2879s]
-11/01/24 21:26:38| INFO ref finished [took 38.6987s]
-11/01/24 21:26:44| INFO doc finished [took 44.5122s]
-11/01/24 21:26:45| INFO bin_sld_lr_is finished [took 46.5442s]
-11/01/24 21:26:50| INFO m3w_sld_lr_is finished [took 49.5910s]
-11/01/24 21:26:55| INFO mul_sld_lr_is finished [took 56.5720s]
-11/01/24 21:35:14| INFO rca_star finished [took 553.9198s]
-11/01/24 21:35:20| INFO rca finished [took 559.3583s]
-11/01/24 21:35:20| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 562.3835s]
-11/01/24 21:35:20| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-11/01/24 21:35:55| INFO ref finished [took 33.2474s]
-11/01/24 21:36:05| INFO doc finished [took 42.9040s]
-11/01/24 21:36:08| INFO atc_mc finished [took 45.0395s]
-11/01/24 21:36:11| INFO m3w_sld_lr_is finished [took 48.5833s]
-11/01/24 21:36:16| INFO mul_sld_lr_is finished [took 54.7513s]
-11/01/24 21:36:25| INFO bin_sld_lr_is finished [took 64.2181s]
-11/01/24 21:44:27| INFO rca finished [took 544.1497s]
-11/01/24 21:44:29| INFO rca_star finished [took 546.5867s]
-11/01/24 21:44:29| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 548.9393s]
-----------------------------------------------------------------------------------------------------
-12/01/24 10:07:19| INFO dataset imdb [pool size: 10]
-12/01/24 10:07:19| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 10:07:47| INFO d_mul_sld_lr_is finished [took 25.6914s]
-12/01/24 10:07:54| INFO m3w_sld_lr_ti finished [took 32.5171s]
-12/01/24 10:07:55| INFO m3w_sld_lr_is finished [took 33.5166s]
-12/01/24 10:07:55| INFO m3w_sld_lr_th finished [took 33.9710s]
-12/01/24 10:07:55| INFO mul_sld_lr_ti finished [took 34.0059s]
-12/01/24 10:07:56| INFO mul_sld_lr_is finished [took 34.6295s]
-12/01/24 10:07:57| INFO mul_sld_lr_th finished [took 36.2861s]
-12/01/24 10:08:01| INFO bin_sld_lr_is finished [took 39.9005s]
-12/01/24 10:08:01| INFO bin_sld_lr_th finished [took 39.9421s]
-12/01/24 10:08:02| INFO bin_sld_lr_ti finished [took 40.3149s]
-12/01/24 10:08:11| INFO d_m3w_sld_lr_is finished [took 23.5053s]
-12/01/24 10:08:11| INFO d_bin_sld_lr_is finished [took 49.6174s]
-12/01/24 10:08:17| INFO ref finished [took 15.7212s]
-12/01/24 10:08:18| INFO d_m3w_sld_lr_th finished [took 22.1002s]
-12/01/24 10:08:19| INFO d_m3w_sld_lr_ti finished [took 21.4218s]
-12/01/24 10:08:20| INFO d_mul_sld_lr_th finished [took 24.3579s]
-12/01/24 10:08:20| INFO d_mul_sld_lr_ti finished [took 23.8244s]
-12/01/24 10:08:21| INFO atc_mc finished [took 19.6821s]
-12/01/24 10:08:22| INFO d_bin_sld_lr_th finished [took 27.8622s]
-12/01/24 10:08:25| INFO doc finished [took 22.5506s]
-12/01/24 10:08:34| INFO d_bin_sld_lr_ti finished [took 37.9477s]
-12/01/24 10:08:34| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 74.9122s]
-12/01/24 10:08:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 10:09:03| INFO d_mul_sld_lr_is finished [took 27.6019s]
-12/01/24 10:09:06| INFO m3w_sld_lr_is finished [took 31.1364s]
-12/01/24 10:09:06| INFO m3w_sld_lr_th finished [took 31.3714s]
-12/01/24 10:09:07| INFO m3w_sld_lr_ti finished [took 32.5086s]
-12/01/24 10:09:12| INFO mul_sld_lr_is finished [took 37.4006s]
-12/01/24 10:09:13| INFO mul_sld_lr_ti finished [took 37.9722s]
-12/01/24 10:09:13| INFO mul_sld_lr_th finished [took 38.4270s]
-12/01/24 10:09:17| INFO bin_sld_lr_ti finished [took 42.2181s]
-12/01/24 10:09:17| INFO bin_sld_lr_is finished [took 42.5489s]
-12/01/24 10:09:18| INFO bin_sld_lr_th finished [took 43.4233s]
-12/01/24 10:09:20| INFO d_bin_sld_lr_is finished [took 45.6298s]
-12/01/24 10:09:26| INFO d_m3w_sld_lr_is finished [took 22.5092s]
-12/01/24 10:09:31| INFO d_m3w_sld_lr_th finished [took 22.7824s]
-12/01/24 10:09:31| INFO ref finished [took 13.7350s]
-12/01/24 10:09:33| INFO d_mul_sld_lr_th finished [took 26.7077s]
-12/01/24 10:09:34| INFO atc_mc finished [took 16.1554s]
-12/01/24 10:09:35| INFO d_m3w_sld_lr_ti finished [took 21.4941s]
-12/01/24 10:09:36| INFO d_mul_sld_lr_ti finished [took 22.3813s]
-12/01/24 10:09:40| INFO doc finished [took 21.5812s]
-12/01/24 10:09:46| INFO d_bin_sld_lr_ti finished [took 34.0267s]
-12/01/24 10:09:49| INFO d_bin_sld_lr_th finished [took 42.3210s]
-12/01/24 10:09:49| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 74.9059s]
-12/01/24 10:09:49| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 10:10:21| INFO d_mul_sld_lr_is finished [took 30.8427s]
-12/01/24 10:10:23| INFO m3w_sld_lr_is finished [took 33.1502s]
-12/01/24 10:10:23| INFO d_bin_sld_lr_is finished [took 33.1536s]
-12/01/24 10:10:23| INFO m3w_sld_lr_ti finished [took 33.1923s]
-12/01/24 10:10:24| INFO m3w_sld_lr_th finished [took 33.7716s]
-12/01/24 10:10:27| INFO bin_sld_lr_is finished [took 36.8698s]
-12/01/24 10:10:27| INFO bin_sld_lr_th finished [took 37.2064s]
-12/01/24 10:10:27| INFO bin_sld_lr_ti finished [took 37.5496s]
-12/01/24 10:10:27| INFO mul_sld_lr_is finished [took 37.8877s]
-12/01/24 10:10:28| INFO mul_sld_lr_th finished [took 38.3796s]
-12/01/24 10:10:29| INFO mul_sld_lr_ti finished [took 38.8622s]
-12/01/24 10:10:41| INFO d_m3w_sld_lr_is finished [took 19.3591s]
-12/01/24 10:10:43| INFO ref finished [took 15.5894s]
-12/01/24 10:10:46| INFO d_m3w_sld_lr_th finished [took 22.0630s]
-12/01/24 10:10:49| INFO atc_mc finished [took 20.7914s]
-12/01/24 10:10:49| INFO d_m3w_sld_lr_ti finished [took 21.5764s]
-12/01/24 10:10:50| INFO d_mul_sld_lr_ti finished [took 22.5442s]
-12/01/24 10:10:51| INFO d_mul_sld_lr_th finished [took 27.1314s]
-12/01/24 10:10:52| INFO doc finished [took 23.3075s]
-12/01/24 10:10:53| INFO d_bin_sld_lr_th finished [took 29.1902s]
-12/01/24 10:10:53| INFO d_bin_sld_lr_ti finished [took 29.0432s]
-12/01/24 10:10:53| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 64.3977s]
-12/01/24 10:10:53| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 10:11:24| INFO d_bin_sld_lr_is finished [took 30.3978s]
-12/01/24 10:11:26| INFO d_mul_sld_lr_is finished [took 31.5269s]
-12/01/24 10:11:26| INFO m3w_sld_lr_th finished [took 32.3725s]
-12/01/24 10:11:27| INFO m3w_sld_lr_ti finished [took 32.5000s]
-12/01/24 10:11:27| INFO m3w_sld_lr_is finished [took 33.6841s]
-12/01/24 10:11:30| INFO bin_sld_lr_ti finished [took 36.2972s]
-12/01/24 10:11:30| INFO bin_sld_lr_is finished [took 36.6952s]
-12/01/24 10:11:31| INFO bin_sld_lr_th finished [took 36.9076s]
-12/01/24 10:11:33| INFO mul_sld_lr_th finished [took 38.7351s]
-12/01/24 10:11:33| INFO mul_sld_lr_ti finished [took 39.0967s]
-12/01/24 10:11:34| INFO mul_sld_lr_is finished [took 39.7282s]
-12/01/24 10:11:44| INFO ref finished [took 12.7860s]
-12/01/24 10:11:48| INFO d_m3w_sld_lr_is finished [took 22.8759s]
-12/01/24 10:11:50| INFO d_m3w_sld_lr_th finished [took 22.8583s]
-12/01/24 10:11:52| INFO atc_mc finished [took 19.1074s]
-12/01/24 10:11:53| INFO d_m3w_sld_lr_ti finished [took 21.7480s]
-12/01/24 10:11:53| INFO doc finished [took 19.5448s]
-12/01/24 10:11:54| INFO d_bin_sld_lr_th finished [took 27.7927s]
-12/01/24 10:11:55| INFO d_bin_sld_lr_ti finished [took 27.0298s]
-12/01/24 10:11:56| INFO d_mul_sld_lr_th finished [took 29.2808s]
-12/01/24 10:11:57| INFO d_mul_sld_lr_ti finished [took 27.0053s]
-12/01/24 10:11:58| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 64.3049s]
-12/01/24 10:11:58| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 10:12:28| INFO d_bin_sld_lr_is finished [took 29.7595s]
-12/01/24 10:12:30| INFO m3w_sld_lr_th finished [took 31.8639s]
-12/01/24 10:12:31| INFO d_mul_sld_lr_is finished [took 32.0555s]
-12/01/24 10:12:32| INFO m3w_sld_lr_ti finished [took 33.6354s]
-12/01/24 10:12:32| INFO m3w_sld_lr_is finished [took 33.7649s]
-12/01/24 10:12:34| INFO bin_sld_lr_ti finished [took 35.1126s]
-12/01/24 10:12:34| INFO bin_sld_lr_is finished [took 35.9063s]
-12/01/24 10:12:35| INFO bin_sld_lr_th finished [took 36.5053s]
-12/01/24 10:12:38| INFO mul_sld_lr_is finished [took 39.5187s]
-12/01/24 10:12:38| INFO mul_sld_lr_ti finished [took 39.6547s]
-12/01/24 10:12:39| INFO mul_sld_lr_th finished [took 40.6412s]
-12/01/24 10:12:48| INFO d_m3w_sld_lr_is finished [took 19.7381s]
-12/01/24 10:12:52| INFO ref finished [took 16.1718s]
-12/01/24 10:12:55| INFO d_m3w_sld_lr_th finished [took 22.2815s]
-12/01/24 10:12:55| INFO atc_mc finished [took 16.7522s]
-12/01/24 10:12:56| INFO d_bin_sld_lr_th finished [took 25.1713s]
-12/01/24 10:12:56| INFO d_m3w_sld_lr_ti finished [took 21.8735s]
-12/01/24 10:12:59| INFO d_bin_sld_lr_ti finished [took 26.3902s]
-12/01/24 10:13:00| INFO d_mul_sld_lr_th finished [took 28.6380s]
-12/01/24 10:13:01| INFO d_mul_sld_lr_ti finished [took 27.2407s]
-12/01/24 10:13:02| INFO doc finished [took 23.1294s]
-12/01/24 10:13:02| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 64.0256s]
-12/01/24 10:13:02| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 10:13:32| INFO d_bin_sld_lr_is finished [took 29.4031s]
-12/01/24 10:13:34| INFO d_mul_sld_lr_is finished [took 31.9489s]
-12/01/24 10:13:35| INFO m3w_sld_lr_is finished [took 32.2995s]
-12/01/24 10:13:36| INFO m3w_sld_lr_ti finished [took 33.1311s]
-12/01/24 10:13:38| INFO m3w_sld_lr_th finished [took 35.2065s]
-12/01/24 10:13:39| INFO bin_sld_lr_ti finished [took 36.3729s]
-12/01/24 10:13:40| INFO bin_sld_lr_th finished [took 37.4221s]
-12/01/24 10:13:40| INFO bin_sld_lr_is finished [took 37.7904s]
-12/01/24 10:13:40| INFO mul_sld_lr_is finished [took 37.8064s]
-12/01/24 10:13:43| INFO mul_sld_lr_th finished [took 40.3797s]
-12/01/24 10:13:43| INFO mul_sld_lr_ti finished [took 40.4455s]
-12/01/24 10:13:56| INFO d_m3w_sld_lr_is finished [took 23.4273s]
-12/01/24 10:13:57| INFO ref finished [took 16.3370s]
-12/01/24 10:13:58| INFO atc_mc finished [took 17.1560s]
-12/01/24 10:14:00| INFO d_m3w_sld_lr_th finished [took 23.7587s]
-12/01/24 10:14:01| INFO d_bin_sld_lr_th finished [took 25.8289s]
-12/01/24 10:14:02| INFO d_m3w_sld_lr_ti finished [took 21.3009s]
-12/01/24 10:14:03| INFO d_mul_sld_lr_th finished [took 27.7000s]
-12/01/24 10:14:04| INFO d_bin_sld_lr_ti finished [took 25.5048s]
-12/01/24 10:14:04| INFO doc finished [took 20.8475s]
-12/01/24 10:14:05| INFO d_mul_sld_lr_ti finished [took 25.3778s]
-12/01/24 10:14:05| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 63.1679s]
-12/01/24 10:14:05| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 10:14:36| INFO d_mul_sld_lr_is finished [took 29.9134s]
-12/01/24 10:14:36| INFO d_bin_sld_lr_is finished [took 30.2242s]
-12/01/24 10:14:38| INFO m3w_sld_lr_ti finished [took 32.1713s]
-12/01/24 10:14:39| INFO m3w_sld_lr_is finished [took 32.3801s]
-12/01/24 10:14:40| INFO m3w_sld_lr_th finished [took 33.7593s]
-12/01/24 10:14:43| INFO bin_sld_lr_ti finished [took 37.3642s]
-12/01/24 10:14:44| INFO bin_sld_lr_is finished [took 37.7974s]
-12/01/24 10:14:44| INFO bin_sld_lr_th finished [took 38.4617s]
-12/01/24 10:14:45| INFO mul_sld_lr_ti finished [took 38.8946s]
-12/01/24 10:14:46| INFO mul_sld_lr_is finished [took 39.8435s]
-12/01/24 10:14:48| INFO mul_sld_lr_th finished [took 41.7670s]
-12/01/24 10:15:00| INFO d_m3w_sld_lr_is finished [took 23.0118s]
-12/01/24 10:15:01| INFO ref finished [took 16.2921s]
-12/01/24 10:15:03| INFO d_m3w_sld_lr_th finished [took 23.8059s]
-12/01/24 10:15:04| INFO d_mul_sld_lr_th finished [took 24.9041s]
-12/01/24 10:15:05| INFO d_bin_sld_lr_th finished [took 27.9776s]
-12/01/24 10:15:05| INFO d_m3w_sld_lr_ti finished [took 20.7334s]
-12/01/24 10:15:07| INFO atc_mc finished [took 21.0829s]
-12/01/24 10:15:07| INFO d_mul_sld_lr_ti finished [took 22.7568s]
-12/01/24 10:15:07| INFO d_bin_sld_lr_ti finished [took 26.5363s]
-12/01/24 10:15:09| INFO doc finished [took 22.6455s]
-12/01/24 10:15:09| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 64.1977s]
-12/01/24 10:15:09| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 10:15:40| INFO m3w_sld_lr_ti finished [took 30.4122s]
-12/01/24 10:15:41| INFO m3w_sld_lr_is finished [took 31.4443s]
-12/01/24 10:15:41| INFO d_mul_sld_lr_is finished [took 31.5177s]
-12/01/24 10:15:42| INFO m3w_sld_lr_th finished [took 31.7173s]
-12/01/24 10:15:54| INFO d_bin_sld_lr_is finished [took 44.4688s]
-12/01/24 10:15:54| INFO bin_sld_lr_is finished [took 44.9007s]
-12/01/24 10:15:55| INFO mul_sld_lr_ti finished [took 45.4117s]
-12/01/24 10:15:55| INFO mul_sld_lr_is finished [took 45.5883s]
-12/01/24 10:15:55| INFO bin_sld_lr_ti finished [took 45.6424s]
-12/01/24 10:15:56| INFO mul_sld_lr_th finished [took 46.4194s]
-12/01/24 10:15:57| INFO bin_sld_lr_th finished [took 47.6084s]
-12/01/24 10:16:04| INFO d_m3w_sld_lr_th finished [took 21.8897s]
-12/01/24 10:16:04| INFO d_m3w_sld_lr_is finished [took 23.6888s]
-12/01/24 10:16:09| INFO d_mul_sld_lr_th finished [took 27.6448s]
-12/01/24 10:16:12| INFO atc_mc finished [took 15.7701s]
-12/01/24 10:16:12| INFO ref finished [took 16.1471s]
-12/01/24 10:16:15| INFO d_m3w_sld_lr_ti finished [took 19.3805s]
-12/01/24 10:16:18| INFO doc finished [took 21.6399s]
-12/01/24 10:16:20| INFO d_mul_sld_lr_ti finished [took 24.8165s]
-12/01/24 10:16:26| INFO d_bin_sld_lr_ti finished [took 31.8108s]
-12/01/24 10:16:28| INFO d_bin_sld_lr_th finished [took 46.0380s]
-12/01/24 10:16:28| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 78.7003s]
-12/01/24 10:16:28| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 10:16:54| INFO d_mul_sld_lr_is finished [took 25.1808s]
-12/01/24 10:17:00| INFO m3w_sld_lr_ti finished [took 31.8161s]
-12/01/24 10:17:01| INFO m3w_sld_lr_th finished [took 32.3283s]
-12/01/24 10:17:01| INFO m3w_sld_lr_is finished [took 32.3155s]
-12/01/24 10:17:01| INFO mul_sld_lr_is finished [took 32.5902s]
-12/01/24 10:17:03| INFO mul_sld_lr_ti finished [took 34.5474s]
-12/01/24 10:17:14| INFO bin_sld_lr_is finished [took 45.4119s]
-12/01/24 10:17:15| INFO bin_sld_lr_th finished [took 46.2621s]
-12/01/24 10:17:15| INFO bin_sld_lr_ti finished [took 46.7649s]
-12/01/24 10:17:19| INFO d_m3w_sld_lr_is finished [took 24.4458s]
-12/01/24 10:17:24| INFO mul_sld_lr_th finished [took 55.1728s]
-12/01/24 10:17:27| INFO d_mul_sld_lr_th finished [took 26.2773s]
-12/01/24 10:17:28| INFO d_m3w_sld_lr_th finished [took 26.6573s]
-12/01/24 10:17:28| INFO d_mul_sld_lr_ti finished [took 24.5369s]
-12/01/24 10:17:31| INFO ref finished [took 15.5678s]
-12/01/24 10:17:35| INFO atc_mc finished [took 19.2282s]
-12/01/24 10:17:35| INFO d_m3w_sld_lr_ti finished [took 20.9698s]
-12/01/24 10:17:40| INFO d_bin_sld_lr_is finished [took 71.2291s]
-12/01/24 10:17:40| INFO doc finished [took 20.8976s]
-12/01/24 10:17:51| INFO d_bin_sld_lr_th finished [took 50.5967s]
-12/01/24 10:18:00| INFO d_bin_sld_lr_ti finished [took 58.6107s]
-12/01/24 10:18:00| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 92.2864s]
-----------------------------------------------------------------------------------------------------
-12/01/24 10:22:16| INFO dataset rcv1_CCAT [pool size: 10]
-12/01/24 10:22:16| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-12/01/24 10:23:21| INFO m3w_sld_lr_ti finished [took 62.3292s]
-12/01/24 10:23:22| INFO m3w_sld_lr_is finished [took 63.4998s]
-12/01/24 10:23:22| INFO m3w_sld_lr_th finished [took 63.1507s]
-12/01/24 10:23:28| INFO d_mul_sld_lr_is finished [took 68.8274s]
-12/01/24 10:23:29| INFO mul_sld_lr_ti finished [took 69.7177s]
-12/01/24 10:23:34| INFO mul_sld_lr_is finished [took 75.1043s]
-12/01/24 10:23:38| INFO mul_sld_lr_th finished [took 78.8294s]
-12/01/24 10:23:39| INFO bin_sld_lr_is finished [took 80.9955s]
-12/01/24 10:23:41| INFO bin_sld_lr_th finished [took 81.6609s]
-12/01/24 10:23:42| INFO bin_sld_lr_ti finished [took 83.6464s]
-12/01/24 10:23:43| INFO d_bin_sld_lr_is finished [took 84.2269s]
-12/01/24 10:24:13| INFO d_m3w_sld_lr_is finished [took 50.8463s]
-12/01/24 10:24:15| INFO d_bin_sld_lr_th finished [took 52.1065s]
-12/01/24 10:24:18| INFO d_m3w_sld_lr_th finished [took 49.3463s]
-12/01/24 10:24:20| INFO ref finished [took 39.9579s]
-12/01/24 10:24:21| INFO d_mul_sld_lr_th finished [took 57.9578s]
-12/01/24 10:24:27| INFO d_m3w_sld_lr_ti finished [took 48.2889s]
-12/01/24 10:24:27| INFO atc_mc finished [took 45.7534s]
-12/01/24 10:24:28| INFO d_mul_sld_lr_ti finished [took 53.5177s]
-12/01/24 10:24:31| INFO doc finished [took 48.1727s]
-12/01/24 10:24:37| INFO d_bin_sld_lr_ti finished [took 68.0377s]
-12/01/24 10:24:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 141.4287s]
-12/01/24 10:24:37| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-12/01/24 10:25:44| INFO m3w_sld_lr_ti finished [took 64.7344s]
-12/01/24 10:25:44| INFO m3w_sld_lr_th finished [took 65.4249s]
-12/01/24 10:25:45| INFO m3w_sld_lr_is finished [took 66.8184s]
-12/01/24 10:25:51| INFO mul_sld_lr_is finished [took 72.6527s]
-12/01/24 10:25:54| INFO mul_sld_lr_th finished [took 74.7144s]
-12/01/24 10:25:56| INFO mul_sld_lr_ti finished [took 76.9705s]
-12/01/24 10:25:56| INFO d_mul_sld_lr_is finished [took 77.2648s]
-12/01/24 10:25:57| INFO d_bin_sld_lr_is finished [took 78.0203s]
-12/01/24 10:25:57| INFO bin_sld_lr_ti finished [took 78.7254s]
-12/01/24 10:25:58| INFO bin_sld_lr_th finished [took 79.4687s]
-12/01/24 10:25:59| INFO bin_sld_lr_is finished [took 79.8886s]
-12/01/24 10:26:30| INFO d_m3w_sld_lr_is finished [took 45.8191s]
-12/01/24 10:26:39| INFO d_m3w_sld_lr_th finished [took 47.4565s]
-12/01/24 10:26:43| INFO atc_mc finished [took 45.3556s]
-12/01/24 10:26:45| INFO ref finished [took 47.9287s]
-12/01/24 10:26:46| INFO d_m3w_sld_lr_ti finished [took 49.7258s]
-12/01/24 10:26:50| INFO doc finished [took 51.2110s]
-12/01/24 10:26:50| INFO d_bin_sld_lr_th finished [took 65.4150s]
-12/01/24 10:26:54| INFO d_mul_sld_lr_th finished [took 68.0836s]
-12/01/24 10:26:56| INFO d_bin_sld_lr_ti finished [took 62.1825s]
-12/01/24 10:26:59| INFO d_mul_sld_lr_ti finished [took 62.6910s]
-12/01/24 10:26:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 141.8339s]
-12/01/24 10:26:59| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-12/01/24 10:28:04| INFO m3w_sld_lr_ti finished [took 63.5651s]
-12/01/24 10:28:05| INFO m3w_sld_lr_th finished [took 64.0938s]
-12/01/24 10:28:07| INFO m3w_sld_lr_is finished [took 66.4943s]
-12/01/24 10:28:12| INFO d_bin_sld_lr_is finished [took 71.1776s]
-12/01/24 10:28:13| INFO bin_sld_lr_th finished [took 72.2584s]
-12/01/24 10:28:13| INFO d_mul_sld_lr_is finished [took 72.2848s]
-12/01/24 10:28:13| INFO bin_sld_lr_is finished [took 72.1996s]
-12/01/24 10:28:15| INFO mul_sld_lr_is finished [took 74.0383s]
-12/01/24 10:28:15| INFO mul_sld_lr_ti finished [took 74.5773s]
-12/01/24 10:28:16| INFO bin_sld_lr_ti finished [took 75.3367s]
-12/01/24 10:28:18| INFO mul_sld_lr_th finished [took 77.7428s]
-12/01/24 10:28:55| INFO ref finished [took 39.5674s]
-12/01/24 10:28:58| INFO d_m3w_sld_lr_is finished [took 53.5979s]
-12/01/24 10:29:02| INFO doc finished [took 45.3794s]
-12/01/24 10:29:04| INFO d_m3w_sld_lr_th finished [took 51.9421s]
-12/01/24 10:29:05| INFO atc_mc finished [took 49.5095s]
-12/01/24 10:29:06| INFO d_m3w_sld_lr_ti finished [took 52.6801s]
-12/01/24 10:29:08| INFO d_bin_sld_lr_th finished [took 63.1392s]
-12/01/24 10:29:11| INFO d_mul_sld_lr_th finished [took 64.1537s]
-12/01/24 10:29:12| INFO d_bin_sld_lr_ti finished [took 59.0103s]
-12/01/24 10:29:15| INFO d_mul_sld_lr_ti finished [took 61.0391s]
-12/01/24 10:29:15| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 135.6284s]
-12/01/24 10:29:15| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-12/01/24 10:30:21| INFO m3w_sld_lr_ti finished [took 64.8197s]
-12/01/24 10:30:22| INFO m3w_sld_lr_th finished [took 66.1271s]
-12/01/24 10:30:23| INFO m3w_sld_lr_is finished [took 66.7526s]
-12/01/24 10:30:25| INFO d_bin_sld_lr_is finished [took 68.5890s]
-12/01/24 10:30:28| INFO bin_sld_lr_th finished [took 72.4123s]
-12/01/24 10:30:29| INFO d_mul_sld_lr_is finished [took 73.1152s]
-12/01/24 10:30:32| INFO bin_sld_lr_ti finished [took 75.5745s]
-12/01/24 10:30:32| INFO bin_sld_lr_is finished [took 75.8705s]
-12/01/24 10:30:33| INFO mul_sld_lr_is finished [took 77.2414s]
-12/01/24 10:30:33| INFO mul_sld_lr_th finished [took 77.4955s]
-12/01/24 10:30:34| INFO mul_sld_lr_ti finished [took 77.7971s]
-12/01/24 10:31:13| INFO d_m3w_sld_lr_is finished [took 52.0771s]
-12/01/24 10:31:16| INFO ref finished [took 43.3811s]
-12/01/24 10:31:19| INFO d_m3w_sld_lr_th finished [took 54.0026s]
-12/01/24 10:31:20| INFO d_bin_sld_lr_ti finished [took 51.3305s]
-12/01/24 10:31:21| INFO d_bin_sld_lr_th finished [took 58.9063s]
-12/01/24 10:31:22| INFO d_m3w_sld_lr_ti finished [took 49.7918s]
-12/01/24 10:31:22| INFO doc finished [took 48.9094s]
-12/01/24 10:31:24| INFO atc_mc finished [took 50.6696s]
-12/01/24 10:31:25| INFO d_mul_sld_lr_th finished [took 61.8399s]
-12/01/24 10:31:30| INFO d_mul_sld_lr_ti finished [took 61.0596s]
-12/01/24 10:31:31| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 135.8013s]
-12/01/24 10:31:31| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-12/01/24 10:32:35| INFO m3w_sld_lr_th finished [took 63.6624s]
-12/01/24 10:32:37| INFO m3w_sld_lr_ti finished [took 65.6395s]
-12/01/24 10:32:38| INFO m3w_sld_lr_is finished [took 66.4766s]
-12/01/24 10:32:41| INFO d_bin_sld_lr_is finished [took 69.1793s]
-12/01/24 10:32:43| INFO bin_sld_lr_is finished [took 71.2898s]
-12/01/24 10:32:44| INFO bin_sld_lr_th finished [took 72.0187s]
-12/01/24 10:32:44| INFO bin_sld_lr_ti finished [took 71.8400s]
-12/01/24 10:32:45| INFO d_mul_sld_lr_is finished [took 72.8500s]
-12/01/24 10:32:47| INFO mul_sld_lr_th finished [took 74.7340s]
-12/01/24 10:32:48| INFO mul_sld_lr_ti finished [took 76.1221s]
-12/01/24 10:32:48| INFO mul_sld_lr_is finished [took 75.9368s]
-12/01/24 10:33:28| INFO d_m3w_sld_lr_ti finished [took 43.4650s]
-12/01/24 10:33:30| INFO d_m3w_sld_lr_is finished [took 54.6143s]
-12/01/24 10:33:31| INFO ref finished [took 45.5098s]
-12/01/24 10:33:33| INFO d_bin_sld_lr_ti finished [took 49.3783s]
-12/01/24 10:33:35| INFO d_m3w_sld_lr_th finished [took 53.6338s]
-12/01/24 10:33:36| INFO atc_mc finished [took 48.9626s]
-12/01/24 10:33:38| INFO d_bin_sld_lr_th finished [took 60.2115s]
-12/01/24 10:33:38| INFO doc finished [took 49.7675s]
-12/01/24 10:33:41| INFO d_mul_sld_lr_th finished [took 61.8424s]
-12/01/24 10:33:43| INFO d_mul_sld_lr_ti finished [took 59.3260s]
-12/01/24 10:33:44| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 132.9945s]
-12/01/24 10:33:44| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-12/01/24 10:34:49| INFO m3w_sld_lr_is finished [took 64.0165s]
-12/01/24 10:34:49| INFO m3w_sld_lr_th finished [took 64.0547s]
-12/01/24 10:34:51| INFO m3w_sld_lr_ti finished [took 66.3053s]
-12/01/24 10:34:55| INFO d_mul_sld_lr_is finished [took 70.6927s]
-12/01/24 10:34:56| INFO d_bin_sld_lr_is finished [took 71.8035s]
-12/01/24 10:34:56| INFO mul_sld_lr_is finished [took 71.9056s]
-12/01/24 10:34:57| INFO bin_sld_lr_is finished [took 72.1646s]
-12/01/24 10:34:58| INFO mul_sld_lr_ti finished [took 73.0138s]
-12/01/24 10:34:58| INFO bin_sld_lr_ti finished [took 73.4078s]
-12/01/24 10:35:00| INFO bin_sld_lr_th finished [took 75.6095s]
-12/01/24 10:35:00| INFO mul_sld_lr_th finished [took 75.7552s]
-12/01/24 10:35:41| INFO atc_mc finished [took 42.6399s]
-12/01/24 10:35:41| INFO d_m3w_sld_lr_is finished [took 52.1272s]
-12/01/24 10:35:43| INFO doc finished [took 42.8843s]
-12/01/24 10:35:44| INFO ref finished [took 46.5143s]
-12/01/24 10:35:49| INFO d_bin_sld_lr_th finished [took 59.9686s]
-12/01/24 10:35:49| INFO d_m3w_sld_lr_th finished [took 53.7033s]
-12/01/24 10:35:50| INFO d_m3w_sld_lr_ti finished [took 52.8190s]
-12/01/24 10:35:52| INFO d_mul_sld_lr_th finished [took 61.5984s]
-12/01/24 10:35:54| INFO d_bin_sld_lr_ti finished [took 57.9913s]
-12/01/24 10:35:55| INFO d_mul_sld_lr_ti finished [took 58.5690s]
-12/01/24 10:35:55| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 131.7927s]
-12/01/24 10:35:55| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-12/01/24 10:37:01| INFO m3w_sld_lr_ti finished [took 64.0856s]
-12/01/24 10:37:03| INFO m3w_sld_lr_is finished [took 65.5137s]
-12/01/24 10:37:04| INFO m3w_sld_lr_th finished [took 66.7984s]
-12/01/24 10:37:04| INFO d_mul_sld_lr_is finished [took 67.2948s]
-12/01/24 10:37:07| INFO bin_sld_lr_th finished [took 69.4463s]
-12/01/24 10:37:08| INFO bin_sld_lr_ti finished [took 70.9975s]
-12/01/24 10:37:09| INFO bin_sld_lr_is finished [took 71.6900s]
-12/01/24 10:37:09| INFO d_bin_sld_lr_is finished [took 71.9677s]
-12/01/24 10:37:11| INFO mul_sld_lr_is finished [took 74.0899s]
-12/01/24 10:37:12| INFO mul_sld_lr_th finished [took 74.6074s]
-12/01/24 10:37:14| INFO mul_sld_lr_ti finished [took 76.9506s]
-12/01/24 10:37:48| INFO d_m3w_sld_lr_is finished [took 46.2148s]
-12/01/24 10:37:52| INFO ref finished [took 42.2297s]
-12/01/24 10:37:55| INFO d_m3w_sld_lr_th finished [took 50.0584s]
-12/01/24 10:38:01| INFO doc finished [took 48.6082s]
-12/01/24 10:38:04| INFO atc_mc finished [took 51.9656s]
-12/01/24 10:38:04| INFO d_m3w_sld_lr_ti finished [took 54.4812s]
-12/01/24 10:38:04| INFO d_mul_sld_lr_th finished [took 60.0505s]
-12/01/24 10:38:05| INFO d_bin_sld_lr_th finished [took 62.3344s]
-12/01/24 10:38:06| INFO d_bin_sld_lr_ti finished [took 58.4149s]
-12/01/24 10:38:07| INFO d_mul_sld_lr_ti finished [took 58.8327s]
-12/01/24 10:38:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 131.9793s]
-12/01/24 10:38:07| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-12/01/24 10:39:13| INFO m3w_sld_lr_ti finished [took 64.2600s]
-12/01/24 10:39:14| INFO m3w_sld_lr_th finished [took 65.5402s]
-12/01/24 10:39:16| INFO m3w_sld_lr_is finished [took 66.9853s]
-12/01/24 10:39:17| INFO d_mul_sld_lr_is finished [took 68.4480s]
-12/01/24 10:39:17| INFO d_bin_sld_lr_is finished [took 68.4958s]
-12/01/24 10:39:21| INFO bin_sld_lr_th finished [took 72.4052s]
-12/01/24 10:39:21| INFO mul_sld_lr_th finished [took 72.5875s]
-12/01/24 10:39:22| INFO bin_sld_lr_ti finished [took 73.2830s]
-12/01/24 10:39:22| INFO mul_sld_lr_is finished [took 73.6949s]
-12/01/24 10:39:23| INFO bin_sld_lr_is finished [took 74.3224s]
-12/01/24 10:39:28| INFO mul_sld_lr_ti finished [took 79.1880s]
-12/01/24 10:40:05| INFO d_m3w_sld_lr_is finished [took 51.9390s]
-12/01/24 10:40:09| INFO d_m3w_sld_lr_th finished [took 51.0410s]
-12/01/24 10:40:10| INFO ref finished [took 47.2192s]
-12/01/24 10:40:10| INFO d_m3w_sld_lr_ti finished [took 48.2893s]
-12/01/24 10:40:12| INFO atc_mc finished [took 48.7883s]
-12/01/24 10:40:15| INFO doc finished [took 51.1454s]
-12/01/24 10:40:16| INFO d_bin_sld_lr_th finished [took 61.6823s]
-12/01/24 10:40:17| INFO d_mul_sld_lr_th finished [took 60.6564s]
-12/01/24 10:40:17| INFO d_bin_sld_lr_ti finished [took 59.3734s]
-12/01/24 10:40:18| INFO d_mul_sld_lr_ti finished [took 56.6935s]
-12/01/24 10:40:19| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 131.1056s]
-12/01/24 10:40:19| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-12/01/24 10:41:28| INFO d_mul_sld_lr_is finished [took 68.2394s]
-12/01/24 10:41:29| INFO m3w_sld_lr_is finished [took 69.5929s]
-12/01/24 10:41:29| INFO m3w_sld_lr_ti finished [took 69.6719s]
-12/01/24 10:41:30| INFO m3w_sld_lr_th finished [took 70.7631s]
-12/01/24 10:41:32| INFO d_bin_sld_lr_is finished [took 72.6899s]
-12/01/24 10:41:34| INFO mul_sld_lr_ti finished [took 74.4865s]
-12/01/24 10:41:37| INFO mul_sld_lr_is finished [took 77.7353s]
-12/01/24 10:41:40| INFO bin_sld_lr_ti finished [took 80.6808s]
-12/01/24 10:41:42| INFO bin_sld_lr_is finished [took 82.2077s]
-12/01/24 10:41:42| INFO bin_sld_lr_th finished [took 82.1716s]
-12/01/24 10:41:48| INFO mul_sld_lr_th finished [took 87.7230s]
-12/01/24 10:42:24| INFO d_mul_sld_lr_ti finished [took 49.7439s]
-12/01/24 10:42:25| INFO d_m3w_sld_lr_is finished [took 56.2966s]
-12/01/24 10:42:25| INFO atc_mc finished [took 42.5929s]
-12/01/24 10:42:26| INFO ref finished [took 45.2744s]
-12/01/24 10:42:27| INFO d_m3w_sld_lr_th finished [took 55.7596s]
-12/01/24 10:42:28| INFO d_bin_sld_lr_th finished [took 58.4282s]
-12/01/24 10:42:28| INFO d_mul_sld_lr_th finished [took 58.6740s]
-12/01/24 10:42:30| INFO d_m3w_sld_lr_ti finished [took 51.6765s]
-12/01/24 10:42:33| INFO d_bin_sld_lr_ti finished [took 60.1585s]
-12/01/24 10:42:33| INFO doc finished [took 50.8251s]
-12/01/24 10:42:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 134.8655s]
-----------------------------------------------------------------------------------------------------
-12/01/24 12:25:04| INFO dataset imdb [pool size: 10]
-12/01/24 12:25:04| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 12:25:32| INFO d_mul_sld_lr_is finished [took 25.0135s]
-12/01/24 12:25:39| INFO m3w_sld_lr_ti finished [took 32.7986s]
-12/01/24 12:25:40| INFO m3w_sld_lr_is finished [took 33.2715s]
-12/01/24 12:25:40| INFO mul_sld_lr_is finished [took 33.3060s]
-12/01/24 12:25:41| INFO mul_sld_lr_ti finished [took 34.9889s]
-12/01/24 12:25:42| INFO m3w_sld_lr_th finished [took 35.0710s]
-12/01/24 12:25:42| INFO mul_sld_lr_th finished [took 35.7707s]
-12/01/24 12:25:45| INFO bin_sld_lr_ti finished [took 38.5722s]
-12/01/24 12:25:45| INFO bin_sld_lr_is finished [took 39.0625s]
-12/01/24 12:25:46| INFO bin_sld_lr_th finished [took 38.7847s]
-12/01/24 12:25:55| INFO d_bin_sld_lr_is finished [took 48.2366s]
-12/01/24 12:25:55| INFO d_m3w_sld_lr_is finished [took 23.0968s]
-12/01/24 12:26:01| INFO ref finished [took 15.1587s]
-12/01/24 12:26:03| INFO d_mul_sld_lr_ti finished [took 21.3794s]
-12/01/24 12:26:03| INFO d_m3w_sld_lr_ti finished [took 20.7556s]
-12/01/24 12:26:04| INFO d_mul_sld_lr_th finished [took 24.3126s]
-12/01/24 12:26:04| INFO d_m3w_sld_lr_th finished [took 24.3488s]
-12/01/24 12:26:06| INFO d_bin_sld_lr_th finished [took 25.8639s]
-12/01/24 12:26:06| INFO atc_mc finished [took 20.4478s]
-12/01/24 12:26:09| INFO doc finished [took 22.7737s]
-12/01/24 12:26:19| INFO d_bin_sld_lr_ti finished [took 37.6892s]
-12/01/24 12:26:19| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 75.3650s]
-12/01/24 12:26:19| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 12:26:48| INFO d_mul_sld_lr_is finished [took 27.8678s]
-12/01/24 12:26:51| INFO m3w_sld_lr_is finished [took 31.0383s]
-12/01/24 12:26:52| INFO m3w_sld_lr_th finished [took 31.5678s]
-12/01/24 12:26:52| INFO m3w_sld_lr_ti finished [took 31.7541s]
-12/01/24 12:26:57| INFO mul_sld_lr_ti finished [took 36.5502s]
-12/01/24 12:26:57| INFO mul_sld_lr_is finished [took 36.8843s]
-12/01/24 12:27:00| INFO mul_sld_lr_th finished [took 39.9616s]
-12/01/24 12:27:03| INFO bin_sld_lr_ti finished [took 42.4279s]
-12/01/24 12:27:04| INFO bin_sld_lr_is finished [took 43.3844s]
-12/01/24 12:27:04| INFO bin_sld_lr_th finished [took 43.3535s]
-12/01/24 12:27:06| INFO d_bin_sld_lr_is finished [took 45.5396s]
-12/01/24 12:27:11| INFO d_m3w_sld_lr_is finished [took 22.5272s]
-12/01/24 12:27:15| INFO d_m3w_sld_lr_th finished [took 22.8193s]
-12/01/24 12:27:16| INFO d_mul_sld_lr_th finished [took 23.6306s]
-12/01/24 12:27:19| INFO ref finished [took 15.4716s]
-12/01/24 12:27:21| INFO d_m3w_sld_lr_ti finished [took 20.5550s]
-12/01/24 12:27:22| INFO d_mul_sld_lr_ti finished [took 24.0333s]
-12/01/24 12:27:24| INFO atc_mc finished [took 19.7505s]
-12/01/24 12:27:25| INFO doc finished [took 20.3851s]
-12/01/24 12:27:27| INFO d_bin_sld_lr_th finished [took 35.4732s]
-12/01/24 12:27:30| INFO d_bin_sld_lr_ti finished [took 33.1328s]
-12/01/24 12:27:31| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 71.0695s]
-12/01/24 12:27:31| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 12:28:02| INFO d_mul_sld_lr_is finished [took 30.5706s]
-12/01/24 12:28:03| INFO d_bin_sld_lr_is finished [took 31.7733s]
-12/01/24 12:28:04| INFO m3w_sld_lr_is finished [took 32.7220s]
-12/01/24 12:28:04| INFO m3w_sld_lr_ti finished [took 32.7821s]
-12/01/24 12:28:05| INFO m3w_sld_lr_th finished [took 33.2117s]
-12/01/24 12:28:08| INFO bin_sld_lr_is finished [took 36.5305s]
-12/01/24 12:28:09| INFO bin_sld_lr_ti finished [took 37.6837s]
-12/01/24 12:28:10| INFO mul_sld_lr_is finished [took 38.8559s]
-12/01/24 12:28:10| INFO bin_sld_lr_th finished [took 38.9338s]
-12/01/24 12:28:10| INFO mul_sld_lr_ti finished [took 38.7659s]
-12/01/24 12:28:11| INFO mul_sld_lr_th finished [took 39.8504s]
-12/01/24 12:28:22| INFO d_m3w_sld_lr_is finished [took 19.6915s]
-12/01/24 12:28:27| INFO ref finished [took 16.0238s]
-12/01/24 12:28:27| INFO atc_mc finished [took 16.0818s]
-12/01/24 12:28:28| INFO d_m3w_sld_lr_th finished [took 22.7700s]
-12/01/24 12:28:31| INFO d_m3w_sld_lr_ti finished [took 20.9976s]
-12/01/24 12:28:32| INFO d_mul_sld_lr_th finished [took 26.8478s]
-12/01/24 12:28:33| INFO d_bin_sld_lr_th finished [took 29.3034s]
-12/01/24 12:28:33| INFO doc finished [took 22.3929s]
-12/01/24 12:28:34| INFO d_bin_sld_lr_ti finished [took 28.7436s]
-12/01/24 12:28:36| INFO d_mul_sld_lr_ti finished [took 27.0932s]
-12/01/24 12:28:36| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 65.2432s]
-12/01/24 12:28:36| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 12:29:08| INFO d_mul_sld_lr_is finished [took 31.8401s]
-12/01/24 12:29:08| INFO d_bin_sld_lr_is finished [took 31.9687s]
-12/01/24 12:29:10| INFO m3w_sld_lr_th finished [took 33.7852s]
-12/01/24 12:29:10| INFO m3w_sld_lr_ti finished [took 33.8487s]
-12/01/24 12:29:11| INFO m3w_sld_lr_is finished [took 34.8179s]
-12/01/24 12:29:14| INFO bin_sld_lr_ti finished [took 37.0476s]
-12/01/24 12:29:14| INFO bin_sld_lr_is finished [took 37.4619s]
-12/01/24 12:29:14| INFO bin_sld_lr_th finished [took 37.3058s]
-12/01/24 12:29:17| INFO mul_sld_lr_is finished [took 40.1708s]
-12/01/24 12:29:17| INFO mul_sld_lr_ti finished [took 40.9231s]
-12/01/24 12:29:18| INFO mul_sld_lr_th finished [took 41.0773s]
-12/01/24 12:29:28| INFO d_m3w_sld_lr_is finished [took 19.1608s]
-12/01/24 12:29:31| INFO ref finished [took 16.2864s]
-12/01/24 12:29:31| INFO d_m3w_sld_lr_th finished [took 19.9495s]
-12/01/24 12:29:36| INFO d_m3w_sld_lr_ti finished [took 21.3200s]
-12/01/24 12:29:37| INFO d_bin_sld_lr_th finished [took 28.0929s]
-12/01/24 12:29:38| INFO atc_mc finished [took 20.7427s]
-12/01/24 12:29:38| INFO doc finished [took 20.5073s]
-12/01/24 12:29:38| INFO d_mul_sld_lr_th finished [took 27.7971s]
-12/01/24 12:29:39| INFO d_bin_sld_lr_ti finished [took 27.2152s]
-12/01/24 12:29:41| INFO d_mul_sld_lr_ti finished [took 27.4530s]
-12/01/24 12:29:42| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 65.7503s]
-12/01/24 12:29:42| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 12:30:12| INFO d_bin_sld_lr_is finished [took 29.3038s]
-12/01/24 12:30:15| INFO m3w_sld_lr_th finished [took 32.6712s]
-12/01/24 12:30:16| INFO m3w_sld_lr_ti finished [took 33.3446s]
-12/01/24 12:30:16| INFO m3w_sld_lr_is finished [took 33.9536s]
-12/01/24 12:30:16| INFO d_mul_sld_lr_is finished [took 34.0764s]
-12/01/24 12:30:18| INFO bin_sld_lr_th finished [took 35.3417s]
-12/01/24 12:30:19| INFO bin_sld_lr_is finished [took 36.2376s]
-12/01/24 12:30:19| INFO bin_sld_lr_ti finished [took 36.4085s]
-12/01/24 12:30:21| INFO mul_sld_lr_is finished [took 38.2491s]
-12/01/24 12:30:21| INFO mul_sld_lr_ti finished [took 38.8676s]
-12/01/24 12:30:23| INFO mul_sld_lr_th finished [took 40.8526s]
-12/01/24 12:30:35| INFO d_m3w_sld_lr_is finished [took 22.6734s]
-12/01/24 12:30:35| INFO ref finished [took 15.8722s]
-12/01/24 12:30:38| INFO d_m3w_sld_lr_th finished [took 21.2734s]
-12/01/24 12:30:41| INFO d_mul_sld_lr_th finished [took 25.0930s]
-12/01/24 12:30:42| INFO d_bin_sld_lr_th finished [took 26.1108s]
-12/01/24 12:30:42| INFO atc_mc finished [took 20.7612s]
-12/01/24 12:30:42| INFO d_m3w_sld_lr_ti finished [took 23.0052s]
-12/01/24 12:30:43| INFO doc finished [took 20.8356s]
-12/01/24 12:30:43| INFO d_bin_sld_lr_ti finished [took 26.4838s]
-12/01/24 12:30:45| INFO d_mul_sld_lr_ti finished [took 27.2180s]
-12/01/24 12:30:45| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 63.9147s]
-12/01/24 12:30:45| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 12:31:16| INFO d_bin_sld_lr_is finished [took 29.3033s]
-12/01/24 12:31:17| INFO d_mul_sld_lr_is finished [took 30.9045s]
-12/01/24 12:31:18| INFO m3w_sld_lr_th finished [took 31.8437s]
-12/01/24 12:31:19| INFO m3w_sld_lr_is finished [took 33.0846s]
-12/01/24 12:31:20| INFO m3w_sld_lr_ti finished [took 33.2896s]
-12/01/24 12:31:23| INFO bin_sld_lr_is finished [took 36.7479s]
-12/01/24 12:31:23| INFO bin_sld_lr_ti finished [took 36.6812s]
-12/01/24 12:31:23| INFO bin_sld_lr_th finished [took 36.9233s]
-12/01/24 12:31:27| INFO mul_sld_lr_ti finished [took 40.9364s]
-12/01/24 12:31:28| INFO mul_sld_lr_is finished [took 41.4735s]
-12/01/24 12:31:29| INFO mul_sld_lr_th finished [took 42.5025s]
-12/01/24 12:31:39| INFO d_m3w_sld_lr_is finished [took 22.8459s]
-12/01/24 12:31:40| INFO ref finished [took 16.0381s]
-12/01/24 12:31:41| INFO d_m3w_sld_lr_th finished [took 21.7437s]
-12/01/24 12:31:43| INFO d_bin_sld_lr_th finished [took 25.0644s]
-12/01/24 12:31:46| INFO d_m3w_sld_lr_ti finished [took 22.1128s]
-12/01/24 12:31:46| INFO atc_mc finished [took 18.6523s]
-12/01/24 12:31:47| INFO d_mul_sld_lr_ti finished [took 23.7929s]
-12/01/24 12:31:47| INFO d_bin_sld_lr_ti finished [took 27.3263s]
-12/01/24 12:31:48| INFO d_mul_sld_lr_th finished [took 29.5646s]
-12/01/24 12:31:51| INFO doc finished [took 23.0746s]
-12/01/24 12:31:51| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 65.8728s]
-12/01/24 12:31:51| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 12:32:24| INFO d_bin_sld_lr_is finished [took 30.8873s]
-12/01/24 12:32:26| INFO d_mul_sld_lr_is finished [took 33.0044s]
-12/01/24 12:32:26| INFO m3w_sld_lr_th finished [took 33.6035s]
-12/01/24 12:32:26| INFO m3w_sld_lr_is finished [took 33.8457s]
-12/01/24 12:32:27| INFO m3w_sld_lr_ti finished [took 34.1383s]
-12/01/24 12:32:30| INFO bin_sld_lr_is finished [took 37.3758s]
-12/01/24 12:32:33| INFO bin_sld_lr_ti finished [took 40.2486s]
-12/01/24 12:32:33| INFO mul_sld_lr_is finished [took 40.5761s]
-12/01/24 12:32:34| INFO mul_sld_lr_ti finished [took 41.2976s]
-12/01/24 12:32:35| INFO bin_sld_lr_th finished [took 42.0706s]
-12/01/24 12:32:36| INFO mul_sld_lr_th finished [took 43.1257s]
-12/01/24 12:32:48| INFO d_m3w_sld_lr_is finished [took 23.3828s]
-12/01/24 12:32:48| INFO d_m3w_sld_lr_th finished [took 21.4232s]
-12/01/24 12:32:50| INFO ref finished [took 16.4061s]
-12/01/24 12:32:55| INFO atc_mc finished [took 19.8213s]
-12/01/24 12:32:55| INFO d_bin_sld_lr_th finished [took 28.7898s]
-12/01/24 12:32:55| INFO d_m3w_sld_lr_ti finished [took 21.5834s]
-12/01/24 12:32:56| INFO d_bin_sld_lr_ti finished [took 28.3601s]
-12/01/24 12:32:56| INFO d_mul_sld_lr_ti finished [took 25.4232s]
-12/01/24 12:32:57| INFO d_mul_sld_lr_th finished [took 29.7922s]
-12/01/24 12:32:59| INFO doc finished [took 23.7036s]
-12/01/24 12:32:59| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 67.7464s]
-12/01/24 12:32:59| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 12:33:32| INFO d_mul_sld_lr_is finished [took 32.0362s]
-12/01/24 12:33:33| INFO m3w_sld_lr_is finished [took 33.0102s]
-12/01/24 12:33:33| INFO m3w_sld_lr_th finished [took 33.1492s]
-12/01/24 12:33:34| INFO m3w_sld_lr_ti finished [took 33.7233s]
-12/01/24 12:33:46| INFO mul_sld_lr_ti finished [took 45.8193s]
-12/01/24 12:33:46| INFO bin_sld_lr_is finished [took 45.9530s]
-12/01/24 12:33:47| INFO d_bin_sld_lr_is finished [took 46.5691s]
-12/01/24 12:33:47| INFO mul_sld_lr_is finished [took 46.9568s]
-12/01/24 12:33:47| INFO bin_sld_lr_ti finished [took 47.2839s]
-12/01/24 12:33:48| INFO bin_sld_lr_th finished [took 47.6512s]
-12/01/24 12:33:52| INFO mul_sld_lr_th finished [took 52.5823s]
-12/01/24 12:33:56| INFO d_m3w_sld_lr_is finished [took 23.8234s]
-12/01/24 12:33:58| INFO d_m3w_sld_lr_th finished [took 23.6760s]
-12/01/24 12:34:03| INFO ref finished [took 16.0469s]
-12/01/24 12:34:04| INFO d_mul_sld_lr_th finished [took 30.2305s]
-12/01/24 12:34:06| INFO d_m3w_sld_lr_ti finished [took 18.6452s]
-12/01/24 12:34:08| INFO atc_mc finished [took 20.9993s]
-12/01/24 12:34:11| INFO doc finished [took 23.0820s]
-12/01/24 12:34:13| INFO d_mul_sld_lr_ti finished [took 26.4811s]
-12/01/24 12:34:20| INFO d_bin_sld_lr_ti finished [took 34.2124s]
-12/01/24 12:34:29| INFO d_bin_sld_lr_th finished [took 56.0974s]
-12/01/24 12:34:29| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 90.0886s]
-12/01/24 12:34:29| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 12:34:58| INFO d_mul_sld_lr_is finished [took 27.5954s]
-12/01/24 12:35:02| INFO m3w_sld_lr_is finished [took 32.3482s]
-12/01/24 12:35:04| INFO m3w_sld_lr_ti finished [took 33.6633s]
-12/01/24 12:35:04| INFO m3w_sld_lr_th finished [took 33.7579s]
-12/01/24 12:35:04| INFO mul_sld_lr_ti finished [took 34.3296s]
-12/01/24 12:35:06| INFO mul_sld_lr_is finished [took 35.9333s]
-12/01/24 12:35:17| INFO bin_sld_lr_is finished [took 47.6066s]
-12/01/24 12:35:19| INFO bin_sld_lr_ti finished [took 48.6580s]
-12/01/24 12:35:19| INFO bin_sld_lr_th finished [took 48.9192s]
-12/01/24 12:35:24| INFO d_m3w_sld_lr_is finished [took 26.4663s]
-12/01/24 12:35:30| INFO mul_sld_lr_th finished [took 59.7652s]
-12/01/24 12:35:31| INFO d_mul_sld_lr_ti finished [took 25.4550s]
-12/01/24 12:35:32| INFO d_mul_sld_lr_th finished [took 28.0128s]
-12/01/24 12:35:33| INFO d_m3w_sld_lr_th finished [took 28.5638s]
-12/01/24 12:35:35| INFO ref finished [took 16.2405s]
-12/01/24 12:35:39| INFO d_m3w_sld_lr_ti finished [took 21.6500s]
-12/01/24 12:35:41| INFO atc_mc finished [took 22.1753s]
-12/01/24 12:35:44| INFO d_bin_sld_lr_is finished [took 74.3931s]
-12/01/24 12:35:46| INFO doc finished [took 21.2285s]
-12/01/24 12:35:48| INFO d_bin_sld_lr_th finished [took 45.3759s]
-12/01/24 12:36:07| INFO d_bin_sld_lr_ti finished [took 62.8585s]
-12/01/24 12:36:08| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 98.2923s]
-----------------------------------------------------------------------------------------------------
-12/01/24 12:43:11| INFO dataset imdb [pool size: 10]
-12/01/24 12:43:11| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 12:43:47| INFO m3w_sld_lr_is finished [took 33.3149s]
-12/01/24 12:43:49| INFO m3w_sld_lr finished [took 36.0583s]
-12/01/24 12:43:50| INFO mul_sld_lr_is finished [took 36.8057s]
-12/01/24 12:43:51| INFO mul_sld_lr_ti finished [took 37.2244s]
-12/01/24 12:43:52| INFO mul_sld_lr_th finished [took 38.6764s]
-12/01/24 12:43:52| INFO m3w_sld_lr_th finished [took 38.8214s]
-12/01/24 12:43:54| INFO bin_sld_lr finished [took 40.8352s]
-12/01/24 12:43:55| INFO bin_sld_lr_th finished [took 41.6988s]
-12/01/24 12:43:56| INFO bin_sld_lr_is finished [took 42.6236s]
-12/01/24 12:43:56| INFO bin_sld_lr_ti finished [took 43.1788s]
-12/01/24 12:44:02| INFO mul_sld_lr finished [took 48.6842s]
-12/01/24 12:44:12| INFO ref finished [took 16.5196s]
-12/01/24 12:44:19| INFO m3w_sld_lr_ti finished [took 31.5211s]
-12/01/24 12:44:19| INFO atc_mc finished [took 22.7576s]
-12/01/24 12:44:22| INFO mul_sld_lr_tm finished [took 31.5799s]
-12/01/24 12:44:23| INFO doc finished [took 25.9263s]
-12/01/24 12:44:24| INFO m3w_sld_lr_te finished [took 29.0330s]
-12/01/24 12:44:24| INFO m3w_sld_lr_tm finished [took 32.6108s]
-12/01/24 12:44:25| INFO mul_sld_lr_te finished [took 32.3615s]
-12/01/24 12:44:26| INFO bin_sld_lr_tm finished [took 36.6622s]
-12/01/24 12:44:28| INFO bin_sld_lr_te finished [took 35.0185s]
-12/01/24 12:44:28| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 77.0360s]
-12/01/24 12:44:28| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 12:45:04| INFO m3w_sld_lr finished [took 35.2070s]
-12/01/24 12:45:04| INFO m3w_sld_lr_is finished [took 35.0024s]
-12/01/24 12:45:07| INFO m3w_sld_lr_th finished [took 38.0121s]
-12/01/24 12:45:12| INFO mul_sld_lr_ti finished [took 42.8634s]
-12/01/24 12:45:12| INFO mul_sld_lr_is finished [took 43.2131s]
-12/01/24 12:45:12| INFO mul_sld_lr finished [took 43.5563s]
-12/01/24 12:45:14| INFO mul_sld_lr_th finished [took 45.3169s]
-12/01/24 12:45:15| INFO bin_sld_lr finished [took 46.0713s]
-12/01/24 12:45:16| INFO bin_sld_lr_is finished [took 47.1011s]
-12/01/24 12:45:16| INFO bin_sld_lr_th finished [took 47.2809s]
-12/01/24 12:45:18| INFO bin_sld_lr_ti finished [took 49.2713s]
-12/01/24 12:45:33| INFO ref finished [took 17.9540s]
-12/01/24 12:45:37| INFO m3w_sld_lr_ti finished [took 32.9079s]
-12/01/24 12:45:40| INFO atc_mc finished [took 23.6555s]
-12/01/24 12:45:41| INFO mul_sld_lr_tm finished [took 33.5044s]
-12/01/24 12:45:41| INFO m3w_sld_lr_tm finished [took 29.1465s]
-12/01/24 12:45:42| INFO m3w_sld_lr_te finished [took 26.9737s]
-12/01/24 12:45:43| INFO doc finished [took 26.1971s]
-12/01/24 12:45:46| INFO bin_sld_lr_tm finished [took 41.2473s]
-12/01/24 12:45:47| INFO mul_sld_lr_te finished [took 34.5159s]
-12/01/24 12:45:50| INFO bin_sld_lr_te finished [took 37.2933s]
-12/01/24 12:45:50| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 81.9580s]
-12/01/24 12:45:50| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 12:46:26| INFO m3w_sld_lr_is finished [took 35.4905s]
-12/01/24 12:46:26| INFO m3w_sld_lr_th finished [took 35.7902s]
-12/01/24 12:46:27| INFO m3w_sld_lr finished [took 36.4139s]
-12/01/24 12:46:31| INFO bin_sld_lr_is finished [took 40.4791s]
-12/01/24 12:46:32| INFO bin_sld_lr_th finished [took 40.9829s]
-12/01/24 12:46:32| INFO bin_sld_lr_ti finished [took 41.0844s]
-12/01/24 12:46:32| INFO bin_sld_lr finished [took 41.6049s]
-12/01/24 12:46:33| INFO mul_sld_lr finished [took 42.2421s]
-12/01/24 12:46:34| INFO mul_sld_lr_th finished [took 43.5611s]
-12/01/24 12:46:35| INFO mul_sld_lr_is finished [took 44.6313s]
-12/01/24 12:46:36| INFO mul_sld_lr_ti finished [took 45.5951s]
-12/01/24 12:46:50| INFO ref finished [took 16.1542s]
-12/01/24 12:46:57| INFO atc_mc finished [took 21.7090s]
-12/01/24 12:47:00| INFO m3w_sld_lr_ti finished [took 33.8483s]
-12/01/24 12:47:02| INFO mul_sld_lr_tm finished [took 33.8800s]
-12/01/24 12:47:03| INFO m3w_sld_lr_te finished [took 30.0548s]
-12/01/24 12:47:04| INFO m3w_sld_lr_tm finished [took 31.8261s]
-12/01/24 12:47:04| INFO bin_sld_lr_tm finished [took 37.5077s]
-12/01/24 12:47:05| INFO doc finished [took 28.9728s]
-12/01/24 12:47:07| INFO mul_sld_lr_te finished [took 34.0882s]
-12/01/24 12:47:07| INFO bin_sld_lr_te finished [took 34.7547s]
-12/01/24 12:47:07| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 77.3651s]
-12/01/24 12:47:07| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 12:47:41| INFO m3w_sld_lr finished [took 33.3606s]
-12/01/24 12:47:44| INFO m3w_sld_lr_th finished [took 35.9682s]
-12/01/24 12:47:46| INFO m3w_sld_lr_is finished [took 37.8225s]
-12/01/24 12:47:47| INFO bin_sld_lr finished [took 38.9398s]
-12/01/24 12:47:48| INFO bin_sld_lr_th finished [took 39.6273s]
-12/01/24 12:47:49| INFO bin_sld_lr_is finished [took 41.1592s]
-12/01/24 12:47:50| INFO bin_sld_lr_ti finished [took 42.3609s]
-12/01/24 12:47:53| INFO mul_sld_lr_ti finished [took 44.7800s]
-12/01/24 12:47:53| INFO mul_sld_lr_is finished [took 45.2731s]
-12/01/24 12:47:54| INFO mul_sld_lr_th finished [took 45.7121s]
-12/01/24 12:47:54| INFO mul_sld_lr finished [took 45.8220s]
-12/01/24 12:48:11| INFO ref finished [took 18.0394s]
-12/01/24 12:48:15| INFO m3w_sld_lr_ti finished [took 33.3342s]
-12/01/24 12:48:17| INFO atc_mc finished [took 23.2269s]
-12/01/24 12:48:20| INFO m3w_sld_lr_tm finished [took 32.4567s]
-12/01/24 12:48:21| INFO doc finished [took 26.8106s]
-12/01/24 12:48:22| INFO m3w_sld_lr_te finished [took 30.6467s]
-12/01/24 12:48:22| INFO bin_sld_lr_tm finished [took 37.0073s]
-12/01/24 12:48:22| INFO mul_sld_lr_te finished [took 32.8424s]
-12/01/24 12:48:24| INFO bin_sld_lr_te finished [took 35.1964s]
-12/01/24 12:48:24| INFO mul_sld_lr_tm finished [took 37.5183s]
-12/01/24 12:48:24| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 76.4890s]
-12/01/24 12:48:24| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 12:48:59| INFO m3w_sld_lr finished [took 34.0038s]
-12/01/24 12:49:01| INFO m3w_sld_lr_th finished [took 36.6777s]
-12/01/24 12:49:01| INFO m3w_sld_lr_is finished [took 36.6479s]
-12/01/24 12:49:04| INFO bin_sld_lr_is finished [took 39.1413s]
-12/01/24 12:49:05| INFO bin_sld_lr_ti finished [took 39.8153s]
-12/01/24 12:49:05| INFO bin_sld_lr finished [took 40.7557s]
-12/01/24 12:49:07| INFO bin_sld_lr_th finished [took 41.9652s]
-12/01/24 12:49:08| INFO mul_sld_lr_ti finished [took 43.6159s]
-12/01/24 12:49:09| INFO mul_sld_lr finished [took 44.8120s]
-12/01/24 12:49:11| INFO mul_sld_lr_is finished [took 45.8882s]
-12/01/24 12:49:11| INFO mul_sld_lr_th finished [took 46.2266s]
-12/01/24 12:49:27| INFO ref finished [took 18.1492s]
-12/01/24 12:49:31| INFO m3w_sld_lr_ti finished [took 31.5088s]
-12/01/24 12:49:32| INFO atc_mc finished [took 21.8676s]
-12/01/24 12:49:35| INFO bin_sld_lr_tm finished [took 33.4846s]
-12/01/24 12:49:36| INFO m3w_sld_lr_tm finished [took 31.3971s]
-12/01/24 12:49:38| INFO m3w_sld_lr_te finished [took 30.4213s]
-12/01/24 12:49:38| INFO doc finished [took 26.8631s]
-12/01/24 12:49:39| INFO mul_sld_lr_tm finished [took 37.2281s]
-12/01/24 12:49:40| INFO bin_sld_lr_te finished [took 34.1909s]
-12/01/24 12:49:42| INFO mul_sld_lr_te finished [took 35.9641s]
-12/01/24 12:49:42| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 78.0604s]
-12/01/24 12:49:42| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 12:50:18| INFO m3w_sld_lr finished [took 34.9871s]
-12/01/24 12:50:18| INFO m3w_sld_lr_is finished [took 35.3519s]
-12/01/24 12:50:19| INFO m3w_sld_lr_th finished [took 35.9485s]
-12/01/24 12:50:23| INFO bin_sld_lr_is finished [took 39.7629s]
-12/01/24 12:50:23| INFO bin_sld_lr_ti finished [took 39.9521s]
-12/01/24 12:50:24| INFO bin_sld_lr finished [took 41.7206s]
-12/01/24 12:50:25| INFO bin_sld_lr_th finished [took 42.0438s]
-12/01/24 12:50:27| INFO mul_sld_lr finished [took 44.7364s]
-12/01/24 12:50:29| INFO mul_sld_lr_ti finished [took 45.9645s]
-12/01/24 12:50:29| INFO mul_sld_lr_is finished [took 46.1031s]
-12/01/24 12:50:29| INFO mul_sld_lr_th finished [took 46.3505s]
-12/01/24 12:50:44| INFO ref finished [took 16.0607s]
-12/01/24 12:50:52| INFO m3w_sld_lr_ti finished [took 33.5942s]
-12/01/24 12:50:53| INFO m3w_sld_lr_tm finished [took 29.9645s]
-12/01/24 12:50:54| INFO atc_mc finished [took 24.6188s]
-12/01/24 12:50:55| INFO doc finished [took 26.1980s]
-12/01/24 12:50:56| INFO bin_sld_lr_tm finished [took 37.4601s]
-12/01/24 12:50:56| INFO m3w_sld_lr_te finished [took 31.0960s]
-12/01/24 12:50:58| INFO mul_sld_lr_tm finished [took 38.4303s]
-12/01/24 12:50:59| INFO bin_sld_lr_te finished [took 35.3128s]
-12/01/24 12:51:00| INFO mul_sld_lr_te finished [took 35.2774s]
-12/01/24 12:51:00| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 78.3691s]
-12/01/24 12:51:00| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 12:51:35| INFO m3w_sld_lr_th finished [took 33.7555s]
-12/01/24 12:51:38| INFO m3w_sld_lr finished [took 36.5213s]
-12/01/24 12:51:38| INFO m3w_sld_lr_is finished [took 36.7697s]
-12/01/24 12:51:42| INFO bin_sld_lr_ti finished [took 40.9961s]
-12/01/24 12:51:42| INFO bin_sld_lr_is finished [took 41.0082s]
-12/01/24 12:51:44| INFO mul_sld_lr_is finished [took 42.8377s]
-12/01/24 12:51:45| INFO bin_sld_lr_th finished [took 43.7714s]
-12/01/24 12:51:46| INFO mul_sld_lr_ti finished [took 44.3280s]
-12/01/24 12:51:47| INFO bin_sld_lr finished [took 45.2513s]
-12/01/24 12:51:47| INFO mul_sld_lr_th finished [took 45.0555s]
-12/01/24 12:51:47| INFO mul_sld_lr finished [took 45.0068s]
-12/01/24 12:52:04| INFO ref finished [took 16.9409s]
-12/01/24 12:52:08| INFO atc_mc finished [took 20.9345s]
-12/01/24 12:52:09| INFO m3w_sld_lr_ti finished [took 33.4772s]
-12/01/24 12:52:13| INFO m3w_sld_lr_tm finished [took 29.4045s]
-12/01/24 12:52:16| INFO bin_sld_lr_tm finished [took 36.9981s]
-12/01/24 12:52:16| INFO doc finished [took 28.6628s]
-12/01/24 12:52:18| INFO m3w_sld_lr_te finished [took 31.2486s]
-12/01/24 12:52:18| INFO mul_sld_lr_tm finished [took 39.1040s]
-12/01/24 12:52:18| INFO bin_sld_lr_te finished [took 35.3086s]
-12/01/24 12:52:19| INFO mul_sld_lr_te finished [took 33.4642s]
-12/01/24 12:52:19| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 78.6326s]
-12/01/24 12:52:19| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 12:52:53| INFO m3w_sld_lr_th finished [took 33.3769s]
-12/01/24 12:52:54| INFO m3w_sld_lr_is finished [took 34.6001s]
-12/01/24 12:52:55| INFO m3w_sld_lr finished [took 35.1565s]
-12/01/24 12:53:09| INFO bin_sld_lr_ti finished [took 48.9405s]
-12/01/24 12:53:09| INFO bin_sld_lr_is finished [took 49.1914s]
-12/01/24 12:53:10| INFO mul_sld_lr_is finished [took 49.7992s]
-12/01/24 12:53:10| INFO mul_sld_lr_ti finished [took 50.0655s]
-12/01/24 12:53:11| INFO bin_sld_lr_th finished [took 51.4870s]
-12/01/24 12:53:12| INFO bin_sld_lr finished [took 52.9237s]
-12/01/24 12:53:14| INFO mul_sld_lr finished [took 54.0893s]
-12/01/24 12:53:14| INFO mul_sld_lr_th finished [took 54.3681s]
-12/01/24 12:53:26| INFO m3w_sld_lr_ti finished [took 33.0302s]
-12/01/24 12:53:28| INFO atc_mc finished [took 15.6549s]
-12/01/24 12:53:28| INFO ref finished [took 16.9586s]
-12/01/24 12:53:34| INFO doc finished [took 19.9687s]
-12/01/24 12:53:35| INFO m3w_sld_lr_tm finished [took 25.9206s]
-12/01/24 12:53:36| INFO m3w_sld_lr_te finished [took 25.6683s]
-12/01/24 12:53:37| INFO bin_sld_lr_tm finished [took 42.1019s]
-12/01/24 12:53:40| INFO mul_sld_lr_tm finished [took 45.0723s]
-12/01/24 12:53:44| INFO bin_sld_lr_te finished [took 34.9011s]
-12/01/24 12:53:47| INFO mul_sld_lr_te finished [took 36.3946s]
-12/01/24 12:53:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 87.7175s]
-12/01/24 12:53:47| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 12:54:15| INFO m3w_sld_lr_th finished [took 27.2385s]
-12/01/24 12:54:18| INFO m3w_sld_lr_is finished [took 30.3723s]
-12/01/24 12:54:20| INFO mul_sld_lr_is finished [took 32.4779s]
-12/01/24 12:54:20| INFO mul_sld_lr_ti finished [took 32.6520s]
-12/01/24 12:54:20| INFO m3w_sld_lr finished [took 33.1318s]
-12/01/24 12:54:32| INFO bin_sld_lr_ti finished [took 44.2474s]
-12/01/24 12:54:33| INFO bin_sld_lr finished [took 45.5460s]
-12/01/24 12:54:34| INFO bin_sld_lr_th finished [took 46.2737s]
-12/01/24 12:54:35| INFO bin_sld_lr_is finished [took 47.3363s]
-12/01/24 12:54:39| INFO mul_sld_lr_th finished [took 52.0376s]
-12/01/24 12:54:45| INFO m3w_sld_lr_ti finished [took 29.7040s]
-12/01/24 12:54:47| INFO mul_sld_lr finished [took 59.7754s]
-12/01/24 12:54:50| INFO ref finished [took 15.7872s]
-12/01/24 12:54:50| INFO m3w_sld_lr_tm finished [took 29.8948s]
-12/01/24 12:54:56| INFO atc_mc finished [took 20.6837s]
-12/01/24 12:54:58| INFO bin_sld_lr_tm finished [took 39.8555s]
-12/01/24 12:54:59| INFO m3w_sld_lr_te finished [took 26.1670s]
-12/01/24 12:54:59| INFO bin_sld_lr_te finished [took 38.4935s]
-12/01/24 12:55:00| INFO mul_sld_lr_te finished [took 28.2572s]
-12/01/24 12:55:01| INFO doc finished [took 20.7673s]
-12/01/24 12:55:05| INFO mul_sld_lr_tm finished [took 45.3619s]
-12/01/24 12:55:05| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 78.7128s]
-----------------------------------------------------------------------------------------------------
-12/01/24 13:10:37| INFO dataset imdb [pool size: 10]
-12/01/24 13:10:38| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 13:11:13| INFO m3w_sld_lr_is finished [took 32.7337s]
-12/01/24 13:11:14| INFO mul_sld_lr_is finished [took 33.8802s]
-12/01/24 13:11:15| INFO m3w_sld_lr finished [took 35.1869s]
-12/01/24 13:11:16| INFO mul_sld_lr_ti finished [took 35.4190s]
-12/01/24 13:11:17| INFO m3w_sld_lr_th finished [took 36.7840s]
-12/01/24 13:11:17| INFO mul_sld_lr_th finished [took 36.8833s]
-12/01/24 13:11:19| INFO bin_sld_lr_ti finished [took 39.3940s]
-12/01/24 13:11:19| INFO bin_sld_lr finished [took 39.4291s]
-12/01/24 13:11:20| INFO bin_sld_lr_th finished [took 40.3559s]
-12/01/24 13:11:21| INFO bin_sld_lr_is finished [took 41.0060s]
-12/01/24 13:11:26| INFO mul_sld_lr finished [took 46.5871s]
-12/01/24 13:11:46| INFO m3w_sld_lr_ti finished [took 32.4921s]
-12/01/24 13:11:51| INFO m3w_sld_lr_tm finished [took 34.8240s]
-12/01/24 13:11:52| INFO m3w_sld_lr_te finished [took 32.4730s]
-12/01/24 13:11:52| INFO mul_sld_lr_te finished [took 34.6368s]
-12/01/24 13:11:52| INFO mul_sld_lr_tm finished [took 36.6675s]
-12/01/24 13:11:53| INFO bin_sld_lr_tm finished [took 38.7104s]
-12/01/24 13:11:54| INFO m3w_sld_lr_tc finished [took 33.0649s]
-12/01/24 13:11:55| INFO mul_sld_lr_tc finished [took 34.4508s]
-12/01/24 13:11:57| INFO bin_sld_lr_tc finished [took 37.4111s]
-12/01/24 13:11:57| INFO bin_sld_lr_te finished [took 39.8087s]
-12/01/24 13:12:03| INFO bin_sld_lr_a finished [took 35.9547s]
-12/01/24 13:12:07| INFO ref finished [took 14.6090s]
-12/01/24 13:12:08| INFO atc_mc finished [took 15.4050s]
-12/01/24 13:12:10| INFO doc finished [took 17.7288s]
-12/01/24 13:12:13| INFO m3w_sld_lr_a finished [took 21.7281s]
-12/01/24 13:12:13| INFO mul_sld_lr_a finished [took 27.1494s]
-12/01/24 13:12:13| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 95.8633s]
-12/01/24 13:12:14| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 13:12:46| INFO m3w_sld_lr_is finished [took 31.6629s]
-12/01/24 13:12:47| INFO m3w_sld_lr finished [took 32.6575s]
-12/01/24 13:12:48| INFO m3w_sld_lr_th finished [took 33.4215s]
-12/01/24 13:12:53| INFO mul_sld_lr_is finished [took 38.3583s]
-12/01/24 13:12:53| INFO mul_sld_lr finished [took 38.7388s]
-12/01/24 13:12:54| INFO mul_sld_lr_th finished [took 39.5709s]
-12/01/24 13:12:54| INFO mul_sld_lr_ti finished [took 39.5889s]
-12/01/24 13:12:58| INFO bin_sld_lr_is finished [took 43.3654s]
-12/01/24 13:12:58| INFO bin_sld_lr finished [took 43.3826s]
-12/01/24 13:12:58| INFO bin_sld_lr_th finished [took 43.5287s]
-12/01/24 13:12:58| INFO bin_sld_lr_ti finished [took 43.8711s]
-12/01/24 13:13:18| INFO m3w_sld_lr_ti finished [took 32.0719s]
-12/01/24 13:13:26| INFO m3w_sld_lr_te finished [took 31.0176s]
-12/01/24 13:13:26| INFO m3w_sld_lr_tm finished [took 32.7673s]
-12/01/24 13:13:27| INFO mul_sld_lr_tm finished [took 38.8718s]
-12/01/24 13:13:31| INFO bin_sld_lr_tm finished [took 43.3933s]
-12/01/24 13:13:32| INFO mul_sld_lr_te finished [took 37.4249s]
-12/01/24 13:13:32| INFO m3w_sld_lr_tc finished [took 33.6189s]
-12/01/24 13:13:34| INFO bin_sld_lr_te finished [took 40.8049s]
-12/01/24 13:13:35| INFO mul_sld_lr_tc finished [took 36.4992s]
-12/01/24 13:13:39| INFO bin_sld_lr_tc finished [took 40.5614s]
-12/01/24 13:13:40| INFO bin_sld_lr_a finished [took 40.9881s]
-12/01/24 13:13:40| INFO ref finished [took 14.2029s]
-12/01/24 13:13:45| INFO atc_mc finished [took 17.1560s]
-12/01/24 13:13:48| INFO m3w_sld_lr_a finished [took 22.3002s]
-12/01/24 13:13:49| INFO mul_sld_lr_a finished [took 29.7063s]
-12/01/24 13:13:51| INFO doc finished [took 19.6561s]
-12/01/24 13:13:51| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 97.5625s]
-12/01/24 13:13:51| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 13:14:25| INFO m3w_sld_lr finished [took 33.2943s]
-12/01/24 13:14:26| INFO m3w_sld_lr_th finished [took 34.4082s]
-12/01/24 13:14:26| INFO m3w_sld_lr_is finished [took 34.4180s]
-12/01/24 13:14:29| INFO bin_sld_lr_ti finished [took 37.3751s]
-12/01/24 13:14:29| INFO bin_sld_lr_is finished [took 37.4854s]
-12/01/24 13:14:30| INFO bin_sld_lr_th finished [took 37.9882s]
-12/01/24 13:14:31| INFO bin_sld_lr finished [took 38.4975s]
-12/01/24 13:14:32| INFO mul_sld_lr_ti finished [took 39.7570s]
-12/01/24 13:14:32| INFO mul_sld_lr_is finished [took 39.9651s]
-12/01/24 13:14:33| INFO mul_sld_lr finished [took 40.4914s]
-12/01/24 13:14:33| INFO mul_sld_lr_th finished [took 40.8722s]
-12/01/24 13:14:59| INFO m3w_sld_lr_ti finished [took 33.8968s]
-12/01/24 13:15:03| INFO m3w_sld_lr_tm finished [took 33.3763s]
-12/01/24 13:15:04| INFO m3w_sld_lr_te finished [took 33.3216s]
-12/01/24 13:15:06| INFO mul_sld_lr_tm finished [took 38.5736s]
-12/01/24 13:15:06| INFO bin_sld_lr_tm finished [took 39.1905s]
-12/01/24 13:15:07| INFO m3w_sld_lr_tc finished [took 33.3851s]
-12/01/24 13:15:08| INFO bin_sld_lr_te finished [took 38.1270s]
-12/01/24 13:15:09| INFO mul_sld_lr_te finished [took 39.1582s]
-12/01/24 13:15:10| INFO bin_sld_lr_tc finished [took 37.3776s]
-12/01/24 13:15:10| INFO bin_sld_lr_a finished [took 36.7692s]
-12/01/24 13:15:11| INFO mul_sld_lr_tc finished [took 38.3070s]
-12/01/24 13:15:17| INFO ref finished [took 12.4042s]
-12/01/24 13:15:22| INFO atc_mc finished [took 15.6729s]
-12/01/24 13:15:25| INFO doc finished [took 17.8438s]
-12/01/24 13:15:26| INFO m3w_sld_lr_a finished [took 22.0668s]
-12/01/24 13:15:27| INFO mul_sld_lr_a finished [took 26.9705s]
-12/01/24 13:15:27| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 95.9783s]
-12/01/24 13:15:27| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 13:16:00| INFO m3w_sld_lr finished [took 32.6943s]
-12/01/24 13:16:01| INFO m3w_sld_lr_is finished [took 33.2145s]
-12/01/24 13:16:02| INFO m3w_sld_lr_th finished [took 34.1420s]
-12/01/24 13:16:05| INFO bin_sld_lr_is finished [took 36.8073s]
-12/01/24 13:16:05| INFO bin_sld_lr_ti finished [took 37.2145s]
-12/01/24 13:16:05| INFO bin_sld_lr finished [took 37.7220s]
-12/01/24 13:16:06| INFO bin_sld_lr_th finished [took 37.9631s]
-12/01/24 13:16:09| INFO mul_sld_lr_ti finished [took 40.9633s]
-12/01/24 13:16:09| INFO mul_sld_lr_th finished [took 40.9825s]
-12/01/24 13:16:09| INFO mul_sld_lr finished [took 41.2625s]
-12/01/24 13:16:09| INFO mul_sld_lr_is finished [took 41.4212s]
-12/01/24 13:16:34| INFO m3w_sld_lr_ti finished [took 32.9363s]
-12/01/24 13:16:37| INFO m3w_sld_lr_tm finished [took 32.2600s]
-12/01/24 13:16:39| INFO bin_sld_lr_tm finished [took 37.3291s]
-12/01/24 13:16:39| INFO m3w_sld_lr_te finished [took 32.5389s]
-12/01/24 13:16:42| INFO mul_sld_lr_tm finished [took 39.4128s]
-12/01/24 13:16:42| INFO m3w_sld_lr_tc finished [took 32.5418s]
-12/01/24 13:16:43| INFO bin_sld_lr_te finished [took 37.4367s]
-12/01/24 13:16:46| INFO mul_sld_lr_te finished [took 39.6650s]
-12/01/24 13:16:46| INFO bin_sld_lr_tc finished [took 36.6652s]
-12/01/24 13:16:47| INFO bin_sld_lr_a finished [took 37.2265s]
-12/01/24 13:16:48| INFO mul_sld_lr_tc finished [took 39.0411s]
-12/01/24 13:16:51| INFO ref finished [took 12.2818s]
-12/01/24 13:16:55| INFO atc_mc finished [took 16.1199s]
-12/01/24 13:17:01| INFO m3w_sld_lr_a finished [took 22.9367s]
-12/01/24 13:17:01| INFO doc finished [took 18.6385s]
-12/01/24 13:17:03| INFO mul_sld_lr_a finished [took 28.6766s]
-12/01/24 13:17:03| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 95.7622s]
-12/01/24 13:17:03| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 13:17:36| INFO m3w_sld_lr finished [took 32.0116s]
-12/01/24 13:17:36| INFO m3w_sld_lr_is finished [took 32.5508s]
-12/01/24 13:17:37| INFO m3w_sld_lr_th finished [took 32.9669s]
-12/01/24 13:17:40| INFO bin_sld_lr finished [took 36.1757s]
-12/01/24 13:17:40| INFO bin_sld_lr_is finished [took 36.1809s]
-12/01/24 13:17:41| INFO bin_sld_lr_ti finished [took 36.8709s]
-12/01/24 13:17:41| INFO bin_sld_lr_th finished [took 37.0820s]
-12/01/24 13:17:45| INFO mul_sld_lr_ti finished [took 41.4203s]
-12/01/24 13:17:46| INFO mul_sld_lr_th finished [took 42.0308s]
-12/01/24 13:17:46| INFO mul_sld_lr finished [took 42.1594s]
-12/01/24 13:17:47| INFO mul_sld_lr_is finished [took 42.9501s]
-12/01/24 13:18:09| INFO m3w_sld_lr_ti finished [took 33.3773s]
-12/01/24 13:18:12| INFO m3w_sld_lr_tm finished [took 32.1333s]
-12/01/24 13:18:13| INFO m3w_sld_lr_te finished [took 32.1275s]
-12/01/24 13:18:13| INFO bin_sld_lr_tm finished [took 37.0161s]
-12/01/24 13:18:17| INFO mul_sld_lr_tm finished [took 39.6293s]
-12/01/24 13:18:17| INFO bin_sld_lr_te finished [took 37.2567s]
-12/01/24 13:18:19| INFO m3w_sld_lr_tc finished [took 32.2843s]
-12/01/24 13:18:21| INFO mul_sld_lr_te finished [took 39.7978s]
-12/01/24 13:18:22| INFO bin_sld_lr_tc finished [took 36.4321s]
-12/01/24 13:18:22| INFO bin_sld_lr_a finished [took 35.0098s]
-12/01/24 13:18:24| INFO mul_sld_lr_tc finished [took 37.9715s]
-12/01/24 13:18:28| INFO ref finished [took 14.5241s]
-12/01/24 13:18:31| INFO atc_mc finished [took 17.0106s]
-12/01/24 13:18:35| INFO doc finished [took 18.0912s]
-12/01/24 13:18:37| INFO m3w_sld_lr_a finished [took 23.9189s]
-12/01/24 13:18:38| INFO mul_sld_lr_a finished [took 28.2764s]
-12/01/24 13:18:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 95.3917s]
-12/01/24 13:18:38| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 13:19:12| INFO m3w_sld_lr finished [took 32.6919s]
-12/01/24 13:19:12| INFO m3w_sld_lr_th finished [took 32.8972s]
-12/01/24 13:19:13| INFO m3w_sld_lr_is finished [took 33.6588s]
-12/01/24 13:19:16| INFO bin_sld_lr_ti finished [took 36.6919s]
-12/01/24 13:19:16| INFO bin_sld_lr_is finished [took 36.6457s]
-12/01/24 13:19:17| INFO bin_sld_lr_th finished [took 38.1341s]
-12/01/24 13:19:17| INFO bin_sld_lr finished [took 38.2752s]
-12/01/24 13:19:21| INFO mul_sld_lr_is finished [took 41.5349s]
-12/01/24 13:19:21| INFO mul_sld_lr_ti finished [took 42.0591s]
-12/01/24 13:19:22| INFO mul_sld_lr finished [took 42.5951s]
-12/01/24 13:19:22| INFO mul_sld_lr_th finished [took 42.6309s]
-12/01/24 13:19:45| INFO m3w_sld_lr_ti finished [took 32.3206s]
-12/01/24 13:19:49| INFO m3w_sld_lr_tm finished [took 32.7778s]
-12/01/24 13:19:50| INFO bin_sld_lr_tm finished [took 37.0476s]
-12/01/24 13:19:50| INFO m3w_sld_lr_te finished [took 32.4491s]
-12/01/24 13:19:54| INFO bin_sld_lr_te finished [took 37.6133s]
-12/01/24 13:19:54| INFO mul_sld_lr_tm finished [took 41.0265s]
-12/01/24 13:19:55| INFO m3w_sld_lr_tc finished [took 32.6381s]
-12/01/24 13:19:58| INFO bin_sld_lr_tc finished [took 37.1519s]
-12/01/24 13:19:59| INFO mul_sld_lr_te finished [took 41.2502s]
-12/01/24 13:19:59| INFO bin_sld_lr_a finished [took 36.8524s]
-12/01/24 13:20:01| INFO mul_sld_lr_tc finished [took 39.4482s]
-12/01/24 13:20:04| INFO ref finished [took 13.4493s]
-12/01/24 13:20:07| INFO atc_mc finished [took 16.4608s]
-12/01/24 13:20:12| INFO doc finished [took 17.5029s]
-12/01/24 13:20:14| INFO m3w_sld_lr_a finished [took 24.3131s]
-12/01/24 13:20:16| INFO mul_sld_lr_a finished [took 30.5427s]
-12/01/24 13:20:16| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 97.5671s]
-12/01/24 13:20:16| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 13:20:50| INFO m3w_sld_lr_th finished [took 32.7680s]
-12/01/24 13:20:50| INFO m3w_sld_lr_is finished [took 32.8119s]
-12/01/24 13:20:51| INFO m3w_sld_lr finished [took 33.9354s]
-12/01/24 13:20:54| INFO bin_sld_lr_is finished [took 37.3644s]
-12/01/24 13:20:56| INFO bin_sld_lr_ti finished [took 38.5472s]
-12/01/24 13:20:56| INFO bin_sld_lr finished [took 39.1135s]
-12/01/24 13:20:57| INFO mul_sld_lr_ti finished [took 40.2866s]
-12/01/24 13:20:58| INFO bin_sld_lr_th finished [took 40.3946s]
-12/01/24 13:20:58| INFO mul_sld_lr_is finished [took 41.1704s]
-12/01/24 13:20:59| INFO mul_sld_lr finished [took 41.6565s]
-12/01/24 13:20:59| INFO mul_sld_lr_th finished [took 42.2844s]
-12/01/24 13:21:23| INFO m3w_sld_lr_ti finished [took 32.3460s]
-12/01/24 13:21:28| INFO m3w_sld_lr_tm finished [took 32.7168s]
-12/01/24 13:21:31| INFO bin_sld_lr_tm finished [took 40.0810s]
-12/01/24 13:21:32| INFO m3w_sld_lr_te finished [took 33.6051s]
-12/01/24 13:21:33| INFO mul_sld_lr_tm finished [took 41.1337s]
-12/01/24 13:21:33| INFO m3w_sld_lr_tc finished [took 33.4103s]
-12/01/24 13:21:35| INFO bin_sld_lr_te finished [took 39.1746s]
-12/01/24 13:21:36| INFO bin_sld_lr_tc finished [took 37.6545s]
-12/01/24 13:21:37| INFO mul_sld_lr_te finished [took 40.1193s]
-12/01/24 13:21:38| INFO bin_sld_lr_a finished [took 37.8444s]
-12/01/24 13:21:39| INFO mul_sld_lr_tc finished [took 39.8778s]
-12/01/24 13:21:43| INFO ref finished [took 12.1057s]
-12/01/24 13:21:49| INFO atc_mc finished [took 16.4205s]
-12/01/24 13:21:52| INFO m3w_sld_lr_a finished [took 23.1979s]
-12/01/24 13:21:52| INFO doc finished [took 18.6189s]
-12/01/24 13:21:53| INFO mul_sld_lr_a finished [took 30.0450s]
-12/01/24 13:21:53| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 97.5934s]
-12/01/24 13:21:54| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 13:22:25| INFO m3w_sld_lr_is finished [took 30.6550s]
-12/01/24 13:22:26| INFO m3w_sld_lr finished [took 31.8157s]
-12/01/24 13:22:26| INFO m3w_sld_lr_th finished [took 32.0053s]
-12/01/24 13:22:39| INFO bin_sld_lr_is finished [took 44.6948s]
-12/01/24 13:22:39| INFO bin_sld_lr_ti finished [took 44.8426s]
-12/01/24 13:22:40| INFO bin_sld_lr finished [took 46.3266s]
-12/01/24 13:22:41| INFO bin_sld_lr_th finished [took 46.4659s]
-12/01/24 13:22:41| INFO mul_sld_lr_is finished [took 46.7362s]
-12/01/24 13:22:42| INFO mul_sld_lr_ti finished [took 47.4109s]
-12/01/24 13:22:45| INFO mul_sld_lr finished [took 50.7847s]
-12/01/24 13:22:46| INFO mul_sld_lr_th finished [took 51.3250s]
-12/01/24 13:22:56| INFO m3w_sld_lr_ti finished [took 31.3211s]
-12/01/24 13:23:11| INFO m3w_sld_lr_tm finished [took 31.4216s]
-12/01/24 13:23:13| INFO m3w_sld_lr_te finished [took 31.4107s]
-12/01/24 13:23:13| INFO bin_sld_lr_tm finished [took 46.5348s]
-12/01/24 13:23:14| INFO mul_sld_lr_tm finished [took 47.1829s]
-12/01/24 13:23:17| INFO m3w_sld_lr_tc finished [took 31.4256s]
-12/01/24 13:23:23| INFO bin_sld_lr_te finished [took 43.0873s]
-12/01/24 13:23:28| INFO bin_sld_lr_tc finished [took 46.3698s]
-12/01/24 13:23:28| INFO mul_sld_lr_te finished [took 47.1414s]
-12/01/24 13:23:28| INFO mul_sld_lr_tc finished [took 46.0800s]
-12/01/24 13:23:28| INFO ref finished [took 15.0990s]
-12/01/24 13:23:29| INFO bin_sld_lr_a finished [took 43.4234s]
-12/01/24 13:23:33| INFO atc_mc finished [took 19.6268s]
-12/01/24 13:23:36| INFO mul_sld_lr_a finished [took 38.7820s]
-12/01/24 13:23:36| INFO m3w_sld_lr_a finished [took 24.5968s]
-12/01/24 13:23:36| INFO doc finished [took 21.4059s]
-12/01/24 13:23:36| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 102.1482s]
-12/01/24 13:23:36| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 13:24:08| INFO m3w_sld_lr_is finished [took 31.5775s]
-12/01/24 13:24:09| INFO m3w_sld_lr finished [took 32.4948s]
-12/01/24 13:24:10| INFO m3w_sld_lr_th finished [took 33.4387s]
-12/01/24 13:24:10| INFO mul_sld_lr_ti finished [took 33.5858s]
-12/01/24 13:24:10| INFO mul_sld_lr_is finished [took 34.1836s]
-12/01/24 13:24:21| INFO bin_sld_lr finished [took 44.8880s]
-12/01/24 13:24:22| INFO bin_sld_lr_th finished [took 45.8339s]
-12/01/24 13:24:23| INFO bin_sld_lr_is finished [took 46.8917s]
-12/01/24 13:24:24| INFO bin_sld_lr_ti finished [took 47.5140s]
-12/01/24 13:24:35| INFO mul_sld_lr finished [took 58.3763s]
-12/01/24 13:24:35| INFO mul_sld_lr_th finished [took 58.4656s]
-12/01/24 13:24:40| INFO m3w_sld_lr_ti finished [took 31.2017s]
-12/01/24 13:24:42| INFO m3w_sld_lr_tm finished [took 31.9681s]
-12/01/24 13:24:53| INFO m3w_sld_lr_te finished [took 29.9297s]
-12/01/24 13:24:54| INFO mul_sld_lr_te finished [took 32.1089s]
-12/01/24 13:24:56| INFO bin_sld_lr_tm finished [took 46.7555s]
-12/01/24 13:24:57| INFO bin_sld_lr_te finished [took 46.4617s]
-12/01/24 13:24:57| INFO mul_sld_lr_tc finished [took 33.1483s]
-12/01/24 13:25:03| INFO mul_sld_lr_tm finished [took 52.9434s]
-12/01/24 13:25:03| INFO m3w_sld_lr_tc finished [took 28.1598s]
-12/01/24 13:25:09| INFO ref finished [took 16.3160s]
-12/01/24 13:25:10| INFO m3w_sld_lr_a finished [took 27.5553s]
-12/01/24 13:25:10| INFO bin_sld_lr_tc finished [took 46.8641s]
-12/01/24 13:25:11| INFO atc_mc finished [took 16.7588s]
-12/01/24 13:25:11| INFO mul_sld_lr_a finished [took 31.3051s]
-12/01/24 13:25:14| INFO doc finished [took 18.1314s]
-12/01/24 13:25:18| INFO bin_sld_lr_a finished [took 42.6633s]
-12/01/24 13:25:18| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 102.2853s]
-----------------------------------------------------------------------------------------------------
-12/01/24 13:54:25| INFO dataset imdb [pool size: 10]
-12/01/24 13:54:25| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 13:55:00| INFO mul_sld_lr_ti finished [took 32.6051s]
-12/01/24 13:55:00| INFO m3w_sld_lr_is finished [took 32.6422s]
-12/01/24 13:55:01| INFO mul_sld_lr_is finished [took 34.0722s]
-12/01/24 13:55:02| INFO m3w_sld_lr finished [took 34.5842s]
-12/01/24 13:55:03| INFO mul_sld_lr_th finished [took 35.5912s]
-12/01/24 13:55:03| INFO m3w_sld_lr_th finished [took 35.5420s]
-12/01/24 13:55:06| INFO bin_sld_lr_th finished [took 38.8932s]
-12/01/24 13:55:06| INFO bin_sld_lr finished [took 38.7281s]
-12/01/24 13:55:07| INFO bin_sld_lr_ti finished [took 39.1042s]
-12/01/24 13:55:07| INFO bin_sld_lr_is finished [took 40.0987s]
-12/01/24 13:55:11| INFO mul_sld_lr finished [took 44.0084s]
-12/01/24 13:55:32| INFO m3w_sld_lr_ti finished [took 31.3444s]
-12/01/24 13:55:37| INFO mul_sld_lr_tm finished [took 34.9792s]
-12/01/24 13:55:37| INFO m3w_sld_lr_tm finished [took 34.8051s]
-12/01/24 13:55:37| INFO mul_sld_lr_te finished [took 33.7571s]
-12/01/24 13:55:38| INFO bin_sld_lr_tm finished [took 37.9064s]
-12/01/24 13:55:39| INFO m3w_sld_lr_te finished [took 32.4894s]
-12/01/24 13:55:40| INFO m3w_sld_lr_tc finished [took 31.9448s]
-12/01/24 13:55:41| INFO mul_sld_lr_tc finished [took 33.9500s]
-12/01/24 13:55:41| INFO bin_sld_lr_te finished [took 37.9547s]
-12/01/24 13:55:44| INFO bin_sld_lr_tc finished [took 37.9788s]
-12/01/24 13:55:49| INFO bin_sld_lr_a finished [took 37.3647s]
-12/01/24 13:55:55| INFO ref finished [took 16.4856s]
-12/01/24 13:55:57| INFO atc_mc finished [took 16.5800s]
-12/01/24 13:56:00| INFO mul_sld_lr_a finished [took 27.5673s]
-12/01/24 13:56:01| INFO doc finished [took 19.2332s]
-12/01/24 13:56:02| INFO m3w_sld_lr_a finished [took 24.7987s]
-12/01/24 13:56:05| INFO m3w_sld_lr_at finished [took 26.0169s]
-12/01/24 13:56:05| INFO mul_sld_lr_at finished [took 27.9285s]
-12/01/24 13:56:08| INFO bin_sld_lr_at finished [took 30.5676s]
-12/01/24 13:56:08| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 103.0587s]
-12/01/24 13:56:08| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 13:56:41| INFO m3w_sld_lr_is finished [took 31.5767s]
-12/01/24 13:56:41| INFO m3w_sld_lr finished [took 32.0913s]
-12/01/24 13:56:42| INFO m3w_sld_lr_th finished [took 32.6243s]
-12/01/24 13:56:43| INFO mul_sld_lr_is finished [took 34.5130s]
-12/01/24 13:56:47| INFO mul_sld_lr_ti finished [took 37.9954s]
-12/01/24 13:56:48| INFO mul_sld_lr_th finished [took 38.9676s]
-12/01/24 13:56:49| INFO bin_sld_lr finished [took 40.4304s]
-12/01/24 13:56:49| INFO mul_sld_lr finished [took 40.3708s]
-12/01/24 13:56:50| INFO bin_sld_lr_ti finished [took 40.5233s]
-12/01/24 13:56:52| INFO bin_sld_lr_th finished [took 42.6837s]
-12/01/24 13:56:52| INFO bin_sld_lr_is finished [took 42.7274s]
-12/01/24 13:57:13| INFO m3w_sld_lr_ti finished [took 31.7693s]
-12/01/24 13:57:16| INFO m3w_sld_lr_tm finished [took 32.2293s]
-12/01/24 13:57:18| INFO mul_sld_lr_tm finished [took 36.2847s]
-12/01/24 13:57:21| INFO m3w_sld_lr_te finished [took 31.5012s]
-12/01/24 13:57:24| INFO m3w_sld_lr_tc finished [took 31.9439s]
-12/01/24 13:57:24| INFO bin_sld_lr_tm finished [took 42.9348s]
-12/01/24 13:57:26| INFO mul_sld_lr_te finished [took 38.0513s]
-12/01/24 13:57:28| INFO mul_sld_lr_tc finished [took 37.5201s]
-12/01/24 13:57:30| INFO bin_sld_lr_te finished [took 43.1587s]
-12/01/24 13:57:33| INFO bin_sld_lr_a finished [took 40.8112s]
-12/01/24 13:57:33| INFO bin_sld_lr_tc finished [took 43.5898s]
-12/01/24 13:57:37| INFO ref finished [took 12.2810s]
-12/01/24 13:57:44| INFO mul_sld_lr_a finished [took 30.5651s]
-12/01/24 13:57:46| INFO m3w_sld_lr_a finished [took 29.2655s]
-12/01/24 13:57:47| INFO atc_mc finished [took 20.2934s]
-12/01/24 13:57:47| INFO m3w_sld_lr_at finished [took 22.7570s]
-12/01/24 13:57:48| INFO doc finished [took 19.5998s]
-12/01/24 13:57:50| INFO mul_sld_lr_at finished [took 28.3565s]
-12/01/24 13:57:51| INFO bin_sld_lr_at finished [took 31.7179s]
-12/01/24 13:57:51| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 102.5863s]
-12/01/24 13:57:51| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 13:58:17| INFO m3w_sld_lr_th finished [took 25.9600s]
-12/01/24 13:58:24| INFO m3w_sld_lr_is finished [took 32.6366s]
-12/01/24 13:58:24| INFO m3w_sld_lr finished [took 32.8010s]
-12/01/24 13:58:29| INFO bin_sld_lr_is finished [took 37.1773s]
-12/01/24 13:58:29| INFO bin_sld_lr_ti finished [took 37.2559s]
-12/01/24 13:58:29| INFO bin_sld_lr finished [took 37.5695s]
-12/01/24 13:58:29| INFO bin_sld_lr_th finished [took 37.9191s]
-12/01/24 13:58:31| INFO mul_sld_lr_is finished [took 39.0956s]
-12/01/24 13:58:31| INFO mul_sld_lr_th finished [took 39.3655s]
-12/01/24 13:58:31| INFO mul_sld_lr finished [took 39.3239s]
-12/01/24 13:58:31| INFO mul_sld_lr_ti finished [took 39.9274s]
-12/01/24 13:58:48| INFO m3w_sld_lr_ti finished [took 30.1809s]
-12/01/24 13:58:55| INFO bin_sld_lr_tm finished [took 30.4365s]
-12/01/24 13:59:01| INFO m3w_sld_lr_tm finished [took 32.1151s]
-12/01/24 13:59:02| INFO m3w_sld_lr_te finished [took 31.9556s]
-12/01/24 13:59:03| INFO mul_sld_lr_tm finished [took 37.9985s]
-12/01/24 13:59:04| INFO m3w_sld_lr_tc finished [took 32.6513s]
-12/01/24 13:59:07| INFO bin_sld_lr_te finished [took 37.2324s]
-12/01/24 13:59:09| INFO mul_sld_lr_te finished [took 39.2277s]
-12/01/24 13:59:09| INFO bin_sld_lr_tc finished [took 38.1549s]
-12/01/24 13:59:09| INFO bin_sld_lr_a finished [took 37.4708s]
-12/01/24 13:59:10| INFO mul_sld_lr_tc finished [took 38.4194s]
-12/01/24 13:59:17| INFO ref finished [took 12.5813s]
-12/01/24 13:59:22| INFO m3w_sld_lr_a finished [took 26.1884s]
-12/01/24 13:59:22| INFO mul_sld_lr_a finished [took 33.8857s]
-12/01/24 13:59:25| INFO atc_mc finished [took 17.6716s]
-12/01/24 13:59:26| INFO m3w_sld_lr_at finished [took 22.8795s]
-12/01/24 13:59:26| INFO doc finished [took 17.0037s]
-12/01/24 13:59:27| INFO bin_sld_lr_at finished [took 25.7985s]
-12/01/24 13:59:32| INFO mul_sld_lr_at finished [took 29.4580s]
-12/01/24 13:59:32| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 101.2371s]
-12/01/24 13:59:32| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 14:00:02| INFO bin_sld_lr_is finished [took 29.3831s]
-12/01/24 14:00:04| INFO m3w_sld_lr finished [took 31.1751s]
-12/01/24 14:00:05| INFO m3w_sld_lr_is finished [took 32.3575s]
-12/01/24 14:00:05| INFO m3w_sld_lr_th finished [took 32.6662s]
-12/01/24 14:00:08| INFO bin_sld_lr finished [took 35.5517s]
-12/01/24 14:00:08| INFO bin_sld_lr_ti finished [took 35.4735s]
-12/01/24 14:00:09| INFO bin_sld_lr_th finished [took 36.3879s]
-12/01/24 14:00:11| INFO mul_sld_lr finished [took 38.2510s]
-12/01/24 14:00:11| INFO mul_sld_lr_ti finished [took 38.2463s]
-12/01/24 14:00:12| INFO mul_sld_lr_is finished [took 39.7267s]
-12/01/24 14:00:13| INFO mul_sld_lr_th finished [took 40.4612s]
-12/01/24 14:00:29| INFO m3w_sld_lr_ti finished [took 26.5118s]
-12/01/24 14:00:38| INFO m3w_sld_lr_tm finished [took 32.4431s]
-12/01/24 14:00:40| INFO bin_sld_lr_tm finished [took 35.4314s]
-12/01/24 14:00:41| INFO m3w_sld_lr_te finished [took 32.0807s]
-12/01/24 14:00:44| INFO mul_sld_lr_tm finished [took 38.3889s]
-12/01/24 14:00:45| INFO m3w_sld_lr_tc finished [took 32.1340s]
-12/01/24 14:00:45| INFO bin_sld_lr_te finished [took 36.3804s]
-12/01/24 14:00:48| INFO mul_sld_lr_te finished [took 39.3374s]
-12/01/24 14:00:49| INFO bin_sld_lr_tc finished [took 37.5796s]
-12/01/24 14:00:50| INFO mul_sld_lr_tc finished [took 39.1002s]
-12/01/24 14:00:51| INFO bin_sld_lr_a finished [took 37.1172s]
-12/01/24 14:01:01| INFO ref finished [took 16.1973s]
-12/01/24 14:01:03| INFO mul_sld_lr_a finished [took 33.5199s]
-12/01/24 14:01:04| INFO m3w_sld_lr_a finished [took 25.7822s]
-12/01/24 14:01:06| INFO atc_mc finished [took 20.7055s]
-12/01/24 14:01:07| INFO bin_sld_lr_at finished [took 26.7580s]
-12/01/24 14:01:07| INFO doc finished [took 18.4914s]
-12/01/24 14:01:07| INFO m3w_sld_lr_at finished [took 22.8216s]
-12/01/24 14:01:13| INFO mul_sld_lr_at finished [took 30.9813s]
-12/01/24 14:01:13| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 100.9093s]
-12/01/24 14:01:13| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 14:01:42| INFO m3w_sld_lr_is finished [took 28.7594s]
-12/01/24 14:01:43| INFO bin_sld_lr_is finished [took 29.4635s]
-12/01/24 14:01:46| INFO m3w_sld_lr_th finished [took 31.9173s]
-12/01/24 14:01:46| INFO m3w_sld_lr finished [took 32.0796s]
-12/01/24 14:01:49| INFO bin_sld_lr_ti finished [took 35.5872s]
-12/01/24 14:01:49| INFO bin_sld_lr finished [took 35.7847s]
-12/01/24 14:01:50| INFO bin_sld_lr_th finished [took 36.3038s]
-12/01/24 14:01:53| INFO mul_sld_lr_ti finished [took 39.4323s]
-12/01/24 14:01:54| INFO mul_sld_lr finished [took 40.0710s]
-12/01/24 14:01:54| INFO mul_sld_lr_is finished [took 39.8868s]
-12/01/24 14:01:54| INFO mul_sld_lr_th finished [took 40.2669s]
-12/01/24 14:02:15| INFO m3w_sld_lr_ti finished [took 32.2396s]
-12/01/24 14:02:18| INFO m3w_sld_lr_tm finished [took 31.5406s]
-12/01/24 14:02:18| INFO bin_sld_lr_tm finished [took 33.9605s]
-12/01/24 14:02:21| INFO m3w_sld_lr_te finished [took 30.7371s]
-12/01/24 14:02:25| INFO mul_sld_lr_tc finished [took 30.9658s]
-12/01/24 14:02:26| INFO mul_sld_lr_tm finished [took 39.6569s]
-12/01/24 14:02:26| INFO m3w_sld_lr_tc finished [took 32.0542s]
-12/01/24 14:02:27| INFO bin_sld_lr_te finished [took 37.2012s]
-12/01/24 14:02:27| INFO mul_sld_lr_te finished [took 37.0555s]
-12/01/24 14:02:28| INFO bin_sld_lr_tc finished [took 35.0112s]
-12/01/24 14:02:31| INFO bin_sld_lr_a finished [took 36.4502s]
-12/01/24 14:02:42| INFO ref finished [took 15.9742s]
-12/01/24 14:02:44| INFO bin_sld_lr_at finished [took 25.9910s]
-12/01/24 14:02:45| INFO mul_sld_lr_a finished [took 29.7963s]
-12/01/24 14:02:46| INFO doc finished [took 18.8627s]
-12/01/24 14:02:46| INFO m3w_sld_lr_at finished [took 20.8812s]
-12/01/24 14:02:47| INFO atc_mc finished [took 20.2499s]
-12/01/24 14:02:47| INFO m3w_sld_lr_a finished [took 29.2726s]
-12/01/24 14:02:52| INFO mul_sld_lr_at finished [took 30.4978s]
-12/01/24 14:02:52| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 99.3605s]
-12/01/24 14:02:52| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 14:03:26| INFO m3w_sld_lr_th finished [took 32.7547s]
-12/01/24 14:03:26| INFO m3w_sld_lr finished [took 33.0370s]
-12/01/24 14:03:26| INFO m3w_sld_lr_is finished [took 33.1383s]
-12/01/24 14:03:30| INFO bin_sld_lr_ti finished [took 37.0857s]
-12/01/24 14:03:31| INFO bin_sld_lr_is finished [took 37.6851s]
-12/01/24 14:03:31| INFO bin_sld_lr finished [took 38.3436s]
-12/01/24 14:03:32| INFO bin_sld_lr_th finished [took 39.0554s]
-12/01/24 14:03:35| INFO mul_sld_lr_ti finished [took 41.7414s]
-12/01/24 14:03:35| INFO mul_sld_lr finished [took 42.0714s]
-12/01/24 14:03:35| INFO mul_sld_lr_is finished [took 41.9967s]
-12/01/24 14:03:36| INFO mul_sld_lr_th finished [took 42.6579s]
-12/01/24 14:03:59| INFO m3w_sld_lr_ti finished [took 32.6541s]
-12/01/24 14:04:04| INFO m3w_sld_lr_tm finished [took 33.2267s]
-12/01/24 14:04:05| INFO bin_sld_lr_tm finished [took 38.6266s]
-12/01/24 14:04:07| INFO m3w_sld_lr_te finished [took 33.7515s]
-12/01/24 14:04:09| INFO bin_sld_lr_te finished [took 37.7260s]
-12/01/24 14:04:09| INFO m3w_sld_lr_tc finished [took 33.1709s]
-12/01/24 14:04:09| INFO mul_sld_lr_tm finished [took 42.4924s]
-12/01/24 14:04:12| INFO bin_sld_lr_tc finished [took 37.2908s]
-12/01/24 14:04:13| INFO bin_sld_lr_a finished [took 36.3124s]
-12/01/24 14:04:13| INFO mul_sld_lr_te finished [took 40.9004s]
-12/01/24 14:04:16| INFO mul_sld_lr_tc finished [took 40.0390s]
-12/01/24 14:04:23| INFO ref finished [took 13.9034s]
-12/01/24 14:04:27| INFO atc_mc finished [took 16.6694s]
-12/01/24 14:04:34| INFO doc finished [took 20.8080s]
-12/01/24 14:04:34| INFO bin_sld_lr_at finished [took 28.2607s]
-12/01/24 14:04:35| INFO m3w_sld_lr_a finished [took 30.7048s]
-12/01/24 14:04:36| INFO m3w_sld_lr_at finished [took 26.0839s]
-12/01/24 14:04:36| INFO mul_sld_lr_at finished [took 29.0205s]
-12/01/24 14:04:37| INFO mul_sld_lr_a finished [took 37.3391s]
-12/01/24 14:04:37| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 104.4067s]
-12/01/24 14:04:37| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 14:05:10| INFO m3w_sld_lr finished [took 32.5879s]
-12/01/24 14:05:11| INFO m3w_sld_lr_th finished [took 32.9009s]
-12/01/24 14:05:12| INFO m3w_sld_lr_is finished [took 33.9524s]
-12/01/24 14:05:16| INFO bin_sld_lr_is finished [took 38.1585s]
-12/01/24 14:05:17| INFO bin_sld_lr_ti finished [took 38.8143s]
-12/01/24 14:05:17| INFO bin_sld_lr finished [took 39.6185s]
-12/01/24 14:05:17| INFO mul_sld_lr_ti finished [took 39.4382s]
-12/01/24 14:05:19| INFO bin_sld_lr_th finished [took 40.5093s]
-12/01/24 14:05:19| INFO mul_sld_lr_is finished [took 41.0638s]
-12/01/24 14:05:20| INFO mul_sld_lr finished [took 42.2227s]
-12/01/24 14:05:20| INFO mul_sld_lr_th finished [took 42.1879s]
-12/01/24 14:05:44| INFO m3w_sld_lr_ti finished [took 33.3025s]
-12/01/24 14:05:49| INFO m3w_sld_lr_tm finished [took 32.2845s]
-12/01/24 14:05:52| INFO m3w_sld_lr_te finished [took 33.7405s]
-12/01/24 14:05:52| INFO m3w_sld_lr_tc finished [took 31.5423s]
-12/01/24 14:05:52| INFO bin_sld_lr_tm finished [took 40.9809s]
-12/01/24 14:05:53| INFO mul_sld_lr_tm finished [took 40.1567s]
-12/01/24 14:05:57| INFO bin_sld_lr_te finished [took 39.9640s]
-12/01/24 14:05:59| INFO bin_sld_lr_tc finished [took 39.0936s]
-12/01/24 14:05:59| INFO mul_sld_lr_te finished [took 41.1099s]
-12/01/24 14:06:00| INFO bin_sld_lr_a finished [took 39.2764s]
-12/01/24 14:06:01| INFO mul_sld_lr_tc finished [took 41.1338s]
-12/01/24 14:06:09| INFO ref finished [took 15.2953s]
-12/01/24 14:06:14| INFO atc_mc finished [took 16.5384s]
-12/01/24 14:06:15| INFO m3w_sld_lr_a finished [took 25.0715s]
-12/01/24 14:06:18| INFO mul_sld_lr_a finished [took 32.6517s]
-12/01/24 14:06:20| INFO doc finished [took 21.1831s]
-12/01/24 14:06:20| INFO m3w_sld_lr_at finished [took 27.1491s]
-12/01/24 14:06:22| INFO bin_sld_lr_at finished [took 29.8702s]
-12/01/24 14:06:24| INFO mul_sld_lr_at finished [took 30.6715s]
-12/01/24 14:06:24| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 107.1743s]
-12/01/24 14:06:24| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 14:06:55| INFO m3w_sld_lr_is finished [took 30.4193s]
-12/01/24 14:06:57| INFO m3w_sld_lr finished [took 32.4663s]
-12/01/24 14:06:57| INFO m3w_sld_lr_th finished [took 32.3399s]
-12/01/24 14:07:10| INFO bin_sld_lr_is finished [took 45.4300s]
-12/01/24 14:07:10| INFO bin_sld_lr_ti finished [took 45.7124s]
-12/01/24 14:07:11| INFO mul_sld_lr_ti finished [took 46.4231s]
-12/01/24 14:07:12| INFO mul_sld_lr_is finished [took 47.3200s]
-12/01/24 14:07:12| INFO bin_sld_lr finished [took 47.7415s]
-12/01/24 14:07:13| INFO bin_sld_lr_th finished [took 48.1151s]
-12/01/24 14:07:14| INFO mul_sld_lr finished [took 49.5924s]
-12/01/24 14:07:16| INFO mul_sld_lr_th finished [took 51.4574s]
-12/01/24 14:07:25| INFO m3w_sld_lr_ti finished [took 29.2507s]
-12/01/24 14:07:42| INFO m3w_sld_lr_tm finished [took 31.5615s]
-12/01/24 14:07:43| INFO bin_sld_lr_tm finished [took 45.5563s]
-12/01/24 14:07:44| INFO m3w_sld_lr_te finished [took 31.3561s]
-12/01/24 14:07:45| INFO mul_sld_lr_tm finished [took 47.2133s]
-12/01/24 14:07:47| INFO m3w_sld_lr_tc finished [took 32.1226s]
-12/01/24 14:07:58| INFO bin_sld_lr_tc finished [took 45.5950s]
-12/01/24 14:07:58| INFO bin_sld_lr_te finished [took 47.5104s]
-12/01/24 14:08:00| INFO mul_sld_lr_te finished [took 48.9717s]
-12/01/24 14:08:01| INFO mul_sld_lr_tc finished [took 47.3286s]
-12/01/24 14:08:02| INFO bin_sld_lr_a finished [took 45.4703s]
-12/01/24 14:08:04| INFO ref finished [took 16.3614s]
-12/01/24 14:08:06| INFO mul_sld_lr_a finished [took 41.3760s]
-12/01/24 14:08:10| INFO m3w_sld_lr_a finished [took 27.8702s]
-12/01/24 14:08:12| INFO m3w_sld_lr_at finished [took 27.3729s]
-12/01/24 14:08:16| INFO atc_mc finished [took 17.0836s]
-12/01/24 14:08:18| INFO doc finished [took 19.1988s]
-12/01/24 14:08:19| INFO bin_sld_lr_at finished [took 35.2990s]
-12/01/24 14:08:20| INFO mul_sld_lr_at finished [took 35.5950s]
-12/01/24 14:08:20| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 116.0596s]
-12/01/24 14:08:20| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 14:08:52| INFO m3w_sld_lr_is finished [took 31.1362s]
-12/01/24 14:08:53| INFO mul_sld_lr_is finished [took 32.3802s]
-12/01/24 14:08:53| INFO m3w_sld_lr finished [took 32.4720s]
-12/01/24 14:08:54| INFO m3w_sld_lr_th finished [took 33.5214s]
-12/01/24 14:08:55| INFO mul_sld_lr_ti finished [took 34.2592s]
-12/01/24 14:09:07| INFO bin_sld_lr_th finished [took 46.5961s]
-12/01/24 14:09:08| INFO bin_sld_lr finished [took 47.4041s]
-12/01/24 14:09:09| INFO bin_sld_lr_ti finished [took 47.8456s]
-12/01/24 14:09:09| INFO bin_sld_lr_is finished [took 47.9119s]
-12/01/24 14:09:18| INFO mul_sld_lr finished [took 57.4213s]
-12/01/24 14:09:19| INFO mul_sld_lr_th finished [took 58.2840s]
-12/01/24 14:09:23| INFO m3w_sld_lr_ti finished [took 30.9785s]
-12/01/24 14:09:27| INFO m3w_sld_lr_tm finished [took 32.5251s]
-12/01/24 14:09:39| INFO bin_sld_lr_tm finished [took 45.7257s]
-12/01/24 14:09:40| INFO m3w_sld_lr_te finished [took 31.9575s]
-12/01/24 14:09:41| INFO mul_sld_lr_te finished [took 32.9214s]
-12/01/24 14:09:41| INFO bin_sld_lr_te finished [took 45.6975s]
-12/01/24 14:09:42| INFO mul_sld_lr_tc finished [took 32.8095s]
-12/01/24 14:09:47| INFO mul_sld_lr_tm finished [took 53.0352s]
-12/01/24 14:09:50| INFO m3w_sld_lr_tc finished [took 31.4015s]
-12/01/24 14:09:55| INFO bin_sld_lr_tc finished [took 46.2966s]
-12/01/24 14:09:57| INFO mul_sld_lr_a finished [took 33.0368s]
-12/01/24 14:09:58| INFO m3w_sld_lr_a finished [took 30.6696s]
-12/01/24 14:09:58| INFO ref finished [took 16.8894s]
-12/01/24 14:10:02| INFO bin_sld_lr_a finished [took 42.4643s]
-12/01/24 14:10:03| INFO atc_mc finished [took 20.2838s]
-12/01/24 14:10:06| INFO m3w_sld_lr_at finished [took 25.2456s]
-12/01/24 14:10:07| INFO mul_sld_lr_at finished [took 26.6260s]
-12/01/24 14:10:08| INFO doc finished [took 21.2915s]
-12/01/24 14:10:14| INFO bin_sld_lr_at finished [took 34.6977s]
-12/01/24 14:10:14| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 114.1813s]
-----------------------------------------------------------------------------------------------------
-12/01/24 16:26:28| INFO dataset rcv1_CCAT [pool size: 10]
-12/01/24 16:26:28| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-12/01/24 16:27:30| INFO m3w_sld_lr finished [took 58.7863s]
-12/01/24 16:27:34| INFO m3w_sld_lr_th finished [took 62.8463s]
-12/01/24 16:27:35| INFO m3w_sld_lr_is finished [took 64.0481s]
-12/01/24 16:27:43| INFO mul_sld_lr_is finished [took 72.0379s]
-12/01/24 16:27:46| INFO mul_sld_lr_ti finished [took 74.7314s]
-12/01/24 16:27:48| INFO mul_sld_lr_th finished [took 76.4565s]
-12/01/24 16:27:49| INFO bin_sld_lr_is finished [took 78.5258s]
-12/01/24 16:27:55| INFO bin_sld_lr finished [took 83.7595s]
-12/01/24 16:27:57| INFO bin_sld_lr_ti finished [took 86.1345s]
-12/01/24 16:27:59| INFO bin_sld_lr_th finished [took 88.1295s]
-12/01/24 16:28:00| INFO mul_sld_lr finished [took 88.8574s]
-12/01/24 16:28:36| INFO m3w_sld_lr_ti finished [took 65.4532s]
-12/01/24 16:28:48| INFO mul_sld_lr_tm finished [took 72.4085s]
-12/01/24 16:28:49| INFO m3w_sld_lr_tm finished [took 65.2334s]
-12/01/24 16:28:55| INFO m3w_sld_lr_te finished [took 65.3773s]
-12/01/24 16:28:59| INFO bin_sld_lr_tm finished [took 84.2909s]
-12/01/24 16:29:01| INFO mul_sld_lr_te finished [took 73.2065s]
-12/01/24 16:29:09| INFO m3w_sld_lr_tc finished [took 68.7919s]
-12/01/24 16:29:11| INFO mul_sld_lr_tc finished [took 73.3866s]
-12/01/24 16:29:14| INFO bin_sld_lr_te finished [took 87.6658s]
-12/01/24 16:29:21| INFO bin_sld_lr_tc finished [took 86.2455s]
-12/01/24 16:29:25| INFO bin_sld_lr_a finished [took 84.6550s]
-12/01/24 16:29:45| INFO mul_sld_lr_a finished [took 68.6639s]
-12/01/24 16:29:49| INFO ref finished [took 47.5458s]
-12/01/24 16:29:50| INFO m3w_sld_lr_a finished [took 61.3950s]
-12/01/24 16:29:54| INFO atc_mc finished [took 44.5913s]
-12/01/24 16:29:56| INFO m3w_sld_lr_at finished [took 57.0436s]
-12/01/24 16:29:59| INFO mul_sld_lr_at finished [took 63.5941s]
-12/01/24 16:30:00| INFO bin_sld_lr_at finished [took 70.5393s]
-12/01/24 16:30:01| INFO doc finished [took 49.6707s]
-12/01/24 16:30:01| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 213.2385s]
-12/01/24 16:30:01| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-12/01/24 16:31:11| INFO m3w_sld_lr finished [took 68.4811s]
-12/01/24 16:31:13| INFO m3w_sld_lr_is finished [took 69.6243s]
-12/01/24 16:31:14| INFO m3w_sld_lr_th finished [took 71.2374s]
-12/01/24 16:31:24| INFO mul_sld_lr_is finished [took 80.6656s]
-12/01/24 16:31:25| INFO mul_sld_lr finished [took 82.2810s]
-12/01/24 16:31:26| INFO mul_sld_lr_th finished [took 82.5099s]
-12/01/24 16:31:27| INFO mul_sld_lr_ti finished [took 84.2665s]
-12/01/24 16:31:28| INFO bin_sld_lr_th finished [took 84.8710s]
-12/01/24 16:31:28| INFO bin_sld_lr_is finished [took 85.1718s]
-12/01/24 16:31:29| INFO bin_sld_lr_ti finished [took 85.6537s]
-12/01/24 16:31:30| INFO bin_sld_lr finished [took 87.2507s]
-12/01/24 16:32:14| INFO m3w_sld_lr_ti finished [took 61.8770s]
-12/01/24 16:32:28| INFO m3w_sld_lr_tm finished [took 63.7942s]
-12/01/24 16:32:29| INFO bin_sld_lr_tm finished [took 76.0281s]
-12/01/24 16:32:30| INFO mul_sld_lr_tm finished [took 74.7013s]
-12/01/24 16:32:32| INFO m3w_sld_lr_te finished [took 64.2949s]
-12/01/24 16:32:33| INFO m3w_sld_lr_tc finished [took 64.0392s]
-12/01/24 16:32:39| INFO mul_sld_lr_tc finished [took 70.4003s]
-12/01/24 16:32:42| INFO mul_sld_lr_te finished [took 75.8095s]
-12/01/24 16:32:45| INFO bin_sld_lr_te finished [took 79.6265s]
-12/01/24 16:32:46| INFO bin_sld_lr_tc finished [took 77.2820s]
-12/01/24 16:32:47| INFO bin_sld_lr_a finished [took 76.4057s]
-12/01/24 16:33:12| INFO ref finished [took 38.3977s]
-12/01/24 16:33:18| INFO m3w_sld_lr_a finished [took 49.4268s]
-12/01/24 16:33:21| INFO atc_mc finished [took 41.3821s]
-12/01/24 16:33:25| INFO doc finished [took 42.7512s]
-12/01/24 16:33:27| INFO mul_sld_lr_a finished [took 72.4035s]
-12/01/24 16:33:28| INFO m3w_sld_lr_at finished [took 55.1293s]
-12/01/24 16:33:33| INFO mul_sld_lr_at finished [took 63.2322s]
-12/01/24 16:33:35| INFO bin_sld_lr_at finished [took 64.7207s]
-12/01/24 16:33:35| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 213.3272s]
-12/01/24 16:33:35| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-12/01/24 16:34:42| INFO m3w_sld_lr_is finished [took 66.3975s]
-12/01/24 16:34:43| INFO m3w_sld_lr finished [took 66.4986s]
-12/01/24 16:34:43| INFO m3w_sld_lr_th finished [took 66.7697s]
-12/01/24 16:34:50| INFO bin_sld_lr_th finished [took 73.7735s]
-12/01/24 16:34:51| INFO bin_sld_lr_is finished [took 74.3665s]
-12/01/24 16:34:53| INFO bin_sld_lr_ti finished [took 76.8253s]
-12/01/24 16:34:54| INFO mul_sld_lr_ti finished [took 77.4063s]
-12/01/24 16:34:54| INFO mul_sld_lr_is finished [took 77.5252s]
-12/01/24 16:34:55| INFO bin_sld_lr finished [took 78.3215s]
-12/01/24 16:34:55| INFO mul_sld_lr finished [took 78.8260s]
-12/01/24 16:34:56| INFO mul_sld_lr_th finished [took 79.1879s]
-12/01/24 16:35:49| INFO m3w_sld_lr_ti finished [took 66.5021s]
-12/01/24 16:35:54| INFO m3w_sld_lr_tm finished [took 64.1601s]
-12/01/24 16:35:58| INFO m3w_sld_lr_te finished [took 63.3027s]
-12/01/24 16:36:00| INFO bin_sld_lr_tm finished [took 77.0046s]
-12/01/24 16:36:00| INFO m3w_sld_lr_tc finished [took 64.5459s]
-12/01/24 16:36:01| INFO mul_sld_lr_tm finished [took 77.0431s]
-12/01/24 16:36:06| INFO bin_sld_lr_te finished [took 74.2803s]
-12/01/24 16:36:07| INFO bin_sld_lr_a finished [took 70.7854s]
-12/01/24 16:36:10| INFO mul_sld_lr_tc finished [took 75.0789s]
-12/01/24 16:36:11| INFO bin_sld_lr_tc finished [took 76.3768s]
-12/01/24 16:36:12| INFO mul_sld_lr_te finished [took 78.3872s]
-12/01/24 16:36:45| INFO atc_mc finished [took 39.2836s]
-12/01/24 16:36:48| INFO ref finished [took 46.7198s]
-12/01/24 16:36:49| INFO doc finished [took 41.8594s]
-12/01/24 16:36:53| INFO bin_sld_lr_at finished [took 55.4541s]
-12/01/24 16:36:55| INFO m3w_sld_lr_at finished [took 54.1088s]
-12/01/24 16:36:55| INFO m3w_sld_lr_a finished [took 60.3449s]
-12/01/24 16:36:57| INFO mul_sld_lr_at finished [took 56.2807s]
-12/01/24 16:36:57| INFO mul_sld_lr_a finished [took 67.5853s]
-12/01/24 16:36:58| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 202.9299s]
-12/01/24 16:36:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-12/01/24 16:38:03| INFO m3w_sld_lr_is finished [took 64.0710s]
-12/01/24 16:38:05| INFO m3w_sld_lr_th finished [took 66.6286s]
-12/01/24 16:38:06| INFO m3w_sld_lr finished [took 66.7090s]
-12/01/24 16:38:12| INFO bin_sld_lr_is finished [took 72.6729s]
-12/01/24 16:38:14| INFO bin_sld_lr finished [took 74.9987s]
-12/01/24 16:38:15| INFO bin_sld_lr_th finished [took 76.6262s]
-12/01/24 16:38:16| INFO mul_sld_lr_th finished [took 77.4051s]
-12/01/24 16:38:16| INFO mul_sld_lr_ti finished [took 77.4395s]
-12/01/24 16:38:17| INFO bin_sld_lr_ti finished [took 78.4073s]
-12/01/24 16:38:18| INFO mul_sld_lr_is finished [took 79.1535s]
-12/01/24 16:38:18| INFO mul_sld_lr finished [took 79.1944s]
-12/01/24 16:39:09| INFO m3w_sld_lr_ti finished [took 65.5236s]
-12/01/24 16:39:15| INFO bin_sld_lr_tm finished [took 69.8025s]
-12/01/24 16:39:19| INFO m3w_sld_lr_tm finished [took 66.9746s]
-12/01/24 16:39:21| INFO m3w_sld_lr_te finished [took 63.8493s]
-12/01/24 16:39:22| INFO m3w_sld_lr_tc finished [took 63.7902s]
-12/01/24 16:39:27| INFO mul_sld_lr_tm finished [took 80.8630s]
-12/01/24 16:39:29| INFO bin_sld_lr_te finished [took 74.5156s]
-12/01/24 16:39:29| INFO bin_sld_lr_tc finished [took 72.4950s]
-12/01/24 16:39:31| INFO bin_sld_lr_a finished [took 71.8503s]
-12/01/24 16:39:33| INFO mul_sld_lr_te finished [took 77.5552s]
-12/01/24 16:39:34| INFO mul_sld_lr_tc finished [took 76.3085s]
-12/01/24 16:40:10| INFO m3w_sld_lr_a finished [took 54.0287s]
-12/01/24 16:40:12| INFO m3w_sld_lr_at finished [took 48.8256s]
-12/01/24 16:40:13| INFO bin_sld_lr_at finished [took 53.2592s]
-12/01/24 16:40:13| INFO doc finished [took 43.3861s]
-12/01/24 16:40:14| INFO ref finished [took 46.2332s]
-12/01/24 16:40:18| INFO atc_mc finished [took 48.9894s]
-12/01/24 16:40:19| INFO mul_sld_lr_a finished [took 69.9192s]
-12/01/24 16:40:19| INFO mul_sld_lr_at finished [took 58.4052s]
-12/01/24 16:40:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 201.7689s]
-12/01/24 16:40:20| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-12/01/24 16:41:28| INFO m3w_sld_lr_th finished [took 67.2416s]
-12/01/24 16:41:28| INFO m3w_sld_lr_is finished [took 67.2410s]
-12/01/24 16:41:30| INFO m3w_sld_lr finished [took 68.7059s]
-12/01/24 16:41:34| INFO bin_sld_lr_is finished [took 73.8865s]
-12/01/24 16:41:37| INFO bin_sld_lr finished [took 75.8036s]
-12/01/24 16:41:38| INFO bin_sld_lr_ti finished [took 76.8771s]
-12/01/24 16:41:40| INFO mul_sld_lr finished [took 79.1753s]
-12/01/24 16:41:40| INFO mul_sld_lr_ti finished [took 79.2720s]
-12/01/24 16:41:41| INFO mul_sld_lr_is finished [took 80.3559s]
-12/01/24 16:41:41| INFO bin_sld_lr_th finished [took 80.3816s]
-12/01/24 16:41:42| INFO mul_sld_lr_th finished [took 80.9806s]
-12/01/24 16:42:35| INFO m3w_sld_lr_ti finished [took 66.5353s]
-12/01/24 16:42:38| INFO m3w_sld_lr_tm finished [took 63.5388s]
-12/01/24 16:42:40| INFO bin_sld_lr_tm finished [took 71.9072s]
-12/01/24 16:42:47| INFO m3w_sld_lr_te finished [took 66.9005s]
-12/01/24 16:42:48| INFO m3w_sld_lr_tc finished [took 65.8058s]
-12/01/24 16:42:50| INFO bin_sld_lr_te finished [took 72.5563s]
-12/01/24 16:42:51| INFO mul_sld_lr_tm finished [took 80.6333s]
-12/01/24 16:42:55| INFO bin_sld_lr_a finished [took 72.5382s]
-12/01/24 16:42:56| INFO mul_sld_lr_te finished [took 77.4105s]
-12/01/24 16:42:56| INFO bin_sld_lr_tc finished [took 75.0245s]
-12/01/24 16:42:59| INFO mul_sld_lr_tc finished [took 77.0214s]
-12/01/24 16:43:32| INFO ref finished [took 41.6047s]
-12/01/24 16:43:33| INFO m3w_sld_lr_a finished [took 54.3361s]
-12/01/24 16:43:35| INFO bin_sld_lr_at finished [took 54.3334s]
-12/01/24 16:43:36| INFO doc finished [took 40.9773s]
-12/01/24 16:43:39| INFO atc_mc finished [took 47.4027s]
-12/01/24 16:43:42| INFO m3w_sld_lr_at finished [took 54.0798s]
-12/01/24 16:43:44| INFO mul_sld_lr_a finished [took 68.9658s]
-12/01/24 16:43:52| INFO mul_sld_lr_at finished [took 63.9241s]
-12/01/24 16:43:52| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 212.4317s]
-12/01/24 16:43:52| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-12/01/24 16:45:01| INFO m3w_sld_lr_is finished [took 67.7149s]
-12/01/24 16:45:01| INFO m3w_sld_lr finished [took 68.2712s]
-12/01/24 16:45:02| INFO m3w_sld_lr_th finished [took 68.9075s]
-12/01/24 16:45:07| INFO bin_sld_lr_is finished [took 74.8236s]
-12/01/24 16:45:08| INFO bin_sld_lr finished [took 75.7914s]
-12/01/24 16:45:09| INFO bin_sld_lr_ti finished [took 75.5818s]
-12/01/24 16:45:11| INFO mul_sld_lr_is finished [took 77.9811s]
-12/01/24 16:45:11| INFO mul_sld_lr_ti finished [took 78.2925s]
-12/01/24 16:45:11| INFO mul_sld_lr finished [took 78.6496s]
-12/01/24 16:45:12| INFO bin_sld_lr_th finished [took 78.9037s]
-12/01/24 16:45:12| INFO mul_sld_lr_th finished [took 78.8430s]
-12/01/24 16:46:07| INFO m3w_sld_lr_ti finished [took 66.5462s]
-12/01/24 16:46:14| INFO m3w_sld_lr_tm finished [took 66.4771s]
-12/01/24 16:46:15| INFO bin_sld_lr_tm finished [took 73.9373s]
-12/01/24 16:46:17| INFO m3w_sld_lr_te finished [took 66.3722s]
-12/01/24 16:46:18| INFO mul_sld_lr_tm finished [took 75.8826s]
-12/01/24 16:46:20| INFO m3w_sld_lr_tc finished [took 67.5792s]
-12/01/24 16:46:23| INFO mul_sld_lr_te finished [took 74.2802s]
-12/01/24 16:46:23| INFO bin_sld_lr_tc finished [took 71.6166s]
-12/01/24 16:46:24| INFO bin_sld_lr_te finished [took 75.2989s]
-12/01/24 16:46:25| INFO bin_sld_lr_a finished [took 72.9313s]
-12/01/24 16:46:26| INFO mul_sld_lr_tc finished [took 73.7002s]
-12/01/24 16:47:03| INFO m3w_sld_lr_a finished [took 48.2318s]
-12/01/24 16:47:06| INFO atc_mc finished [took 42.3756s]
-12/01/24 16:47:07| INFO m3w_sld_lr_at finished [took 49.4732s]
-12/01/24 16:47:08| INFO ref finished [took 47.3342s]
-12/01/24 16:47:10| INFO mul_sld_lr_at finished [took 52.7372s]
-12/01/24 16:47:13| INFO doc finished [took 49.0568s]
-12/01/24 16:47:13| INFO mul_sld_lr_a finished [took 65.4045s]
-12/01/24 16:47:14| INFO bin_sld_lr_at finished [took 58.7559s]
-12/01/24 16:47:14| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 202.4663s]
-12/01/24 16:47:14| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-12/01/24 16:48:20| INFO m3w_sld_lr finished [took 64.3473s]
-12/01/24 16:48:22| INFO m3w_sld_lr_is finished [took 65.8895s]
-12/01/24 16:48:23| INFO m3w_sld_lr_th finished [took 66.8217s]
-12/01/24 16:48:29| INFO bin_sld_lr_ti finished [took 72.8703s]
-12/01/24 16:48:29| INFO bin_sld_lr_is finished [took 73.6260s]
-12/01/24 16:48:31| INFO bin_sld_lr finished [took 74.4681s]
-12/01/24 16:48:31| INFO mul_sld_lr_ti finished [took 74.4756s]
-12/01/24 16:48:31| INFO bin_sld_lr_th finished [took 74.9229s]
-12/01/24 16:48:32| INFO mul_sld_lr finished [took 75.5452s]
-12/01/24 16:48:32| INFO mul_sld_lr_is finished [took 75.9732s]
-12/01/24 16:48:34| INFO mul_sld_lr_th finished [took 77.3967s]
-12/01/24 16:49:26| INFO m3w_sld_lr_ti finished [took 65.1190s]
-12/01/24 16:49:33| INFO m3w_sld_lr_tm finished [took 63.7889s]
-12/01/24 16:49:35| INFO bin_sld_lr_tm finished [took 72.1616s]
-12/01/24 16:49:35| INFO m3w_sld_lr_te finished [took 63.6824s]
-12/01/24 16:49:38| INFO m3w_sld_lr_tc finished [took 64.7936s]
-12/01/24 16:49:41| INFO mul_sld_lr_tm finished [took 77.8411s]
-12/01/24 16:49:42| INFO bin_sld_lr_te finished [took 72.0266s]
-12/01/24 16:49:43| INFO bin_sld_lr_tc finished [took 70.9898s]
-12/01/24 16:49:43| INFO mul_sld_lr_te finished [took 71.5457s]
-12/01/24 16:49:45| INFO bin_sld_lr_a finished [took 70.3449s]
-12/01/24 16:49:47| INFO mul_sld_lr_tc finished [took 74.4512s]
-12/01/24 16:50:21| INFO atc_mc finished [took 38.9148s]
-12/01/24 16:50:27| INFO doc finished [took 43.7225s]
-12/01/24 16:50:27| INFO ref finished [took 45.2180s]
-12/01/24 16:50:28| INFO mul_sld_lr_a finished [took 61.0947s]
-12/01/24 16:50:28| INFO m3w_sld_lr_a finished [took 54.5990s]
-12/01/24 16:50:32| INFO mul_sld_lr_at finished [took 56.2881s]
-12/01/24 16:50:33| INFO m3w_sld_lr_at finished [took 54.3628s]
-12/01/24 16:50:38| INFO bin_sld_lr_at finished [took 63.1770s]
-12/01/24 16:50:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 204.1804s]
-12/01/24 16:50:39| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-12/01/24 16:51:42| INFO m3w_sld_lr_is finished [took 62.1736s]
-12/01/24 16:51:45| INFO m3w_sld_lr_th finished [took 64.7943s]
-12/01/24 16:51:47| INFO m3w_sld_lr finished [took 67.2317s]
-12/01/24 16:51:54| INFO mul_sld_lr_is finished [took 73.5749s]
-12/01/24 16:51:54| INFO bin_sld_lr_ti finished [took 74.5241s]
-12/01/24 16:51:55| INFO bin_sld_lr_is finished [took 75.0526s]
-12/01/24 16:51:55| INFO mul_sld_lr_ti finished [took 75.3070s]
-12/01/24 16:51:56| INFO bin_sld_lr finished [took 75.7397s]
-12/01/24 16:51:58| INFO bin_sld_lr_th finished [took 78.2494s]
-12/01/24 16:51:58| INFO mul_sld_lr_th finished [took 78.2640s]
-12/01/24 16:52:00| INFO mul_sld_lr finished [took 79.6524s]
-12/01/24 16:52:47| INFO m3w_sld_lr_ti finished [took 64.4124s]
-12/01/24 16:53:00| INFO bin_sld_lr_tm finished [took 74.5091s]
-12/01/24 16:53:00| INFO m3w_sld_lr_tm finished [took 66.0661s]
-12/01/24 16:53:01| INFO m3w_sld_lr_te finished [took 65.3184s]
-12/01/24 16:53:02| INFO m3w_sld_lr_tc finished [took 63.4913s]
-12/01/24 16:53:04| INFO mul_sld_lr_tm finished [took 76.7710s]
-12/01/24 16:53:08| INFO bin_sld_lr_te finished [took 73.2160s]
-12/01/24 16:53:10| INFO mul_sld_lr_te finished [took 74.4778s]
-12/01/24 16:53:10| INFO bin_sld_lr_tc finished [took 73.8424s]
-12/01/24 16:53:12| INFO mul_sld_lr_tc finished [took 72.6845s]
-12/01/24 16:53:12| INFO bin_sld_lr_a finished [took 72.0488s]
-12/01/24 16:53:47| INFO m3w_sld_lr_at finished [took 44.5296s]
-12/01/24 16:53:50| INFO atc_mc finished [took 41.0708s]
-12/01/24 16:53:51| INFO ref finished [took 46.0312s]
-12/01/24 16:53:52| INFO doc finished [took 41.4323s]
-12/01/24 16:53:53| INFO mul_sld_lr_a finished [took 66.1184s]
-12/01/24 16:53:56| INFO bin_sld_lr_at finished [took 54.9936s]
-12/01/24 16:53:57| INFO m3w_sld_lr_a finished [took 56.4934s]
-12/01/24 16:54:03| INFO mul_sld_lr_at finished [took 61.3920s]
-12/01/24 16:54:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 204.7269s]
-12/01/24 16:54:03| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-12/01/24 16:55:09| INFO m3w_sld_lr finished [took 64.4925s]
-12/01/24 16:55:11| INFO m3w_sld_lr_is finished [took 66.2764s]
-12/01/24 16:55:12| INFO m3w_sld_lr_th finished [took 67.2808s]
-12/01/24 16:55:14| INFO mul_sld_lr_is finished [took 68.9665s]
-12/01/24 16:55:16| INFO mul_sld_lr_ti finished [took 71.2034s]
-12/01/24 16:55:20| INFO bin_sld_lr_ti finished [took 75.7675s]
-12/01/24 16:55:20| INFO bin_sld_lr_is finished [took 76.1897s]
-12/01/24 16:55:20| INFO bin_sld_lr finished [took 76.0061s]
-12/01/24 16:55:25| INFO bin_sld_lr_th finished [took 80.5549s]
-12/01/24 16:55:36| INFO mul_sld_lr finished [took 91.0980s]
-12/01/24 16:55:39| INFO mul_sld_lr_th finished [took 94.2350s]
-12/01/24 16:56:11| INFO m3w_sld_lr_ti finished [took 62.0773s]
-12/01/24 16:56:12| INFO m3w_sld_lr_tm finished [took 57.7530s]
-12/01/24 16:56:24| INFO bin_sld_lr_tm finished [took 73.1674s]
-12/01/24 16:56:24| INFO m3w_sld_lr_te finished [took 63.1945s]
-12/01/24 16:56:28| INFO mul_sld_lr_te finished [took 67.5012s]
-12/01/24 16:56:30| INFO mul_sld_lr_tm finished [took 78.1702s]
-12/01/24 16:56:35| INFO bin_sld_lr_te finished [took 78.2930s]
-12/01/24 16:56:35| INFO mul_sld_lr_tc finished [took 69.4119s]
-12/01/24 16:56:35| INFO m3w_sld_lr_tc finished [took 59.4172s]
-12/01/24 16:56:36| INFO bin_sld_lr_tc finished [took 74.8228s]
-12/01/24 16:56:49| INFO bin_sld_lr_a finished [took 69.5990s]
-12/01/24 16:57:10| INFO m3w_sld_lr_a finished [took 57.8358s]
-12/01/24 16:57:10| INFO mul_sld_lr_a finished [took 58.4729s]
-12/01/24 16:57:16| INFO ref finished [took 45.3498s]
-12/01/24 16:57:17| INFO atc_mc finished [took 42.0059s]
-12/01/24 16:57:17| INFO mul_sld_lr_at finished [took 52.9287s]
-12/01/24 16:57:20| INFO doc finished [took 44.6916s]
-12/01/24 16:57:22| INFO m3w_sld_lr_at finished [took 53.6057s]
-12/01/24 16:57:25| INFO bin_sld_lr_at finished [took 60.4144s]
-12/01/24 16:57:25| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 201.6537s]
-----------------------------------------------------------------------------------------------------
-12/01/24 17:49:33| INFO dataset imdb [pool size: 10]
-12/01/24 17:49:33| INFO Dataset sample [0.1 0.9] of dataset imdb started
-12/01/24 17:50:07| INFO m3w_sld_lr finished [took 31.9012s]
-12/01/24 17:50:07| INFO m3w_sld_lr_is finished [took 31.9881s]
-12/01/24 17:50:07| INFO mul_sld_lr_ti finished [took 32.1654s]
-12/01/24 17:50:08| INFO m3w_sld_lr_th finished [took 32.5007s]
-12/01/24 17:50:08| INFO bin_sld_lr_th finished [took 32.6344s]
-12/01/24 17:50:08| INFO mul_sld_lr_is finished [took 32.9884s]
-12/01/24 17:50:09| INFO mul_sld_lr_th finished [took 33.7234s]
-12/01/24 17:50:13| INFO bin_sld_lr finished [took 38.2769s]
-12/01/24 17:50:15| INFO bin_sld_lr_is finished [took 39.9870s]
-12/01/24 17:50:15| INFO bin_sld_lr_ti finished [took 39.7749s]
-12/01/24 17:50:19| INFO mul_sld_lr finished [took 44.3504s]
-12/01/24 17:50:36| INFO m3w_sld_lr_ti finished [took 28.3532s]
-12/01/24 17:50:38| INFO mul_sld_lr_tm finished [took 30.6571s]
-12/01/24 17:50:40| INFO m3w_sld_lr_tm finished [took 31.9782s]
-12/01/24 17:50:42| INFO m3w_sld_lr_te finished [took 32.1378s]
-12/01/24 17:50:42| INFO mul_sld_lr_te finished [took 33.4162s]
-12/01/24 17:50:45| INFO bin_sld_lr_tm finished [took 37.0185s]
-12/01/24 17:50:45| INFO bin_sld_lr_te finished [took 37.0382s]
-12/01/24 17:50:47| INFO m3w_sld_lr_tc finished [took 31.8200s]
-12/01/24 17:50:48| INFO mul_sld_lr_tc finished [took 33.1057s]
-12/01/24 17:50:52| INFO bin_sld_lr_tc finished [took 39.0054s]
-12/01/24 17:50:57| INFO bin_sld_lr_a finished [took 37.6434s]
-12/01/24 17:50:58| INFO ref finished [took 12.9646s]
-12/01/24 17:51:01| INFO atc_mc finished [took 15.9152s]
-12/01/24 17:51:06| INFO mul_sld_lr_a finished [took 29.6501s]
-12/01/24 17:51:06| INFO m3w_sld_lr_a finished [took 27.3660s]
-12/01/24 17:51:08| INFO m3w_sld_lr_at finished [took 25.8339s]
-12/01/24 17:51:08| INFO doc finished [took 20.5304s]
-12/01/24 17:51:09| INFO mul_sld_lr_at finished [took 26.5271s]
-12/01/24 17:51:10| INFO bin_sld_lr_at finished [took 29.7213s]
-12/01/24 17:51:10| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 97.5827s]
-12/01/24 17:51:10| INFO Dataset sample [0.2 0.8] of dataset imdb started
-12/01/24 17:51:41| INFO mul_sld_lr_th finished [took 29.8763s]
-12/01/24 17:51:42| INFO m3w_sld_lr_is finished [took 31.2219s]
-12/01/24 17:51:42| INFO m3w_sld_lr finished [took 31.3672s]
-12/01/24 17:51:43| INFO m3w_sld_lr_th finished [took 31.5684s]
-12/01/24 17:51:47| INFO mul_sld_lr_is finished [took 36.0372s]
-12/01/24 17:51:51| INFO mul_sld_lr finished [took 39.6487s]
-12/01/24 17:51:51| INFO mul_sld_lr_ti finished [took 39.8270s]
-12/01/24 17:51:53| INFO bin_sld_lr finished [took 41.6170s]
-12/01/24 17:51:53| INFO bin_sld_lr_ti finished [took 41.6585s]
-12/01/24 17:51:54| INFO bin_sld_lr_is finished [took 42.9994s]
-12/01/24 17:51:54| INFO bin_sld_lr_th finished [took 43.1764s]
-12/01/24 17:52:11| INFO m3w_sld_lr_ti finished [took 29.2313s]
-12/01/24 17:52:14| INFO m3w_sld_lr_tm finished [took 30.3945s]
-12/01/24 17:52:20| INFO mul_sld_lr_tm finished [took 36.6196s]
-12/01/24 17:52:22| INFO mul_sld_lr_te finished [took 30.6077s]
-12/01/24 17:52:22| INFO m3w_sld_lr_te finished [took 31.0212s]
-12/01/24 17:52:26| INFO m3w_sld_lr_tc finished [took 30.9922s]
-12/01/24 17:52:26| INFO bin_sld_lr_tm finished [took 42.9214s]
-12/01/24 17:52:30| INFO mul_sld_lr_tc finished [took 36.5804s]
-12/01/24 17:52:32| INFO bin_sld_lr_te finished [took 44.0112s]
-12/01/24 17:52:32| INFO bin_sld_lr_tc finished [took 39.2541s]
-12/01/24 17:52:37| INFO bin_sld_lr_a finished [took 42.4544s]
-12/01/24 17:52:41| INFO m3w_sld_lr_a finished [took 26.4552s]
-12/01/24 17:52:42| INFO ref finished [took 15.7516s]
-12/01/24 17:52:42| INFO mul_sld_lr_a finished [took 31.0559s]
-12/01/24 17:52:43| INFO atc_mc finished [took 16.4871s]
-12/01/24 17:52:48| INFO m3w_sld_lr_at finished [took 25.5973s]
-12/01/24 17:52:51| INFO doc finished [took 20.6097s]
-12/01/24 17:52:51| INFO mul_sld_lr_at finished [took 29.0853s]
-12/01/24 17:52:52| INFO bin_sld_lr_at finished [took 32.1724s]
-12/01/24 17:52:52| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 101.9107s]
-12/01/24 17:52:52| INFO Dataset sample [0.3 0.7] of dataset imdb started
-12/01/24 17:53:25| INFO bin_sld_lr_is finished [took 32.2088s]
-12/01/24 17:53:26| INFO m3w_sld_lr_th finished [took 32.4890s]
-12/01/24 17:53:26| INFO m3w_sld_lr finished [took 32.9178s]
-12/01/24 17:53:26| INFO m3w_sld_lr_is finished [took 33.2329s]
-12/01/24 17:53:28| INFO mul_sld_lr finished [took 34.8792s]
-12/01/24 17:53:29| INFO bin_sld_lr_ti finished [took 36.4469s]
-12/01/24 17:53:30| INFO bin_sld_lr finished [took 37.0762s]
-12/01/24 17:53:31| INFO bin_sld_lr_th finished [took 38.0281s]
-12/01/24 17:53:32| INFO mul_sld_lr_th finished [took 39.2427s]
-12/01/24 17:53:32| INFO mul_sld_lr_ti finished [took 39.1098s]
-12/01/24 17:53:33| INFO mul_sld_lr_is finished [took 39.3271s]
-12/01/24 17:53:56| INFO m3w_sld_lr_te finished [took 25.2009s]
-12/01/24 17:53:57| INFO m3w_sld_lr_ti finished [took 31.9220s]
-12/01/24 17:53:59| INFO m3w_sld_lr_tm finished [took 31.9733s]
-12/01/24 17:54:03| INFO bin_sld_lr_tm finished [took 37.2629s]
-12/01/24 17:54:04| INFO mul_sld_lr_tm finished [took 37.4082s]
-12/01/24 17:54:05| INFO m3w_sld_lr_tc finished [took 31.9331s]
-12/01/24 17:54:07| INFO bin_sld_lr_te finished [took 38.0791s]
-12/01/24 17:54:07| INFO mul_sld_lr_te finished [took 37.4154s]
-12/01/24 17:54:10| INFO bin_sld_lr_tc finished [took 37.8191s]
-12/01/24 17:54:10| INFO bin_sld_lr_a finished [took 37.1455s]
-12/01/24 17:54:10| INFO mul_sld_lr_tc finished [took 37.6589s]
-12/01/24 17:54:18| INFO ref finished [took 12.7988s]
-12/01/24 17:54:22| INFO atc_mc finished [took 15.0704s]
-12/01/24 17:54:25| INFO m3w_sld_lr_a finished [took 27.0957s]
-12/01/24 17:54:26| INFO bin_sld_lr_at finished [took 26.9551s]
-12/01/24 17:54:26| INFO doc finished [took 18.7217s]
-12/01/24 17:54:28| INFO mul_sld_lr_a finished [took 31.5785s]
-12/01/24 17:54:29| INFO m3w_sld_lr_at finished [took 24.6549s]
-12/01/24 17:54:33| INFO mul_sld_lr_at finished [took 29.3694s]
-12/01/24 17:54:33| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 101.0454s]
-12/01/24 17:54:33| INFO Dataset sample [0.4 0.6] of dataset imdb started
-12/01/24 17:55:05| INFO m3w_sld_lr finished [took 31.1770s]
-12/01/24 17:55:06| INFO m3w_sld_lr_is finished [took 31.9371s]
-12/01/24 17:55:06| INFO m3w_sld_lr_th finished [took 32.1158s]
-12/01/24 17:55:07| INFO bin_sld_lr_ti finished [took 33.0054s]
-12/01/24 17:55:08| INFO bin_sld_lr finished [took 34.4960s]
-12/01/24 17:55:09| INFO bin_sld_lr_is finished [took 34.8001s]
-12/01/24 17:55:10| INFO bin_sld_lr_th finished [took 36.4448s]
-12/01/24 17:55:12| INFO mul_sld_lr_ti finished [took 37.8263s]
-12/01/24 17:55:14| INFO mul_sld_lr_is finished [took 39.7922s]
-12/01/24 17:55:14| INFO mul_sld_lr finished [took 40.3196s]
-12/01/24 17:55:15| INFO mul_sld_lr_th finished [took 40.4768s]
-12/01/24 17:55:37| INFO m3w_sld_lr_ti finished [took 31.8282s]
-12/01/24 17:55:38| INFO bin_sld_lr_tm finished [took 31.8798s]
-12/01/24 17:55:38| INFO m3w_sld_lr_tm finished [took 30.9159s]
-12/01/24 17:55:43| INFO m3w_sld_lr_te finished [took 32.3070s]
-12/01/24 17:55:44| INFO mul_sld_lr_tm finished [took 37.6803s]
-12/01/24 17:55:45| INFO bin_sld_lr_te finished [took 36.2182s]
-12/01/24 17:55:46| INFO mul_sld_lr_te finished [took 37.3771s]
-12/01/24 17:55:48| INFO m3w_sld_lr_tc finished [took 32.9753s]
-12/01/24 17:55:48| INFO bin_sld_lr_tc finished [took 36.2856s]
-12/01/24 17:55:50| INFO bin_sld_lr_a finished [took 35.3406s]
-12/01/24 17:55:50| INFO mul_sld_lr_tc finished [took 36.1776s]
-12/01/24 17:56:01| INFO ref finished [took 16.1026s]
-12/01/24 17:56:04| INFO m3w_sld_lr_a finished [took 25.5798s]
-12/01/24 17:56:06| INFO atc_mc finished [took 18.9459s]
-12/01/24 17:56:06| INFO mul_sld_lr_a finished [took 28.3575s]
-12/01/24 17:56:06| INFO doc finished [took 18.4178s]
-12/01/24 17:56:07| INFO m3w_sld_lr_at finished [took 22.3506s]
-12/01/24 17:56:09| INFO bin_sld_lr_at finished [took 30.9161s]
-12/01/24 17:56:14| INFO mul_sld_lr_at finished [took 30.5613s]
-12/01/24 17:56:14| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 100.6623s]
-12/01/24 17:56:14| INFO Dataset sample [0.5 0.5] of dataset imdb started
-12/01/24 17:56:44| INFO bin_sld_lr_th finished [took 28.9577s]
-12/01/24 17:56:47| INFO m3w_sld_lr finished [took 32.4406s]
-12/01/24 17:56:47| INFO bin_sld_lr_is finished [took 32.3788s]
-12/01/24 17:56:47| INFO m3w_sld_lr_th finished [took 32.4451s]
-12/01/24 17:56:47| INFO m3w_sld_lr_is finished [took 32.7528s]
-12/01/24 17:56:50| INFO bin_sld_lr finished [took 35.2515s]
-12/01/24 17:56:51| INFO bin_sld_lr_ti finished [took 35.8800s]
-12/01/24 17:56:55| INFO mul_sld_lr finished [took 39.9316s]
-12/01/24 17:56:55| INFO mul_sld_lr_is finished [took 40.0718s]
-12/01/24 17:56:56| INFO mul_sld_lr_ti finished [took 40.9488s]
-12/01/24 17:56:56| INFO mul_sld_lr_th finished [took 40.8606s]
-12/01/24 17:57:15| INFO m3w_sld_lr_ti finished [took 31.1837s]
-12/01/24 17:57:20| INFO m3w_sld_lr_tm finished [took 31.8078s]
-12/01/24 17:57:21| INFO bin_sld_lr_tm finished [took 32.9769s]
-12/01/24 17:57:21| INFO m3w_sld_lr_tc finished [took 25.0875s]
-12/01/24 17:57:23| INFO m3w_sld_lr_te finished [took 31.8065s]
-12/01/24 17:57:24| INFO bin_sld_lr_te finished [took 35.7182s]
-12/01/24 17:57:27| INFO mul_sld_lr_tm finished [took 39.1933s]
-12/01/24 17:57:30| INFO mul_sld_lr_te finished [took 39.9757s]
-12/01/24 17:57:31| INFO bin_sld_lr_tc finished [took 35.6869s]
-12/01/24 17:57:31| INFO bin_sld_lr_a finished [took 34.8615s]
-12/01/24 17:57:34| INFO mul_sld_lr_tc finished [took 39.0932s]
-12/01/24 17:57:38| INFO ref finished [took 14.2676s]
-12/01/24 17:57:43| INFO atc_mc finished [took 15.7322s]
-12/01/24 17:57:46| INFO m3w_sld_lr_a finished [took 25.8246s]
-12/01/24 17:57:47| INFO bin_sld_lr_at finished [took 25.7850s]
-12/01/24 17:57:49| INFO mul_sld_lr_a finished [took 32.8869s]
-12/01/24 17:57:49| INFO m3w_sld_lr_at finished [took 25.4700s]
-12/01/24 17:57:51| INFO doc finished [took 20.2117s]
-12/01/24 17:57:52| INFO mul_sld_lr_at finished [took 29.9015s]
-12/01/24 17:57:52| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 97.6559s]
-12/01/24 17:57:52| INFO Dataset sample [0.6 0.4] of dataset imdb started
-12/01/24 17:58:21| INFO m3w_sld_lr finished [took 28.6066s]
-12/01/24 17:58:24| INFO m3w_sld_lr_th finished [took 31.9928s]
-12/01/24 17:58:25| INFO m3w_sld_lr_is finished [took 32.3684s]
-12/01/24 17:58:27| INFO bin_sld_lr_th finished [took 34.2481s]
-12/01/24 17:58:29| INFO bin_sld_lr_ti finished [took 36.1232s]
-12/01/24 17:58:29| INFO mul_sld_lr finished [took 36.7835s]
-12/01/24 17:58:29| INFO bin_sld_lr finished [took 37.0212s]
-12/01/24 17:58:30| INFO bin_sld_lr_is finished [took 37.1215s]
-12/01/24 17:58:33| INFO mul_sld_lr_is finished [took 40.3227s]
-12/01/24 17:58:34| INFO mul_sld_lr_ti finished [took 41.2393s]
-12/01/24 17:58:34| INFO mul_sld_lr_th finished [took 41.3131s]
-12/01/24 17:58:54| INFO m3w_sld_lr_ti finished [took 32.7174s]
-12/01/24 17:58:57| INFO bin_sld_lr_tm finished [took 32.4827s]
-12/01/24 17:58:58| INFO m3w_sld_lr_tm finished [took 30.7739s]
-12/01/24 17:59:02| INFO m3w_sld_lr_te finished [took 31.8606s]
-12/01/24 17:59:05| INFO m3w_sld_lr_tc finished [took 30.5845s]
-12/01/24 17:59:05| INFO mul_sld_lr_tm finished [took 39.7825s]
-12/01/24 17:59:06| INFO bin_sld_lr_te finished [took 36.5096s]
-12/01/24 17:59:07| INFO bin_sld_lr_tc finished [took 36.7742s]
-12/01/24 17:59:09| INFO mul_sld_lr_te finished [took 39.3538s]
-12/01/24 17:59:10| INFO bin_sld_lr_a finished [took 36.1424s]
-12/01/24 17:59:12| INFO mul_sld_lr_tc finished [took 39.2355s]
-12/01/24 17:59:21| INFO atc_mc finished [took 15.2348s]
-12/01/24 17:59:22| INFO ref finished [took 16.2470s]
-12/01/24 17:59:26| INFO m3w_sld_lr_a finished [took 28.2682s]
-12/01/24 17:59:26| INFO doc finished [took 18.6835s]
-12/01/24 17:59:28| INFO m3w_sld_lr_at finished [took 22.6308s]
-12/01/24 17:59:28| INFO bin_sld_lr_at finished [took 30.2027s]
-12/01/24 17:59:29| INFO mul_sld_lr_a finished [took 34.5584s]
-12/01/24 17:59:31| INFO mul_sld_lr_at finished [took 28.7471s]
-12/01/24 17:59:31| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 99.1843s]
-12/01/24 17:59:31| INFO Dataset sample [0.7 0.3] of dataset imdb started
-12/01/24 17:59:59| INFO m3w_sld_lr_is finished [took 27.2579s]
-12/01/24 18:00:03| INFO m3w_sld_lr finished [took 31.4863s]
-12/01/24 18:00:04| INFO m3w_sld_lr_th finished [took 31.6493s]
-12/01/24 18:00:08| INFO bin_sld_lr_is finished [took 36.2331s]
-12/01/24 18:00:09| INFO mul_sld_lr_ti finished [took 37.0479s]
-12/01/24 18:00:09| INFO bin_sld_lr_ti finished [took 37.3478s]
-12/01/24 18:00:11| INFO bin_sld_lr finished [took 39.1867s]
-12/01/24 18:00:11| INFO bin_sld_lr_th finished [took 39.0917s]
-12/01/24 18:00:12| INFO mul_sld_lr_is finished [took 39.9155s]
-12/01/24 18:00:13| INFO mul_sld_lr_th finished [took 40.7098s]
-12/01/24 18:00:14| INFO mul_sld_lr finished [took 41.9376s]
-12/01/24 18:00:31| INFO m3w_sld_lr_ti finished [took 31.3782s]
-12/01/24 18:00:39| INFO m3w_sld_lr_tm finished [took 30.3803s]
-12/01/24 18:00:42| INFO bin_sld_lr_tm finished [took 38.4016s]
-12/01/24 18:00:43| INFO mul_sld_lr_tm finished [took 38.9750s]
-12/01/24 18:00:44| INFO bin_sld_lr_te finished [took 34.5352s]
-12/01/24 18:00:44| INFO m3w_sld_lr_te finished [took 32.6497s]
-12/01/24 18:00:46| INFO m3w_sld_lr_tc finished [took 32.5380s]
-12/01/24 18:00:50| INFO mul_sld_lr_te finished [took 39.4434s]
-12/01/24 18:00:50| INFO mul_sld_lr_tc finished [took 36.7825s]
-12/01/24 18:00:50| INFO bin_sld_lr_tc finished [took 38.0110s]
-12/01/24 18:00:51| INFO bin_sld_lr_a finished [took 36.0646s]
-12/01/24 18:00:58| INFO ref finished [took 13.3536s]
-12/01/24 18:01:03| INFO atc_mc finished [took 16.2460s]
-12/01/24 18:01:04| INFO mul_sld_lr_a finished [took 32.2645s]
-12/01/24 18:01:05| INFO m3w_sld_lr_a finished [took 25.3208s]
-12/01/24 18:01:09| INFO bin_sld_lr_at finished [took 25.8177s]
-12/01/24 18:01:09| INFO m3w_sld_lr_at finished [took 24.3069s]
-12/01/24 18:01:11| INFO doc finished [took 20.8297s]
-12/01/24 18:01:14| INFO mul_sld_lr_at finished [took 30.1027s]
-12/01/24 18:01:14| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 103.0734s]
-12/01/24 18:01:14| INFO Dataset sample [0.8 0.2] of dataset imdb started
-12/01/24 18:01:41| INFO m3w_sld_lr_th finished [took 26.8060s]
-12/01/24 18:01:46| INFO m3w_sld_lr finished [took 31.5123s]
-12/01/24 18:01:46| INFO m3w_sld_lr_is finished [took 31.7770s]
-12/01/24 18:01:57| INFO bin_sld_lr_ti finished [took 42.1472s]
-12/01/24 18:01:59| INFO bin_sld_lr finished [took 43.9313s]
-12/01/24 18:01:59| INFO mul_sld_lr_is finished [took 44.3952s]
-12/01/24 18:01:59| INFO mul_sld_lr_ti finished [took 44.8079s]
-12/01/24 18:02:01| INFO mul_sld_lr finished [took 46.3668s]
-12/01/24 18:02:02| INFO mul_sld_lr_th finished [took 47.1761s]
-12/01/24 18:02:03| INFO bin_sld_lr_is finished [took 47.8780s]
-12/01/24 18:02:04| INFO bin_sld_lr_th finished [took 49.2008s]
-12/01/24 18:02:12| INFO m3w_sld_lr_ti finished [took 29.8830s]
-12/01/24 18:02:27| INFO m3w_sld_lr_tm finished [took 30.3314s]
-12/01/24 18:02:29| INFO m3w_sld_lr_te finished [took 29.0927s]
-12/01/24 18:02:31| INFO mul_sld_lr_tm finished [took 43.9826s]
-12/01/24 18:02:31| INFO bin_sld_lr_tm finished [took 44.7372s]
-12/01/24 18:02:34| INFO m3w_sld_lr_tc finished [took 30.4713s]
-12/01/24 18:02:42| INFO mul_sld_lr_te finished [took 42.6345s]
-12/01/24 18:02:43| INFO mul_sld_lr_tc finished [took 40.6073s]
-12/01/24 18:02:45| INFO bin_sld_lr_te finished [took 46.1040s]
-12/01/24 18:02:47| INFO bin_sld_lr_tc finished [took 45.6302s]
-12/01/24 18:02:48| INFO bin_sld_lr_a finished [took 43.4196s]
-12/01/24 18:02:49| INFO ref finished [took 15.3668s]
-12/01/24 18:02:52| INFO mul_sld_lr_a finished [took 40.4937s]
-12/01/24 18:02:55| INFO m3w_sld_lr_a finished [took 27.0334s]
-12/01/24 18:02:58| INFO atc_mc finished [took 15.2526s]
-12/01/24 18:02:59| INFO m3w_sld_lr_at finished [took 26.9721s]
-12/01/24 18:03:01| INFO doc finished [took 18.2769s]
-12/01/24 18:03:04| INFO bin_sld_lr_at finished [took 34.8036s]
-12/01/24 18:03:05| INFO mul_sld_lr_at finished [took 33.7629s]
-12/01/24 18:03:05| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 110.9623s]
-12/01/24 18:03:05| INFO Dataset sample [0.9 0.1] of dataset imdb started
-12/01/24 18:03:36| INFO m3w_sld_lr finished [took 30.1262s]
-12/01/24 18:03:36| INFO m3w_sld_lr_is finished [took 30.5714s]
-12/01/24 18:03:37| INFO mul_sld_lr_ti finished [took 31.2110s]
-12/01/24 18:03:38| INFO m3w_sld_lr_th finished [took 32.2606s]
-12/01/24 18:03:39| INFO mul_sld_lr_is finished [took 33.7114s]
-12/01/24 18:03:50| INFO bin_sld_lr finished [took 44.9661s]
-12/01/24 18:03:52| INFO bin_sld_lr_is finished [took 45.8586s]
-12/01/24 18:03:52| INFO bin_sld_lr_th finished [took 46.8992s]
-12/01/24 18:03:53| INFO bin_sld_lr_ti finished [took 46.8359s]
-12/01/24 18:04:01| INFO mul_sld_lr_th finished [took 55.0789s]
-12/01/24 18:04:02| INFO mul_sld_lr finished [took 56.9504s]
-12/01/24 18:04:07| INFO m3w_sld_lr_ti finished [took 30.9299s]
-12/01/24 18:04:10| INFO m3w_sld_lr_tm finished [took 31.3997s]
-12/01/24 18:04:14| INFO bin_sld_lr_tm finished [took 37.5978s]
-12/01/24 18:04:22| INFO m3w_sld_lr_te finished [took 30.0857s]
-12/01/24 18:04:23| INFO mul_sld_lr_te finished [took 32.6438s]
-12/01/24 18:04:25| INFO mul_sld_lr_tc finished [took 32.0871s]
-12/01/24 18:04:27| INFO mul_sld_lr_tm finished [took 49.4393s]
-12/01/24 18:04:27| INFO bin_sld_lr_te finished [took 47.3100s]
-12/01/24 18:04:32| INFO m3w_sld_lr_tc finished [took 31.2763s]
-12/01/24 18:04:38| INFO bin_sld_lr_tc finished [took 45.2754s]
-12/01/24 18:04:38| INFO mul_sld_lr_a finished [took 31.1300s]
-12/01/24 18:04:40| INFO m3w_sld_lr_a finished [took 29.8646s]
-12/01/24 18:04:41| INFO ref finished [took 15.7951s]
-12/01/24 18:04:44| INFO atc_mc finished [took 17.1998s]
-12/01/24 18:04:45| INFO bin_sld_lr_a finished [took 41.8959s]
-12/01/24 18:04:45| INFO mul_sld_lr_at finished [took 23.0623s]
-12/01/24 18:04:49| INFO m3w_sld_lr_at finished [took 24.7678s]
-12/01/24 18:04:49| INFO doc finished [took 22.0528s]
-12/01/24 18:04:52| INFO bin_sld_lr_at finished [took 37.0991s]
-12/01/24 18:04:52| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 106.6831s]
-----------------------------------------------------------------------------------------------------
-15/01/24 12:18:07| INFO dataset imdb [pool size: 10]
-15/01/24 12:18:07| INFO Dataset sample [0.1 0.9] of dataset imdb started
-15/01/24 12:18:41| INFO mul_sld_lr finished [took 32.4406s]
-15/01/24 12:18:42| INFO m3w_sld_lr_c finished [took 32.4836s]
-15/01/24 12:18:43| INFO mul_sld_lr_ne finished [took 33.9857s]
-15/01/24 12:18:43| INFO m3w_sld_lr finished [took 33.5863s]
-15/01/24 12:18:43| INFO m3w_sld_lr_mc finished [took 33.4668s]
-15/01/24 12:18:44| INFO mul_sld_lr_c finished [took 34.8831s]
-15/01/24 12:18:45| INFO mul_sld_lr_mc finished [took 35.5448s]
-15/01/24 12:18:48| INFO bin_sld_lr_ne finished [took 38.3846s]
-15/01/24 12:18:48| INFO bin_sld_lr_mc finished [took 38.4268s]
-15/01/24 12:18:48| INFO bin_sld_lr finished [took 39.2909s]
-15/01/24 12:18:48| INFO bin_sld_lr_c finished [took 39.3742s]
-15/01/24 12:19:05| INFO ref finished [took 16.6867s]
-15/01/24 12:19:05| INFO m3w_sld_lr_is finished [took 22.2586s]
-15/01/24 12:19:06| INFO mul_sld_lr_is finished [took 23.0326s]
-15/01/24 12:19:09| INFO atc_mc finished [took 20.6600s]
-15/01/24 12:19:10| INFO m3w_sld_lr_ne finished [took 28.2212s]
-15/01/24 12:19:12| INFO doc finished [took 23.2568s]
-15/01/24 12:19:12| INFO m3w_sld_lr_a finished [took 26.9585s]
-15/01/24 12:19:13| INFO mul_sld_lr_a finished [took 29.0238s]
-15/01/24 12:19:14| INFO bin_sld_lr_is finished [took 32.0793s]
-15/01/24 12:19:17| INFO bin_sld_lr_a finished [took 33.5406s]
-15/01/24 12:19:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 16.0592s]
-15/01/24 12:19:56| INFO bin_sld_lr_gs finished [took 38.4922s]
-15/01/24 12:22:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 158.3187s]
-15/01/24 12:22:51| INFO mul_sld_lr_gs finished [took 175.3219s]
-15/01/24 12:24:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 120.9194s]
-15/01/24 12:25:08| INFO m3w_sld_lr_gs finished [took 136.5126s]
-15/01/24 12:25:08| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 421.5060s]
-15/01/24 12:25:08| INFO Dataset sample [0.2 0.8] of dataset imdb started
-15/01/24 12:25:38| INFO m3w_sld_lr_mc finished [took 28.5625s]
-15/01/24 12:25:41| INFO m3w_sld_lr finished [took 31.5408s]
-15/01/24 12:25:41| INFO m3w_sld_lr_c finished [took 32.0159s]
-15/01/24 12:25:43| INFO mul_sld_lr_mc finished [took 33.5949s]
-15/01/24 12:25:45| INFO mul_sld_lr_c finished [took 35.8828s]
-15/01/24 12:25:47| INFO mul_sld_lr finished [took 37.9121s]
-15/01/24 12:25:47| INFO mul_sld_lr_ne finished [took 38.1640s]
-15/01/24 12:25:51| INFO bin_sld_lr finished [took 42.3710s]
-15/01/24 12:25:52| INFO bin_sld_lr_mc finished [took 42.3071s]
-15/01/24 12:25:52| INFO bin_sld_lr_c finished [took 42.3326s]
-15/01/24 12:25:52| INFO bin_sld_lr_ne finished [took 43.2885s]
-15/01/24 12:26:08| INFO ref finished [took 16.2909s]
-15/01/24 12:26:08| INFO m3w_sld_lr_ne finished [took 30.2463s]
-15/01/24 12:26:09| INFO mul_sld_lr_is finished [took 27.6550s]
-15/01/24 12:26:12| INFO m3w_sld_lr_is finished [took 29.0026s]
-15/01/24 12:26:13| INFO atc_mc finished [took 20.6745s]
-15/01/24 12:26:14| INFO doc finished [took 22.0574s]
-15/01/24 12:26:14| INFO m3w_sld_lr_a finished [took 26.8589s]
-15/01/24 12:26:17| INFO mul_sld_lr_a finished [took 29.3227s]
-15/01/24 12:26:17| INFO bin_sld_lr_is finished [took 36.3421s]
-15/01/24 12:26:18| INFO bin_sld_lr_a finished [took 32.8744s]
-15/01/24 12:27:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 54.8731s]
-15/01/24 12:27:37| INFO bin_sld_lr_gs finished [took 78.0800s]
-15/01/24 12:30:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00709) [took 171.1852s]
-15/01/24 12:30:46| INFO mul_sld_lr_gs finished [took 187.9421s]
-15/01/24 12:32:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 124.4554s]
-15/01/24 12:33:07| INFO m3w_sld_lr_gs finished [took 140.2997s]
-15/01/24 12:33:07| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 478.2466s]
-15/01/24 12:33:07| INFO Dataset sample [0.3 0.7] of dataset imdb started
-15/01/24 12:33:38| INFO m3w_sld_lr finished [took 30.6147s]
-15/01/24 12:33:40| INFO m3w_sld_lr_mc finished [took 32.4733s]
-15/01/24 12:33:40| INFO m3w_sld_lr_c finished [took 32.9151s]
-15/01/24 12:33:41| INFO bin_sld_lr_mc finished [took 34.2174s]
-15/01/24 12:33:43| INFO bin_sld_lr_ne finished [took 35.8933s]
-15/01/24 12:33:44| INFO mul_sld_lr_ne finished [took 36.6033s]
-15/01/24 12:33:45| INFO bin_sld_lr_c finished [took 37.3186s]
-15/01/24 12:33:46| INFO bin_sld_lr finished [took 38.1425s]
-15/01/24 12:33:47| INFO mul_sld_lr finished [took 39.1963s]
-15/01/24 12:33:47| INFO mul_sld_lr_c finished [took 39.2060s]
-15/01/24 12:33:47| INFO mul_sld_lr_mc finished [took 39.3318s]
-15/01/24 12:34:03| INFO ref finished [took 16.9490s]
-15/01/24 12:34:04| INFO m3w_sld_lr_is finished [took 22.5719s]
-15/01/24 12:34:07| INFO m3w_sld_lr_a finished [took 22.2556s]
-15/01/24 12:34:08| INFO atc_mc finished [took 21.0199s]
-15/01/24 12:34:09| INFO m3w_sld_lr_ne finished [took 29.9463s]
-15/01/24 12:34:11| INFO doc finished [took 23.6792s]
-15/01/24 12:34:12| INFO bin_sld_lr_is finished [took 31.4491s]
-15/01/24 12:34:14| INFO mul_sld_lr_is finished [took 32.6645s]
-15/01/24 12:34:14| INFO bin_sld_lr_a finished [took 30.2445s]
-15/01/24 12:34:16| INFO mul_sld_lr_a finished [took 31.4046s]
-15/01/24 12:35:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02137) [took 59.1774s]
-15/01/24 12:35:31| INFO bin_sld_lr_gs finished [took 74.9174s]
-15/01/24 12:38:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 175.1250s]
-15/01/24 12:38:46| INFO mul_sld_lr_gs finished [took 194.0340s]
-15/01/24 12:40:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 124.9647s]
-15/01/24 12:41:08| INFO m3w_sld_lr_gs finished [took 140.9778s]
-15/01/24 12:41:08| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 481.0196s]
-15/01/24 12:41:08| INFO Dataset sample [0.4 0.6] of dataset imdb started
-15/01/24 12:41:33| INFO m3w_sld_lr_mc finished [took 24.6103s]
-15/01/24 12:41:40| INFO m3w_sld_lr finished [took 31.8665s]
-15/01/24 12:41:41| INFO m3w_sld_lr_c finished [took 32.4308s]
-15/01/24 12:41:44| INFO bin_sld_lr_c finished [took 36.0887s]
-15/01/24 12:41:46| INFO bin_sld_lr finished [took 37.4476s]
-15/01/24 12:41:46| INFO bin_sld_lr_mc finished [took 37.4961s]
-15/01/24 12:41:47| INFO bin_sld_lr_ne finished [took 38.6756s]
-15/01/24 12:41:48| INFO mul_sld_lr_c finished [took 39.3918s]
-15/01/24 12:41:48| INFO mul_sld_lr_mc finished [took 39.7077s]
-15/01/24 12:41:48| INFO mul_sld_lr_ne finished [took 39.7183s]
-15/01/24 12:41:49| INFO mul_sld_lr finished [took 40.2801s]
-15/01/24 12:42:00| INFO m3w_sld_lr_ne finished [took 26.8595s]
-15/01/24 12:42:05| INFO ref finished [took 17.2062s]
-15/01/24 12:42:08| INFO m3w_sld_lr_is finished [took 22.8930s]
-15/01/24 12:42:08| INFO atc_mc finished [took 19.4480s]
-15/01/24 12:42:10| INFO bin_sld_lr_is finished [took 29.6652s]
-15/01/24 12:42:12| INFO doc finished [took 23.6817s]
-15/01/24 12:42:12| INFO mul_sld_lr_is finished [took 31.0572s]
-15/01/24 12:42:14| INFO m3w_sld_lr_a finished [took 26.3252s]
-15/01/24 12:42:15| INFO bin_sld_lr_a finished [took 28.9352s]
-15/01/24 12:42:17| INFO mul_sld_lr_a finished [took 30.9473s]
-15/01/24 12:43:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 62.3209s]
-15/01/24 12:43:38| INFO bin_sld_lr_gs finished [took 80.5389s]
-15/01/24 12:46:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00962) [took 185.2109s]
-15/01/24 12:47:03| INFO mul_sld_lr_gs finished [took 204.1235s]
-15/01/24 12:49:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 135.6499s]
-15/01/24 12:49:36| INFO m3w_sld_lr_gs finished [took 152.5072s]
-15/01/24 12:49:36| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 508.4326s]
-15/01/24 12:49:36| INFO Dataset sample [0.5 0.5] of dataset imdb started
-15/01/24 12:50:10| INFO m3w_sld_lr finished [took 33.3616s]
-15/01/24 12:50:11| INFO m3w_sld_lr_c finished [took 33.8513s]
-15/01/24 12:50:11| INFO m3w_sld_lr_mc finished [took 34.1472s]
-15/01/24 12:50:15| INFO bin_sld_lr finished [took 37.6202s]
-15/01/24 12:50:15| INFO bin_sld_lr_ne finished [took 38.2859s]
-15/01/24 12:50:15| INFO bin_sld_lr_c finished [took 38.3139s]
-15/01/24 12:50:18| INFO bin_sld_lr_mc finished [took 41.3016s]
-15/01/24 12:50:19| INFO mul_sld_lr_mc finished [took 42.1296s]
-15/01/24 12:50:19| INFO mul_sld_lr_ne finished [took 42.1961s]
-15/01/24 12:50:20| INFO mul_sld_lr_c finished [took 42.9742s]
-15/01/24 12:50:21| INFO mul_sld_lr finished [took 44.3448s]
-15/01/24 12:50:37| INFO ref finished [took 17.2665s]
-15/01/24 12:50:40| INFO m3w_sld_lr_ne finished [took 29.4856s]
-15/01/24 12:50:43| INFO atc_mc finished [took 22.8058s]
-15/01/24 12:50:44| INFO m3w_sld_lr_is finished [took 29.2104s]
-15/01/24 12:50:45| INFO doc finished [took 24.1331s]
-15/01/24 12:50:46| INFO bin_sld_lr_is finished [took 34.6220s]
-15/01/24 12:50:46| INFO mul_sld_lr_is finished [took 34.6291s]
-15/01/24 12:50:48| INFO m3w_sld_lr_a finished [took 29.0736s]
-15/01/24 12:50:49| INFO bin_sld_lr_a finished [took 33.1221s]
-15/01/24 12:50:49| INFO mul_sld_lr_a finished [took 33.1040s]
-15/01/24 12:52:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 70.1598s]
-15/01/24 12:52:18| INFO bin_sld_lr_gs finished [took 88.2705s]
-15/01/24 12:55:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 187.6678s]
-15/01/24 12:55:46| INFO mul_sld_lr_gs finished [took 207.4340s]
-15/01/24 12:58:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00994) [took 134.3396s]
-15/01/24 12:58:17| INFO m3w_sld_lr_gs finished [took 151.1335s]
-15/01/24 12:58:17| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 521.3185s]
-15/01/24 12:58:17| INFO Dataset sample [0.6 0.4] of dataset imdb started
-15/01/24 12:58:51| INFO m3w_sld_lr finished [took 32.8185s]
-15/01/24 12:58:52| INFO m3w_sld_lr_mc finished [took 33.8941s]
-15/01/24 12:58:54| INFO m3w_sld_lr_c finished [took 35.7667s]
-15/01/24 12:58:58| INFO bin_sld_lr_c finished [took 39.5106s]
-15/01/24 12:58:58| INFO bin_sld_lr_mc finished [took 39.5782s]
-15/01/24 12:58:58| INFO bin_sld_lr_ne finished [took 40.0732s]
-15/01/24 12:59:00| INFO bin_sld_lr finished [took 41.2969s]
-15/01/24 12:59:01| INFO mul_sld_lr_c finished [took 42.9656s]
-15/01/24 12:59:01| INFO mul_sld_lr_ne finished [took 43.1323s]
-15/01/24 12:59:01| INFO mul_sld_lr_mc finished [took 43.2009s]
-15/01/24 12:59:02| INFO mul_sld_lr finished [took 43.8447s]
-15/01/24 12:59:18| INFO ref finished [took 16.8101s]
-15/01/24 12:59:23| INFO m3w_sld_lr_ne finished [took 31.8365s]
-15/01/24 12:59:25| INFO atc_mc finished [took 23.0070s]
-15/01/24 12:59:26| INFO bin_sld_lr_is finished [took 33.2829s]
-15/01/24 12:59:27| INFO m3w_sld_lr_is finished [took 28.8720s]
-15/01/24 12:59:28| INFO doc finished [took 25.6691s]
-15/01/24 12:59:29| INFO m3w_sld_lr_a finished [took 29.0390s]
-15/01/24 12:59:30| INFO mul_sld_lr_a finished [took 30.8476s]
-15/01/24 12:59:31| INFO bin_sld_lr_a finished [took 32.2311s]
-15/01/24 12:59:31| INFO mul_sld_lr_is finished [took 36.3973s]
-15/01/24 13:00:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 65.7256s]
-15/01/24 13:00:54| INFO bin_sld_lr_gs finished [took 82.7099s]
-15/01/24 13:03:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01014) [took 178.7472s]
-15/01/24 13:04:12| INFO mul_sld_lr_gs finished [took 197.4214s]
-15/01/24 13:06:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 135.1523s]
-15/01/24 13:06:45| INFO m3w_sld_lr_gs finished [took 151.6677s]
-15/01/24 13:06:45| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 507.1152s]
-15/01/24 13:06:45| INFO Dataset sample [0.7 0.3] of dataset imdb started
-15/01/24 13:07:20| INFO m3w_sld_lr_mc finished [took 33.8379s]
-15/01/24 13:07:21| INFO m3w_sld_lr finished [took 35.0916s]
-15/01/24 13:07:21| INFO m3w_sld_lr_c finished [took 35.3742s]
-15/01/24 13:07:26| INFO bin_sld_lr_c finished [took 39.9812s]
-15/01/24 13:07:27| INFO bin_sld_lr_mc finished [took 41.7510s]
-15/01/24 13:07:28| INFO bin_sld_lr_ne finished [took 42.0322s]
-15/01/24 13:07:28| INFO bin_sld_lr finished [took 42.3016s]
-15/01/24 13:07:28| INFO mul_sld_lr_ne finished [took 42.5089s]
-15/01/24 13:07:29| INFO mul_sld_lr_c finished [took 43.3901s]
-15/01/24 13:07:29| INFO mul_sld_lr_mc finished [took 43.7101s]
-15/01/24 13:07:30| INFO mul_sld_lr finished [took 44.3821s]
-15/01/24 13:07:45| INFO ref finished [took 15.2955s]
-15/01/24 13:07:53| INFO atc_mc finished [took 22.8631s]
-15/01/24 13:07:53| INFO m3w_sld_lr_ne finished [took 32.2618s]
-15/01/24 13:07:55| INFO doc finished [took 25.2326s]
-15/01/24 13:07:57| INFO bin_sld_lr_is finished [took 35.0967s]
-15/01/24 13:07:57| INFO m3w_sld_lr_is finished [took 30.9150s]
-15/01/24 13:07:58| INFO m3w_sld_lr_a finished [took 29.2256s]
-15/01/24 13:07:58| INFO mul_sld_lr_is finished [took 36.4418s]
-15/01/24 13:08:01| INFO bin_sld_lr_a finished [took 32.6986s]
-15/01/24 13:08:03| INFO mul_sld_lr_a finished [took 34.5007s]
-15/01/24 13:09:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01032) [took 65.0346s]
-15/01/24 13:09:27| INFO bin_sld_lr_gs finished [took 83.3417s]
-15/01/24 13:12:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00945) [took 186.1003s]
-15/01/24 13:12:52| INFO mul_sld_lr_gs finished [took 204.0235s]
-15/01/24 13:15:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00993) [took 129.2470s]
-15/01/24 13:15:18| INFO m3w_sld_lr_gs finished [took 145.2643s]
-15/01/24 13:15:18| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 513.2779s]
-15/01/24 13:15:18| INFO Dataset sample [0.8 0.2] of dataset imdb started
-15/01/24 13:15:50| INFO m3w_sld_lr finished [took 31.0346s]
-15/01/24 13:15:50| INFO m3w_sld_lr_c finished [took 31.7936s]
-15/01/24 13:15:51| INFO m3w_sld_lr_mc finished [took 32.3701s]
-15/01/24 13:15:59| INFO bin_sld_lr finished [took 40.3464s]
-15/01/24 13:16:02| INFO bin_sld_lr_mc finished [took 43.7947s]
-15/01/24 13:16:03| INFO bin_sld_lr_ne finished [took 44.1340s]
-15/01/24 13:16:05| INFO bin_sld_lr_c finished [took 46.1712s]
-15/01/24 13:16:07| INFO mul_sld_lr_c finished [took 48.1325s]
-15/01/24 13:16:07| INFO mul_sld_lr_mc finished [took 48.4767s]
-15/01/24 13:16:08| INFO mul_sld_lr finished [took 49.3597s]
-15/01/24 13:16:09| INFO mul_sld_lr_ne finished [took 50.5111s]
-15/01/24 13:16:20| INFO m3w_sld_lr_ne finished [took 30.0237s]
-15/01/24 13:16:23| INFO ref finished [took 15.9980s]
-15/01/24 13:16:26| INFO m3w_sld_lr_is finished [took 26.7601s]
-15/01/24 13:16:27| INFO mul_sld_lr_is finished [took 35.5601s]
-15/01/24 13:16:29| INFO atc_mc finished [took 21.6156s]
-15/01/24 13:16:31| INFO bin_sld_lr_is finished [took 40.6163s]
-15/01/24 13:16:32| INFO doc finished [took 23.4328s]
-15/01/24 13:16:32| INFO m3w_sld_lr_a finished [took 26.5927s]
-15/01/24 13:16:34| INFO bin_sld_lr_a finished [took 30.8711s]
-15/01/24 13:16:36| INFO mul_sld_lr_a finished [took 32.5485s]
-15/01/24 13:17:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00908) [took 54.4694s]
-15/01/24 13:17:51| INFO bin_sld_lr_gs finished [took 74.6489s]
-15/01/24 13:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01242) [took 188.4294s]
-15/01/24 13:21:28| INFO mul_sld_lr_gs finished [took 216.8156s]
-15/01/24 13:23:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01142) [took 131.0941s]
-15/01/24 13:23:55| INFO m3w_sld_lr_gs finished [took 146.6085s]
-15/01/24 13:23:55| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 517.2450s]
-15/01/24 13:23:55| INFO Dataset sample [0.9 0.1] of dataset imdb started
-15/01/24 13:24:27| INFO m3w_sld_lr_c finished [took 30.7734s]
-15/01/24 13:24:28| INFO mul_sld_lr_c finished [took 32.1350s]
-15/01/24 13:24:29| INFO m3w_sld_lr_mc finished [took 32.8766s]
-15/01/24 13:24:29| INFO mul_sld_lr_ne finished [took 32.9437s]
-15/01/24 13:24:30| INFO m3w_sld_lr finished [took 34.3890s]
-15/01/24 13:24:33| INFO bin_sld_lr finished [took 37.0571s]
-15/01/24 13:24:41| INFO bin_sld_lr_c finished [took 45.2528s]
-15/01/24 13:24:41| INFO bin_sld_lr_ne finished [took 45.4611s]
-15/01/24 13:24:43| INFO bin_sld_lr_mc finished [took 46.7598s]
-15/01/24 13:24:49| INFO mul_sld_lr_mc finished [took 53.7929s]
-15/01/24 13:24:53| INFO mul_sld_lr finished [took 57.6289s]
-15/01/24 13:24:56| INFO m3w_sld_lr_is finished [took 26.9627s]
-15/01/24 13:24:57| INFO m3w_sld_lr_ne finished [took 30.0391s]
-15/01/24 13:24:58| INFO ref finished [took 16.5055s]
-15/01/24 13:24:59| INFO mul_sld_lr_is finished [took 30.4683s]
-15/01/24 13:25:00| INFO mul_sld_lr_a finished [took 27.2198s]
-15/01/24 13:25:03| INFO atc_mc finished [took 19.6869s]
-15/01/24 13:25:07| INFO bin_sld_lr_is finished [took 38.6831s]
-15/01/24 13:25:07| INFO m3w_sld_lr_a finished [took 25.8015s]
-15/01/24 13:25:10| INFO doc finished [took 19.8454s]
-15/01/24 13:25:10| INFO bin_sld_lr_a finished [took 39.5521s]
-15/01/24 13:25:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01720) [took 43.5267s]
-15/01/24 13:26:18| INFO bin_sld_lr_gs finished [took 67.7673s]
-15/01/24 13:29:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01821) [took 171.3495s]
-15/01/24 13:29:28| INFO mul_sld_lr_gs finished [took 189.1633s]
-15/01/24 13:31:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 126.4870s]
-15/01/24 13:31:52| INFO m3w_sld_lr_gs finished [took 142.5076s]
-15/01/24 13:31:52| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 477.0708s]
-15/01/24 13:31:52| ERROR Evaluation over imdb failed. Exception: Can't pickle local object 'OnLabelledCollectionProtocol.get_collator..'
-----------------------------------------------------------------------------------------------------
-15/01/24 13:57:42| INFO dataset imdb [pool size: 10]
-15/01/24 13:57:42| INFO Dataset sample [0.1 0.9] of dataset imdb started
-15/01/24 13:58:18| INFO m3w_sld_lr_c finished [took 33.6335s]
-15/01/24 13:58:20| INFO m3w_sld_lr finished [took 34.7756s]
-15/01/24 13:58:20| INFO mul_sld_lr_c finished [took 35.0687s]
-15/01/24 13:58:20| INFO m3w_sld_lr_mc finished [took 35.1131s]
-15/01/24 13:58:21| INFO mul_sld_lr_ne finished [took 35.6910s]
-15/01/24 13:58:23| INFO mul_sld_lr_mc finished [took 37.5810s]
-15/01/24 13:58:24| INFO bin_sld_lr finished [took 38.6069s]
-15/01/24 13:58:24| INFO bin_sld_lr_mc finished [took 39.0168s]
-15/01/24 13:58:25| INFO bin_sld_lr_c finished [took 40.6077s]
-15/01/24 13:58:26| INFO bin_sld_lr_ne finished [took 40.5912s]
-15/01/24 13:58:32| INFO mul_sld_lr finished [took 47.0524s]
-15/01/24 13:58:42| INFO ref finished [took 16.9604s]
-15/01/24 13:58:48| INFO m3w_sld_lr_is finished [took 27.5294s]
-15/01/24 13:58:49| INFO mul_sld_lr_is finished [took 28.2632s]
-15/01/24 13:58:49| INFO atc_mc finished [took 23.4066s]
-15/01/24 13:58:50| INFO m3w_sld_lr_ne finished [took 31.5971s]
-15/01/24 13:58:51| INFO mul_sld_lr_a finished [took 28.2576s]
-15/01/24 13:58:53| INFO doc finished [took 26.4792s]
-15/01/24 13:58:53| INFO m3w_sld_lr_a finished [took 28.7770s]
-15/01/24 13:58:54| INFO bin_sld_lr_is finished [took 34.3869s]
-15/01/24 13:58:56| INFO bin_sld_lr_a finished [took 34.9291s]
-15/01/24 13:59:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 17.7356s]
-15/01/24 13:59:38| INFO bin_sld_lr_gs finished [took 40.8002s]
-15/01/24 14:02:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 175.1344s]
-15/01/24 14:02:51| INFO mul_sld_lr_gs finished [took 192.9595s]
-15/01/24 14:05:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 132.2720s]
-15/01/24 14:05:20| INFO m3w_sld_lr_gs finished [took 148.5688s]
-15/01/24 14:05:20| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 457.3481s]
-15/01/24 14:05:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
-15/01/24 14:05:53| INFO m3w_sld_lr finished [took 32.0949s]
-15/01/24 14:05:53| INFO m3w_sld_lr_mc finished [took 32.2794s]
-15/01/24 14:05:54| INFO m3w_sld_lr_c finished [took 32.7641s]
-15/01/24 14:05:58| INFO mul_sld_lr_ne finished [took 37.4454s]
-15/01/24 14:05:59| INFO mul_sld_lr_c finished [took 38.4072s]
-15/01/24 14:06:01| INFO mul_sld_lr_mc finished [took 40.0895s]
-15/01/24 14:06:02| INFO mul_sld_lr finished [took 40.8195s]
-15/01/24 14:06:03| INFO bin_sld_lr_ne finished [took 42.4278s]
-15/01/24 14:06:04| INFO bin_sld_lr finished [took 42.8366s]
-15/01/24 14:06:05| INFO bin_sld_lr_c finished [took 44.5196s]
-15/01/24 14:06:05| INFO bin_sld_lr_mc finished [took 44.5337s]
-15/01/24 14:06:20| INFO ref finished [took 16.7334s]
-15/01/24 14:06:22| INFO m3w_sld_lr_ne finished [took 28.2698s]
-15/01/24 14:06:26| INFO atc_mc finished [took 21.5197s]
-15/01/24 14:06:26| INFO m3w_sld_lr_is finished [took 27.0216s]
-15/01/24 14:06:27| INFO mul_sld_lr_is finished [took 32.9024s]
-15/01/24 14:06:30| INFO bin_sld_lr_is finished [took 36.7643s]
-15/01/24 14:06:31| INFO m3w_sld_lr_a finished [took 28.7639s]
-15/01/24 14:06:31| INFO doc finished [took 25.3031s]
-15/01/24 14:06:33| INFO bin_sld_lr_a finished [took 33.6235s]
-15/01/24 14:06:34| INFO mul_sld_lr_a finished [took 32.3421s]
-15/01/24 14:07:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 60.4364s]
-15/01/24 14:07:58| INFO bin_sld_lr_gs finished [took 84.0101s]
-15/01/24 14:11:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00709) [took 188.2938s]
-15/01/24 14:11:24| INFO mul_sld_lr_gs finished [took 205.5819s]
-15/01/24 14:13:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 135.2274s]
-15/01/24 14:13:57| INFO m3w_sld_lr_gs finished [took 151.6620s]
-15/01/24 14:13:57| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 516.8302s]
-15/01/24 14:13:57| INFO Dataset sample [0.3 0.7] of dataset imdb started
-15/01/24 14:14:30| INFO m3w_sld_lr_c finished [took 32.9242s]
-15/01/24 14:14:31| INFO m3w_sld_lr finished [took 33.1392s]
-15/01/24 14:14:31| INFO m3w_sld_lr_mc finished [took 33.4310s]
-15/01/24 14:14:35| INFO bin_sld_lr finished [took 37.3464s]
-15/01/24 14:14:35| INFO bin_sld_lr_c finished [took 37.4754s]
-15/01/24 14:14:35| INFO bin_sld_lr_ne finished [took 37.6137s]
-15/01/24 14:14:37| INFO mul_sld_lr_mc finished [took 39.2084s]
-15/01/24 14:14:37| INFO bin_sld_lr_mc finished [took 39.3117s]
-15/01/24 14:14:38| INFO mul_sld_lr finished [took 40.3018s]
-15/01/24 14:14:39| INFO mul_sld_lr_ne finished [took 41.0837s]
-15/01/24 14:14:40| INFO mul_sld_lr_c finished [took 42.0612s]
-15/01/24 14:14:54| INFO ref finished [took 16.3350s]
-15/01/24 14:15:02| INFO atc_mc finished [took 23.0772s]
-15/01/24 14:15:02| INFO m3w_sld_lr_is finished [took 26.1870s]
-15/01/24 14:15:03| INFO m3w_sld_lr_ne finished [took 31.5599s]
-15/01/24 14:15:04| INFO m3w_sld_lr_a finished [took 26.9026s]
-15/01/24 14:15:05| INFO bin_sld_lr_is finished [took 34.0458s]
-15/01/24 14:15:06| INFO doc finished [took 26.4740s]
-15/01/24 14:15:06| INFO mul_sld_lr_is finished [took 34.2220s]
-15/01/24 14:15:07| INFO bin_sld_lr_a finished [took 31.6383s]
-15/01/24 14:15:08| INFO mul_sld_lr_a finished [took 32.4868s]
-15/01/24 14:16:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02137) [took 59.4240s]
-15/01/24 14:16:24| INFO bin_sld_lr_gs finished [took 74.9020s]
-15/01/24 14:19:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 176.5945s]
-15/01/24 14:19:40| INFO mul_sld_lr_gs finished [took 196.0931s]
-15/01/24 14:21:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 134.2105s]
-15/01/24 14:22:12| INFO m3w_sld_lr_gs finished [took 150.5491s]
-15/01/24 14:22:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 494.8679s]
-15/01/24 14:22:12| INFO Dataset sample [0.4 0.6] of dataset imdb started
-15/01/24 14:22:45| INFO m3w_sld_lr finished [took 32.4081s]
-15/01/24 14:22:46| INFO m3w_sld_lr_mc finished [took 33.7419s]
-15/01/24 14:22:47| INFO m3w_sld_lr_c finished [took 34.3956s]
-15/01/24 14:22:49| INFO bin_sld_lr finished [took 37.0824s]
-15/01/24 14:22:50| INFO bin_sld_lr_ne finished [took 38.0850s]
-15/01/24 14:22:50| INFO bin_sld_lr_c finished [took 38.2227s]
-15/01/24 14:22:51| INFO bin_sld_lr_mc finished [took 38.7933s]
-15/01/24 14:22:53| INFO mul_sld_lr_ne finished [took 40.8906s]
-15/01/24 14:22:54| INFO mul_sld_lr_mc finished [took 41.7104s]
-15/01/24 14:22:54| INFO mul_sld_lr finished [took 41.9926s]
-15/01/24 14:22:54| INFO mul_sld_lr_c finished [took 42.0067s]
-15/01/24 14:23:10| INFO ref finished [took 16.6917s]
-15/01/24 14:23:15| INFO m3w_sld_lr_ne finished [took 29.6647s]
-15/01/24 14:23:15| INFO atc_mc finished [took 20.7980s]
-15/01/24 14:23:19| INFO m3w_sld_lr_is finished [took 29.2978s]
-15/01/24 14:23:19| INFO m3w_sld_lr_a finished [took 27.7275s]
-15/01/24 14:23:19| INFO doc finished [took 24.8278s]
-15/01/24 14:23:20| INFO bin_sld_lr_a finished [took 29.6284s]
-15/01/24 14:23:21| INFO bin_sld_lr_is finished [took 34.2038s]
-15/01/24 14:23:23| INFO mul_sld_lr_is finished [took 35.7050s]
-15/01/24 14:23:24| INFO mul_sld_lr_a finished [took 33.2059s]
-15/01/24 14:24:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 68.5906s]
-15/01/24 14:24:52| INFO bin_sld_lr_gs finished [took 87.6511s]
-15/01/24 14:28:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00962) [took 188.8706s]
-15/01/24 14:28:21| INFO mul_sld_lr_gs finished [took 207.6190s]
-15/01/24 14:30:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 134.1595s]
-15/01/24 14:30:52| INFO m3w_sld_lr_gs finished [took 150.7531s]
-15/01/24 14:30:52| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 520.0697s]
-15/01/24 14:30:52| INFO Dataset sample [0.5 0.5] of dataset imdb started
-15/01/24 14:31:25| INFO m3w_sld_lr finished [took 32.2196s]
-15/01/24 14:31:26| INFO m3w_sld_lr_mc finished [took 33.4609s]
-15/01/24 14:31:26| INFO m3w_sld_lr_c finished [took 33.3671s]
-15/01/24 14:31:29| INFO bin_sld_lr_mc finished [took 36.0229s]
-15/01/24 14:31:29| INFO bin_sld_lr finished [took 36.4873s]
-15/01/24 14:31:30| INFO bin_sld_lr_c finished [took 37.3894s]
-15/01/24 14:31:33| INFO bin_sld_lr_ne finished [took 40.0590s]
-15/01/24 14:31:33| INFO mul_sld_lr_ne finished [took 40.6309s]
-15/01/24 14:31:34| INFO mul_sld_lr finished [took 41.2073s]
-15/01/24 14:31:34| INFO mul_sld_lr_mc finished [took 41.6382s]
-15/01/24 14:31:35| INFO mul_sld_lr_c finished [took 42.6624s]
-15/01/24 14:31:51| INFO ref finished [took 17.0677s]
-15/01/24 14:31:55| INFO atc_mc finished [took 21.4055s]
-15/01/24 14:31:56| INFO m3w_sld_lr_ne finished [took 31.1321s]
-15/01/24 14:31:59| INFO m3w_sld_lr_a finished [took 26.2411s]
-15/01/24 14:31:59| INFO m3w_sld_lr_is finished [took 30.1877s]
-15/01/24 14:32:00| INFO mul_sld_lr_is finished [took 33.3799s]
-15/01/24 14:32:01| INFO doc finished [took 26.4734s]
-15/01/24 14:32:01| INFO bin_sld_lr_is finished [took 34.3974s]
-15/01/24 14:32:01| INFO mul_sld_lr_a finished [took 30.6039s]
-15/01/24 14:32:01| INFO bin_sld_lr_a finished [took 31.7633s]
-15/01/24 14:33:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 68.7108s]
-15/01/24 14:33:28| INFO bin_sld_lr_gs finished [took 86.2974s]
-15/01/24 14:36:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 186.6746s]
-15/01/24 14:36:55| INFO mul_sld_lr_gs finished [took 206.5491s]
-15/01/24 14:39:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00994) [took 132.9921s]
-15/01/24 14:39:26| INFO m3w_sld_lr_gs finished [took 149.6162s]
-15/01/24 14:39:26| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 514.1321s]
-15/01/24 14:39:26| INFO Dataset sample [0.6 0.4] of dataset imdb started
-15/01/24 14:39:59| INFO m3w_sld_lr finished [took 32.8015s]
-15/01/24 14:40:00| INFO m3w_sld_lr_mc finished [took 33.0357s]
-15/01/24 14:40:01| INFO m3w_sld_lr_c finished [took 34.1274s]
-15/01/24 14:40:04| INFO bin_sld_lr_mc finished [took 37.5201s]
-15/01/24 14:40:05| INFO bin_sld_lr finished [took 37.8596s]
-15/01/24 14:40:06| INFO bin_sld_lr_c finished [took 38.8656s]
-15/01/24 14:40:06| INFO bin_sld_lr_ne finished [took 39.4297s]
-15/01/24 14:40:09| INFO mul_sld_lr_c finished [took 42.6596s]
-15/01/24 14:40:09| INFO mul_sld_lr_ne finished [took 42.5588s]
-15/01/24 14:40:09| INFO mul_sld_lr_mc finished [took 42.6812s]
-15/01/24 14:40:11| INFO mul_sld_lr finished [took 44.0288s]
-15/01/24 14:40:27| INFO ref finished [took 17.0860s]
-15/01/24 14:40:31| INFO m3w_sld_lr_ne finished [took 30.9410s]
-15/01/24 14:40:31| INFO atc_mc finished [took 21.6452s]
-15/01/24 14:40:34| INFO bin_sld_lr_is finished [took 33.8880s]
-15/01/24 14:40:34| INFO m3w_sld_lr_is finished [took 29.7314s]
-15/01/24 14:40:35| INFO doc finished [took 25.6180s]
-15/01/24 14:40:37| INFO mul_sld_lr_is finished [took 35.4342s]
-15/01/24 14:40:37| INFO bin_sld_lr_a finished [took 31.5591s]
-15/01/24 14:40:37| INFO m3w_sld_lr_a finished [took 30.2552s]
-15/01/24 14:40:40| INFO mul_sld_lr_a finished [took 34.1096s]
-15/01/24 14:41:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 65.2164s]
-15/01/24 14:42:03| INFO bin_sld_lr_gs finished [took 82.2832s]
-15/01/24 14:44:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01014) [took 175.4768s]
-15/01/24 14:45:17| INFO mul_sld_lr_gs finished [took 192.9946s]
-15/01/24 14:47:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 124.9536s]
-15/01/24 14:47:38| INFO m3w_sld_lr_gs finished [took 140.8050s]
-15/01/24 14:47:38| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 492.1622s]
-15/01/24 14:47:38| INFO Dataset sample [0.7 0.3] of dataset imdb started
-15/01/24 14:48:11| INFO m3w_sld_lr finished [took 31.5181s]
-15/01/24 14:48:12| INFO m3w_sld_lr_mc finished [took 32.6569s]
-15/01/24 14:48:13| INFO m3w_sld_lr_c finished [took 33.3497s]
-15/01/24 14:48:16| INFO mul_sld_lr_c finished [took 36.8897s]
-15/01/24 14:48:17| INFO bin_sld_lr_mc finished [took 38.3586s]
-15/01/24 14:48:18| INFO bin_sld_lr_c finished [took 38.7729s]
-15/01/24 14:48:19| INFO bin_sld_lr finished [took 39.4310s]
-15/01/24 14:48:19| INFO mul_sld_lr_mc finished [took 39.7884s]
-15/01/24 14:48:19| INFO bin_sld_lr_ne finished [took 40.3404s]
-15/01/24 14:48:21| INFO mul_sld_lr_ne finished [took 41.9388s]
-15/01/24 14:48:22| INFO mul_sld_lr finished [took 43.1603s]
-15/01/24 14:48:36| INFO ref finished [took 16.6122s]
-15/01/24 14:48:41| INFO m3w_sld_lr_ne finished [took 29.5597s]
-15/01/24 14:48:42| INFO bin_sld_lr_is finished [took 29.4658s]
-15/01/24 14:48:43| INFO atc_mc finished [took 22.6051s]
-15/01/24 14:48:44| INFO mul_sld_lr_is finished [took 31.0420s]
-15/01/24 14:48:45| INFO m3w_sld_lr_is finished [took 28.7198s]
-15/01/24 14:48:47| INFO doc finished [took 25.0262s]
-15/01/24 14:48:48| INFO m3w_sld_lr_a finished [took 28.4671s]
-15/01/24 14:48:49| INFO bin_sld_lr_a finished [took 31.4297s]
-15/01/24 14:48:52| INFO mul_sld_lr_a finished [took 32.9961s]
-15/01/24 14:49:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01032) [took 59.6319s]
-15/01/24 14:50:10| INFO bin_sld_lr_gs finished [took 77.1050s]
-15/01/24 14:53:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00945) [took 173.6746s]
-15/01/24 14:53:22| INFO mul_sld_lr_gs finished [took 191.9168s]
-15/01/24 14:55:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00993) [took 133.3083s]
-15/01/24 14:55:53| INFO m3w_sld_lr_gs finished [took 149.6531s]
-15/01/24 14:55:53| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 494.8712s]
-15/01/24 14:55:53| INFO Dataset sample [0.8 0.2] of dataset imdb started
-15/01/24 14:56:25| INFO m3w_sld_lr_c finished [took 31.5936s]
-15/01/24 14:56:26| INFO m3w_sld_lr_mc finished [took 32.1194s]
-15/01/24 14:56:27| INFO m3w_sld_lr finished [took 33.3798s]
-15/01/24 14:56:39| INFO bin_sld_lr finished [took 45.1178s]
-15/01/24 14:56:40| INFO mul_sld_lr_mc finished [took 46.3053s]
-15/01/24 14:56:41| INFO bin_sld_lr_c finished [took 47.1328s]
-15/01/24 14:56:41| INFO bin_sld_lr_mc finished [took 47.0700s]
-15/01/24 14:56:41| INFO bin_sld_lr_ne finished [took 47.3638s]
-15/01/24 14:56:44| INFO mul_sld_lr_ne finished [took 50.0474s]
-15/01/24 14:56:44| INFO mul_sld_lr_c finished [took 50.0250s]
-15/01/24 14:56:44| INFO mul_sld_lr finished [took 50.3254s]
-15/01/24 14:56:55| INFO m3w_sld_lr_ne finished [took 29.1886s]
-15/01/24 14:56:59| INFO ref finished [took 17.4551s]
-15/01/24 14:57:04| INFO m3w_sld_lr_is finished [took 24.4067s]
-15/01/24 14:57:06| INFO atc_mc finished [took 22.0614s]
-15/01/24 14:57:06| INFO mul_sld_lr_is finished [took 38.9571s]
-15/01/24 14:57:07| INFO bin_sld_lr_is finished [took 40.6665s]
-15/01/24 14:57:09| INFO m3w_sld_lr_a finished [took 28.2329s]
-15/01/24 14:57:10| INFO doc finished [took 25.6927s]
-15/01/24 14:57:13| INFO bin_sld_lr_a finished [took 32.7179s]
-15/01/24 14:57:16| INFO mul_sld_lr_a finished [took 34.5139s]
-15/01/24 14:58:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00908) [took 57.7326s]
-15/01/24 14:58:34| INFO bin_sld_lr_gs finished [took 77.9716s]
-15/01/24 15:01:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01242) [took 188.3476s]
-15/01/24 15:02:11| INFO mul_sld_lr_gs finished [took 216.1067s]
-15/01/24 15:04:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01142) [took 133.9396s]
-15/01/24 15:04:41| INFO m3w_sld_lr_gs finished [took 150.0605s]
-15/01/24 15:04:41| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 528.1845s]
-15/01/24 15:04:41| INFO Dataset sample [0.9 0.1] of dataset imdb started
-15/01/24 15:05:12| INFO m3w_sld_lr_mc finished [took 30.4024s]
-15/01/24 15:05:13| INFO m3w_sld_lr_c finished [took 31.5245s]
-15/01/24 15:05:15| INFO mul_sld_lr_ne finished [took 32.9666s]
-15/01/24 15:05:15| INFO mul_sld_lr_c finished [took 32.8561s]
-15/01/24 15:05:15| INFO m3w_sld_lr finished [took 33.6908s]
-15/01/24 15:05:28| INFO bin_sld_lr finished [took 46.3448s]
-15/01/24 15:05:28| INFO bin_sld_lr_ne finished [took 46.4252s]
-15/01/24 15:05:28| INFO bin_sld_lr_mc finished [took 46.4843s]
-15/01/24 15:05:29| INFO bin_sld_lr_c finished [took 47.1771s]
-15/01/24 15:05:37| INFO mul_sld_lr_mc finished [took 55.6089s]
-15/01/24 15:05:38| INFO m3w_sld_lr_ne finished [took 25.4991s]
-15/01/24 15:05:39| INFO mul_sld_lr finished [took 57.3531s]
-15/01/24 15:05:43| INFO m3w_sld_lr_is finished [took 28.2014s]
-15/01/24 15:05:45| INFO ref finished [took 16.0976s]
-15/01/24 15:05:45| INFO atc_mc finished [took 15.8664s]
-15/01/24 15:05:46| INFO mul_sld_lr_is finished [took 30.6541s]
-15/01/24 15:05:52| INFO bin_sld_lr_is finished [took 38.3698s]
-15/01/24 15:05:53| INFO m3w_sld_lr_a finished [took 24.3701s]
-15/01/24 15:05:54| INFO mul_sld_lr_a finished [took 25.5499s]
-15/01/24 15:05:55| INFO bin_sld_lr_a finished [took 39.3749s]
-15/01/24 15:05:56| INFO doc finished [took 18.7196s]
-15/01/24 15:06:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01720) [took 41.9444s]
-15/01/24 15:07:01| INFO bin_sld_lr_gs finished [took 64.5536s]
-15/01/24 15:09:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01821) [took 160.0465s]
-15/01/24 15:09:58| INFO mul_sld_lr_gs finished [took 176.4191s]
-15/01/24 15:12:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 121.2179s]
-15/01/24 15:12:15| INFO m3w_sld_lr_gs finished [took 136.4532s]
-15/01/24 15:12:15| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 453.7248s]
-----------------------------------------------------------------------------------------------------
-22/01/24 10:49:40| INFO dataset imdb [pool size: 10]
-22/01/24 10:49:40| INFO Dataset sample [0.1 0.9] of dataset imdb started
-22/01/24 10:49:42| WARNING Method m3w_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-22/01/24 10:49:42| WARNING Method bin_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-22/01/24 10:49:43| WARNING Method mul_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-22/01/24 10:49:52| INFO ref finished [took 10.4078s]
-22/01/24 10:49:57| INFO atc_mc finished [took 14.1118s]
-22/01/24 10:49:59| INFO doc finished [took 16.8453s]
-22/01/24 10:50:01| INFO m3w_sld_lr_is finished [took 18.8776s]
-22/01/24 10:50:02| INFO mul_sld_lr_is finished [took 19.6858s]
-22/01/24 10:50:05| INFO bin_sld_lr_is finished [took 22.1792s]
-22/01/24 10:50:05| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 24.4422s]
-22/01/24 10:50:05| INFO Dataset sample [0.2 0.8] of dataset imdb started
-22/01/24 10:50:05| WARNING Method mul_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-22/01/24 10:50:05| WARNING Method bin_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-22/01/24 10:50:05| WARNING Method m3w_sld_lr_ts failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-----------------------------------------------------------------------------------------------------
-22/01/24 10:51:00| INFO dataset imdb [pool size: 10]
-22/01/24 10:51:01| INFO Dataset sample [0.1 0.9] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-23/01/24 19:06:08| INFO dataset imdb [pool size: 10]
-23/01/24 19:06:08| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:06:21| INFO ref finished [took 10.9715s]
-23/01/24 19:06:24| INFO atc_mc finished [took 13.9420s]
-23/01/24 19:06:26| INFO doc finished [took 16.4690s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:11:27| INFO dataset imdb [pool size: 10]
-23/01/24 19:11:27| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:11:29| WARNING Method cross failed. Exception: LogisticRegression.fit() missing 1 required positional argument: 'y'
-23/01/24 19:11:38| INFO ref finished [took 9.5406s]
-23/01/24 19:11:42| INFO atc_mc finished [took 13.6510s]
-23/01/24 19:11:45| INFO doc finished [took 15.7873s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:12:23| INFO dataset imdb [pool size: 10]
-23/01/24 19:12:23| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:12:36| INFO ref finished [took 10.4507s]
-23/01/24 19:12:39| INFO atc_mc finished [took 13.8736s]
-23/01/24 19:12:41| INFO doc finished [took 16.4080s]
-23/01/24 19:12:43| WARNING Dataset sample [0.1 0.9] of dataset imdb failed. Exception: 'NoneType' object has no attribute 'time'
-23/01/24 19:12:43| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 19:12:55| INFO ref finished [took 10.3369s]
-23/01/24 19:12:58| INFO atc_mc finished [took 14.0340s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:15:09| INFO dataset imdb [pool size: 10]
-23/01/24 19:15:10| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:15:21| INFO ref finished [took 10.0710s]
-23/01/24 19:15:25| INFO atc_mc finished [took 14.0929s]
-23/01/24 19:15:27| INFO doc finished [took 16.1806s]
-23/01/24 19:15:28| INFO cross finished [took 17.2328s]
-23/01/24 19:15:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 19.5005s]
-23/01/24 19:16:13| INFO bin_sld_lr_gs finished [took 43.8277s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:27:46| INFO dataset imdb [pool size: 10]
-23/01/24 19:27:46| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:27:57| INFO ref finished [took 9.0971s]
-23/01/24 19:28:01| INFO atc_mc finished [took 12.9045s]
-23/01/24 19:28:03| INFO doc finished [took 14.6158s]
-23/01/24 19:28:04| INFO cross finished [took 15.6208s]
-23/01/24 19:28:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 16.7419s]
-23/01/24 19:28:43| INFO bin_sld_lr_gs finished [took 38.9826s]
-23/01/24 19:31:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 158.0562s]
-23/01/24 19:31:38| INFO mul_sld_lr_gs finished [took 174.8288s]
-23/01/24 19:33:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 119.5500s]
-23/01/24 19:33:53| INFO m3w_sld_lr_gs finished [took 134.9479s]
-23/01/24 19:33:53| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 367.0766s]
-23/01/24 19:33:54| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 19:34:03| INFO ref finished [took 9.2959s]
-23/01/24 19:34:07| INFO atc_mc finished [took 12.7791s]
-23/01/24 19:34:09| INFO doc finished [took 14.8270s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:35:47| INFO dataset imdb [pool size: 10]
-23/01/24 19:35:48| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:35:58| INFO ref finished [took 9.1533s]
-23/01/24 19:36:02| INFO atc_mc finished [took 12.6928s]
-23/01/24 19:36:04| INFO doc finished [took 14.6426s]
-23/01/24 19:36:05| INFO cross finished [took 15.5887s]
-23/01/24 19:36:05| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 17.1547s]
-23/01/24 19:36:05| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 19:36:15| INFO ref finished [took 9.0643s]
-23/01/24 19:36:19| INFO atc_mc finished [took 13.0290s]
-23/01/24 19:36:21| INFO doc finished [took 14.6500s]
-23/01/24 19:36:21| INFO cross finished [took 15.1315s]
-23/01/24 19:36:21| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 16.6466s]
-23/01/24 19:36:21| INFO Dataset sample [0.3 0.7] of dataset imdb started
-23/01/24 19:36:34| INFO ref finished [took 11.3491s]
-23/01/24 19:36:38| INFO atc_mc finished [took 14.9353s]
-23/01/24 19:36:40| INFO doc finished [took 17.8376s]
-23/01/24 19:36:40| INFO cross finished [took 17.2638s]
-23/01/24 19:36:40| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 19.0304s]
-23/01/24 19:36:40| INFO Dataset sample [0.4 0.6] of dataset imdb started
-23/01/24 19:36:51| INFO ref finished [took 10.2888s]
-23/01/24 19:36:55| INFO atc_mc finished [took 14.0154s]
-23/01/24 19:36:57| INFO cross finished [took 16.5052s]
-23/01/24 19:36:57| INFO doc finished [took 16.5450s]
-23/01/24 19:36:57| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 16.9604s]
-23/01/24 19:36:57| INFO Dataset sample [0.5 0.5] of dataset imdb started
-23/01/24 19:37:08| INFO ref finished [took 10.2515s]
-23/01/24 19:37:12| INFO atc_mc finished [took 14.2840s]
-23/01/24 19:37:14| INFO cross finished [took 16.5491s]
-23/01/24 19:37:14| INFO doc finished [took 16.7348s]
-23/01/24 19:37:15| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 17.1765s]
-23/01/24 19:37:15| INFO Dataset sample [0.6 0.4] of dataset imdb started
-23/01/24 19:37:25| INFO ref finished [took 10.3287s]
-23/01/24 19:37:29| INFO atc_mc finished [took 14.1269s]
-23/01/24 19:37:31| INFO cross finished [took 16.0814s]
-23/01/24 19:37:31| INFO doc finished [took 16.5351s]
-23/01/24 19:37:32| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 17.0519s]
-23/01/24 19:37:32| INFO Dataset sample [0.7 0.3] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-23/01/24 19:37:57| INFO dataset imdb [pool size: 10]
-23/01/24 19:37:57| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:38:09| INFO ref finished [took 10.1630s]
-23/01/24 19:38:13| INFO atc_mc finished [took 13.9053s]
-23/01/24 19:38:15| INFO doc finished [took 16.1149s]
-23/01/24 19:38:16| INFO cross finished [took 17.1732s]
-23/01/24 19:38:16| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 18.9090s]
-23/01/24 19:38:16| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-23/01/24 19:38:35| INFO dataset imdb [pool size: 10]
-23/01/24 19:38:35| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:38:49| INFO ref finished [took 11.8813s]
-23/01/24 19:38:52| INFO atc_mc finished [took 15.4658s]
-23/01/24 19:38:56| INFO doc finished [took 19.9157s]
-23/01/24 19:38:57| INFO m3w_sld_lr_is finished [took 20.6506s]
-23/01/24 19:38:58| INFO cross finished [took 21.3507s]
-23/01/24 19:39:00| INFO mul_sld_lr_is finished [took 23.1026s]
-23/01/24 19:39:03| INFO bin_sld_lr_is finished [took 26.1765s]
-23/01/24 19:39:03| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 28.0160s]
-23/01/24 19:39:03| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 19:39:15| INFO ref finished [took 11.4659s]
-23/01/24 19:39:19| INFO atc_mc finished [took 15.5993s]
-23/01/24 19:39:24| INFO cross finished [took 19.0665s]
-23/01/24 19:39:25| INFO doc finished [took 21.9093s]
-23/01/24 19:39:26| INFO m3w_sld_lr_is finished [took 20.7703s]
-23/01/24 19:39:29| INFO mul_sld_lr_is finished [took 24.6925s]
-23/01/24 19:39:34| INFO bin_sld_lr_is finished [took 29.6235s]
-23/01/24 19:39:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 31.3076s]
-23/01/24 19:39:34| INFO Dataset sample [0.3 0.7] of dataset imdb started
-23/01/24 19:39:46| INFO ref finished [took 11.0290s]
-23/01/24 19:39:52| INFO cross finished [took 17.3582s]
-23/01/24 19:39:52| INFO doc finished [took 17.6687s]
-23/01/24 19:39:53| INFO atc_mc finished [took 18.4116s]
-23/01/24 19:39:55| INFO m3w_sld_lr_is finished [took 20.1845s]
-23/01/24 19:39:59| INFO mul_sld_lr_is finished [took 24.1381s]
-23/01/24 19:39:59| INFO bin_sld_lr_is finished [took 24.8786s]
-23/01/24 19:40:00| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 25.4938s]
-23/01/24 19:40:00| INFO Dataset sample [0.4 0.6] of dataset imdb started
-23/01/24 19:40:12| INFO ref finished [took 11.4485s]
-23/01/24 19:40:16| INFO atc_mc finished [took 15.7318s]
-23/01/24 19:40:18| INFO cross finished [took 17.8974s]
-23/01/24 19:40:21| INFO doc finished [took 21.2446s]
-23/01/24 19:40:23| INFO bin_sld_lr_is finished [took 22.7266s]
-23/01/24 19:40:24| INFO m3w_sld_lr_is finished [took 23.5388s]
-23/01/24 19:40:25| INFO mul_sld_lr_is finished [took 24.9159s]
-23/01/24 19:40:25| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 25.4189s]
-23/01/24 19:40:25| INFO Dataset sample [0.5 0.5] of dataset imdb started
-23/01/24 19:40:37| INFO ref finished [took 11.6401s]
-23/01/24 19:40:44| INFO doc finished [took 18.5969s]
-23/01/24 19:40:45| INFO atc_mc finished [took 19.2005s]
-23/01/24 19:40:45| INFO cross finished [took 19.8838s]
-23/01/24 19:40:48| INFO m3w_sld_lr_is finished [took 22.5286s]
-23/01/24 19:40:52| INFO mul_sld_lr_is finished [took 26.9939s]
-23/01/24 19:40:53| INFO bin_sld_lr_is finished [took 27.1152s]
-23/01/24 19:40:53| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 27.7052s]
-23/01/24 19:40:53| INFO Dataset sample [0.6 0.4] of dataset imdb started
-23/01/24 19:41:06| INFO ref finished [took 12.9093s]
-23/01/24 19:41:09| INFO atc_mc finished [took 16.0308s]
-23/01/24 19:41:12| INFO doc finished [took 18.8399s]
-23/01/24 19:41:12| INFO cross finished [took 19.1501s]
-23/01/24 19:41:14| INFO m3w_sld_lr_is finished [took 21.1076s]
-23/01/24 19:41:20| INFO bin_sld_lr_is finished [took 26.4138s]
-23/01/24 19:41:22| INFO mul_sld_lr_is finished [took 28.6772s]
-23/01/24 19:41:22| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 29.3017s]
-23/01/24 19:41:22| INFO Dataset sample [0.7 0.3] of dataset imdb started
-23/01/24 19:41:38| INFO ref finished [took 15.1778s]
-23/01/24 19:41:38| INFO atc_mc finished [took 15.3408s]
-23/01/24 19:41:46| INFO cross finished [took 22.5852s]
-23/01/24 19:41:46| INFO doc finished [took 22.9604s]
-23/01/24 19:41:46| INFO bin_sld_lr_is finished [took 23.2535s]
-23/01/24 19:41:47| INFO m3w_sld_lr_is finished [took 24.3728s]
-23/01/24 19:41:49| INFO mul_sld_lr_is finished [took 26.1297s]
-23/01/24 19:41:49| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 26.9833s]
-23/01/24 19:41:49| INFO Dataset sample [0.8 0.2] of dataset imdb started
-23/01/24 19:42:06| INFO ref finished [took 16.2823s]
-23/01/24 19:42:08| INFO doc finished [took 18.8045s]
-23/01/24 19:42:08| INFO cross finished [took 18.8511s]
-23/01/24 19:42:10| INFO atc_mc finished [took 20.0827s]
-23/01/24 19:42:10| INFO m3w_sld_lr_is finished [took 20.7715s]
-23/01/24 19:42:18| INFO bin_sld_lr_is finished [took 28.5884s]
-23/01/24 19:42:19| INFO mul_sld_lr_is finished [took 29.7744s]
-23/01/24 19:42:19| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 30.3100s]
-23/01/24 19:42:19| INFO Dataset sample [0.9 0.1] of dataset imdb started
-23/01/24 19:42:32| INFO ref finished [took 11.8049s]
-23/01/24 19:42:35| INFO atc_mc finished [took 14.9923s]
-23/01/24 19:42:39| INFO cross finished [took 19.0218s]
-23/01/24 19:42:41| INFO mul_sld_lr_is finished [took 21.5197s]
-23/01/24 19:42:42| INFO doc finished [took 21.9688s]
-23/01/24 19:42:44| INFO m3w_sld_lr_is finished [took 24.1458s]
-23/01/24 19:42:49| INFO bin_sld_lr_is finished [took 29.1900s]
-23/01/24 19:42:49| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 29.7135s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:42:53| INFO dataset rcv1_CCAT [pool size: 10]
-23/01/24 19:42:53| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-23/01/24 19:43:29| INFO ref finished [took 35.1146s]
-23/01/24 19:43:32| INFO atc_mc finished [took 38.4487s]
-23/01/24 19:43:37| INFO doc finished [took 43.3448s]
-23/01/24 19:43:42| INFO m3w_sld_lr_is finished [took 48.1090s]
-23/01/24 19:43:42| INFO cross finished [took 48.3880s]
-23/01/24 19:43:44| INFO mul_sld_lr_is finished [took 49.7829s]
-23/01/24 19:43:52| INFO bin_sld_lr_is finished [took 57.9176s]
-23/01/24 19:43:52| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 59.0655s]
-23/01/24 19:43:52| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-23/01/24 19:44:30| INFO ref finished [took 36.7876s]
-23/01/24 19:44:38| INFO doc finished [took 45.0610s]
-23/01/24 19:44:39| INFO m3w_sld_lr_is finished [took 45.2792s]
-23/01/24 19:44:39| INFO atc_mc finished [took 45.8036s]
-23/01/24 19:44:41| INFO cross finished [took 47.2969s]
-23/01/24 19:44:48| INFO mul_sld_lr_is finished [took 55.0129s]
-23/01/24 19:44:49| INFO bin_sld_lr_is finished [took 55.5114s]
-23/01/24 19:44:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 56.8401s]
-23/01/24 19:44:49| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-23/01/24 19:45:26| INFO ref finished [took 36.2355s]
-23/01/24 19:45:31| INFO cross finished [took 40.9550s]
-23/01/24 19:45:33| INFO m3w_sld_lr_is finished [took 43.2443s]
-23/01/24 19:45:38| INFO atc_mc finished [took 48.1871s]
-23/01/24 19:45:39| INFO doc finished [took 49.1802s]
-23/01/24 19:45:43| INFO bin_sld_lr_is finished [took 52.6060s]
-23/01/24 19:45:45| INFO mul_sld_lr_is finished [took 55.4191s]
-23/01/24 19:45:46| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 56.6441s]
-23/01/24 19:45:46| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-23/01/24 19:46:25| INFO cross finished [took 38.8054s]
-23/01/24 19:46:26| INFO doc finished [took 39.2106s]
-23/01/24 19:46:29| INFO m3w_sld_lr_is finished [took 42.9291s]
-23/01/24 19:46:30| INFO ref finished [took 43.7450s]
-23/01/24 19:46:33| INFO atc_mc finished [took 46.2303s]
-23/01/24 19:46:35| INFO bin_sld_lr_is finished [took 48.2427s]
-23/01/24 19:46:37| INFO mul_sld_lr_is finished [took 50.8205s]
-23/01/24 19:46:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 51.8111s]
-23/01/24 19:46:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-23/01/24 19:47:12| INFO ref finished [took 34.0141s]
-23/01/24 19:47:16| INFO atc_mc finished [took 37.8938s]
-23/01/24 19:47:19| INFO doc finished [took 40.5587s]
-23/01/24 19:47:20| INFO m3w_sld_lr_is finished [took 41.8343s]
-23/01/24 19:47:26| INFO bin_sld_lr_is finished [took 47.1144s]
-23/01/24 19:47:27| INFO cross finished [took 48.2129s]
-23/01/24 19:47:36| INFO mul_sld_lr_is finished [took 57.7445s]
-23/01/24 19:47:36| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 58.8943s]
-23/01/24 19:47:36| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-23/01/24 19:48:11| INFO ref finished [took 34.2238s]
-23/01/24 19:48:16| INFO atc_mc finished [took 38.8248s]
-23/01/24 19:48:17| INFO doc finished [took 40.4057s]
-23/01/24 19:48:20| INFO m3w_sld_lr_is finished [took 42.6827s]
-23/01/24 19:48:25| INFO bin_sld_lr_is finished [took 47.7937s]
-23/01/24 19:48:26| INFO cross finished [took 48.7541s]
-23/01/24 19:48:34| INFO mul_sld_lr_is finished [took 56.5458s]
-23/01/24 19:48:34| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 57.4380s]
-23/01/24 19:48:34| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-23/01/24 19:49:09| INFO ref finished [took 33.6468s]
-23/01/24 19:49:14| INFO cross finished [took 39.3807s]
-23/01/24 19:49:15| INFO atc_mc finished [took 39.8841s]
-23/01/24 19:49:16| INFO doc finished [took 41.5585s]
-23/01/24 19:49:17| INFO m3w_sld_lr_is finished [took 42.4838s]
-23/01/24 19:49:29| INFO bin_sld_lr_is finished [took 54.2551s]
-23/01/24 19:49:31| INFO mul_sld_lr_is finished [took 56.1053s]
-23/01/24 19:49:31| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 57.4703s]
-23/01/24 19:49:31| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-23/01/24 19:50:11| INFO cross finished [took 39.4557s]
-23/01/24 19:50:13| INFO doc finished [took 40.5698s]
-23/01/24 19:50:14| INFO m3w_sld_lr_is finished [took 41.5926s]
-23/01/24 19:50:16| INFO ref finished [took 43.9907s]
-23/01/24 19:50:20| INFO atc_mc finished [took 47.9474s]
-23/01/24 19:50:21| INFO bin_sld_lr_is finished [took 48.6850s]
-23/01/24 19:50:21| INFO mul_sld_lr_is finished [took 48.7890s]
-23/01/24 19:50:21| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 49.8786s]
-23/01/24 19:50:21| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-23/01/24 19:50:56| INFO ref finished [took 33.6250s]
-23/01/24 19:51:04| INFO m3w_sld_lr_is finished [took 42.3725s]
-23/01/24 19:51:06| INFO atc_mc finished [took 43.7232s]
-23/01/24 19:51:08| INFO doc finished [took 45.8823s]
-23/01/24 19:51:11| INFO cross finished [took 48.4263s]
-23/01/24 19:51:11| INFO bin_sld_lr_is finished [took 49.2747s]
-23/01/24 19:51:16| INFO mul_sld_lr_is finished [took 53.6002s]
-23/01/24 19:51:16| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 54.7005s]
-----------------------------------------------------------------------------------------------------
-24/01/24 12:09:03| INFO dataset imdb [pool size: 10]
-24/01/24 12:09:03| INFO Dataset sample [0.1 0.9] of dataset imdb started
-24/01/24 12:09:16| INFO ref finished [took 10.5634s]
-24/01/24 12:09:20| INFO atc_mc finished [took 14.2765s]
-24/01/24 12:09:22| INFO cross finished [took 16.4967s]
-24/01/24 12:09:22| INFO doc finished [took 17.0453s]
-24/01/24 12:09:27| INFO mul_sld_lr_is finished [took 21.1724s]
-24/01/24 12:09:28| INFO m3w_sld_lr_is finished [took 22.7062s]
-24/01/24 12:09:31| INFO bin_sld_lr_is finished [took 25.4523s]
-24/01/24 12:09:31| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 27.4884s]
-24/01/24 12:09:31| INFO Dataset sample [0.2 0.8] of dataset imdb started
-24/01/24 12:09:42| INFO ref finished [took 10.6796s]
-24/01/24 12:09:46| INFO atc_mc finished [took 15.2275s]
-24/01/24 12:09:48| INFO doc finished [took 16.9289s]
-24/01/24 12:09:52| INFO cross finished [took 18.5605s]
-24/01/24 12:09:55| INFO m3w_sld_lr_is finished [took 22.3265s]
-24/01/24 12:09:56| INFO mul_sld_lr_is finished [took 23.2296s]
-24/01/24 12:09:58| INFO bin_sld_lr_is finished [took 26.0781s]
-24/01/24 12:09:59| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 27.7236s]
-24/01/24 12:09:59| INFO Dataset sample [0.3 0.7] of dataset imdb started
-24/01/24 12:10:10| INFO ref finished [took 11.0907s]
-24/01/24 12:10:16| INFO cross finished [took 17.2138s]
-24/01/24 12:10:17| INFO doc finished [took 18.1902s]
-24/01/24 12:10:18| INFO atc_mc finished [took 18.5599s]
-24/01/24 12:10:20| INFO m3w_sld_lr_is finished [took 20.5617s]
-24/01/24 12:10:23| INFO mul_sld_lr_is finished [took 23.7925s]
-24/01/24 12:10:23| INFO bin_sld_lr_is finished [took 24.2220s]
-24/01/24 12:10:23| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 24.8431s]
-24/01/24 12:10:23| INFO Dataset sample [0.4 0.6] of dataset imdb started
-24/01/24 12:10:39| INFO atc_mc finished [took 15.1638s]
-24/01/24 12:10:40| INFO cross finished [took 15.8457s]
-24/01/24 12:10:40| INFO ref finished [took 15.8037s]
-24/01/24 12:10:42| INFO doc finished [took 18.0147s]
-24/01/24 12:10:44| INFO m3w_sld_lr_is finished [took 20.2900s]
-24/01/24 12:10:48| INFO mul_sld_lr_is finished [took 24.3546s]
-24/01/24 12:10:50| INFO bin_sld_lr_is finished [took 26.0836s]
-24/01/24 12:10:50| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 26.5907s]
-24/01/24 12:10:50| INFO Dataset sample [0.5 0.5] of dataset imdb started
-24/01/24 12:11:02| INFO ref finished [took 11.2710s]
-24/01/24 12:11:05| INFO atc_mc finished [took 14.7841s]
-24/01/24 12:11:09| INFO doc finished [took 18.2885s]
-24/01/24 12:11:10| INFO cross finished [took 18.8918s]
-24/01/24 12:11:12| INFO bin_sld_lr_is finished [took 21.5611s]
-24/01/24 12:11:14| INFO m3w_sld_lr_is finished [took 23.0547s]
-24/01/24 12:11:15| INFO mul_sld_lr_is finished [took 24.3590s]
-24/01/24 12:11:15| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 24.9566s]
-24/01/24 12:11:15| INFO Dataset sample [0.6 0.4] of dataset imdb started
-24/01/24 12:11:26| INFO ref finished [took 11.0140s]
-24/01/24 12:11:30| INFO atc_mc finished [took 14.5850s]
-24/01/24 12:11:33| INFO doc finished [took 17.4349s]
-24/01/24 12:11:34| INFO cross finished [took 18.7271s]
-24/01/24 12:11:35| INFO m3w_sld_lr_is finished [took 19.9088s]
-24/01/24 12:11:37| INFO bin_sld_lr_is finished [took 21.6616s]
-24/01/24 12:11:43| INFO mul_sld_lr_is finished [took 27.6337s]
-24/01/24 12:11:43| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 28.2386s]
-24/01/24 12:11:43| INFO Dataset sample [0.7 0.3] of dataset imdb started
-24/01/24 12:11:59| INFO atc_mc finished [took 14.7415s]
-24/01/24 12:12:00| INFO cross finished [took 15.7995s]
-24/01/24 12:12:00| INFO ref finished [took 15.8525s]
-24/01/24 12:12:02| INFO doc finished [took 17.6561s]
-24/01/24 12:12:04| INFO m3w_sld_lr_is finished [took 20.0729s]
-24/01/24 12:12:09| INFO mul_sld_lr_is finished [took 24.6572s]
-24/01/24 12:12:10| INFO bin_sld_lr_is finished [took 25.5624s]
-24/01/24 12:12:10| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 26.3533s]
-24/01/24 12:12:10| INFO Dataset sample [0.8 0.2] of dataset imdb started
-24/01/24 12:12:25| INFO atc_mc finished [took 14.8116s]
-24/01/24 12:12:26| INFO cross finished [took 15.7302s]
-24/01/24 12:12:26| INFO ref finished [took 15.9002s]
-24/01/24 12:12:27| INFO doc finished [took 17.3670s]
-24/01/24 12:12:30| INFO m3w_sld_lr_is finished [took 19.6948s]
-24/01/24 12:12:38| INFO mul_sld_lr_is finished [took 28.2433s]
-24/01/24 12:12:42| INFO bin_sld_lr_is finished [took 31.5858s]
-24/01/24 12:12:42| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 32.1092s]
-24/01/24 12:12:42| INFO Dataset sample [0.9 0.1] of dataset imdb started
-24/01/24 12:12:53| INFO ref finished [took 10.7471s]
-24/01/24 12:12:57| INFO atc_mc finished [took 14.4164s]
-24/01/24 12:12:59| INFO doc finished [took 17.1777s]
-24/01/24 12:13:02| INFO cross finished [took 19.7801s]
-24/01/24 12:13:03| INFO mul_sld_lr_is finished [took 20.6323s]
-24/01/24 12:13:05| INFO m3w_sld_lr_is finished [took 22.4820s]
-24/01/24 12:13:11| INFO bin_sld_lr_is finished [took 28.3609s]
-24/01/24 12:13:11| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 28.8740s]
-----------------------------------------------------------------------------------------------------
-24/01/24 12:18:54| INFO dataset imdb [pool size: 10]
-24/01/24 12:18:54| INFO Dataset sample [0.1 0.9] of dataset imdb started
-24/01/24 12:19:06| INFO ref finished [took 10.7097s]
-24/01/24 12:19:13| INFO doc finished [took 17.7875s]
-24/01/24 12:19:14| INFO cross finished [took 18.5481s]
-24/01/24 12:19:14| INFO atc_mc finished [took 18.2430s]
-24/01/24 12:19:16| INFO m3w_sld_lr_is finished [took 20.0519s]
-24/01/24 12:19:17| INFO mul_sld_lr_is finished [took 20.8258s]
-24/01/24 12:19:19| INFO bin_sld_lr_is finished [took 23.9456s]
-24/01/24 12:19:20| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 25.7064s]
-24/01/24 12:19:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
-24/01/24 12:19:35| INFO ref finished [took 14.8373s]
-24/01/24 12:19:35| INFO atc_mc finished [took 14.9083s]
-24/01/24 12:19:38| INFO cross finished [took 16.2777s]
-24/01/24 12:19:38| INFO doc finished [took 18.1157s]
-24/01/24 12:19:44| INFO mul_sld_lr_is finished [took 23.0239s]
-24/01/24 12:19:44| INFO m3w_sld_lr_is finished [took 22.6621s]
-24/01/24 12:19:47| INFO bin_sld_lr_is finished [took 25.8600s]
-24/01/24 12:19:47| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 27.6711s]
-24/01/24 12:19:47| INFO Dataset sample [0.3 0.7] of dataset imdb started
-24/01/24 12:19:58| INFO ref finished [took 10.6138s]
-24/01/24 12:20:02| INFO atc_mc finished [took 14.7339s]
-24/01/24 12:20:04| INFO cross finished [took 16.4277s]
-24/01/24 12:20:05| INFO doc finished [took 16.9200s]
-24/01/24 12:20:10| INFO bin_sld_lr_is finished [took 22.0915s]
-24/01/24 12:20:10| INFO m3w_sld_lr_is finished [took 22.6873s]
-24/01/24 12:20:14| INFO mul_sld_lr_is finished [took 25.8545s]
-24/01/24 12:20:14| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 26.4938s]
-24/01/24 12:20:14| INFO Dataset sample [0.4 0.6] of dataset imdb started
-24/01/24 12:20:25| INFO ref finished [took 10.8960s]
-24/01/24 12:20:31| INFO cross finished [took 16.6191s]
-24/01/24 12:20:32| INFO doc finished [took 17.4811s]
-24/01/24 12:20:32| INFO atc_mc finished [took 17.8784s]
-24/01/24 12:20:37| INFO bin_sld_lr_is finished [took 22.4167s]
-24/01/24 12:20:37| INFO m3w_sld_lr_is finished [took 22.6359s]
-24/01/24 12:20:38| INFO mul_sld_lr_is finished [took 24.1621s]
-24/01/24 12:20:38| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 24.6303s]
-24/01/24 12:20:38| INFO Dataset sample [0.5 0.5] of dataset imdb started
-24/01/24 12:20:50| INFO ref finished [took 10.7891s]
-24/01/24 12:20:54| INFO atc_mc finished [took 14.7351s]
-24/01/24 12:20:58| INFO cross finished [took 19.1366s]
-24/01/24 12:20:58| INFO m3w_sld_lr_is finished [took 19.5918s]
-24/01/24 12:20:59| INFO doc finished [took 20.5956s]
-24/01/24 12:21:00| INFO bin_sld_lr_is finished [took 21.3996s]
-24/01/24 12:21:03| INFO mul_sld_lr_is finished [took 24.1103s]
-24/01/24 12:21:03| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 24.6419s]
-24/01/24 12:21:03| INFO Dataset sample [0.6 0.4] of dataset imdb started
-24/01/24 12:21:14| INFO ref finished [took 10.9359s]
-24/01/24 12:21:18| INFO atc_mc finished [took 14.6013s]
-24/01/24 12:21:20| INFO cross finished [took 16.1819s]
-24/01/24 12:21:21| INFO doc finished [took 17.1015s]
-24/01/24 12:21:24| INFO m3w_sld_lr_is finished [took 20.9678s]
-24/01/24 12:21:27| INFO bin_sld_lr_is finished [took 23.2081s]
-24/01/24 12:21:31| INFO mul_sld_lr_is finished [took 27.5530s]
-24/01/24 12:21:31| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 28.1766s]
-24/01/24 12:21:31| INFO Dataset sample [0.7 0.3] of dataset imdb started
-24/01/24 12:21:46| INFO atc_mc finished [took 14.5127s]
-24/01/24 12:21:48| INFO ref finished [took 15.5370s]
-24/01/24 12:21:49| INFO doc finished [took 17.2297s]
-24/01/24 12:21:52| INFO m3w_sld_lr_is finished [took 19.8190s]
-24/01/24 12:21:52| INFO cross finished [took 20.1298s]
-24/01/24 12:21:54| INFO bin_sld_lr_is finished [took 22.4242s]
-24/01/24 12:21:56| INFO mul_sld_lr_is finished [took 24.1374s]
-24/01/24 12:21:56| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 24.8401s]
-24/01/24 12:21:56| INFO Dataset sample [0.8 0.2] of dataset imdb started
-24/01/24 12:22:07| INFO ref finished [took 10.4723s]
-24/01/24 12:22:11| INFO atc_mc finished [took 14.2361s]
-24/01/24 12:22:12| INFO cross finished [took 15.7363s]
-24/01/24 12:22:15| INFO doc finished [took 18.3765s]
-24/01/24 12:22:17| INFO m3w_sld_lr_is finished [took 20.6833s]
-24/01/24 12:22:24| INFO bin_sld_lr_is finished [took 27.9711s]
-24/01/24 12:22:26| INFO mul_sld_lr_is finished [took 29.2347s]
-24/01/24 12:22:26| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 29.7834s]
-24/01/24 12:22:26| INFO Dataset sample [0.9 0.1] of dataset imdb started
-24/01/24 12:22:38| INFO ref finished [took 12.1005s]
-24/01/24 12:22:41| INFO cross finished [took 14.4871s]
-24/01/24 12:22:41| INFO atc_mc finished [took 14.6600s]
-24/01/24 12:22:44| INFO doc finished [took 18.1689s]
-24/01/24 12:22:45| INFO m3w_sld_lr_is finished [took 19.2001s]
-24/01/24 12:22:49| INFO mul_sld_lr_is finished [took 22.1600s]
-24/01/24 12:22:56| INFO bin_sld_lr_is finished [took 29.8913s]
-24/01/24 12:22:56| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 30.3839s]
-----------------------------------------------------------------------------------------------------
-07/03/24 19:58:33| INFO dataset imdb [pool size: 10]
-07/03/24 19:58:34| INFO Dataset sample [0.1 0.9] of dataset imdb started
-07/03/24 19:58:44| INFO ref finished [took 8.8355s]
-07/03/24 19:58:47| INFO atc_mc finished [took 12.2906s]
-07/03/24 19:58:49| INFO doc finished [took 14.4880s]
-07/03/24 19:59:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01297) [took 12.3215s]
-07/03/24 19:59:24| INFO bin_sld_lr_gs finished [took 34.5666s]
-07/03/24 19:59:24| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 50.8695s]
-07/03/24 19:59:24| INFO Dataset sample [0.2 0.8] of dataset imdb started
-07/03/24 19:59:34| INFO ref finished [took 9.1637s]
-07/03/24 19:59:37| INFO atc_mc finished [took 11.8823s]
-07/03/24 19:59:40| INFO doc finished [took 14.8240s]
-07/03/24 20:00:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00805) [took 27.2140s]
-----------------------------------------------------------------------------------------------------
-07/03/24 20:00:35| INFO dataset rcv1_GCAT [pool size: 10]
-07/03/24 20:00:35| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-07/03/24 20:01:05| INFO ref finished [took 28.5818s]
-07/03/24 20:01:08| INFO atc_mc finished [took 31.6592s]
-07/03/24 20:01:11| INFO doc finished [took 33.9302s]
-07/03/24 20:01:13| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-07/03/24 20:01:13| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 38.0514s]
-07/03/24 20:01:13| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-----------------------------------------------------------------------------------------------------
-07/03/24 20:06:41| INFO dataset rcv1_GCAT [pool size: 10]
-07/03/24 20:06:41| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-07/03/24 20:07:11| INFO ref finished [took 28.1024s]
-07/03/24 20:07:14| INFO atc_mc finished [took 31.6235s]
-07/03/24 20:07:16| INFO doc finished [took 33.7466s]
-07/03/24 20:07:19| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-07/03/24 20:07:19| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 37.8741s]
-----------------------------------------------------------------------------------------------------
-07/03/24 20:07:32| INFO dataset rcv1_GCAT [pool size: 10]
-07/03/24 20:07:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-07/03/24 20:07:34| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-07/03/24 20:08:03| INFO ref finished [took 28.6003s]
-07/03/24 20:08:06| INFO atc_mc finished [took 31.9771s]
-07/03/24 20:08:07| INFO doc finished [took 33.3084s]
-07/03/24 20:08:10| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-07/03/24 20:08:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 37.3895s]
-----------------------------------------------------------------------------------------------------
-19/03/24 13:45:06| INFO dataset rcv1_GCAT [pool size: 10]
-19/03/24 13:45:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-19/03/24 13:45:07| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/03/24 13:45:35| INFO ref finished [took 27.7958s]
-19/03/24 13:45:38| INFO atc_mc finished [took 31.0394s]
-19/03/24 13:45:41| INFO doc finished [took 33.5261s]
-19/03/24 13:45:43| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-19/03/24 13:45:44| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 38.0286s]
-----------------------------------------------------------------------------------------------------
-19/03/24 13:46:06| INFO dataset rcv1_GCAT [pool size: 10]
-19/03/24 13:46:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-19/03/24 13:46:07| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/03/24 13:46:35| INFO ref finished [took 27.7592s]
-19/03/24 13:46:39| INFO atc_mc finished [took 31.2291s]
-19/03/24 13:46:41| INFO doc finished [took 33.4684s]
-19/03/24 13:46:41| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.3567s]
-----------------------------------------------------------------------------------------------------
-19/03/24 13:48:21| INFO dataset rcv1_GCAT [pool size: 10]
-19/03/24 13:48:21| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-19/03/24 13:48:22| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/03/24 13:48:50| INFO ref finished [took 27.4811s]
-19/03/24 13:48:54| INFO atc_mc finished [took 31.5975s]
-19/03/24 13:48:56| INFO doc finished [took 33.6588s]
-19/03/24 13:48:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.4838s]
-----------------------------------------------------------------------------------------------------
-19/03/24 13:49:52| INFO dataset rcv1_GCAT [pool size: 10]
-19/03/24 13:49:52| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-19/03/24 13:49:54| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/03/24 13:50:22| INFO ref finished [took 27.8656s]
-19/03/24 13:50:25| INFO atc_mc finished [took 30.5674s]
-19/03/24 13:50:27| INFO doc finished [took 33.0146s]
-19/03/24 13:50:27| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 34.9069s]
-----------------------------------------------------------------------------------------------------
-19/03/24 18:16:33| INFO dataset rcv1_GCAT [pool size: 10]
-19/03/24 18:16:34| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-19/03/24 18:16:35| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/03/24 18:17:03| INFO ref finished [took 28.0456s]
-19/03/24 18:17:07| INFO atc_mc finished [took 31.8627s]
-19/03/24 18:17:09| INFO doc finished [took 33.9372s]
-19/03/24 18:17:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.8737s]
-----------------------------------------------------------------------------------------------------
-22/03/24 17:39:01| INFO dataset rcv1_GCAT [pool size: 10]
-22/03/24 17:39:01| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-22/03/24 17:39:03| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/03/24 17:39:32| INFO ref finished [took 28.5519s]
-22/03/24 17:39:34| INFO atc_mc finished [took 31.3473s]
-22/03/24 17:39:37| INFO doc finished [took 33.8775s]
-22/03/24 17:39:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.7640s]
-----------------------------------------------------------------------------------------------------
-22/03/24 17:40:03| INFO dataset rcv1_GCAT [pool size: 10]
-22/03/24 17:40:03| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-22/03/24 17:40:05| WARNING Method bin_sld_lr_is failed. Exception: 'numpy.ndarray' object has no attribute 'Xy'
-22/03/24 17:40:33| INFO ref finished [took 28.3034s]
-22/03/24 17:40:37| INFO atc_mc finished [took 32.0578s]
-22/03/24 17:40:38| INFO doc finished [took 33.4997s]
-22/03/24 17:40:38| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.3824s]
-----------------------------------------------------------------------------------------------------
-22/03/24 17:41:41| INFO dataset rcv1_GCAT [pool size: 10]
-22/03/24 17:41:41| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-----------------------------------------------------------------------------------------------------
-22/03/24 17:45:54| INFO dataset rcv1_GCAT [pool size: 10]
-22/03/24 17:45:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-22/03/24 17:46:24| INFO ref finished [took 28.5613s]
-22/03/24 17:46:28| INFO atc_mc finished [took 32.3978s]
-22/03/24 17:46:30| INFO doc finished [took 34.5604s]
-22/03/24 17:46:33| INFO bin_sld_lr_is finished [took 37.7079s]
-22/03/24 17:46:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 39.5748s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:00:32| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:00:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:01:04| INFO ref finished [took 30.7154s]
-23/03/24 13:01:08| INFO atc_mc finished [took 34.5902s]
-23/03/24 13:01:10| INFO doc finished [took 36.6377s]
-23/03/24 13:01:14| INFO bin_sld_lr_is finished [took 40.2864s]
-23/03/24 13:01:14| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.3007s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:01:54| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:01:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:02:26| INFO ref finished [took 30.4022s]
-23/03/24 13:02:30| INFO atc_mc finished [took 34.2698s]
-23/03/24 13:02:32| INFO doc finished [took 35.8748s]
-23/03/24 13:02:34| INFO bin_sld_lr_is finished [took 38.3595s]
-23/03/24 13:02:34| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 40.4090s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:03:49| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:03:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:04:19| INFO ref finished [took 28.5940s]
-23/03/24 13:04:22| INFO atc_mc finished [took 32.1501s]
-23/03/24 13:04:25| INFO doc finished [took 34.3531s]
-23/03/24 13:04:28| INFO bin_sld_lr_is finished [took 37.5110s]
-23/03/24 13:04:28| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 39.3598s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:05:25| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:05:25| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:05:55| INFO ref finished [took 28.5704s]
-23/03/24 13:05:59| INFO atc_mc finished [took 32.0294s]
-23/03/24 13:06:01| INFO doc finished [took 34.5325s]
-23/03/24 13:06:05| INFO bin_sld_lr_is finished [took 37.9766s]
-23/03/24 13:06:05| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 39.8671s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:07:02| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:07:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:07:35| INFO ref finished [took 31.4744s]
-23/03/24 13:07:39| INFO atc_mc finished [took 35.0584s]
-23/03/24 13:07:41| INFO doc finished [took 37.2185s]
-23/03/24 13:07:45| INFO bin_sld_lr_is finished [took 40.7480s]
-23/03/24 13:07:45| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.7163s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:24:27| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:24:27| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:24:59| INFO ref finished [took 30.9595s]
-23/03/24 13:25:03| INFO atc_mc finished [took 34.8632s]
-23/03/24 13:25:06| INFO doc finished [took 37.2251s]
-23/03/24 13:25:08| INFO bin_sld_lr_is finished [took 40.1157s]
-23/03/24 13:25:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.1099s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:26:22| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:26:22| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:26:55| INFO ref finished [took 31.6397s]
-23/03/24 13:26:58| INFO atc_mc finished [took 34.9376s]
-23/03/24 13:27:01| INFO doc finished [took 37.2554s]
-23/03/24 13:27:04| INFO bin_sld_lr_is finished [took 40.7601s]
-23/03/24 13:27:05| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.7638s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:28:54| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:28:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:29:26| INFO ref finished [took 30.7394s]
-23/03/24 13:29:30| INFO atc_mc finished [took 34.5038s]
-23/03/24 13:29:36| INFO doc finished [took 40.0651s]
-23/03/24 13:29:36| INFO bin_sld_lr_is finished [took 40.2645s]
-23/03/24 13:29:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.2545s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:30:00| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:30:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:30:33| INFO ref finished [took 31.7178s]
-23/03/24 13:30:36| INFO atc_mc finished [took 34.7653s]
-23/03/24 13:30:38| INFO doc finished [took 36.7705s]
-23/03/24 13:30:42| INFO bin_sld_lr_is finished [took 40.1862s]
-23/03/24 13:30:42| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.2471s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:35:15| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:35:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:35:49| INFO ref finished [took 31.5491s]
-23/03/24 13:35:52| INFO atc_mc finished [took 35.1538s]
-23/03/24 13:35:54| INFO doc finished [took 36.8684s]
-23/03/24 13:35:56| INFO bin_sld_lr_is finished [took 38.4952s]
-23/03/24 13:35:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 40.4850s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:36:24| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:36:24| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:36:57| INFO ref finished [took 31.4153s]
-23/03/24 13:37:00| INFO atc_mc finished [took 34.5550s]
-23/03/24 13:37:03| INFO doc finished [took 37.0116s]
-23/03/24 13:37:06| INFO bin_sld_lr_is finished [took 40.0674s]
-23/03/24 13:37:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.0524s]
-----------------------------------------------------------------------------------------------------
-23/03/24 13:37:34| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 13:37:34| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 13:38:07| INFO ref finished [took 30.9769s]
-23/03/24 13:38:11| INFO atc_mc finished [took 34.5735s]
-23/03/24 13:38:13| INFO doc finished [took 36.7363s]
-23/03/24 13:38:16| INFO bin_sld_lr_is finished [took 40.1879s]
-23/03/24 13:38:17| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.2425s]
-----------------------------------------------------------------------------------------------------
-23/03/24 14:13:28| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 14:13:28| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 14:14:01| INFO ref finished [took 31.4967s]
-23/03/24 14:14:04| INFO atc_mc finished [took 34.6677s]
-23/03/24 14:14:06| INFO doc finished [took 36.7043s]
-23/03/24 14:14:10| INFO bin_sld_lr_is finished [took 40.2211s]
-23/03/24 14:14:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.2654s]
-----------------------------------------------------------------------------------------------------
-23/03/24 14:16:10| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 14:16:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 14:16:43| INFO ref finished [took 31.1894s]
-23/03/24 14:16:47| INFO atc_mc finished [took 34.8766s]
-23/03/24 14:16:49| INFO doc finished [took 37.0967s]
-23/03/24 14:16:53| INFO bin_sld_lr_is finished [took 41.1031s]
-23/03/24 14:16:53| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 43.1300s]
-----------------------------------------------------------------------------------------------------
-23/03/24 14:22:37| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 14:22:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 14:23:10| INFO ref finished [took 31.1393s]
-23/03/24 14:23:14| INFO atc_mc finished [took 35.0549s]
-23/03/24 14:23:17| INFO doc finished [took 37.5532s]
-23/03/24 14:23:20| INFO bin_sld_lr_is finished [took 40.7132s]
-23/03/24 14:23:20| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.7365s]
-----------------------------------------------------------------------------------------------------
-23/03/24 14:27:10| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 14:27:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 14:27:43| INFO ref finished [took 31.1400s]
-23/03/24 14:27:46| INFO atc_mc finished [took 34.6528s]
-23/03/24 14:27:49| INFO doc finished [took 37.0410s]
-23/03/24 14:27:52| INFO bin_sld_lr_is finished [took 40.2650s]
-23/03/24 14:27:52| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 42.1148s]
-----------------------------------------------------------------------------------------------------
-23/03/24 16:54:56| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 16:54:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 16:55:27| INFO ref finished [took 29.0701s]
-23/03/24 16:55:29| INFO atc_mc finished [took 31.9601s]
-23/03/24 16:55:32| INFO doc finished [took 34.4162s]
-23/03/24 16:55:36| INFO bin_sld_lr_is finished [took 38.5255s]
-23/03/24 16:55:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 40.3901s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:26:57| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:26:57| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 17:26:59| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-23/03/24 17:27:27| INFO ref finished [took 28.2144s]
-23/03/24 17:27:31| INFO atc_mc finished [took 32.2246s]
-23/03/24 17:27:33| INFO doc finished [took 34.0537s]
-23/03/24 17:27:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 35.9403s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:27:49| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:27:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:28:19| INFO ref finished [took 28.9425s]
-23/03/24 17:28:23| INFO atc_mc finished [took 32.7912s]
-23/03/24 17:28:25| INFO doc finished [took 34.3141s]
-23/03/24 17:28:27| INFO bin_sld_lr_is finished [took 36.4641s]
-23/03/24 17:28:27| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 38.2816s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:28:39| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:28:39| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:29:10| INFO ref finished [took 29.1823s]
-23/03/24 17:29:14| INFO atc_mc finished [took 32.6478s]
-23/03/24 17:29:16| INFO doc finished [took 34.7360s]
-23/03/24 17:29:18| INFO bin_sld_lr_is finished [took 36.4193s]
-23/03/24 17:29:18| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 38.3387s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:30:52| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:30:52| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-----------------------------------------------------------------------------------------------------
-23/03/24 17:32:15| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:32:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:32:45| INFO ref finished [took 29.1730s]
-23/03/24 17:32:49| INFO atc_mc finished [took 32.2855s]
-23/03/24 17:32:51| INFO doc finished [took 34.7664s]
-23/03/24 17:32:58| INFO bin_sld_lr_is finished [took 41.7819s]
-23/03/24 17:32:58| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 43.7025s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:34:24| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:34:24| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:34:55| INFO ref finished [took 29.2206s]
-23/03/24 17:34:59| INFO atc_mc finished [took 32.8052s]
-23/03/24 17:35:00| INFO doc finished [took 34.2601s]
-23/03/24 17:35:06| INFO bin_sld_lr_is finished [took 40.7150s]
-23/03/24 17:35:07| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 42.6306s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:36:08| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:36:08| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:36:39| INFO ref finished [took 29.4468s]
-23/03/24 17:36:42| INFO atc_mc finished [took 32.4536s]
-23/03/24 17:36:44| INFO doc finished [took 34.3966s]
-23/03/24 17:36:52| INFO bin_sld_lr_is finished [took 42.2660s]
-23/03/24 17:36:52| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 44.2113s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:37:09| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:37:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:37:11| INFO ref finished [took 0.3189s]
-23/03/24 17:37:11| INFO atc_mc finished [took 0.3843s]
-23/03/24 17:37:11| INFO bin_sld_lr_is finished [took 0.5766s]
-23/03/24 17:37:16| INFO doc finished [took 5.0570s]
-23/03/24 17:37:16| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 6.9932s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:38:05| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:38:05| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:38:07| INFO ref finished [took 0.3215s]
-23/03/24 17:38:07| INFO atc_mc finished [took 0.3767s]
-23/03/24 17:38:07| INFO bin_sld_lr_is finished [took 0.5589s]
-23/03/24 17:38:12| INFO doc finished [took 5.1400s]
-23/03/24 17:38:12| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 7.0756s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:38:19| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:38:19| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:38:21| INFO ref finished [took 0.3299s]
-23/03/24 17:38:21| INFO atc_mc finished [took 0.3700s]
-23/03/24 17:38:22| INFO bin_sld_lr_is finished [took 0.5536s]
-23/03/24 17:38:26| INFO doc finished [took 5.1714s]
-23/03/24 17:38:26| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 7.1128s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:38:33| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:38:33| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:39:04| INFO ref finished [took 29.4347s]
-23/03/24 17:39:08| INFO atc_mc finished [took 32.6589s]
-23/03/24 17:39:09| INFO doc finished [took 34.0316s]
-23/03/24 17:39:15| INFO bin_sld_lr_is finished [took 40.3601s]
-23/03/24 17:39:16| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 42.2535s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:40:25| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:40:25| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:40:56| INFO ref finished [took 29.4779s]
-23/03/24 17:41:00| INFO atc_mc finished [took 33.2235s]
-23/03/24 17:41:01| INFO doc finished [took 34.8981s]
-23/03/24 17:41:08| INFO bin_sld_lr_is finished [took 41.0836s]
-23/03/24 17:41:08| INFO mul_sld_lr_is finished [took 41.8461s]
-23/03/24 17:41:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 43.8091s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:41:24| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:41:24| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 17:41:25| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-23/03/24 17:41:55| INFO ref finished [took 29.4966s]
-23/03/24 17:41:58| INFO atc_mc finished [took 33.0054s]
-23/03/24 17:42:00| INFO doc finished [took 34.5157s]
-23/03/24 17:42:05| INFO mul_sld_lr_is finished [took 39.2460s]
-23/03/24 17:42:05| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 41.1783s]
-23/03/24 17:42:05| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 17:42:36| INFO ref finished [took 29.9055s]
-23/03/24 17:42:40| INFO atc_mc finished [took 33.0051s]
-23/03/24 17:42:42| INFO doc finished [took 35.3254s]
-23/03/24 17:42:48| INFO mul_sld_lr_is finished [took 41.1086s]
-23/03/24 17:42:49| INFO bin_sld_lr_is finished [took 42.0787s]
-23/03/24 17:42:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 43.9374s]
-23/03/24 17:42:49| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-23/03/24 17:43:20| INFO ref finished [took 29.3024s]
-23/03/24 17:43:22| INFO atc_mc finished [took 33.0082s]
-23/03/24 17:43:25| INFO doc finished [took 35.1432s]
-23/03/24 17:43:30| INFO bin_sld_lr_is finished [took 40.7482s]
-23/03/24 17:43:32| INFO mul_sld_lr_is finished [took 42.1601s]
-23/03/24 17:43:32| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 42.8091s]
-23/03/24 17:43:32| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-23/03/24 17:44:01| INFO ref finished [took 29.3167s]
-23/03/24 17:44:05| INFO atc_mc finished [took 32.9997s]
-23/03/24 17:44:08| INFO doc finished [took 35.4461s]
-23/03/24 17:44:14| INFO bin_sld_lr_is finished [took 42.2606s]
-23/03/24 17:44:15| INFO mul_sld_lr_is finished [took 43.0873s]
-23/03/24 17:44:15| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 43.7627s]
-23/03/24 17:44:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-23/03/24 17:44:47| INFO ref finished [took 30.8422s]
-23/03/24 17:44:50| INFO atc_mc finished [took 34.0480s]
-23/03/24 17:44:51| INFO doc finished [took 35.5252s]
-23/03/24 17:44:57| INFO bin_sld_lr_is finished [took 41.5550s]
-23/03/24 17:44:59| INFO mul_sld_lr_is finished [took 42.7716s]
-23/03/24 17:44:59| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 43.3850s]
-23/03/24 17:44:59| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-23/03/24 17:45:30| INFO ref finished [took 30.4643s]
-23/03/24 17:45:34| INFO atc_mc finished [took 34.5937s]
-23/03/24 17:45:36| INFO doc finished [took 36.4176s]
-23/03/24 17:45:42| INFO bin_sld_lr_is finished [took 43.0109s]
-23/03/24 17:45:44| INFO mul_sld_lr_is finished [took 44.2652s]
-23/03/24 17:45:44| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 44.9128s]
-23/03/24 17:45:44| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-23/03/24 17:46:14| INFO ref finished [took 30.1696s]
-23/03/24 17:46:19| INFO atc_mc finished [took 34.2701s]
-23/03/24 17:46:20| INFO doc finished [took 35.4569s]
-23/03/24 17:46:31| INFO mul_sld_lr_is finished [took 46.9930s]
-23/03/24 17:46:34| INFO bin_sld_lr_is finished [took 49.7302s]
-23/03/24 17:46:34| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 50.4071s]
-23/03/24 17:46:34| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-23/03/24 17:47:07| INFO ref finished [took 31.9256s]
-23/03/24 17:47:09| INFO atc_mc finished [took 34.3939s]
-23/03/24 17:47:11| INFO doc finished [took 36.7679s]
-23/03/24 17:47:22| INFO bin_sld_lr_is finished [took 47.0653s]
-23/03/24 17:47:31| INFO mul_sld_lr_is finished [took 56.3521s]
-23/03/24 17:47:31| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 57.0191s]
-23/03/24 17:47:31| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-23/03/24 17:48:03| INFO ref finished [took 31.4172s]
-23/03/24 17:48:07| INFO atc_mc finished [took 35.2173s]
-23/03/24 17:48:09| INFO doc finished [took 37.7077s]
-23/03/24 17:48:13| INFO bin_sld_lr_is finished [took 41.2463s]
-23/03/24 17:48:19| INFO mul_sld_lr_is finished [took 47.2718s]
-23/03/24 17:48:19| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 47.9285s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:56:57| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:56:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 17:56:59| WARNING Method bin_sld_lr_is failed. Exception: TrivialQuantifier.fit() takes 1 positional argument but 2 were given
-----------------------------------------------------------------------------------------------------
-23/03/24 17:58:28| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:58:28| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 17:58:59| INFO ref finished [took 29.4907s]
-23/03/24 17:59:03| INFO atc_mc finished [took 33.1559s]
-23/03/24 17:59:05| INFO doc finished [took 35.8358s]
-----------------------------------------------------------------------------------------------------
-23/03/24 17:59:12| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 17:59:12| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 17:59:43| INFO ref finished [took 29.6093s]
-23/03/24 17:59:47| INFO atc_mc finished [took 33.4002s]
-23/03/24 17:59:49| INFO doc finished [took 35.3542s]
-23/03/24 17:59:52| INFO bin_sld_lr_is finished [took 38.2598s]
-23/03/24 17:59:54| INFO mul_sld_lr_is finished [took 39.7618s]
-23/03/24 17:59:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 41.7033s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:01:44| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 18:01:44| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 18:02:15| INFO ref finished [took 29.1981s]
-23/03/24 18:02:19| INFO atc_mc finished [took 32.7179s]
-23/03/24 18:02:21| INFO doc finished [took 35.2027s]
-23/03/24 18:02:24| INFO bin_sld_lr_is finished [took 38.2967s]
-23/03/24 18:02:32| INFO mul_sld_lr_is finished [took 45.5436s]
-23/03/24 18:02:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 47.4588s]
-23/03/24 18:02:32| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-23/03/24 18:03:03| INFO ref finished [took 29.3004s]
-23/03/24 18:03:07| INFO atc_mc finished [took 33.1850s]
-23/03/24 18:03:08| INFO doc finished [took 34.9167s]
-23/03/24 18:03:12| INFO bin_sld_lr_is finished [took 39.0394s]
-23/03/24 18:03:15| INFO mul_sld_lr_is finished [took 41.1164s]
-23/03/24 18:03:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 42.9526s]
-23/03/24 18:03:15| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-23/03/24 18:03:46| INFO ref finished [took 29.5112s]
-23/03/24 18:03:49| INFO atc_mc finished [took 33.5662s]
-23/03/24 18:03:51| INFO doc finished [took 35.6094s]
-23/03/24 18:03:56| INFO bin_sld_lr_is finished [took 40.6729s]
-23/03/24 18:03:58| INFO mul_sld_lr_is finished [took 42.7415s]
-23/03/24 18:03:58| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 43.4075s]
-23/03/24 18:03:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-23/03/24 18:04:29| INFO ref finished [took 29.9760s]
-23/03/24 18:04:33| INFO atc_mc finished [took 33.9652s]
-23/03/24 18:04:34| INFO doc finished [took 35.7287s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:04:43| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 18:04:43| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-----------------------------------------------------------------------------------------------------
-23/03/24 18:05:31| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 18:05:31| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 18:06:01| INFO ref finished [took 28.6311s]
-23/03/24 18:06:05| INFO atc_mc finished [took 32.6133s]
-23/03/24 18:06:06| INFO doc finished [took 33.7780s]
-23/03/24 18:06:10| INFO bin_sld_lr_is finished [took 37.3632s]
-23/03/24 18:06:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00501) [took 18.4370s]
-23/03/24 18:07:05| INFO bin_sld_lr_gs finished [took 54.8471s]
-23/03/24 18:07:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00802) [took 48.9164s]
-23/03/24 18:08:31| INFO mul_sld_lr_gs finished [took 86.2093s]
-23/03/24 18:09:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00627) [took 52.3243s]
-23/03/24 18:09:58| INFO m3w_sld_lr_gs finished [took 86.1278s]
-23/03/24 18:09:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 266.7565s]
-23/03/24 18:09:58| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-23/03/24 18:10:27| INFO ref finished [took 28.7630s]
-23/03/24 18:10:30| INFO atc_mc finished [took 32.1853s]
-23/03/24 18:10:34| INFO doc finished [took 35.4845s]
-23/03/24 18:10:40| INFO bin_sld_lr_is finished [took 41.9813s]
-23/03/24 18:10:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.15038) [took 15.1406s]
-23/03/24 18:11:32| INFO bin_sld_lr_gs finished [took 51.8936s]
-23/03/24 18:12:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00994) [took 77.2499s]
-23/03/24 18:13:27| INFO mul_sld_lr_gs finished [took 114.7003s]
-23/03/24 18:14:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00598) [took 53.4974s]
-23/03/24 18:14:55| INFO m3w_sld_lr_gs finished [took 87.8074s]
-23/03/24 18:14:55| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 297.3225s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:15:00| INFO dataset rcv1_MCAT [pool size: 10]
-23/03/24 18:15:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-23/03/24 18:15:29| INFO ref finished [took 29.5145s]
-23/03/24 18:15:33| INFO atc_mc finished [took 33.1925s]
-23/03/24 18:15:35| INFO doc finished [took 35.2185s]
-23/03/24 18:15:39| INFO bin_sld_lr_is finished [took 38.9318s]
-23/03/24 18:15:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00499) [took 8.4072s]
-23/03/24 18:16:25| INFO bin_sld_lr_gs finished [took 45.3163s]
-23/03/24 18:17:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00677) [took 72.8117s]
-23/03/24 18:18:15| INFO mul_sld_lr_gs finished [took 110.2357s]
-23/03/24 18:19:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 46.9797s]
-23/03/24 18:19:36| INFO m3w_sld_lr_gs finished [took 81.3292s]
-23/03/24 18:19:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 276.7762s]
-23/03/24 18:19:36| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-23/03/24 18:20:06| INFO ref finished [took 29.4763s]
-23/03/24 18:20:10| INFO atc_mc finished [took 32.8139s]
-23/03/24 18:20:12| INFO doc finished [took 34.8111s]
-23/03/24 18:20:22| INFO bin_sld_lr_is finished [took 45.3644s]
-23/03/24 18:20:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.13941) [took 19.8729s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:21:29| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 18:21:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-----------------------------------------------------------------------------------------------------
-23/03/24 18:22:04| INFO dataset rcv1_GCAT [pool size: 10]
-23/03/24 18:22:04| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-23/03/24 18:22:35| INFO ref finished [took 28.7281s]
-23/03/24 18:22:38| INFO atc_mc finished [took 32.2898s]
-23/03/24 18:22:40| INFO doc finished [took 34.0234s]
-23/03/24 18:22:43| INFO bin_sld_lr_is finished [took 37.4724s]
-23/03/24 18:23:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00501) [took 18.4731s]
-23/03/24 18:23:39| INFO bin_sld_lr_gs finished [took 54.7945s]
-23/03/24 18:23:39| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 94.3622s]
-23/03/24 18:23:39| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-23/03/24 18:24:09| INFO ref finished [took 29.6324s]
-23/03/24 18:24:11| INFO atc_mc finished [took 32.3203s]
-23/03/24 18:24:13| INFO doc finished [took 34.3130s]
-23/03/24 18:24:18| INFO bin_sld_lr_is finished [took 39.1886s]
-23/03/24 18:24:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00589) [took 16.3871s]
-23/03/24 18:25:12| INFO bin_sld_lr_gs finished [took 53.6400s]
-23/03/24 18:25:12| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 93.6040s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:28:02| INFO dataset twitter_gasp [pool size: 10]
-23/03/24 18:28:02| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp started
-23/03/24 18:31:14| INFO ref finished [took 189.5881s]
-23/03/24 18:31:50| INFO atc_mc finished [took 225.5500s]
-23/03/24 18:33:11| INFO doc finished [took 306.3239s]
-23/03/24 18:34:15| INFO bin_sld_lr_is finished [took 370.2931s]
-23/03/24 18:34:15| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp finished [took 373.0566s]
-----------------------------------------------------------------------------------------------------
-23/03/24 18:35:12| INFO dataset twitter_gasp [pool size: 10]
-23/03/24 18:35:12| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp started
-23/03/24 18:38:26| INFO ref finished [took 190.6336s]
-23/03/24 18:39:00| INFO atc_mc finished [took 224.8782s]
-23/03/24 18:40:22| INFO doc finished [took 307.1053s]
-23/03/24 18:41:24| INFO bin_sld_lr_is finished [took 368.5114s]
-23/03/24 18:42:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.31780) [took 74.0675s]
-23/03/24 18:48:52| INFO bin_sld_lr_gs finished [took 447.3591s]
-23/03/24 18:48:52| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp finished [took 819.8403s]
-----------------------------------------------------------------------------------------------------
-23/03/24 19:42:57| INFO dataset twitter_gasp [pool size: 10]
-23/03/24 19:42:57| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp started
-23/03/24 19:45:47| INFO ref finished [took 167.4161s]
-23/03/24 19:46:20| INFO atc_mc finished [took 200.6698s]
-23/03/24 19:47:42| INFO doc finished [took 282.4151s]
-23/03/24 19:48:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.31780) [took 71.2383s]
-23/03/24 19:55:05| INFO bin_sld_lr_gs finished [took 441.6223s]
-23/03/24 20:11:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.27695) [took 954.5342s]
-23/03/24 20:16:29| INFO mul_sld_lr_gs finished [took 1282.8734s]
-23/03/24 20:16:29| INFO Dataset sample [0.1 0.1 0.8] of dataset twitter_gasp finished [took 2012.0387s]
-23/03/24 20:16:29| INFO Dataset sample [0.1 0.2 0.7] of dataset twitter_gasp started
-23/03/24 20:19:25| INFO ref finished [took 171.3929s]
-23/03/24 20:19:50| INFO atc_mc finished [took 196.6612s]
-23/03/24 20:21:16| INFO doc finished [took 283.0184s]
-23/03/24 20:23:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.20335) [took 137.0711s]
-23/03/24 20:29:37| INFO bin_sld_lr_gs finished [took 496.6746s]
-23/03/24 20:56:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.18306) [took 1619.0936s]
-23/03/24 21:02:55| INFO mul_sld_lr_gs finished [took 1994.9100s]
-23/03/24 21:02:55| INFO Dataset sample [0.1 0.2 0.7] of dataset twitter_gasp finished [took 2785.7228s]
-23/03/24 21:02:55| INFO Dataset sample [0.1 0.3 0.6] of dataset twitter_gasp started
-23/03/24 21:05:45| INFO ref finished [took 165.7900s]
-23/03/24 21:06:25| INFO atc_mc finished [took 205.3993s]
-23/03/24 21:07:32| INFO doc finished [took 273.2106s]
-23/03/24 21:10:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.45373) [took 154.4720s]
-23/03/24 21:15:55| INFO bin_sld_lr_gs finished [took 498.7315s]
-23/03/24 21:41:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.34115) [took 1517.1957s]
-23/03/24 21:47:01| INFO mul_sld_lr_gs finished [took 1863.1379s]
-23/03/24 21:47:01| INFO Dataset sample [0.1 0.3 0.6] of dataset twitter_gasp finished [took 2646.2735s]
-23/03/24 21:47:01| INFO Dataset sample [0.1 0.4 0.5] of dataset twitter_gasp started
-23/03/24 21:49:53| INFO ref finished [took 169.4108s]
-23/03/24 21:50:27| INFO atc_mc finished [took 203.1705s]
-23/03/24 21:51:40| INFO doc finished [took 276.5127s]
-23/03/24 21:57:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.39790) [took 369.1918s]
-23/03/24 22:03:49| INFO bin_sld_lr_gs finished [took 726.3554s]
-23/03/24 22:33:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.29012) [took 1776.7620s]
-23/03/24 22:39:12| INFO mul_sld_lr_gs finished [took 2121.1486s]
-23/03/24 22:39:12| INFO Dataset sample [0.1 0.4 0.5] of dataset twitter_gasp finished [took 3130.6817s]
-23/03/24 22:39:12| INFO Dataset sample [0.1 0.5 0.4] of dataset twitter_gasp started
-23/03/24 22:42:05| INFO ref finished [took 168.4307s]
-23/03/24 22:42:41| INFO atc_mc finished [took 204.3716s]
-23/03/24 22:43:53| INFO doc finished [took 276.3731s]
-23/03/24 22:49:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.38753) [took 317.5081s]
-23/03/24 22:55:16| INFO bin_sld_lr_gs finished [took 678.0761s]
-23/03/24 23:21:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.30605) [took 1569.6995s]
-23/03/24 23:28:43| INFO mul_sld_lr_gs finished [took 2001.7825s]
-23/03/24 23:28:43| INFO Dataset sample [0.1 0.5 0.4] of dataset twitter_gasp finished [took 2970.8333s]
-23/03/24 23:28:43| INFO Dataset sample [0.1 0.6 0.3] of dataset twitter_gasp started
-23/03/24 23:31:39| INFO ref finished [took 172.9644s]
-23/03/24 23:31:59| INFO atc_mc finished [took 193.9490s]
-23/03/24 23:33:28| INFO doc finished [took 282.4988s]
-23/03/24 23:38:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.46894) [took 306.3956s]
-23/03/24 23:45:15| INFO bin_sld_lr_gs finished [took 704.9389s]
-24/03/24 00:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.28360) [took 1697.4398s]
-24/03/24 00:19:45| INFO mul_sld_lr_gs finished [took 2068.7239s]
-24/03/24 00:19:45| INFO Dataset sample [0.1 0.6 0.3] of dataset twitter_gasp finished [took 3062.8557s]
-24/03/24 00:19:46| INFO Dataset sample [0.1 0.7 0.2] of dataset twitter_gasp started
-24/03/24 00:22:39| INFO ref finished [took 171.2353s]
-24/03/24 00:23:05| INFO atc_mc finished [took 197.1845s]
-24/03/24 00:24:30| INFO doc finished [took 281.6584s]
-24/03/24 00:26:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.45066) [took 92.5093s]
-24/03/24 00:33:15| INFO bin_sld_lr_gs finished [took 523.9133s]
-24/03/24 00:52:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.15728) [took 1148.3511s]
-24/03/24 00:59:13| INFO mul_sld_lr_gs finished [took 1555.8012s]
-24/03/24 00:59:13| INFO Dataset sample [0.1 0.7 0.2] of dataset twitter_gasp finished [took 2367.1019s]
-24/03/24 00:59:13| INFO Dataset sample [0.1 0.8 0.1] of dataset twitter_gasp started
-24/03/24 01:02:01| INFO ref finished [took 165.6138s]
-24/03/24 01:02:38| INFO atc_mc finished [took 202.0159s]
-24/03/24 01:03:48| INFO doc finished [took 272.3917s]
-24/03/24 01:05:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.32780) [took 89.5332s]
-24/03/24 01:14:01| INFO bin_sld_lr_gs finished [took 610.9926s]
-24/03/24 01:34:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.39650) [took 1212.0476s]
-24/03/24 01:40:12| INFO mul_sld_lr_gs finished [took 1569.3225s]
-24/03/24 01:40:12| INFO Dataset sample [0.1 0.8 0.1] of dataset twitter_gasp finished [took 2459.8550s]
-24/03/24 01:40:13| INFO Dataset sample [0.2 0.1 0.7] of dataset twitter_gasp started
-24/03/24 01:43:08| INFO ref finished [took 171.8125s]
-24/03/24 01:43:41| INFO atc_mc finished [took 205.4032s]
-24/03/24 01:44:50| INFO doc finished [took 274.7637s]
-24/03/24 01:51:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.29861) [took 415.5057s]
-24/03/24 01:57:37| INFO bin_sld_lr_gs finished [took 764.2145s]
-24/03/24 02:24:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08442) [took 1620.1289s]
-24/03/24 02:32:04| INFO mul_sld_lr_gs finished [took 2064.8842s]
-24/03/24 02:32:04| INFO Dataset sample [0.2 0.1 0.7] of dataset twitter_gasp finished [took 3111.7593s]
-24/03/24 02:32:04| INFO Dataset sample [0.2 0.2 0.6] of dataset twitter_gasp started
-24/03/24 02:34:59| INFO ref finished [took 171.7735s]
-24/03/24 02:35:26| INFO atc_mc finished [took 198.4913s]
-24/03/24 02:36:52| INFO doc finished [took 284.4719s]
-24/03/24 02:55:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.10977) [took 1101.3241s]
-24/03/24 03:06:36| INFO bin_sld_lr_gs finished [took 1782.1657s]
-24/03/24 03:38:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.10545) [took 1896.6195s]
-24/03/24 03:44:22| INFO mul_sld_lr_gs finished [took 2263.4609s]
-24/03/24 03:44:22| INFO Dataset sample [0.2 0.2 0.6] of dataset twitter_gasp finished [took 4337.6081s]
-24/03/24 03:44:22| INFO Dataset sample [0.2 0.3 0.5] of dataset twitter_gasp started
-24/03/24 03:47:16| INFO ref finished [took 169.1338s]
-24/03/24 03:47:52| INFO atc_mc finished [took 205.8354s]
-24/03/24 03:49:04| INFO doc finished [took 277.1275s]
-24/03/24 04:06:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.05928) [took 1036.7130s]
-24/03/24 04:28:27| INFO bin_sld_lr_gs finished [took 2358.3194s]
-24/03/24 04:56:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.04820) [took 1678.8528s]
-24/03/24 05:02:49| INFO mul_sld_lr_gs finished [took 2057.6758s]
-24/03/24 05:02:49| INFO Dataset sample [0.2 0.3 0.5] of dataset twitter_gasp finished [took 4706.7902s]
-24/03/24 05:02:49| INFO Dataset sample [0.2 0.4 0.4] of dataset twitter_gasp started
-24/03/24 05:05:36| INFO ref finished [took 163.6101s]
-24/03/24 05:06:16| INFO atc_mc finished [took 204.0339s]
-24/03/24 05:07:38| INFO doc finished [took 285.2930s]
-24/03/24 05:22:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.06817) [took 865.6232s]
-24/03/24 05:32:03| INFO bin_sld_lr_gs finished [took 1462.6470s]
-24/03/24 05:55:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.06590) [took 1408.2803s]
-24/03/24 06:01:24| INFO mul_sld_lr_gs finished [took 1758.8460s]
-24/03/24 06:01:24| INFO Dataset sample [0.2 0.4 0.4] of dataset twitter_gasp finished [took 3515.6718s]
-24/03/24 06:01:24| INFO Dataset sample [0.2 0.5 0.3] of dataset twitter_gasp started
-24/03/24 06:04:19| INFO ref finished [took 172.1190s]
-24/03/24 06:04:45| INFO atc_mc finished [took 198.0125s]
-24/03/24 06:06:11| INFO doc finished [took 283.3396s]
-24/03/24 06:23:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.05915) [took 1031.1653s]
-24/03/24 06:36:25| INFO bin_sld_lr_gs finished [took 1812.6412s]
-24/03/24 07:09:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.07436) [took 1969.4414s]
-24/03/24 07:15:39| INFO mul_sld_lr_gs finished [took 2351.6924s]
-24/03/24 07:15:39| INFO Dataset sample [0.2 0.5 0.3] of dataset twitter_gasp finished [took 4454.6974s]
-24/03/24 07:15:39| INFO Dataset sample [0.2 0.6 0.2] of dataset twitter_gasp started
-24/03/24 07:18:38| INFO ref finished [took 173.8867s]
-24/03/24 07:18:59| INFO atc_mc finished [took 196.0171s]
-24/03/24 07:20:28| INFO doc finished [took 283.8673s]
-24/03/24 07:36:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.35023) [took 942.7367s]
-24/03/24 07:42:39| INFO bin_sld_lr_gs finished [took 1326.8983s]
-24/03/24 08:10:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.14448) [took 1668.4160s]
-24/03/24 08:16:54| INFO mul_sld_lr_gs finished [took 2050.4526s]
-24/03/24 08:16:54| INFO Dataset sample [0.2 0.6 0.2] of dataset twitter_gasp finished [took 3675.1176s]
-24/03/24 08:16:54| INFO Dataset sample [0.3 0.1 0.6] of dataset twitter_gasp started
-24/03/24 08:19:45| INFO ref finished [took 167.6289s]
-24/03/24 08:20:21| INFO atc_mc finished [took 203.5763s]
-24/03/24 08:21:36| INFO doc finished [took 278.8141s]
-24/03/24 08:29:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.43840) [took 474.1795s]
-24/03/24 08:35:43| INFO bin_sld_lr_gs finished [took 844.4202s]
-24/03/24 09:03:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.33993) [took 1657.3825s]
-24/03/24 09:09:38| INFO mul_sld_lr_gs finished [took 2033.2904s]
-24/03/24 09:09:38| INFO Dataset sample [0.3 0.1 0.6] of dataset twitter_gasp finished [took 3163.8876s]
-24/03/24 09:09:38| INFO Dataset sample [0.3 0.2 0.5] of dataset twitter_gasp started
-24/03/24 09:12:28| INFO ref finished [took 166.0508s]
-24/03/24 09:13:10| INFO atc_mc finished [took 207.8181s]
-24/03/24 09:14:21| INFO doc finished [took 279.1057s]
-24/03/24 09:33:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.12476) [took 1138.0470s]
-24/03/24 09:42:06| INFO bin_sld_lr_gs finished [took 1662.0260s]
-----------------------------------------------------------------------------------------------------
-24/03/24 10:09:42| INFO dataset twitter_gasp_4prevs [pool size: 10]
-24/03/24 10:09:42| INFO Dataset sample [0.2 0.2 0.6] of dataset twitter_gasp_4prevs started
-24/03/24 10:12:41| INFO ref finished [took 173.8145s]
-24/03/24 10:13:10| INFO atc_mc finished [took 203.0342s]
-24/03/24 10:14:33| INFO doc finished [took 285.7280s]
-----------------------------------------------------------------------------------------------------
-26/03/24 13:07:00| INFO dataset rcv1_GCAT_1prevs [pool size: 10]
-26/03/24 13:07:00| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT_1prevs started
-26/03/24 13:07:00| WARNING Method ref failed. Exception: index 1 is out of bounds for axis 0 with size 1
-26/03/24 13:07:01| WARNING Method naive failed. Exception: index 1 is out of bounds for axis 0 with size 1
-26/03/24 13:07:01| WARNING Method mandoline failed. Exception: index 1 is out of bounds for axis 0 with size 1
-26/03/24 13:09:52| WARNING Method rca failed. Exception: index 1 is out of bounds for axis 0 with size 1
-----------------------------------------------------------------------------------------------------
-26/03/24 13:10:42| INFO dataset rcv1_GCAT_1prevs [pool size: 10]
-26/03/24 13:10:42| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT_1prevs started
-26/03/24 13:10:42| INFO ref finished [took 0.3006s]
-26/03/24 13:10:43| INFO naive finished [took 0.2856s]
-26/03/24 13:10:51| INFO mandoline finished [took 8.2882s]
-----------------------------------------------------------------------------------------------------
-26/03/24 13:12:43| INFO dataset rcv1_GCAT_1prevs [pool size: 10]
-26/03/24 13:12:43| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT_1prevs started
-26/03/24 13:12:44| INFO ref finished [took 0.2974s]
-26/03/24 13:12:44| INFO naive finished [took 0.2897s]
-26/03/24 13:12:52| INFO mandoline finished [took 8.2761s]
-----------------------------------------------------------------------------------------------------
-26/03/24 13:13:23| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/03/24 13:13:23| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT_1prevs started
-26/03/24 13:13:23| INFO ref finished [took 0.2911s]
-26/03/24 13:13:24| INFO naive finished [took 0.2978s]
diff --git a/quacc/legacy/data.py b/quacc/legacy/data.py
deleted file mode 100644
index 60f661c..0000000
--- a/quacc/legacy/data.py
+++ /dev/null
@@ -1,376 +0,0 @@
-from typing import List, Tuple
-
-import numpy as np
-import scipy.sparse as sp
-from quapy.data import LabelledCollection
-
-# Extended classes
-#
-# 0 ~ True 0
-# 1 ~ False 1
-# 2 ~ False 0
-# 3 ~ True 1
-# _____________________
-# | | |
-# | True 0 | False 1 |
-# |__________|__________|
-# | | |
-# | False 0 | True 1 |
-# |__________|__________|
-#
-
-
-def _split_index_by_pred(pred_proba: np.ndarray) -> List[np.ndarray]:
- _pred_label = np.argmax(pred_proba, axis=1)
- return [(_pred_label == cl).nonzero()[0] for cl in np.arange(pred_proba.shape[1])]
-
-
-class ExtensionPolicy:
- def __init__(self, collapse_false=False, group_false=False, dense=False):
- self.collapse_false = collapse_false
- self.group_false = group_false
- self.dense = dense
-
- def qclasses(self, nbcl):
- if self.collapse_false:
- return np.arange(nbcl + 1)
- elif self.group_false:
- return np.arange(nbcl * 2)
-
- return np.arange(nbcl**2)
-
- def eclasses(self, nbcl):
- return np.arange(nbcl**2)
-
- def tfp_classes(self, nbcl):
- if self.group_false:
- return np.arange(2)
- else:
- return np.arange(nbcl)
-
- def matrix_idx(self, nbcl):
- if self.collapse_false:
- _idxs = np.array([[i, i] for i in range(nbcl)] + [[0, 1]]).T
- return tuple(_idxs)
- elif self.group_false:
- diag_idxs = np.diag_indices(nbcl)
- sub_diag_idxs = tuple(
- np.array([((i + 1) % nbcl, i) for i in range(nbcl)]).T
- )
- return tuple(np.concatenate(axis) for axis in zip(diag_idxs, sub_diag_idxs))
- # def mask_fn(m, k):
- # n = m.shape[0]
- # d = np.diag(np.tile(1, n))
- # d[tuple(zip(*[(i, (i + 1) % n) for i in range(n)]))] = 1
- # return d
-
- # _mi = np.mask_indices(nbcl, mask_func=mask_fn)
- # print(_mi)
- # return _mi
- else:
- _idxs = np.indices((nbcl, nbcl))
- return _idxs[0].flatten(), _idxs[1].flatten()
-
- def ext_lbl(self, nbcl):
- if self.collapse_false:
-
- def cf_fun(t, p):
- return t if t == p else nbcl
-
- return np.vectorize(cf_fun, signature="(),()->()")
-
- elif self.group_false:
-
- def gf_fun(t, p):
- # if t < nbcl - 1:
- # return t * 2 if t == p else (t * 2) + 1
- # else:
- # return t * 2 if t != p else (t * 2) + 1
- return p if t == p else nbcl + p
-
- return np.vectorize(gf_fun, signature="(),()->()")
-
- else:
-
- def default_fn(t, p):
- return t * nbcl + p
-
- return np.vectorize(default_fn, signature="(),()->()")
-
- def true_lbl_from_pred(self, nbcl):
- if self.group_false:
- return np.vectorize(lambda t, p: 0 if t == p else 1, signature="(),()->()")
- else:
- return np.vectorize(lambda t, p: t, signature="(),()->()")
-
- def can_f1(self, nbcl):
- return nbcl == 2 or (not self.collapse_false and not self.group_false)
-
-
-class ExtendedData:
- def __init__(
- self,
- instances: np.ndarray | sp.csr_matrix,
- pred_proba: np.ndarray,
- ext: np.ndarray = None,
- extpol=None,
- ):
- self.extpol = ExtensionPolicy() if extpol is None else extpol
- self.b_instances_ = instances
- self.pred_proba_ = pred_proba
- self.ext_ = ext
- self.instances = self.__extend_instances(instances, pred_proba, ext=ext)
-
- def __extend_instances(
- self,
- instances: np.ndarray | sp.csr_matrix,
- pred_proba: np.ndarray,
- ext: np.ndarray = None,
- ) -> np.ndarray | sp.csr_matrix:
- to_append = ext
- if ext is None:
- to_append = pred_proba
-
- if isinstance(instances, sp.csr_matrix):
- if self.extpol.dense:
- n_x = to_append
- else:
- n_x = sp.hstack([instances, sp.csr_matrix(to_append)], format="csr")
- elif isinstance(instances, np.ndarray):
- _concat = [instances, to_append] if not self.extpol.dense else [to_append]
- n_x = np.concatenate(_concat, axis=1)
- else:
- raise ValueError("Unsupported matrix format")
-
- return n_x
-
- @property
- def X(self):
- return self.instances
-
- @property
- def nbcl(self):
- return self.pred_proba_.shape[1]
-
- def split_by_pred(self, _indexes: List[np.ndarray] | None = None):
- def _empty_matrix():
- if isinstance(self.instances, np.ndarray):
- return np.asarray([], dtype=int)
- elif isinstance(self.instances, sp.csr_matrix):
- return sp.csr_matrix(np.empty((0, 0), dtype=int))
-
- if _indexes is None:
- _indexes = _split_index_by_pred(self.pred_proba_)
-
- _instances = [
- self.instances[ind] if ind.shape[0] > 0 else _empty_matrix()
- for ind in _indexes
- ]
-
- return _instances
-
- def __len__(self):
- return self.instances.shape[0]
-
-
-class ExtendedLabels:
- def __init__(
- self,
- true: np.ndarray,
- pred: np.ndarray,
- nbcl: np.ndarray,
- extpol: ExtensionPolicy = None,
- ):
- self.extpol = ExtensionPolicy() if extpol is None else extpol
- self.true = true
- self.pred = pred
- self.nbcl = nbcl
-
- @property
- def y(self):
- return self.extpol.ext_lbl(self.nbcl)(self.true, self.pred)
-
- @property
- def classes(self):
- return self.extpol.qclasses(self.nbcl)
-
- def __getitem__(self, idx):
- return ExtendedLabels(self.true[idx], self.pred[idx], self.nbcl)
-
- def split_by_pred(self, _indexes: List[np.ndarray]):
- _labels = []
- for cl, ind in enumerate(_indexes):
- _true, _pred = self.true[ind], self.pred[ind]
- assert (
- _pred.shape[0] == 0 or (_pred == _pred[0]).all()
- ), "index is selecting non uniform class"
- _tfp = self.extpol.true_lbl_from_pred(self.nbcl)(_true, _pred)
- _labels.append(_tfp)
-
- return _labels, self.extpol.tfp_classes(self.nbcl)
-
-
-class ExtendedPrev:
- def __init__(
- self,
- flat: np.ndarray,
- nbcl: int,
- extpol: ExtensionPolicy = None,
- ):
- self.flat = flat
- self.nbcl = nbcl
- self.extpol = ExtensionPolicy() if extpol is None else extpol
- # self._matrix = self.__build_matrix()
-
- def __build_matrix(self):
- _matrix = np.zeros((self.nbcl, self.nbcl))
- _matrix[self.extpol.matrix_idx(self.nbcl)] = self.flat
- return _matrix
-
- def can_f1(self):
- return self.extpol.can_f1(self.nbcl)
-
- @property
- def A(self):
- # return self._matrix
- return self.__build_matrix()
-
- @property
- def classes(self):
- return self.extpol.qclasses(self.nbcl)
-
-
-class ExtMulPrev(ExtendedPrev):
- def __init__(
- self,
- flat: np.ndarray,
- nbcl: int,
- q_classes: list = None,
- extpol: ExtensionPolicy = None,
- ):
- super().__init__(flat, nbcl, extpol=extpol)
- self.flat = self.__check_q_classes(q_classes, flat)
-
- def __check_q_classes(self, q_classes, flat):
- if q_classes is None:
- return flat
- q_classes = np.array(q_classes)
- _flat = np.zeros(self.extpol.qclasses(self.nbcl).shape)
- _flat[q_classes] = flat
- return _flat
-
-
-class ExtBinPrev(ExtendedPrev):
- def __init__(
- self,
- flat: List[np.ndarray],
- nbcl: int,
- q_classes: List[List[int]] = None,
- extpol: ExtensionPolicy = None,
- ):
- super().__init__(flat, nbcl, extpol=extpol)
- flat = self.__check_q_classes(q_classes, flat)
- self.flat = self.__build_flat(flat)
-
- def __check_q_classes(self, q_classes, flat):
- if q_classes is None:
- return flat
- _flat = []
- for fl, qc in zip(flat, q_classes):
- qc = np.array(qc)
- _fl = np.zeros(self.extpol.tfp_classes(self.nbcl).shape)
- _fl[qc] = fl
- _flat.append(_fl)
- return np.array(_flat)
-
- def __build_flat(self, flat):
- return np.concatenate(flat.T)
-
-
-class ExtendedCollection(LabelledCollection):
- def __init__(
- self,
- instances: np.ndarray | sp.csr_matrix,
- labels: np.ndarray,
- pred_proba: np.ndarray = None,
- ext: np.ndarray = None,
- extpol=None,
- ):
- self.extpol = ExtensionPolicy() if extpol is None else extpol
- e_data, e_labels = self.__extend_collection(
- instances=instances,
- labels=labels,
- pred_proba=pred_proba,
- ext=ext,
- )
- self.e_data_ = e_data
- self.e_labels_ = e_labels
- super().__init__(e_data.X, e_labels.y, classes=e_labels.classes)
-
- @classmethod
- def from_lc(
- cls,
- lc: LabelledCollection,
- pred_proba: np.ndarray,
- ext: np.ndarray = None,
- extpol=None,
- ):
- return ExtendedCollection(
- lc.X, lc.y, pred_proba=pred_proba, ext=ext, extpol=extpol
- )
-
- @property
- def pred_proba(self):
- return self.e_data_.pred_proba_
-
- @property
- def ext(self):
- return self.e_data_.ext_
-
- @property
- def eX(self):
- return self.e_data_
-
- @property
- def ey(self):
- return self.e_labels_
-
- @property
- def n_base_classes(self):
- return self.e_labels_.nbcl
-
- @property
- def n_classes(self):
- return len(self.e_labels_.classes)
-
- def e_prevalence(self) -> ExtendedPrev:
- _prev = self.prevalence()
- return ExtendedPrev(_prev, self.n_base_classes, extpol=self.extpol)
-
- def split_by_pred(self):
- _indexes = _split_index_by_pred(self.pred_proba)
- _instances = self.e_data_.split_by_pred(_indexes)
- # _labels = [self.ey[ind] for ind in _indexes]
- _labels, _cls = self.e_labels_.split_by_pred(_indexes)
- return [
- LabelledCollection(inst, lbl, classes=_cls)
- for inst, lbl in zip(_instances, _labels)
- ]
-
- def __extend_collection(
- self,
- instances: sp.csr_matrix | np.ndarray,
- labels: np.ndarray,
- pred_proba: np.ndarray,
- ext: np.ndarray = None,
- extpol=None,
- ) -> Tuple[ExtendedData, ExtendedLabels]:
- n_classes = pred_proba.shape[1]
- # n_X = [ X | predicted probs. ]
- e_instances = ExtendedData(instances, pred_proba, ext=ext, extpol=self.extpol)
-
- # n_y = (exptected y, predicted y)
- preds = np.argmax(pred_proba, axis=-1)
- e_labels = ExtendedLabels(labels, preds, n_classes, extpol=self.extpol)
-
- return e_instances, e_labels
diff --git a/quacc/legacy/environment.py b/quacc/legacy/environment.py
deleted file mode 100644
index 09e586a..0000000
--- a/quacc/legacy/environment.py
+++ /dev/null
@@ -1,86 +0,0 @@
-from contextlib import contextmanager
-
-import numpy as np
-import quapy as qp
-import yaml
-
-
-class environ:
- _default_env = {
- "DATASET_NAME": None,
- "DATASET_TARGET": None,
- "METRICS": [],
- "COMP_ESTIMATORS": [],
- "DATASET_N_PREVS": 9,
- "DATASET_PREVS": None,
- "OUT_DIR_NAME": "output",
- "OUT_DIR": None,
- "PLOT_DIR_NAME": "plot",
- "PLOT_OUT_DIR": None,
- "DATASET_DIR_UPDATE": False,
- "PROTOCOL_N_PREVS": 21,
- "PROTOCOL_REPEATS": 100,
- "SAMPLE_SIZE": 1000,
- # "PLOT_ESTIMATORS": [],
- "PLOT_STDEV": False,
- "_R_SEED": 0,
- "N_JOBS": 1,
- }
- _keys = list(_default_env.keys())
-
- def __init__(self):
- self.__load_file()
-
- def __load_file(self):
- _state = environ._default_env.copy()
-
- with open("conf.yaml", "r") as f:
- confs = yaml.safe_load(f)["exec"]
-
- _state = _state | confs["global"]
- self.__setdict(_state)
- self._confs = confs["confs"]
-
- def __setdict(self, d: dict):
- for k, v in d.items():
- super().__setattr__(k, v)
- match k:
- case "SAMPLE_SIZE":
- qp.environ["SAMPLE_SIZE"] = v
- case "_R_SEED":
- qp.environ["_R_SEED"] = v
- np.random.seed(v)
-
- def to_dict(self) -> dict:
- return {k: self.__getattribute__(k) for k in environ._keys}
-
- @property
- def confs(self):
- return self._confs.copy()
-
- @contextmanager
- def load(self, conf):
- __current = self.to_dict()
- __np_random_state = np.random.get_state()
-
- if conf is None:
- conf = {}
-
- if isinstance(conf, environ):
- conf = conf.to_dict()
-
- self.__setdict(conf)
-
- try:
- yield
- finally:
- self.__setdict(__current)
- np.random.set_state(__np_random_state)
-
- def load_confs(self):
- for c in self.confs:
- with self.load(c):
- yield c
-
-
-env = environ()
diff --git a/quacc/legacy/evaluation/__init__.py b/quacc/legacy/evaluation/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/quacc/legacy/evaluation/alt.py b/quacc/legacy/evaluation/alt.py
deleted file mode 100644
index 62f4958..0000000
--- a/quacc/legacy/evaluation/alt.py
+++ /dev/null
@@ -1,115 +0,0 @@
-from functools import wraps
-
-import numpy as np
-import quapy.functional as F
-import sklearn.metrics as metrics
-from quapy.method.aggregative import ACC, EMQ
-from sklearn import clone
-from sklearn.linear_model import LogisticRegression
-
-import quacc as qc
-from quacc.legacy.evaluation.report import EvaluationReport
-
-_alts = {}
-
-
-def alt(func):
- @wraps(func)
- def wrapper(c_model, validation, protocol):
- return func(c_model, validation, protocol)
-
- wrapper.name = func.__name__
- _alts[func.__name__] = wrapper
-
- return wrapper
-
-
-@alt
-def cross(c_model, validation, protocol):
- y_val = validation.labels
- y_hat_val = c_model.predict(validation.instances)
-
- qcls = clone(c_model)
- qcls.fit(*validation.Xy)
-
- er = EvaluationReport(name="cross")
- for sample in protocol():
- y_hat = c_model.predict(sample.instances)
- y = sample.labels
- ground_acc = (y_hat == y).mean()
- ground_f1 = metrics.f1_score(y, y_hat, zero_division=0)
-
- q = EMQ(qcls)
- q.fit(validation, fit_classifier=False)
-
- M_hat = ACC.getPteCondEstim(validation.classes_, y_val, y_hat_val)
- p_hat = q.quantify(sample.instances)
- cont_table_hat = p_hat * M_hat
-
- acc_score = qc.error.acc(cont_table_hat)
- f1_score = qc.error.f1(cont_table_hat)
-
- meta_acc = abs(acc_score - ground_acc)
- meta_f1 = abs(f1_score - ground_f1)
- er.append_row(
- sample.prevalence(),
- acc=meta_acc,
- f1=meta_f1,
- acc_score=acc_score,
- f1_score=f1_score,
- )
-
- return er
-
-
-@alt
-def cross2(c_model, validation, protocol):
- classes = validation.classes_
- y_val = validation.labels
- y_hat_val = c_model.predict(validation.instances)
- M_hat = ACC.getPteCondEstim(classes, y_val, y_hat_val)
- pos_prev_val = validation.prevalence()[1]
-
- er = EvaluationReport(name="cross2")
- for sample in protocol():
- y_test = sample.labels
- y_hat_test = c_model.predict(sample.instances)
- ground_acc = (y_hat_test == y_test).mean()
- ground_f1 = metrics.f1_score(y_test, y_hat_test, zero_division=0)
- pos_prev_cc = F.prevalence_from_labels(y_hat_test, classes)[1]
- tpr_hat = M_hat[1, 1]
- fpr_hat = M_hat[1, 0]
- tnr_hat = M_hat[0, 0]
- pos_prev_test_hat = (pos_prev_cc - fpr_hat) / (tpr_hat - fpr_hat)
- pos_prev_test_hat = np.clip(pos_prev_test_hat, 0, 1)
-
- if pos_prev_val > 0.5:
- # in this case, the tpr might be a more reliable estimate than tnr
- A = np.asarray(
- [[0, 0, 1, 1], [0, 1, 0, 1], [1, 1, 1, 1], [0, tpr_hat, 0, tpr_hat - 1]]
- )
- else:
- # in this case, the tnr might be a more reliable estimate than tpr
- A = np.asarray(
- [[0, 0, 1, 1], [0, 1, 0, 1], [1, 1, 1, 1], [tnr_hat - 1, 0, tnr_hat, 0]]
- )
-
- b = np.asarray([pos_prev_cc, pos_prev_test_hat, 1, 0])
-
- tn, fn, fp, tp = np.linalg.solve(A, b)
- cont_table_hat = np.array([[tn, fp], [fn, tp]])
-
- acc_score = qc.error.acc(cont_table_hat)
- f1_score = qc.error.f1(cont_table_hat)
-
- meta_acc = abs(acc_score - ground_acc)
- meta_f1 = abs(f1_score - ground_f1)
- er.append_row(
- sample.prevalence(),
- acc=meta_acc,
- f1=meta_f1,
- acc_score=acc_score,
- f1_score=f1_score,
- )
-
- return er
diff --git a/quacc/legacy/evaluation/baseline.py b/quacc/legacy/evaluation/baseline.py
deleted file mode 100644
index cdeba24..0000000
--- a/quacc/legacy/evaluation/baseline.py
+++ /dev/null
@@ -1,590 +0,0 @@
-from functools import wraps
-from statistics import mean
-
-import numpy as np
-import sklearn.metrics as metrics
-from quapy.data import LabelledCollection
-from quapy.protocol import APP, AbstractStochasticSeededProtocol
-from scipy.sparse import issparse
-from sklearn.base import BaseEstimator
-from sklearn.linear_model import LinearRegression
-from sklearn.model_selection import cross_validate
-
-import baselines.atc as atc
-import baselines.doc as doclib
-import baselines.gde as gdelib
-import baselines.impweight as iw
-import baselines.mandoline as mandolib
-import baselines.rca as rcalib
-from baselines.utils import clone_fit
-from quacc.legacy.environment import env
-
-from .report import EvaluationReport
-
-_baselines = {}
-
-
-def baseline(func):
- @wraps(func)
- def wrapper(c_model, validation, protocol):
- return func(c_model, validation, protocol)
-
- wrapper.name = func.__name__
- _baselines[func.__name__] = wrapper
-
- return wrapper
-
-
-@baseline
-def kfcv(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- scoring = ["accuracy", "f1_macro"]
- scores = cross_validate(c_model, validation.X, validation.y, scoring=scoring)
- acc_score = mean(scores["test_accuracy"])
- f1_score = mean(scores["test_f1_macro"])
-
- report = EvaluationReport(name="kfcv")
- for test in protocol():
- test_preds = c_model_predict(test.X)
- meta_acc = abs(acc_score - metrics.accuracy_score(test.y, test_preds))
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_preds, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc_score=acc_score,
- f1_score=f1_score,
- acc=meta_acc,
- f1=meta_f1,
- )
-
- return report
-
-
-@baseline
-def ref(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
-):
- c_model_predict = getattr(c_model, "predict")
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- report = EvaluationReport(name="ref")
- for test in protocol():
- test_preds = c_model_predict(test.X)
- report.append_row(
- test.prevalence(),
- acc_score=metrics.accuracy_score(test.y, test_preds),
- f1_score=metrics.f1_score(test.y, test_preds, average=f1_average),
- )
-
- return report
-
-
-@baseline
-def naive(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- val_preds = c_model_predict(validation.X)
- val_acc = metrics.accuracy_score(validation.y, val_preds)
- val_f1 = metrics.f1_score(validation.y, val_preds, average=f1_average)
-
- report = EvaluationReport(name="naive")
- for test in protocol():
- test_preds = c_model_predict(test.X)
- test_acc = metrics.accuracy_score(test.y, test_preds)
- test_f1 = metrics.f1_score(test.y, test_preds, average=f1_average)
- meta_acc = abs(val_acc - test_acc)
- meta_f1 = abs(val_f1 - test_f1)
- report.append_row(
- test.prevalence(),
- acc_score=val_acc,
- f1_score=val_f1,
- acc=meta_acc,
- f1=meta_f1,
- )
-
- return report
-
-
-@baseline
-def mandoline(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict_proba",
-) -> EvaluationReport:
- c_model_predict = getattr(c_model, predict_method)
-
- val_probs = c_model_predict(validation.X)
- val_preds = np.argmax(val_probs, axis=1)
- D_val = mandolib.get_slices(val_probs)
- emprical_mat_list_val = (1.0 * (val_preds == validation.y))[:, np.newaxis]
-
- report = EvaluationReport(name="mandoline")
- for test in protocol():
- test_probs = c_model_predict(test.X)
- test_pred = np.argmax(test_probs, axis=1)
- D_test = mandolib.get_slices(test_probs)
- wp = mandolib.estimate_performance(D_val, D_test, None, emprical_mat_list_val)
- score = wp.all_estimates[0].weighted[0]
- meta_score = abs(score - metrics.accuracy_score(test.y, test_pred))
- report.append_row(test.prevalence(), acc=meta_score, acc_score=score)
-
- return report
-
-
-@baseline
-def rca(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- """elsahar19"""
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
- val1, val2 = validation.split_stratified(train_prop=0.5, random_state=env._R_SEED)
- val1_pred1 = c_model_predict(val1.X)
-
- val2_protocol = APP(
- val2,
- n_prevalences=21,
- repeats=100,
- return_type="labelled_collection",
- )
- val2_prot_preds = []
- val2_rca = []
- val2_prot_preds = []
- val2_prot_y = []
- for v2 in val2_protocol():
- _preds = c_model_predict(v2.X)
- try:
- c_model2 = clone_fit(c_model, v2.X, _preds)
- c_model2_predict = getattr(c_model2, predict_method)
- val1_pred2 = c_model2_predict(val1.X)
- rca_score = 1.0 - rcalib.get_score(val1_pred1, val1_pred2, val1.y)
- val2_rca.append(rca_score)
- val2_prot_preds.append(_preds)
- val2_prot_y.append(v2.y)
- except ValueError:
- pass
-
- val_targets_acc = np.array(
- [
- metrics.accuracy_score(v2_y, v2_preds)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_acc = LinearRegression().fit(np.array(val2_rca)[:, np.newaxis], val_targets_acc)
- val_targets_f1 = np.array(
- [
- metrics.f1_score(v2_y, v2_preds, average=f1_average)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_f1 = LinearRegression().fit(np.array(val2_rca)[:, np.newaxis], val_targets_f1)
-
- report = EvaluationReport(name="rca")
- for test in protocol():
- try:
- test_preds = c_model_predict(test.X)
- c_model2 = clone_fit(c_model, test.X, test_preds)
- c_model2_predict = getattr(c_model2, predict_method)
- val1_pred2 = c_model2_predict(val1.X)
- rca_score = 1.0 - rcalib.get_score(val1_pred1, val1_pred2, val1.y)
- acc_score = reg_acc.predict(np.array([[rca_score]]))[0]
- f1_score = reg_f1.predict(np.array([[rca_score]]))[0]
- meta_acc = abs(acc_score - metrics.accuracy_score(test.y, test_preds))
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_preds, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc=meta_acc,
- acc_score=acc_score,
- f1=meta_f1,
- f1_score=f1_score,
- )
- except ValueError:
- report.append_row(
- test.prevalence(),
- acc=np.nan,
- acc_score=np.nan,
- f1=np.nan,
- f1_score=np.nan,
- )
-
- return report
-
-
-@baseline
-def rca_star(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- """elsahar19"""
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
- validation1, val2 = validation.split_stratified(
- train_prop=0.5, random_state=env._R_SEED
- )
- val11, val12 = validation1.split_stratified(
- train_prop=0.5, random_state=env._R_SEED
- )
-
- val11_pred = c_model_predict(val11.X)
- c_model1 = clone_fit(c_model, val11.X, val11_pred)
- c_model1_predict = getattr(c_model1, predict_method)
- val12_pred1 = c_model1_predict(val12.X)
-
- val2_protocol = APP(
- val2,
- n_prevalences=21,
- repeats=100,
- return_type="labelled_collection",
- )
- val2_prot_preds = []
- val2_rca = []
- val2_prot_preds = []
- val2_prot_y = []
- for v2 in val2_protocol():
- _preds = c_model_predict(v2.X)
- try:
- c_model2 = clone_fit(c_model, v2.X, _preds)
- c_model2_predict = getattr(c_model2, predict_method)
- val12_pred2 = c_model2_predict(val12.X)
- rca_score = 1.0 - rcalib.get_score(val12_pred1, val12_pred2, val12.y)
- val2_rca.append(rca_score)
- val2_prot_preds.append(_preds)
- val2_prot_y.append(v2.y)
- except ValueError:
- pass
-
- val_targets_acc = np.array(
- [
- metrics.accuracy_score(v2_y, v2_preds)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_acc = LinearRegression().fit(np.array(val2_rca)[:, np.newaxis], val_targets_acc)
- val_targets_f1 = np.array(
- [
- metrics.f1_score(v2_y, v2_preds, average=f1_average)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_f1 = LinearRegression().fit(np.array(val2_rca)[:, np.newaxis], val_targets_f1)
-
- report = EvaluationReport(name="rca_star")
- for test in protocol():
- try:
- test_pred = c_model_predict(test.X)
- c_model2 = clone_fit(c_model, test.X, test_pred)
- c_model2_predict = getattr(c_model2, predict_method)
- val12_pred2 = c_model2_predict(val12.X)
- rca_star_score = 1.0 - rcalib.get_score(val12_pred1, val12_pred2, val12.y)
- acc_score = reg_acc.predict(np.array([[rca_star_score]]))[0]
- f1_score = reg_f1.predict(np.array([[rca_score]]))[0]
- meta_acc = abs(acc_score - metrics.accuracy_score(test.y, test_pred))
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_pred, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc=meta_acc,
- acc_score=acc_score,
- f1=meta_f1,
- f1_score=f1_score,
- )
- except ValueError:
- report.append_row(
- test.prevalence(),
- acc=np.nan,
- acc_score=np.nan,
- f1=np.nan,
- f1_score=np.nan,
- )
-
- return report
-
-
-@baseline
-def atc_mc(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict_proba",
-):
- """garg"""
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- ## Load ID validation data probs and labels
- val_probs, val_labels = c_model_predict(validation.X), validation.y
-
- ## score function, e.g., negative entropy or argmax confidence
- val_scores = atc.get_max_conf(val_probs)
- val_preds = np.argmax(val_probs, axis=-1)
- _, atc_thres = atc.find_ATC_threshold(val_scores, val_labels == val_preds)
-
- report = EvaluationReport(name="atc_mc")
- for test in protocol():
- ## Load OOD test data probs
- test_probs = c_model_predict(test.X)
- test_preds = np.argmax(test_probs, axis=-1)
- test_scores = atc.get_max_conf(test_probs)
- atc_accuracy = atc.get_ATC_acc(atc_thres, test_scores)
- meta_acc = abs(atc_accuracy - metrics.accuracy_score(test.y, test_preds))
- f1_score = atc.get_ATC_f1(
- atc_thres, test_scores, test_probs, average=f1_average
- )
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_preds, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc=meta_acc,
- acc_score=atc_accuracy,
- f1_score=f1_score,
- f1=meta_f1,
- )
-
- return report
-
-
-@baseline
-def atc_ne(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict_proba",
-):
- """garg"""
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- ## Load ID validation data probs and labels
- val_probs, val_labels = c_model_predict(validation.X), validation.y
-
- ## score function, e.g., negative entropy or argmax confidence
- val_scores = atc.get_entropy(val_probs)
- val_preds = np.argmax(val_probs, axis=-1)
- _, atc_thres = atc.find_ATC_threshold(val_scores, val_labels == val_preds)
-
- report = EvaluationReport(name="atc_ne")
- for test in protocol():
- ## Load OOD test data probs
- test_probs = c_model_predict(test.X)
- test_preds = np.argmax(test_probs, axis=-1)
- test_scores = atc.get_entropy(test_probs)
- atc_accuracy = atc.get_ATC_acc(atc_thres, test_scores)
- meta_acc = abs(atc_accuracy - metrics.accuracy_score(test.y, test_preds))
- f1_score = atc.get_ATC_f1(
- atc_thres, test_scores, test_probs, average=f1_average
- )
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_preds, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc=meta_acc,
- acc_score=atc_accuracy,
- f1_score=f1_score,
- f1=meta_f1,
- )
-
- return report
-
-
-@baseline
-def doc(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict_proba",
-):
- c_model_predict = getattr(c_model, predict_method)
- f1_average = "binary" if validation.n_classes == 2 else "macro"
-
- val1, val2 = validation.split_stratified(train_prop=0.5, random_state=env._R_SEED)
- val1_probs = c_model_predict(val1.X)
- val1_mc = np.max(val1_probs, axis=-1)
- val1_preds = np.argmax(val1_probs, axis=-1)
- val1_acc = metrics.accuracy_score(val1.y, val1_preds)
- val1_f1 = metrics.f1_score(val1.y, val1_preds, average=f1_average)
- val2_protocol = APP(
- val2,
- n_prevalences=21,
- repeats=100,
- return_type="labelled_collection",
- )
- val2_prot_mc = []
- val2_prot_preds = []
- val2_prot_y = []
- for v2 in val2_protocol():
- _probs = c_model_predict(v2.X)
- _mc = np.max(_probs, axis=-1)
- _preds = np.argmax(_probs, axis=-1)
- val2_prot_mc.append(_mc)
- val2_prot_preds.append(_preds)
- val2_prot_y.append(v2.y)
-
- val_scores = np.array([doclib.get_doc(val1_mc, v2_mc) for v2_mc in val2_prot_mc])
- val_targets_acc = np.array(
- [
- val1_acc - metrics.accuracy_score(v2_y, v2_preds)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_acc = LinearRegression().fit(val_scores[:, np.newaxis], val_targets_acc)
- val_targets_f1 = np.array(
- [
- val1_f1 - metrics.f1_score(v2_y, v2_preds, average=f1_average)
- for v2_y, v2_preds in zip(val2_prot_y, val2_prot_preds)
- ]
- )
- reg_f1 = LinearRegression().fit(val_scores[:, np.newaxis], val_targets_f1)
-
- report = EvaluationReport(name="doc")
- for test in protocol():
- test_probs = c_model_predict(test.X)
- test_preds = np.argmax(test_probs, axis=-1)
- test_mc = np.max(test_probs, axis=-1)
- acc_score = (
- val1_acc
- - reg_acc.predict(np.array([[doclib.get_doc(val1_mc, test_mc)]]))[0]
- )
- f1_score = (
- val1_f1 - reg_f1.predict(np.array([[doclib.get_doc(val1_mc, test_mc)]]))[0]
- )
- meta_acc = abs(acc_score - metrics.accuracy_score(test.y, test_preds))
- meta_f1 = abs(
- f1_score - metrics.f1_score(test.y, test_preds, average=f1_average)
- )
- report.append_row(
- test.prevalence(),
- acc=meta_acc,
- acc_score=acc_score,
- f1=meta_f1,
- f1_score=f1_score,
- )
-
- return report
-
-
-@baseline
-def doc_feat(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict_proba",
-):
- c_model_predict = getattr(c_model, predict_method)
-
- val_probs, val_labels = c_model_predict(validation.X), validation.y
- val_scores = np.max(val_probs, axis=-1)
- val_preds = np.argmax(val_probs, axis=-1)
- v1acc = np.mean(val_preds == val_labels) * 100
-
- report = EvaluationReport(name="doc_feat")
- for test in protocol():
- test_probs = c_model_predict(test.X)
- test_preds = np.argmax(test_probs, axis=-1)
- test_scores = np.max(test_probs, axis=-1)
- score = (v1acc + doc.get_doc(val_scores, test_scores)) / 100.0
- meta_acc = abs(score - metrics.accuracy_score(test.y, test_preds))
- report.append_row(test.prevalence(), acc=meta_acc, acc_score=score)
-
- return report
-
-
-@baseline
-def gde(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-) -> EvaluationReport:
- c_model_predict = getattr(c_model, predict_method)
- val1, val2 = validation.split_stratified(train_prop=0.5, random_state=env._R_SEED)
- c_model1 = clone_fit(c_model, val1.X, val1.y)
- c_model1_predict = getattr(c_model1, predict_method)
- c_model2 = clone_fit(c_model, val2.X, val2.y)
- c_model2_predict = getattr(c_model2, predict_method)
-
- report = EvaluationReport(name="gde")
- for test in protocol():
- test_pred = c_model_predict(test.X)
- test_pred1 = c_model1_predict(test.X)
- test_pred2 = c_model2_predict(test.X)
- score = gdelib.get_score(test_pred1, test_pred2)
- meta_score = abs(score - metrics.accuracy_score(test.y, test_pred))
- report.append_row(test.prevalence(), acc=meta_score, acc_score=score)
-
- return report
-
-
-@baseline
-def logreg(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- c_model_predict = getattr(c_model, predict_method)
-
- val_preds = c_model_predict(validation.X)
-
- report = EvaluationReport(name="logreg")
- for test in protocol():
- wx = iw.logreg(validation.X, validation.y, test.X)
- test_preds = c_model_predict(test.X)
- estim_acc = iw.get_acc(val_preds, validation.y, wx)
- true_acc = metrics.accuracy_score(test.y, test_preds)
- meta_score = abs(estim_acc - true_acc)
- report.append_row(test.prevalence(), acc=meta_score, acc_score=estim_acc)
-
- return report
-
-
-@baseline
-def kdex2(
- c_model: BaseEstimator,
- validation: LabelledCollection,
- protocol: AbstractStochasticSeededProtocol,
- predict_method="predict",
-):
- c_model_predict = getattr(c_model, predict_method)
-
- val_preds = c_model_predict(validation.X)
- log_likelihood_val = iw.kdex2_lltr(validation.X)
- Xval = validation.X.toarray() if issparse(validation.X) else validation.X
-
- report = EvaluationReport(name="kdex2")
- for test in protocol():
- Xte = test.X.toarray() if issparse(test.X) else test.X
- wx = iw.kdex2_weights(Xval, Xte, log_likelihood_val)
- test_preds = c_model_predict(Xte)
- estim_acc = iw.get_acc(val_preds, validation.y, wx)
- true_acc = metrics.accuracy_score(test.y, test_preds)
- meta_score = abs(estim_acc - true_acc)
- report.append_row(test.prevalence(), acc=meta_score, acc_score=estim_acc)
-
- return report
diff --git a/quacc/legacy/evaluation/comp.py b/quacc/legacy/evaluation/comp.py
deleted file mode 100644
index d07219f..0000000
--- a/quacc/legacy/evaluation/comp.py
+++ /dev/null
@@ -1,121 +0,0 @@
-import os
-import time
-from traceback import print_exception as traceback
-
-import numpy as np
-import pandas as pd
-import quapy as qp
-from joblib import Parallel, delayed
-from quapy.protocol import APP
-from sklearn.linear_model import LogisticRegression
-
-from quacc import logger
-from quacc.dataset import Dataset
-from quacc.legacy.environment import env
-from quacc.legacy.evaluation.estimators import CE
-from quacc.legacy.evaluation.report import CompReport, DatasetReport
-from quacc.utils.commons import parallel
-
-# from quacc.logger import logger, logger_manager
-
-# from quacc.evaluation.worker import WorkerArgs, estimate_worker
-
-pd.set_option("display.float_format", "{:.4f}".format)
-# qp.environ["SAMPLE_SIZE"] = env.SAMPLE_SIZE
-
-
-def estimate_worker(_estimate, train, validation, test, q=None):
- # qp.environ["SAMPLE_SIZE"] = env.SAMPLE_SIZE
- log = logger.setup_worker_logger(q)
-
- model = LogisticRegression()
-
- model.fit(*train.Xy)
- protocol = APP(
- test,
- n_prevalences=env.PROTOCOL_N_PREVS,
- repeats=env.PROTOCOL_REPEATS,
- return_type="labelled_collection",
- random_state=env._R_SEED,
- )
- start = time.time()
- try:
- result = _estimate(model, validation, protocol)
- except Exception as e:
- log.warning(f"Method {_estimate.name} failed. Exception: {e}")
- traceback(e)
- return None
-
- result.time = time.time() - start
- log.info(f"{_estimate.name} finished [took {result.time:.4f}s]")
-
- logger.logger_manager().rm_worker()
-
- return result
-
-
-def split_tasks(estimators, train, validation, test, q):
- _par, _seq = [], []
- for estim in estimators:
- if hasattr(estim, "nocall"):
- continue
- _task = [estim, train, validation, test]
- match estim.name:
- case n if n.endswith("_gs"):
- _seq.append(_task)
- case _:
- _par.append(_task + [q])
-
- return _par, _seq
-
-
-def evaluate_comparison(dataset: Dataset, estimators=None) -> DatasetReport:
- # log = Logger.logger()
- log = logger.logger()
- # with multiprocessing.Pool(1) as pool:
- __pool_size = round(os.cpu_count() * 0.8)
- # with multiprocessing.Pool(__pool_size) as pool:
- dr = DatasetReport(dataset.name)
- log.info(f"dataset {dataset.name} [pool size: {__pool_size}]")
- for d in dataset():
- log.info(
- f"Dataset sample {np.around(d.train_prev, decimals=2)} "
- f"of dataset {dataset.name} started"
- )
- par_tasks, seq_tasks = split_tasks(
- CE.func[estimators],
- d.train,
- d.validation,
- d.test,
- logger.logger_manager().q,
- )
- try:
- tstart = time.time()
- results = parallel(estimate_worker, par_tasks, n_jobs=env.N_JOBS, _env=env)
- results += parallel(estimate_worker, seq_tasks, n_jobs=1, _env=env)
- results = [r for r in results if r is not None]
-
- g_time = time.time() - tstart
- log.info(
- f"Dataset sample {np.around(d.train_prev, decimals=2)} "
- f"of dataset {dataset.name} finished "
- f"[took {g_time:.4f}s]"
- )
-
- cr = CompReport(
- results,
- name=dataset.name,
- train_prev=d.train_prev,
- valid_prev=d.validation_prev,
- g_time=g_time,
- )
- dr += cr
-
- except Exception as e:
- log.warning(
- f"Dataset sample {np.around(d.train_prev, decimals=2)} "
- f"of dataset {dataset.name} failed. "
- f"Exception: {e}"
- )
- traceback(e)
- return dr
diff --git a/quacc/legacy/evaluation/estimators.py b/quacc/legacy/evaluation/estimators.py
deleted file mode 100644
index 426adf2..0000000
--- a/quacc/legacy/evaluation/estimators.py
+++ /dev/null
@@ -1,112 +0,0 @@
-from typing import List
-
-import numpy as np
-
-from quacc.legacy.evaluation import alt, baseline, method
-
-
-class CompEstimatorFunc_:
- def __init__(self, ce):
- self.ce = ce
-
- def __getitem__(self, e: str | List[str]):
- if isinstance(e, str):
- return list(self.ce._CompEstimator__get(e).values())[0]
- elif isinstance(e, list):
- return list(self.ce._CompEstimator__get(e).values())
-
-
-class CompEstimatorName_:
- def __init__(self, ce):
- self.ce = ce
-
- def __getitem__(self, e: str | List[str]):
- if isinstance(e, str):
- return list(self.ce._CompEstimator__get(e).keys())[0]
- elif isinstance(e, list):
- return list(self.ce._CompEstimator__get(e).keys())
-
- def sort(self, e: List[str]):
- return list(self.ce._CompEstimator__get(e, get_ref=False).keys())
-
- @property
- def all(self):
- return list(self.ce._CompEstimator__get("__all").keys())
-
- @property
- def baselines(self):
- return list(self.ce._CompEstimator__get("__baselines").keys())
-
-
-class CompEstimator:
- def __get(cls, e: str | List[str], get_ref=True):
- _dict = alt._alts | baseline._baselines | method._methods
-
- if isinstance(e, str) and e == "__all":
- e = list(_dict.keys())
- if isinstance(e, str) and e == "__baselines":
- e = list(baseline._baselines.keys())
-
- if isinstance(e, str):
- try:
- return {e: _dict[e]}
- except KeyError:
- raise KeyError(f"Invalid estimator: estimator {e} does not exist")
- elif isinstance(e, list) or isinstance(e, np.ndarray):
- _subtr = np.setdiff1d(e, list(_dict.keys()))
- if len(_subtr) > 0:
- raise KeyError(
- f"Invalid estimator: estimator {_subtr[0]} does not exist"
- )
-
- e_fun = {k: fun for k, fun in _dict.items() if k in e}
- if get_ref and "ref" not in e:
- e_fun["ref"] = _dict["ref"]
- elif not get_ref and "ref" in e:
- del e_fun["ref"]
-
- return e_fun
-
- @property
- def name(self):
- return CompEstimatorName_(self)
-
- @property
- def func(self):
- return CompEstimatorFunc_(self)
-
-
-CE = CompEstimator()
-
-_renames = {
- "bin_sld_lr": "(2x2)_SLD_LR",
- "mul_sld_lr": "(1x4)_SLD_LR",
- "m3w_sld_lr": "(1x3)_SLD_LR",
- "d_bin_sld_lr": "d_(2x2)_SLD_LR",
- "d_mul_sld_lr": "d_(1x4)_SLD_LR",
- "d_m3w_sld_lr": "d_(1x3)_SLD_LR",
- "d_bin_sld_rbf": "(2x2)_SLD_RBF",
- "d_mul_sld_rbf": "(1x4)_SLD_RBF",
- "d_m3w_sld_rbf": "(1x3)_SLD_RBF",
- # "sld_lr_gs": "MS_SLD_LR",
- "sld_lr_gs": "QuAcc(SLD)",
- "bin_kde_lr": "(2x2)_KDEy_LR",
- "mul_kde_lr": "(1x4)_KDEy_LR",
- "m3w_kde_lr": "(1x3)_KDEy_LR",
- "d_bin_kde_lr": "d_(2x2)_KDEy_LR",
- "d_mul_kde_lr": "d_(1x4)_KDEy_LR",
- "d_m3w_kde_lr": "d_(1x3)_KDEy_LR",
- "bin_cc_lr": "(2x2)_CC_LR",
- "mul_cc_lr": "(1x4)_CC_LR",
- "m3w_cc_lr": "(1x3)_CC_LR",
- # "kde_lr_gs": "MS_KDEy_LR",
- "kde_lr_gs": "QuAcc(KDEy)",
- # "cc_lr_gs": "MS_CC_LR",
- "cc_lr_gs": "QuAcc(CC)",
- "atc_mc": "ATC",
- "doc": "DoC",
- "mandoline": "Mandoline",
- "rca": "RCA",
- "rca_star": "RCA*",
- "naive": "Naive",
-}
diff --git a/quacc/legacy/evaluation/evaluate.py b/quacc/legacy/evaluation/evaluate.py
deleted file mode 100644
index c4dd444..0000000
--- a/quacc/legacy/evaluation/evaluate.py
+++ /dev/null
@@ -1,32 +0,0 @@
-from typing import Callable, Union
-
-from quapy.protocol import AbstractProtocol, OnLabelledCollectionProtocol
-
-import quacc as qc
-from quacc.legacy.method.base import BaseAccuracyEstimator
-
-
-def evaluate(
- estimator: BaseAccuracyEstimator,
- protocol: AbstractProtocol,
- error_metric: Union[Callable | str],
-) -> float:
- if isinstance(error_metric, str):
- error_metric = qc.error.from_name(error_metric)
-
- collator_bck_ = protocol.collator
- protocol.collator = OnLabelledCollectionProtocol.get_collator("labelled_collection")
-
- estim_prevs, true_prevs = [], []
- for sample in protocol():
- e_sample = estimator.extend(sample)
- estim_prev = estimator.estimate(e_sample.eX)
- estim_prevs.append(estim_prev)
- true_prevs.append(e_sample.e_prevalence())
-
- protocol.collator = collator_bck_
-
- # true_prevs = np.array(true_prevs)
- # estim_prevs = np.array(estim_prevs)
-
- return error_metric(true_prevs, estim_prevs)
diff --git a/quacc/legacy/evaluation/method.py b/quacc/legacy/evaluation/method.py
deleted file mode 100644
index b911fd5..0000000
--- a/quacc/legacy/evaluation/method.py
+++ /dev/null
@@ -1,517 +0,0 @@
-import traceback
-from dataclasses import dataclass
-from typing import Callable, List, Union
-
-import numpy as np
-from matplotlib.pylab import rand
-from quapy.method.aggregative import CC, PACC, SLD, BaseQuantifier
-from quapy.method.aggregative import KDEyML as KDEy
-from quapy.protocol import UPP, AbstractProtocol, OnLabelledCollectionProtocol
-from sklearn.linear_model import LogisticRegression
-from sklearn.svm import SVC, LinearSVC
-
-import quacc as qc
-from quacc.legacy.environment import env
-from quacc.legacy.evaluation.report import EvaluationReport
-from quacc.legacy.method.base import BQAE, MCAE, BaseAccuracyEstimator
-from quacc.legacy.method.model_selection import (
- GridSearchAE,
- SpiderSearchAE,
-)
-
-
-def _param_grid(method, X_fit: np.ndarray):
- match method:
- case "sld_lr":
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "q__recalib": [None, "bcts"],
- "confidence": [
- None,
- ["isoft"],
- ["max_conf", "entropy"],
- ["max_conf", "entropy", "isoft"],
- ],
- }
- case "sld_rbf":
- _scale = 1.0 / (X_fit.shape[1] * X_fit.var())
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "q__classifier__gamma": _scale * np.logspace(-2, 2, 5),
- "q__recalib": [None, "bcts"],
- "confidence": [
- None,
- ["isoft"],
- ["max_conf", "entropy"],
- ["max_conf", "entropy", "isoft"],
- ],
- }
- case "pacc":
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "confidence": [None, ["isoft"], ["max_conf", "entropy"]],
- }
- case "cc_lr":
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "confidence": [
- None,
- ["isoft"],
- ["max_conf", "entropy"],
- ["max_conf", "entropy", "isoft"],
- ],
- }
- case "kde_lr":
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "q__bandwidth": np.linspace(0.01, 0.2, 20),
- "confidence": [None, ["isoft"], ["max_conf", "entropy", "isoft"]],
- }
- case "kde_rbf":
- _scale = 1.0 / (X_fit.shape[1] * X_fit.var())
- return {
- "q__classifier__C": np.logspace(-3, 3, 7),
- "q__classifier__class_weight": [None, "balanced"],
- "q__classifier__gamma": _scale * np.logspace(-2, 2, 5),
- "q__bandwidth": np.linspace(0.01, 0.2, 20),
- "confidence": [None, ["isoft"], ["max_conf", "entropy", "isoft"]],
- }
-
-
-def evaluation_report(
- estimator: BaseAccuracyEstimator, protocol: AbstractProtocol, method_name=None
-) -> EvaluationReport:
- # method_name = inspect.stack()[1].function
- report = EvaluationReport(name=method_name)
- for sample in protocol():
- try:
- e_sample = estimator.extend(sample)
- estim_prev = estimator.estimate(e_sample.eX)
- true_prev = e_sample.e_prevalence()
- acc_score = qc.error.acc(estim_prev)
- row = dict(
- acc_score=acc_score,
- acc=abs(qc.error.acc(true_prev) - acc_score),
- )
- if estim_prev.can_f1():
- f1_score = qc.error.f1(estim_prev)
- row = row | dict(
- f1_score=f1_score,
- f1=abs(qc.error.f1(true_prev) - f1_score),
- )
- report.append_row(sample.prevalence(), **row)
- except Exception as e:
- print(f"sample prediction failed for method {method_name}: {e}")
- traceback.print_exception(e)
- report.append_row(
- sample.prevalence(),
- acc_score=np.nan,
- acc=np.nan,
- f1_score=np.nan,
- f1=np.nan,
- )
-
- return report
-
-
-@dataclass(frozen=True)
-class EmptyMethod:
- name: str
- nocall: bool = True
-
- def __call__(self, c_model, validation, protocol) -> EvaluationReport:
- pass
-
-
-@dataclass(frozen=True)
-class EvaluationMethod:
- name: str
- q: BaseQuantifier
- est_n: str
- conf: List[str] | str = None
- cf: bool = False # collapse_false
- gf: bool = False # group_false
- d: bool = False # dense
-
- def get_est(self, c_model):
- match self.est_n:
- case "mul":
- return MCAE(
- c_model,
- self.q,
- confidence=self.conf,
- collapse_false=self.cf,
- group_false=self.gf,
- dense=self.d,
- )
- case "bin":
- return BQAE(
- c_model,
- self.q,
- confidence=self.conf,
- group_false=self.gf,
- dense=self.d,
- )
-
- def __call__(self, c_model, validation, protocol) -> EvaluationReport:
- est = self.get_est(c_model).fit(validation)
- return evaluation_report(
- estimator=est, protocol=protocol, method_name=self.name
- )
-
-
-@dataclass(frozen=True)
-class EvaluationMethodGridSearch(EvaluationMethod):
- pg: str = "sld"
- search: str = "grid"
-
- def get_search(self):
- match self.search:
- case "grid":
- return (GridSearchAE, {})
- case "spider" | "spider2":
- return (SpiderSearchAE, dict(best_width=2))
- case "spider3":
- return (SpiderSearchAE, dict(best_width=3))
- case _:
- return GridSearchAE
-
- def __call__(self, c_model, validation, protocol) -> EvaluationReport:
- v_train, v_val = validation.split_stratified(0.6, random_state=env._R_SEED)
- _model = self.get_est(c_model)
- _grid = _param_grid(self.pg, X_fit=_model.extend(v_train, prefit=True).X)
- _search_class, _search_params = self.get_search()
- est = _search_class(
- model=_model,
- param_grid=_grid,
- refit=False,
- protocol=UPP(v_val, repeats=100),
- verbose=False,
- **_search_params,
- ).fit(v_train)
- er = evaluation_report(
- estimator=est,
- protocol=protocol,
- method_name=self.name,
- )
- er.fit_score = est.best_score()
- return er
-
-
-E = EmptyMethod
-M = EvaluationMethod
-G = EvaluationMethodGridSearch
-
-
-def __sld_lr():
- return SLD(LogisticRegression())
-
-
-def __sld_rbf():
- return SLD(SVC(kernel="rbf", probability=True))
-
-
-def __kde_lr():
- return KDEy(LogisticRegression(), random_state=env._R_SEED)
-
-
-def __kde_rbf():
- return KDEy(SVC(kernel="rbf", probability=True), random_state=env._R_SEED)
-
-
-def __sld_lsvc():
- return SLD(LinearSVC())
-
-
-def __pacc_lr():
- return PACC(LogisticRegression())
-
-
-def __cc_lr():
- return CC(LogisticRegression())
-
-
-# fmt: off
-
-__sld_lr_set = [
- M("bin_sld_lr", __sld_lr(), "bin" ),
- M("bgf_sld_lr", __sld_lr(), "bin", gf=True),
- M("mul_sld_lr", __sld_lr(), "mul" ),
- M("m3w_sld_lr", __sld_lr(), "mul", cf=True),
- M("mgf_sld_lr", __sld_lr(), "mul", gf=True),
- # max_conf sld
- M("bin_sld_lr_mc", __sld_lr(), "bin", conf="max_conf", ),
- M("bgf_sld_lr_mc", __sld_lr(), "bin", conf="max_conf", gf=True),
- M("mul_sld_lr_mc", __sld_lr(), "mul", conf="max_conf", ),
- M("m3w_sld_lr_mc", __sld_lr(), "mul", conf="max_conf", cf=True),
- M("mgf_sld_lr_mc", __sld_lr(), "mul", conf="max_conf", gf=True),
- # entropy sld
- M("bin_sld_lr_ne", __sld_lr(), "bin", conf="entropy", ),
- M("bgf_sld_lr_ne", __sld_lr(), "bin", conf="entropy", gf=True),
- M("mul_sld_lr_ne", __sld_lr(), "mul", conf="entropy", ),
- M("m3w_sld_lr_ne", __sld_lr(), "mul", conf="entropy", cf=True),
- M("mgf_sld_lr_ne", __sld_lr(), "mul", conf="entropy", gf=True),
- # inverse softmax sld
- M("bin_sld_lr_is", __sld_lr(), "bin", conf="isoft", ),
- M("bgf_sld_lr_is", __sld_lr(), "bin", conf="isoft", gf=True),
- M("mul_sld_lr_is", __sld_lr(), "mul", conf="isoft", ),
- M("m3w_sld_lr_is", __sld_lr(), "mul", conf="isoft", cf=True),
- M("mgf_sld_lr_is", __sld_lr(), "mul", conf="isoft", gf=True),
- # max_conf + entropy sld
- M("bin_sld_lr_c", __sld_lr(), "bin", conf=["max_conf", "entropy"] ),
- M("bgf_sld_lr_c", __sld_lr(), "bin", conf=["max_conf", "entropy"], gf=True),
- M("mul_sld_lr_c", __sld_lr(), "mul", conf=["max_conf", "entropy"] ),
- M("m3w_sld_lr_c", __sld_lr(), "mul", conf=["max_conf", "entropy"], cf=True),
- M("mgf_sld_lr_c", __sld_lr(), "mul", conf=["max_conf", "entropy"], gf=True),
- # sld all
- M("bin_sld_lr_a", __sld_lr(), "bin", conf=["max_conf", "entropy", "isoft"], ),
- M("bgf_sld_lr_a", __sld_lr(), "bin", conf=["max_conf", "entropy", "isoft"], gf=True),
- M("mul_sld_lr_a", __sld_lr(), "mul", conf=["max_conf", "entropy", "isoft"], ),
- M("m3w_sld_lr_a", __sld_lr(), "mul", conf=["max_conf", "entropy", "isoft"], cf=True),
- M("mgf_sld_lr_a", __sld_lr(), "mul", conf=["max_conf", "entropy", "isoft"], gf=True),
- # gs sld
- G("bin_sld_lr_gs", __sld_lr(), "bin", pg="sld_lr" ),
- G("bgf_sld_lr_gs", __sld_lr(), "bin", pg="sld_lr", gf=True),
- G("mul_sld_lr_gs", __sld_lr(), "mul", pg="sld_lr" ),
- G("m3w_sld_lr_gs", __sld_lr(), "mul", pg="sld_lr", cf=True),
- G("mgf_sld_lr_gs", __sld_lr(), "mul", pg="sld_lr", gf=True),
-]
-
-__dense_sld_lr_set = [
- M("d_bin_sld_lr", __sld_lr(), "bin", d=True, ),
- M("d_bgf_sld_lr", __sld_lr(), "bin", d=True, gf=True),
- M("d_mul_sld_lr", __sld_lr(), "mul", d=True, ),
- M("d_m3w_sld_lr", __sld_lr(), "mul", d=True, cf=True),
- M("d_mgf_sld_lr", __sld_lr(), "mul", d=True, gf=True),
- # max_conf sld
- M("d_bin_sld_lr_mc", __sld_lr(), "bin", d=True, conf="max_conf", ),
- M("d_bgf_sld_lr_mc", __sld_lr(), "bin", d=True, conf="max_conf", gf=True),
- M("d_mul_sld_lr_mc", __sld_lr(), "mul", d=True, conf="max_conf", ),
- M("d_m3w_sld_lr_mc", __sld_lr(), "mul", d=True, conf="max_conf", cf=True),
- M("d_mgf_sld_lr_mc", __sld_lr(), "mul", d=True, conf="max_conf", gf=True),
- # entropy sld
- M("d_bin_sld_lr_ne", __sld_lr(), "bin", d=True, conf="entropy", ),
- M("d_bgf_sld_lr_ne", __sld_lr(), "bin", d=True, conf="entropy", gf=True),
- M("d_mul_sld_lr_ne", __sld_lr(), "mul", d=True, conf="entropy", ),
- M("d_m3w_sld_lr_ne", __sld_lr(), "mul", d=True, conf="entropy", cf=True),
- M("d_mgf_sld_lr_ne", __sld_lr(), "mul", d=True, conf="entropy", gf=True),
- # inverse softmax sld
- M("d_bin_sld_lr_is", __sld_lr(), "bin", d=True, conf="isoft", ),
- M("d_bgf_sld_lr_is", __sld_lr(), "bin", d=True, conf="isoft", gf=True),
- M("d_mul_sld_lr_is", __sld_lr(), "mul", d=True, conf="isoft", ),
- M("d_m3w_sld_lr_is", __sld_lr(), "mul", d=True, conf="isoft", cf=True),
- M("d_mgf_sld_lr_is", __sld_lr(), "mul", d=True, conf="isoft", gf=True),
- # max_conf + entropy sld
- M("d_bin_sld_lr_c", __sld_lr(), "bin", d=True, conf=["max_conf", "entropy"] ),
- M("d_bgf_sld_lr_c", __sld_lr(), "bin", d=True, conf=["max_conf", "entropy"], gf=True),
- M("d_mul_sld_lr_c", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy"] ),
- M("d_m3w_sld_lr_c", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy"], cf=True),
- M("d_mgf_sld_lr_c", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy"], gf=True),
- # sld all
- M("d_bin_sld_lr_a", __sld_lr(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_bgf_sld_lr_a", __sld_lr(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], gf=True),
- M("d_mul_sld_lr_a", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_m3w_sld_lr_a", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], cf=True),
- M("d_mgf_sld_lr_a", __sld_lr(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], gf=True),
- # gs sld
- G("d_bin_sld_lr_gs", __sld_lr(), "bin", d=True, pg="sld_lr" ),
- G("d_bgf_sld_lr_gs", __sld_lr(), "bin", d=True, pg="sld_lr", gf=True),
- G("d_mul_sld_lr_gs", __sld_lr(), "mul", d=True, pg="sld_lr" ),
- G("d_m3w_sld_lr_gs", __sld_lr(), "mul", d=True, pg="sld_lr", cf=True),
- G("d_mgf_sld_lr_gs", __sld_lr(), "mul", d=True, pg="sld_lr", gf=True),
-]
-
-__dense_sld_rbf_set = [
- M("d_bin_sld_rbf", __sld_rbf(), "bin", d=True, ),
- M("d_bgf_sld_rbf", __sld_rbf(), "bin", d=True, gf=True),
- M("d_mul_sld_rbf", __sld_rbf(), "mul", d=True, ),
- M("d_m3w_sld_rbf", __sld_rbf(), "mul", d=True, cf=True),
- M("d_mgf_sld_rbf", __sld_rbf(), "mul", d=True, gf=True),
- # max_conf sld
- M("d_bin_sld_rbf_mc", __sld_rbf(), "bin", d=True, conf="max_conf", ),
- M("d_bgf_sld_rbf_mc", __sld_rbf(), "bin", d=True, conf="max_conf", gf=True),
- M("d_mul_sld_rbf_mc", __sld_rbf(), "mul", d=True, conf="max_conf", ),
- M("d_m3w_sld_rbf_mc", __sld_rbf(), "mul", d=True, conf="max_conf", cf=True),
- M("d_mgf_sld_rbf_mc", __sld_rbf(), "mul", d=True, conf="max_conf", gf=True),
- # entropy sld
- M("d_bin_sld_rbf_ne", __sld_rbf(), "bin", d=True, conf="entropy", ),
- M("d_bgf_sld_rbf_ne", __sld_rbf(), "bin", d=True, conf="entropy", gf=True),
- M("d_mul_sld_rbf_ne", __sld_rbf(), "mul", d=True, conf="entropy", ),
- M("d_m3w_sld_rbf_ne", __sld_rbf(), "mul", d=True, conf="entropy", cf=True),
- M("d_mgf_sld_rbf_ne", __sld_rbf(), "mul", d=True, conf="entropy", gf=True),
- # inverse softmax sld
- M("d_bin_sld_rbf_is", __sld_rbf(), "bin", d=True, conf="isoft", ),
- M("d_bgf_sld_rbf_is", __sld_rbf(), "bin", d=True, conf="isoft", gf=True),
- M("d_mul_sld_rbf_is", __sld_rbf(), "mul", d=True, conf="isoft", ),
- M("d_m3w_sld_rbf_is", __sld_rbf(), "mul", d=True, conf="isoft", cf=True),
- M("d_mgf_sld_rbf_is", __sld_rbf(), "mul", d=True, conf="isoft", gf=True),
- # max_conf + entropy sld
- M("d_bin_sld_rbf_c", __sld_rbf(), "bin", d=True, conf=["max_conf", "entropy"] ),
- M("d_bgf_sld_rbf_c", __sld_rbf(), "bin", d=True, conf=["max_conf", "entropy"], gf=True),
- M("d_mul_sld_rbf_c", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy"] ),
- M("d_m3w_sld_rbf_c", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy"], cf=True),
- M("d_mgf_sld_rbf_c", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy"], gf=True),
- # sld all
- M("d_bin_sld_rbf_a", __sld_rbf(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_bgf_sld_rbf_a", __sld_rbf(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], gf=True),
- M("d_mul_sld_rbf_a", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_m3w_sld_rbf_a", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], cf=True),
- M("d_mgf_sld_rbf_a", __sld_rbf(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], gf=True),
- # gs sld
- G("d_bin_sld_rbf_gs", __sld_rbf(), "bin", d=True, pg="sld_rbf", search="grid", ),
- G("d_bgf_sld_rbf_gs", __sld_rbf(), "bin", d=True, pg="sld_rbf", search="grid", gf=True),
- G("d_mul_sld_rbf_gs", __sld_rbf(), "mul", d=True, pg="sld_rbf", search="grid", ),
- G("d_m3w_sld_rbf_gs", __sld_rbf(), "mul", d=True, pg="sld_rbf", search="grid", cf=True),
- G("d_mgf_sld_rbf_gs", __sld_rbf(), "mul", d=True, pg="sld_rbf", search="grid", gf=True),
-]
-
-__kde_lr_set = [
- # base kde
- M("bin_kde_lr", __kde_lr(), "bin" ),
- M("mul_kde_lr", __kde_lr(), "mul" ),
- M("m3w_kde_lr", __kde_lr(), "mul", cf=True),
- # max_conf kde
- M("bin_kde_lr_mc", __kde_lr(), "bin", conf="max_conf", ),
- M("mul_kde_lr_mc", __kde_lr(), "mul", conf="max_conf", ),
- M("m3w_kde_lr_mc", __kde_lr(), "mul", conf="max_conf", cf=True),
- # entropy kde
- M("bin_kde_lr_ne", __kde_lr(), "bin", conf="entropy", ),
- M("mul_kde_lr_ne", __kde_lr(), "mul", conf="entropy", ),
- M("m3w_kde_lr_ne", __kde_lr(), "mul", conf="entropy", cf=True),
- # inverse softmax kde
- M("bin_kde_lr_is", __kde_lr(), "bin", conf="isoft", ),
- M("mul_kde_lr_is", __kde_lr(), "mul", conf="isoft", ),
- M("m3w_kde_lr_is", __kde_lr(), "mul", conf="isoft", cf=True),
- # max_conf + entropy kde
- M("bin_kde_lr_c", __kde_lr(), "bin", conf=["max_conf", "entropy"] ),
- M("mul_kde_lr_c", __kde_lr(), "mul", conf=["max_conf", "entropy"] ),
- M("m3w_kde_lr_c", __kde_lr(), "mul", conf=["max_conf", "entropy"], cf=True),
- # kde all
- M("bin_kde_lr_a", __kde_lr(), "bin", conf=["max_conf", "entropy", "isoft"], ),
- M("mul_kde_lr_a", __kde_lr(), "mul", conf=["max_conf", "entropy", "isoft"], ),
- M("m3w_kde_lr_a", __kde_lr(), "mul", conf=["max_conf", "entropy", "isoft"], cf=True),
- # gs kde
- G("bin_kde_lr_gs", __kde_lr(), "bin", pg="kde_lr", search="grid" ),
- G("mul_kde_lr_gs", __kde_lr(), "mul", pg="kde_lr", search="grid" ),
- G("m3w_kde_lr_gs", __kde_lr(), "mul", pg="kde_lr", search="grid", cf=True),
-]
-
-__dense_kde_lr_set = [
- # base kde
- M("d_bin_kde_lr", __kde_lr(), "bin", d=True, ),
- M("d_mul_kde_lr", __kde_lr(), "mul", d=True, ),
- M("d_m3w_kde_lr", __kde_lr(), "mul", d=True, cf=True),
- # max_conf kde
- M("d_bin_kde_lr_mc", __kde_lr(), "bin", d=True, conf="max_conf", ),
- M("d_mul_kde_lr_mc", __kde_lr(), "mul", d=True, conf="max_conf", ),
- M("d_m3w_kde_lr_mc", __kde_lr(), "mul", d=True, conf="max_conf", cf=True),
- # entropy kde
- M("d_bin_kde_lr_ne", __kde_lr(), "bin", d=True, conf="entropy", ),
- M("d_mul_kde_lr_ne", __kde_lr(), "mul", d=True, conf="entropy", ),
- M("d_m3w_kde_lr_ne", __kde_lr(), "mul", d=True, conf="entropy", cf=True),
- # inverse softmax kde d=True,
- M("d_bin_kde_lr_is", __kde_lr(), "bin", d=True, conf="isoft", ),
- M("d_mul_kde_lr_is", __kde_lr(), "mul", d=True, conf="isoft", ),
- M("d_m3w_kde_lr_is", __kde_lr(), "mul", d=True, conf="isoft", cf=True),
- # max_conf + entropy kde
- M("d_bin_kde_lr_c", __kde_lr(), "bin", d=True, conf=["max_conf", "entropy"] ),
- M("d_mul_kde_lr_c", __kde_lr(), "mul", d=True, conf=["max_conf", "entropy"] ),
- M("d_m3w_kde_lr_c", __kde_lr(), "mul", d=True, conf=["max_conf", "entropy"], cf=True),
- # kde all
- M("d_bin_kde_lr_a", __kde_lr(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_mul_kde_lr_a", __kde_lr(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_m3w_kde_lr_a", __kde_lr(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], cf=True),
- # gs kde
- G("d_bin_kde_lr_gs", __kde_lr(), "bin", d=True, pg="kde_lr", search="grid" ),
- G("d_mul_kde_lr_gs", __kde_lr(), "mul", d=True, pg="kde_lr", search="grid" ),
- G("d_m3w_kde_lr_gs", __kde_lr(), "mul", d=True, pg="kde_lr", search="grid", cf=True),
-]
-
-__dense_kde_rbf_set = [
- # base kde
- M("d_bin_kde_rbf", __kde_rbf(), "bin", d=True, ),
- M("d_mul_kde_rbf", __kde_rbf(), "mul", d=True, ),
- M("d_m3w_kde_rbf", __kde_rbf(), "mul", d=True, cf=True),
- # max_conf kde
- M("d_bin_kde_rbf_mc", __kde_rbf(), "bin", d=True, conf="max_conf", ),
- M("d_mul_kde_rbf_mc", __kde_rbf(), "mul", d=True, conf="max_conf", ),
- M("d_m3w_kde_rbf_mc", __kde_rbf(), "mul", d=True, conf="max_conf", cf=True),
- # entropy kde
- M("d_bin_kde_rbf_ne", __kde_rbf(), "bin", d=True, conf="entropy", ),
- M("d_mul_kde_rbf_ne", __kde_rbf(), "mul", d=True, conf="entropy", ),
- M("d_m3w_kde_rbf_ne", __kde_rbf(), "mul", d=True, conf="entropy", cf=True),
- # inverse softmax kde
- M("d_bin_kde_rbf_is", __kde_rbf(), "bin", d=True, conf="isoft", ),
- M("d_mul_kde_rbf_is", __kde_rbf(), "mul", d=True, conf="isoft", ),
- M("d_m3w_kde_rbf_is", __kde_rbf(), "mul", d=True, conf="isoft", cf=True),
- # max_conf + entropy kde
- M("d_bin_kde_rbf_c", __kde_rbf(), "bin", d=True, conf=["max_conf", "entropy"] ),
- M("d_mul_kde_rbf_c", __kde_rbf(), "mul", d=True, conf=["max_conf", "entropy"] ),
- M("d_m3w_kde_rbf_c", __kde_rbf(), "mul", d=True, conf=["max_conf", "entropy"], cf=True),
- # kde all
- M("d_bin_kde_rbf_a", __kde_rbf(), "bin", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_mul_kde_rbf_a", __kde_rbf(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], ),
- M("d_m3w_kde_rbf_a", __kde_rbf(), "mul", d=True, conf=["max_conf", "entropy", "isoft"], cf=True),
- # gs kde
- G("d_bin_kde_rbf_gs", __kde_rbf(), "bin", d=True, pg="kde_rbf", search="spider" ),
- G("d_mul_kde_rbf_gs", __kde_rbf(), "mul", d=True, pg="kde_rbf", search="spider" ),
- G("d_m3w_kde_rbf_gs", __kde_rbf(), "mul", d=True, pg="kde_rbf", search="spider", cf=True),
-]
-
-__cc_lr_set = [
- # base cc
- M("bin_cc_lr", __cc_lr(), "bin" ),
- M("mul_cc_lr", __cc_lr(), "mul" ),
- M("m3w_cc_lr", __cc_lr(), "mul", cf=True),
- # max_conf cc
- M("bin_cc_lr_mc", __cc_lr(), "bin", conf="max_conf", ),
- M("mul_cc_lr_mc", __cc_lr(), "mul", conf="max_conf", ),
- M("m3w_cc_lr_mc", __cc_lr(), "mul", conf="max_conf", cf=True),
- # entropy cc
- M("bin_cc_lr_ne", __cc_lr(), "bin", conf="entropy", ),
- M("mul_cc_lr_ne", __cc_lr(), "mul", conf="entropy", ),
- M("m3w_cc_lr_ne", __cc_lr(), "mul", conf="entropy", cf=True),
- # inverse softmax cc
- M("bin_cc_lr_is", __cc_lr(), "bin", conf="isoft", ),
- M("mul_cc_lr_is", __cc_lr(), "mul", conf="isoft", ),
- M("m3w_cc_lr_is", __cc_lr(), "mul", conf="isoft", cf=True),
- # max_conf + entropy cc
- M("bin_cc_lr_c", __cc_lr(), "bin", conf=["max_conf", "entropy"] ),
- M("mul_cc_lr_c", __cc_lr(), "mul", conf=["max_conf", "entropy"] ),
- M("m3w_cc_lr_c", __cc_lr(), "mul", conf=["max_conf", "entropy"], cf=True),
- # cc all
- M("bin_cc_lr_a", __cc_lr(), "bin", conf=["max_conf", "entropy", "isoft"], ),
- M("mul_cc_lr_a", __cc_lr(), "mul", conf=["max_conf", "entropy", "isoft"], ),
- M("m3w_cc_lr_a", __cc_lr(), "mul", conf=["max_conf", "entropy", "isoft"], cf=True),
- # gs cc
- G("bin_cc_lr_gs", __cc_lr(), "bin", pg="cc_lr", search="grid" ),
- G("mul_cc_lr_gs", __cc_lr(), "mul", pg="cc_lr", search="grid" ),
- G("m3w_cc_lr_gs", __cc_lr(), "mul", pg="cc_lr", search="grid", cf=True),
-]
-
-__ms_set = [
- E("cc_lr_gs"),
- E("sld_lr_gs"),
- E("kde_lr_gs"),
- E("QuAcc"),
-]
-
-# fmt: on
-
-__methods_set = (
- __sld_lr_set
- + __dense_sld_lr_set
- + __dense_sld_rbf_set
- + __kde_lr_set
- + __dense_kde_lr_set
- + __dense_kde_rbf_set
- + __cc_lr_set
- + __ms_set
-)
-
-_methods = {m.name: m for m in __methods_set}
diff --git a/quacc/legacy/evaluation/report.py b/quacc/legacy/evaluation/report.py
deleted file mode 100644
index e208323..0000000
--- a/quacc/legacy/evaluation/report.py
+++ /dev/null
@@ -1,956 +0,0 @@
-import json
-import pickle
-from collections import defaultdict
-from pathlib import Path
-from typing import List, Tuple
-
-import numpy as np
-import pandas as pd
-
-import quacc as qc
-import quacc.plot as plot
-from quacc.utils.commons import fmt_line_md
-
-
-def _get_metric(metric: str):
- return slice(None) if metric is None else metric
-
-
-def _get_estimators(estimators: List[str], cols: np.ndarray):
- if estimators is None:
- return slice(None)
-
- estimators = np.array(estimators)
- return estimators[np.isin(estimators, cols)]
-
-
-def _get_shift(index: np.ndarray, train_prev: np.ndarray):
- index = np.array([np.array(tp) for tp in index])
- train_prevs = np.tile(train_prev, (index.shape[0], 1))
- # assert index.shape[1] == train_prev.shape[0], "Mismatch in prevalence shape"
- # _shift = np.abs(index - train_prev)[:, 1:].sum(axis=1)
- _shift = qc.error.nae(index, train_prevs)
- return np.around(_shift, decimals=2)
-
-
-class EvaluationReport:
- def __init__(self, name=None):
- self.data: pd.DataFrame | None = None
- self.name = name if name is not None else "default"
- self.time = 0.0
- self.fit_score = None
-
- def append_row(self, basep: np.ndarray | Tuple, **row):
- # bp = basep[1]
- bp = tuple(basep)
- _keys, _values = zip(*row.items())
- # _keys = list(row.keys())
- # _values = list(row.values())
-
- if self.data is None:
- _idx = 0
- self.data = pd.DataFrame(
- {k: [v] for k, v in row.items()},
- index=pd.MultiIndex.from_tuples([(bp, _idx)]),
- columns=_keys,
- )
- return
-
- _idx = len(self.data.loc[(bp,), :]) if (bp,) in self.data.index else 0
- not_in_data = np.setdiff1d(list(row.keys()), self.data.columns.unique(0))
- self.data.loc[:, not_in_data] = np.nan
- self.data.loc[(bp, _idx), :] = row
- return
-
- @property
- def columns(self) -> np.ndarray:
- return self.data.columns.unique(0)
-
- @property
- def prevs(self):
- return np.sort(self.data.index.unique(0))
-
-
-class CompReport:
- _default_modes = [
- "delta_train",
- "stdev_train",
- "train_table",
- "shift",
- "shift_table",
- "diagonal",
- "stats_table",
- ]
-
- def __init__(
- self,
- datas: List[EvaluationReport] | pd.DataFrame,
- name="default",
- train_prev: np.ndarray = None,
- valid_prev: np.ndarray = None,
- times=None,
- fit_scores=None,
- g_time=None,
- ):
- if isinstance(datas, pd.DataFrame):
- self._data: pd.DataFrame = datas
- else:
- self._data: pd.DataFrame = (
- pd.concat(
- [er.data for er in datas],
- keys=[er.name for er in datas],
- axis=1,
- )
- .swaplevel(0, 1, axis=1)
- .sort_index(axis=1, level=0, sort_remaining=False)
- .sort_index(axis=0, level=0, ascending=False, sort_remaining=False)
- )
-
- if fit_scores is None:
- self.fit_scores = {
- er.name: er.fit_score for er in datas if er.fit_score is not None
- }
- else:
- self.fit_scores = fit_scores
-
- if times is None:
- self.times = {er.name: er.time for er in datas}
- else:
- self.times = times
-
- self.times["tot"] = g_time if g_time is not None else 0.0
- self.train_prev = train_prev
- self.valid_prev = valid_prev
-
- def postprocess(
- self,
- f_data: pd.DataFrame,
- _data: pd.DataFrame,
- metric=None,
- estimators=None,
- ) -> pd.DataFrame:
- _mapping = {
- "sld_lr_gs": [
- "bin_sld_lr_gs",
- "mul_sld_lr_gs",
- "m3w_sld_lr_gs",
- ],
- "kde_lr_gs": [
- "bin_kde_lr_gs",
- "mul_kde_lr_gs",
- "m3w_kde_lr_gs",
- ],
- "cc_lr_gs": [
- "bin_cc_lr_gs",
- "mul_cc_lr_gs",
- "m3w_cc_lr_gs",
- ],
- "QuAcc": [
- "bin_sld_lr_gs",
- "mul_sld_lr_gs",
- "m3w_sld_lr_gs",
- "bin_kde_lr_gs",
- "mul_kde_lr_gs",
- "m3w_kde_lr_gs",
- ],
- }
-
- for name, methods in _mapping.items():
- if estimators is not None and name not in estimators:
- continue
-
- available_idx = np.where(np.in1d(methods, self._data.columns.unique(1)))[0]
- if len(available_idx) == 0:
- continue
- methods = np.array(methods)[available_idx]
-
- _metric = _get_metric(metric)
- m_data = _data.loc[:, (_metric, methods)]
- _fit_scores = [(k, v) for (k, v) in self.fit_scores.items() if k in methods]
- _best_method = [k for k, v in _fit_scores][
- np.argmin([v for k, v in _fit_scores])
- ]
- _metric = (
- [_metric]
- if _metric is isinstance(_metric, str)
- else m_data.columns.unique(0)
- )
- for _m in _metric:
- f_data.loc[:, (_m, name)] = m_data.loc[:, (_m, _best_method)]
-
- return f_data
-
- @property
- def prevs(self) -> np.ndarray:
- return self.data().index.unique(0)
-
- def join(self, other, how="update", estimators=None):
- if how not in ["update"]:
- how = "update"
-
- if not (self.train_prev == other.train_prev).all():
- raise ValueError(
- f"self has train prev. {self.train_prev} while other has {other.train_prev}"
- )
-
- self_data = self.data(estimators=estimators)
- other_data = other.data(estimators=estimators)
-
- if not (self_data.index == other_data.index).all():
- raise ValueError("self and other have different indexes")
-
- update_col = self_data.columns.intersection(other_data.columns)
- other_join_col = other_data.columns.difference(update_col)
-
- _join = pd.concat(
- [self_data, other_data.loc[:, other_join_col.to_list()]],
- axis=1,
- )
- _join.loc[:, update_col.to_list()] = other_data.loc[:, update_col.to_list()]
- _join.sort_index(axis=1, level=0, sort_remaining=False, inplace=True)
-
- df = CompReport(
- _join,
- self.name if hasattr(self, "name") else "default",
- train_prev=self.train_prev,
- valid_prev=self.valid_prev,
- times=self.times | other.times,
- fit_scores=self.fit_scores | other.fit_scores,
- g_time=self.times["tot"] + other.times["tot"],
- )
-
- return df
-
- def data(self, metric: str = None, estimators: List[str] = None) -> pd.DataFrame:
- _metric = _get_metric(metric)
- _estimators = _get_estimators(
- estimators, self._data.loc[:, (_metric, slice(None))].columns.unique(1)
- )
- _data: pd.DataFrame = self._data.copy()
- f_data: pd.DataFrame = _data.loc[:, (_metric, _estimators)]
-
- f_data = self.postprocess(f_data, _data, metric=metric, estimators=estimators)
-
- if len(f_data.columns.unique(0)) == 1:
- f_data = f_data.droplevel(level=0, axis=1)
-
- return f_data
-
- def shift_data(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- shift_idx_0 = _get_shift(
- self._data.index.get_level_values(0).to_numpy(),
- self.train_prev,
- )
-
- shift_idx_1 = np.zeros(shape=shift_idx_0.shape[0], dtype=" pd.DataFrame:
- f_dict = self.data(metric=metric, estimators=estimators)
- return f_dict.groupby(level=0, sort=False).mean()
-
- def stdev_by_prevs(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- f_dict = self.data(metric=metric, estimators=estimators)
- return f_dict.groupby(level=0, sort=False).std()
-
- def train_table(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- f_data = self.data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=0, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- return avg_p
-
- def shift_table(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- f_data = self.shift_data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=0, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- return avg_p
-
- def get_plots(
- self,
- mode="delta_train",
- metric="acc",
- estimators=None,
- conf="default",
- save_fig=True,
- base_path=None,
- backend=None,
- ) -> List[Tuple[str, Path]]:
- if mode == "delta_train":
- avg_data = self.avg_by_prevs(metric=metric, estimators=estimators)
- if avg_data.empty:
- return None
-
- return plot.plot_delta(
- base_prevs=self.prevs,
- columns=avg_data.columns.to_numpy(),
- data=avg_data.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=self.train_prev,
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "stdev_train":
- avg_data = self.avg_by_prevs(metric=metric, estimators=estimators)
- if avg_data.empty is True:
- return None
-
- st_data = self.stdev_by_prevs(metric=metric, estimators=estimators)
- return plot.plot_delta(
- base_prevs=self.prevs,
- columns=avg_data.columns.to_numpy(),
- data=avg_data.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=self.train_prev,
- stdevs=st_data.T.to_numpy(),
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "diagonal":
- f_data = self.data(metric=metric + "_score", estimators=estimators)
- if f_data.empty is True:
- return None
-
- ref: pd.Series = f_data.loc[:, "ref"]
- f_data.drop(columns=["ref"], inplace=True)
- return plot.plot_diagonal(
- reference=ref.to_numpy(),
- columns=f_data.columns.to_numpy(),
- data=f_data.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=self.train_prev,
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "shift":
- _shift_data = self.shift_data(metric=metric, estimators=estimators)
- if _shift_data.empty is True:
- return None
-
- shift_avg = _shift_data.groupby(level=0, sort=False).mean()
- shift_counts = _shift_data.groupby(level=0, sort=False).count()
- shift_prevs = shift_avg.index.unique(0)
- # shift_prevs = np.around(
- # [(1.0 - p, p) for p in np.sort(shift_avg.index.unique(0))],
- # decimals=2,
- # )
- return plot.plot_shift(
- shift_prevs=shift_prevs,
- columns=shift_avg.columns.to_numpy(),
- data=shift_avg.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=self.train_prev,
- counts=shift_counts.T.to_numpy(),
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
-
- def to_md(
- self,
- conf="default",
- metric="acc",
- estimators=None,
- modes=_default_modes,
- plot_path=None,
- ) -> str:
- res = f"## {int(np.around(self.train_prev, decimals=2)[1]*100)}% positives\n"
- res += fmt_line_md(f"train: {str(self.train_prev)}")
- res += fmt_line_md(f"validation: {str(self.valid_prev)}")
- for k, v in self.times.items():
- if estimators is not None and k not in estimators:
- continue
- res += fmt_line_md(f"{k}: {v:.3f}s")
- res += "\n"
- if "train_table" in modes:
- res += "### table\n"
- res += (
- self.train_table(metric=metric, estimators=estimators).to_html()
- + "\n\n"
- )
- if "shift_table" in modes:
- res += "### shift table\n"
- res += (
- self.shift_table(metric=metric, estimators=estimators).to_html()
- + "\n\n"
- )
-
- plot_modes = [m for m in modes if not m.endswith("table")]
- for mode in plot_modes:
- res += f"### {mode}\n"
- _, op = self.get_plots(
- mode=mode,
- metric=metric,
- estimators=estimators,
- conf=conf,
- save_fig=True,
- base_path=plot_path,
- )
- res += f".as_posix()})\n"
-
- return res
-
-
-def _cr_train_prev(cr: CompReport):
- return tuple(np.around(cr.train_prev, decimals=2))
-
-
-def _cr_data(cr: CompReport, metric=None, estimators=None):
- return cr.data(metric, estimators)
-
-
-def _key_reverse_delta_train(idx):
- idx = idx.to_numpy()
- sorted_idx = np.array(
- sorted(list(idx), key=lambda x: x[-1]), dtype=("float," * len(idx[0]))[:-1]
- )
- # get sorting index
- nparr = np.nonzero(idx[:, None] == sorted_idx)[1]
- return nparr
-
-
-class DatasetReport:
- _default_dr_modes = [
- "delta_train",
- "stdev_train",
- "train_table",
- "train_std_table",
- "shift",
- "shift_table",
- "delta_test",
- "stdev_test",
- "test_table",
- "diagonal",
- "stats_table",
- "fit_scores",
- ]
- _default_cr_modes = CompReport._default_modes
-
- def __init__(self, name, crs=None):
- self.name = name
- self.crs: List[CompReport] = [] if crs is None else crs
-
- def sort_delta_train_index(self, data):
- # data_ = data.sort_index(axis=0, level=0, ascending=True, sort_remaining=False)
- data_ = data.sort_index(
- axis=0,
- level=0,
- key=_key_reverse_delta_train,
- )
- print(data_.index)
- return data_
-
- def join(self, other, estimators=None):
- _crs = [
- s_cr.join(o_cr, estimators=estimators)
- for s_cr, o_cr in zip(self.crs, other.crs)
- ]
-
- return DatasetReport(self.name, _crs)
-
- def fit_scores(self, metric: str = None, estimators: List[str] = None):
- def _get_sort_idx(arr):
- return np.array([np.searchsorted(np.sort(a), a) + 1 for a in arr])
-
- def _get_best_idx(arr):
- return np.argmin(arr, axis=1)
-
- def _fdata_idx(idx) -> np.ndarray:
- return _fdata.loc[(idx, slice(None), slice(None)), :].to_numpy()
-
- _crs_train = [_cr_train_prev(cr) for cr in self.crs]
-
- for cr in self.crs:
- if not hasattr(cr, "fit_scores"):
- return None
-
- _crs_fit_scores = [cr.fit_scores for cr in self.crs]
-
- _fit_scores = pd.DataFrame(_crs_fit_scores, index=_crs_train)
- _fit_scores = _fit_scores.sort_index(axis=0, ascending=False)
-
- _estimators = _get_estimators(estimators, _fit_scores.columns)
- if _estimators.shape[0] == 0:
- return None
-
- _fdata = self.data(metric=metric, estimators=_estimators)
-
- # ensure that columns in _fit_scores have the same ordering of _fdata
- _fit_scores = _fit_scores.loc[:, _fdata.columns]
-
- _best_fit_estimators = _get_best_idx(_fit_scores.to_numpy())
-
- # scores = np.array(
- # [
- # _get_sort_idx(
- # _fdata.loc[(idx, slice(None), slice(None)), :].to_numpy()
- # )[:, cl].mean()
- # for idx, cl in zip(_fit_scores.index, _best_fit_estimators)
- # ]
- # )
- # for idx, cl in zip(_fit_scores.index, _best_fit_estimators):
- # print(_fdata_idx(idx)[:, cl])
- # print(_fdata_idx(idx).min(axis=1), end="\n\n")
-
- scores = np.array(
- [
- np.abs(_fdata_idx(idx)[:, cl] - _fdata_idx(idx).min(axis=1)).mean()
- for idx, cl in zip(_fit_scores.index, _best_fit_estimators)
- ]
- )
-
- return scores
-
- def data(self, metric: str = None, estimators: List[str] = None) -> pd.DataFrame:
- _crs_sorted = sorted(
- [(_cr_train_prev(cr), _cr_data(cr, metric, estimators)) for cr in self.crs],
- key=lambda cr: len(cr[1].columns),
- reverse=True,
- )
- _crs_train, _crs_data = zip(*_crs_sorted)
-
- _data: pd.DataFrame = pd.concat(
- _crs_data,
- axis=0,
- keys=_crs_train,
- )
-
- # The MultiIndex is recreated to make the outer-most level a tuple and not a
- # sequence of values
- _len_tr_idx = len(_crs_train[0])
- _idx = _data.index.to_list()
- _idx = pd.MultiIndex.from_tuples(
- [tuple([midx[:_len_tr_idx]] + list(midx[_len_tr_idx:])) for midx in _idx]
- )
- _data.index = _idx
-
- _data = _data.sort_index(axis=0, level=0, ascending=False, sort_remaining=False)
-
- return _data
-
- def shift_data(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- _shift_data: pd.DataFrame = pd.concat(
- sorted(
- [cr.shift_data(metric, estimators) for cr in self.crs],
- key=lambda d: len(d.columns),
- reverse=True,
- ),
- axis=0,
- )
-
- shift_idx_0 = _shift_data.index.get_level_values(0)
-
- shift_idx_1 = np.empty(shape=shift_idx_0.shape, dtype=" pd.DataFrame:
- f_data = self.data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=1, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- return avg_p
-
- def train_std_table(self, metric: str = None, estimators: List[str] = None):
- f_data = self.data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=1, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- avg_s = f_data.groupby(level=1, sort=False).std()
- avg_s.loc["mean", :] = f_data.std()
- avg_r = pd.concat([avg_p, avg_s], axis=1, keys=["avg", "std"])
- return avg_r
-
- def test_table(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- f_data = self.data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=0, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- return avg_p
-
- def shift_table(
- self, metric: str = None, estimators: List[str] = None
- ) -> pd.DataFrame:
- f_data = self.shift_data(metric=metric, estimators=estimators)
- avg_p = f_data.groupby(level=0, sort=False).mean()
- avg_p.loc["mean", :] = f_data.mean()
- return avg_p
-
- def get_plots(
- self,
- data=None,
- mode="delta_train",
- metric="acc",
- estimators=None,
- conf="default",
- save_fig=True,
- base_path=None,
- backend=None,
- ):
- if mode == "delta_train":
- _data = self.data(metric, estimators) if data is None else data
- avg_on_train = _data.groupby(level=1, sort=False).mean()
- if avg_on_train.empty:
- return None
- # sort index in reverse order
- avg_on_train = self.sort_delta_train_index(avg_on_train)
- prevs_on_train = avg_on_train.index.unique(0)
- return plot.plot_delta(
- # base_prevs=np.around(
- # [(1.0 - p, p) for p in prevs_on_train], decimals=2
- # ),
- base_prevs=prevs_on_train,
- columns=avg_on_train.columns.to_numpy(),
- data=avg_on_train.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=None,
- avg="train",
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "stdev_train":
- _data = self.data(metric, estimators) if data is None else data
- avg_on_train = _data.groupby(level=1, sort=False).mean()
- if avg_on_train.empty:
- return None
- prevs_on_train = avg_on_train.index.unique(0)
- stdev_on_train = _data.groupby(level=1, sort=False).std()
- return plot.plot_delta(
- # base_prevs=np.around(
- # [(1.0 - p, p) for p in prevs_on_train], decimals=2
- # ),
- base_prevs=prevs_on_train,
- columns=avg_on_train.columns.to_numpy(),
- data=avg_on_train.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=None,
- stdevs=stdev_on_train.T.to_numpy(),
- avg="train",
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "delta_test":
- _data = self.data(metric, estimators) if data is None else data
- avg_on_test = _data.groupby(level=0, sort=False).mean()
- if avg_on_test.empty:
- return None
- prevs_on_test = avg_on_test.index.unique(0)
- return plot.plot_delta(
- # base_prevs=np.around([(1.0 - p, p) for p in prevs_on_test], decimals=2),
- base_prevs=prevs_on_test,
- columns=avg_on_test.columns.to_numpy(),
- data=avg_on_test.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=None,
- avg="test",
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "stdev_test":
- _data = self.data(metric, estimators) if data is None else data
- avg_on_test = _data.groupby(level=0, sort=False).mean()
- if avg_on_test.empty:
- return None
- prevs_on_test = avg_on_test.index.unique(0)
- stdev_on_test = _data.groupby(level=0, sort=False).std()
- return plot.plot_delta(
- # base_prevs=np.around([(1.0 - p, p) for p in prevs_on_test], decimals=2),
- base_prevs=prevs_on_test,
- columns=avg_on_test.columns.to_numpy(),
- data=avg_on_test.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=None,
- stdevs=stdev_on_test.T.to_numpy(),
- avg="test",
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "shift":
- _shift_data = self.shift_data(metric, estimators) if data is None else data
- avg_shift = _shift_data.groupby(level=0, sort=False).mean()
- if avg_shift.empty:
- return None
- count_shift = _shift_data.groupby(level=0, sort=False).count()
- prevs_shift = avg_shift.index.unique(0)
- return plot.plot_shift(
- # shift_prevs=np.around([(1.0 - p, p) for p in prevs_shift], decimals=2),
- shift_prevs=prevs_shift,
- columns=avg_shift.columns.to_numpy(),
- data=avg_shift.T.to_numpy(),
- metric=metric,
- name=conf,
- train_prev=None,
- counts=count_shift.T.to_numpy(),
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "fit_scores":
- _fit_scores = self.fit_scores(metric, estimators) if data is None else data
- if _fit_scores is None:
- return None
- train_prevs = self.data(metric, estimators).index.unique(0)
- return plot.plot_fit_scores(
- train_prevs=train_prevs,
- scores=_fit_scores,
- metric=metric,
- name=conf,
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
- elif mode == "diagonal":
- f_data = self.data(metric=metric + "_score", estimators=estimators)
- if f_data.empty:
- return None
-
- ref: pd.Series = f_data.loc[:, "ref"]
- f_data.drop(columns=["ref"], inplace=True)
- return plot.plot_diagonal(
- reference=ref.to_numpy(),
- columns=f_data.columns.to_numpy(),
- data=f_data.T.to_numpy(),
- metric=metric,
- name=conf,
- # train_prev=self.train_prev,
- fixed_lim=True,
- save_fig=save_fig,
- base_path=base_path,
- backend=backend,
- )
-
- def to_md(
- self,
- conf="default",
- metric="acc",
- estimators=[],
- dr_modes=_default_dr_modes,
- cr_modes=_default_cr_modes,
- cr_prevs: List[str] = None,
- plot_path=None,
- ):
- res = f"# {self.name}\n\n"
- for cr in self.crs:
- if (
- cr_prevs is not None
- and str(round(cr.train_prev[1] * 100)) not in cr_prevs
- ):
- continue
- _md = cr.to_md(
- conf,
- metric=metric,
- estimators=estimators,
- modes=cr_modes,
- plot_path=plot_path,
- )
- res += f"{_md}\n\n"
-
- _data = self.data(metric=metric, estimators=estimators)
- _shift_data = self.shift_data(metric=metric, estimators=estimators)
-
- res += "## avg\n"
-
- ######################## avg on train ########################
- res += "### avg on train\n"
-
- if "train_table" in dr_modes:
- avg_on_train_tbl = _data.groupby(level=1, sort=False).mean()
- avg_on_train_tbl.loc["avg", :] = _data.mean()
- res += avg_on_train_tbl.to_html() + "\n\n"
-
- if "delta_train" in dr_modes:
- _, delta_op = self.get_plots(
- data=_data,
- mode="delta_train",
- metric=metric,
- estimators=estimators,
- conf=conf,
- base_path=plot_path,
- save_fig=True,
- )
- _op = delta_op.relative_to(delta_op.parents[1]).as_posix()
- res += f"\n"
-
- if "stdev_train" in dr_modes:
- _, delta_stdev_op = self.get_plots(
- data=_data,
- mode="stdev_train",
- metric=metric,
- estimators=estimators,
- conf=conf,
- base_path=plot_path,
- save_fig=True,
- )
- _op = delta_stdev_op.relative_to(delta_stdev_op.parents[1]).as_posix()
- res += f"\n"
-
- ######################## avg on test ########################
- res += "### avg on test\n"
-
- if "test_table" in dr_modes:
- avg_on_test_tbl = _data.groupby(level=0, sort=False).mean()
- avg_on_test_tbl.loc["avg", :] = _data.mean()
- res += avg_on_test_tbl.to_html() + "\n\n"
-
- if "delta_test" in dr_modes:
- _, delta_op = self.get_plots(
- data=_data,
- mode="delta_test",
- metric=metric,
- estimators=estimators,
- conf=conf,
- base_path=plot_path,
- save_fig=True,
- )
- _op = delta_op.relative_to(delta_op.parents[1]).as_posix()
- res += f"\n"
-
- if "stdev_test" in dr_modes:
- _, delta_stdev_op = self.get_plots(
- data=_data,
- mode="stdev_test",
- metric=metric,
- estimators=estimators,
- conf=conf,
- base_path=plot_path,
- save_fig=True,
- )
- _op = delta_stdev_op.relative_to(delta_stdev_op.parents[1]).as_posix()
- res += f"\n"
-
- ######################## avg shift ########################
- res += "### avg dataset shift\n"
-
- if "shift_table" in dr_modes:
- shift_on_train_tbl = _shift_data.groupby(level=0, sort=False).mean()
- shift_on_train_tbl.loc["avg", :] = _shift_data.mean()
- res += shift_on_train_tbl.to_html() + "\n\n"
-
- if "shift" in dr_modes:
- _, shift_op = self.get_plots(
- data=_shift_data,
- mode="shift",
- metric=metric,
- estimators=estimators,
- conf=conf,
- base_path=plot_path,
- save_fig=True,
- )
- _op = shift_op.relative_to(shift_op.parents[1]).as_posix()
- res += f"\n"
-
- return res
-
- def pickle(self, pickle_path: Path):
- with open(pickle_path, "wb") as f:
- pickle.dump(self, f)
-
- return self
-
- @classmethod
- def unpickle(cls, pickle_path: Path, report_info=False):
- with open(pickle_path, "rb") as f:
- dr = pickle.load(f)
-
- if report_info:
- return DatasetReportInfo(dr, pickle_path)
-
- return dr
-
- def __iter__(self):
- return (cr for cr in self.crs)
-
-
-class DatasetReportInfo:
- def __init__(self, dr: DatasetReport, path: Path):
- self.dr = dr
- self.name = str(path.parent)
- _data = dr.data()
- self.columns = defaultdict(list)
- for metric, estim in _data.columns:
- self.columns[estim].append(metric)
- # self.columns = list(_data.columns.unique(1))
- self.train_prevs = len(self.dr.crs)
- self.test_prevs = len(_data.index.unique(1))
- self.repeats = len(_data.index.unique(2))
-
- def __repr__(self) -> str:
- _d = {
- "train prevs.": self.train_prevs,
- "test prevs.": self.test_prevs,
- "repeats": self.repeats,
- "columns": self.columns,
- }
- _r = f"{self.name}\n{json.dumps(_d, indent=2)}\n"
-
- return _r
diff --git a/quacc/legacy/evaluation/stats.py b/quacc/legacy/evaluation/stats.py
deleted file mode 100644
index 7e9b9b6..0000000
--- a/quacc/legacy/evaluation/stats.py
+++ /dev/null
@@ -1,41 +0,0 @@
-from typing import List
-
-import numpy as np
-import pandas as pd
-from scipy import stats as sp_stats
-
-# from quacc.evaluation.estimators import CE
-from quacc.legacy.evaluation.report import CompReport, DatasetReport
-
-
-def shapiro(
- r: DatasetReport | CompReport, metric: str = None, estimators: List[str] = None
-) -> pd.DataFrame:
- _data = r.data(metric, estimators)
- shapiro_data = np.array(
- [sp_stats.shapiro(_data.loc[:, e]) for e in _data.columns.unique(0)]
- ).T
- dr_index = ["shapiro_W", "shapiro_p"]
- dr_columns = _data.columns.unique(0)
- return pd.DataFrame(shapiro_data, columns=dr_columns, index=dr_index)
-
-
-def wilcoxon(
- r: DatasetReport | CompReport, metric: str = None, estimators: List[str] = None
-) -> pd.DataFrame:
- _data = r.data(metric, estimators)
-
- _data = _data.dropna(axis=0, how="any")
- _wilcoxon = {}
- for est in _data.columns.unique(0):
- _wilcoxon[est] = [
- sp_stats.wilcoxon(_data.loc[:, est], _data.loc[:, e]).pvalue
- if e != est
- else 1.0
- for e in _data.columns.unique(0)
- ]
- wilcoxon_data = np.array(list(_wilcoxon.values()))
-
- dr_index = list(_wilcoxon.keys())
- dr_columns = _data.columns.unique(0)
- return pd.DataFrame(wilcoxon_data, columns=dr_columns, index=dr_index)
diff --git a/quacc/legacy/main.py b/quacc/legacy/main.py
deleted file mode 100644
index 6ee77c9..0000000
--- a/quacc/legacy/main.py
+++ /dev/null
@@ -1,58 +0,0 @@
-from traceback import print_exception as traceback
-
-import quacc.legacy.evaluation.comp as comp
-
-# from quacc.logger import Logger
-from quacc import logger
-from quacc.dataset import Dataset
-from quacc.legacy.environment import env
-from quacc.legacy.evaluation.estimators import CE
-from quacc.utils.commons import create_dataser_dir
-
-
-def estimate_comparison():
- # log = Logger.logger()
- log = logger.logger()
- for conf in env.load_confs():
- dataset = Dataset(
- env.DATASET_NAME,
- target=env.DATASET_TARGET,
- n_prevalences=env.DATASET_N_PREVS,
- prevs=env.DATASET_PREVS,
- )
- create_dataser_dir(
- dataset.name,
- update=env.DATASET_DIR_UPDATE,
- )
- # Logger.add_handler(env.OUT_DIR / f"{dataset.name}.log")
- logger.add_handler(env.OUT_DIR / f"{dataset.name}.log")
- try:
- dr = comp.evaluate_comparison(
- dataset,
- estimators=CE.name[env.COMP_ESTIMATORS],
- )
- dr.pickle(env.OUT_DIR / f"{dataset.name}.pickle")
- except Exception as e:
- log.error(f"Evaluation over {dataset.name} failed. Exception: {e}")
- traceback(e)
-
- # Logger.clear_handlers()
- logger.clear_handlers()
-
-
-def main():
- # log = Logger.logger()
- log = logger.setup_logger()
-
- try:
- estimate_comparison()
- except Exception as e:
- log.error(f"estimate comparison failed. Exception: {e}")
- traceback(e)
-
- # Logger.close()
- logger.logger_manager().close()
-
-
-if __name__ == "__main__":
- main()
diff --git a/quacc/legacy/method/__init__.py b/quacc/legacy/method/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/quacc/legacy/method/base.py b/quacc/legacy/method/base.py
deleted file mode 100644
index e701a63..0000000
--- a/quacc/legacy/method/base.py
+++ /dev/null
@@ -1,353 +0,0 @@
-from abc import abstractmethod
-from copy import deepcopy
-from typing import List
-
-import numpy as np
-import scipy.sparse as sp
-from quapy.data import LabelledCollection
-from quapy.method.aggregative import BaseQuantifier
-from sklearn.base import BaseEstimator
-
-import quacc.legacy.method.confidence as conf
-from quacc.legacy.data import (
- ExtBinPrev,
- ExtendedCollection,
- ExtendedData,
- ExtendedPrev,
- ExtensionPolicy,
- ExtMulPrev,
-)
-
-
-class BaseAccuracyEstimator(BaseQuantifier):
- def __init__(
- self,
- classifier: BaseEstimator,
- quantifier: BaseQuantifier,
- dense=False,
- ):
- self.__check_classifier(classifier)
- self.quantifier = quantifier
- self.extpol = ExtensionPolicy(dense=dense)
-
- def __check_classifier(self, classifier):
- if not hasattr(classifier, "predict_proba"):
- raise ValueError(
- f"Passed classifier {classifier.__class__.__name__} cannot predict probabilities."
- )
- self.classifier = classifier
-
- def extend(self, coll: LabelledCollection, pred_proba=None) -> ExtendedCollection:
- if pred_proba is None:
- pred_proba = self.classifier.predict_proba(coll.X)
-
- return ExtendedCollection.from_lc(
- coll, pred_proba=pred_proba, ext=pred_proba, extpol=self.extpol
- )
-
- def _extend_instances(self, instances: np.ndarray | sp.csr_matrix):
- pred_proba = self.classifier.predict_proba(instances)
- return ExtendedData(instances, pred_proba=pred_proba, extpol=self.extpol)
-
- @abstractmethod
- def fit(self, train: LabelledCollection | ExtendedCollection): ...
-
- @abstractmethod
- def estimate(self, instances, ext=False) -> ExtendedPrev: ...
-
- @property
- def dense(self):
- return self.extpol.dense
-
-
-class ConfidenceBasedAccuracyEstimator(BaseAccuracyEstimator):
- def __init__(
- self,
- classifier: BaseEstimator,
- quantifier: BaseQuantifier,
- confidence=None,
- ):
- super().__init__(
- classifier=classifier,
- quantifier=quantifier,
- )
- self.__check_confidence(confidence)
- self.calibrator = None
-
- def __check_confidence(self, confidence):
- if isinstance(confidence, str):
- self.confidence = [confidence]
- elif isinstance(confidence, list):
- self.confidence = confidence
- else:
- self.confidence = None
-
- def _fit_confidence(self, X, y, probas):
- self.confidence_metrics = conf.get_metrics(self.confidence)
- if self.confidence_metrics is None:
- return
-
- for m in self.confidence_metrics:
- m.fit(X, y, probas)
-
- def _get_pred_ext(self, pred_proba: np.ndarray):
- return pred_proba
-
- def __get_ext(
- self, X: np.ndarray | sp.csr_matrix, pred_proba: np.ndarray
- ) -> np.ndarray:
- if self.confidence_metrics is None or len(self.confidence_metrics) == 0:
- return pred_proba
-
- _conf_ext = np.concatenate(
- [m.conf(X, pred_proba) for m in self.confidence_metrics],
- axis=1,
- )
-
- _pred_ext = self._get_pred_ext(pred_proba)
-
- return np.concatenate([_conf_ext, _pred_ext], axis=1)
-
- def extend(
- self, coll: LabelledCollection, pred_proba=None, prefit=False
- ) -> ExtendedCollection:
- if pred_proba is None:
- pred_proba = self.classifier.predict_proba(coll.X)
-
- if prefit:
- self._fit_confidence(coll.X, coll.y, pred_proba)
- else:
- if not hasattr(self, "confidence_metrics"):
- raise AttributeError(
- "Confidence metrics are not fit and cannot be computed."
- "Consider setting prefit to True."
- )
-
- _ext = self.__get_ext(coll.X, pred_proba)
- return ExtendedCollection.from_lc(
- coll, pred_proba=pred_proba, ext=_ext, extpol=self.extpol
- )
-
- def _extend_instances(
- self,
- instances: np.ndarray | sp.csr_matrix,
- ) -> ExtendedData:
- pred_proba = self.classifier.predict_proba(instances)
- _ext = self.__get_ext(instances, pred_proba)
- return ExtendedData(
- instances, pred_proba=pred_proba, ext=_ext, extpol=self.extpol
- )
-
-
-class MultiClassAccuracyEstimator(ConfidenceBasedAccuracyEstimator):
- def __init__(
- self,
- classifier: BaseEstimator,
- quantifier: BaseQuantifier,
- confidence: str = None,
- collapse_false=False,
- group_false=False,
- dense=False,
- ):
- super().__init__(
- classifier=classifier,
- quantifier=quantifier,
- confidence=confidence,
- )
- self.extpol = ExtensionPolicy(
- collapse_false=collapse_false,
- group_false=group_false,
- dense=dense,
- )
- self.e_train = None
-
- # def _get_pred_ext(self, pred_proba: np.ndarray):
- # return np.argmax(pred_proba, axis=1, keepdims=True)
-
- def _get_multi_quant(self, quant, train: LabelledCollection):
- _nz = np.nonzero(train.counts())[0]
- if _nz.shape[0] == 1:
- return TrivialQuantifier(train.n_classes, _nz[0])
- else:
- return quant
-
- def fit(self, train: LabelledCollection):
- pred_proba = self.classifier.predict_proba(train.X)
- self._fit_confidence(train.X, train.y, pred_proba)
- self.e_train = self.extend(train, pred_proba=pred_proba)
-
- self.quantifier = self._get_multi_quant(self.quantifier, self.e_train)
- self.quantifier.fit(self.e_train)
-
- return self
-
- def estimate(
- self, instances: ExtendedData | np.ndarray | sp.csr_matrix
- ) -> ExtendedPrev:
- e_inst = instances
- if not isinstance(e_inst, ExtendedData):
- e_inst = self._extend_instances(instances)
-
- estim_prev = self.quantifier.quantify(e_inst.X)
- return ExtMulPrev(
- estim_prev,
- e_inst.nbcl,
- q_classes=self.quantifier.classes_,
- extpol=self.extpol,
- )
-
- @property
- def collapse_false(self):
- return self.extpol.collapse_false
-
- @property
- def group_false(self):
- return self.extpol.group_false
-
-
-class TrivialQuantifier:
- def __init__(self, n_classes, trivial_class):
- self.trivial_class = trivial_class
-
- def fit(self, train: LabelledCollection):
- pass
-
- def quantify(self, inst: LabelledCollection) -> np.ndarray:
- return np.array([1.0])
-
- @property
- def classes_(self):
- return np.array([self.trivial_class])
-
-
-class QuantifierProxy:
- def __init__(self, train: LabelledCollection):
- self.o_nclasses = train.n_classes
- self.o_classes = train.classes_
- self.o_index = {c: i for i, c in enumerate(train.classes_)}
-
- self.mapping = {}
- self.r_mapping = {}
- _cnt = 0
- for cl, c in zip(train.classes_, train.counts()):
- if c > 0:
- self.mapping[cl] = _cnt
- self.r_mapping[_cnt] = cl
- _cnt += 1
-
- self.n_nclasses = len(self.mapping)
-
- def apply_mapping(self, coll: LabelledCollection) -> LabelledCollection:
- if not self.proxied:
- return coll
-
- n_labels = np.copy(coll.labels)
- for k in self.mapping:
- n_labels[coll.labels == k] = self.mapping[k]
-
- return LabelledCollection(coll.X, n_labels, classes=np.arange(self.n_nclasses))
-
- def apply_rmapping(self, prevs: np.ndarray, q_classes: np.ndarray) -> np.ndarray:
- if not self.proxied:
- return prevs, q_classes
-
- n_qclasses = np.array([self.r_mapping[qc] for qc in q_classes])
-
- return prevs, n_qclasses
-
- def get_trivial(self):
- return TrivialQuantifier(self.o_nclasses, self.n_nclasses)
-
- @property
- def proxied(self):
- return self.o_nclasses != self.n_nclasses
-
-
-class BinaryQuantifierAccuracyEstimator(ConfidenceBasedAccuracyEstimator):
- def __init__(
- self,
- classifier: BaseEstimator,
- quantifier: BaseAccuracyEstimator,
- confidence: str = None,
- group_false: bool = False,
- dense: bool = False,
- ):
- super().__init__(
- classifier=classifier,
- quantifier=quantifier,
- confidence=confidence,
- )
- self.quantifiers = []
- self.extpol = ExtensionPolicy(
- group_false=group_false,
- dense=dense,
- )
-
- def _get_binary_quant(self, quant, train: LabelledCollection):
- _nz = np.nonzero(train.counts())[0]
- if _nz.shape[0] == 1:
- return TrivialQuantifier(train.n_classes, _nz[0])
- else:
- return deepcopy(quant)
-
- def fit(self, train: LabelledCollection | ExtendedCollection):
- pred_proba = self.classifier.predict_proba(train.X)
- self._fit_confidence(train.X, train.y, pred_proba)
- self.e_train = self.extend(train, pred_proba=pred_proba)
-
- self.n_classes = self.e_train.n_classes
- e_trains = self.e_train.split_by_pred()
-
- self.quantifiers = []
- for train in e_trains:
- quant = self._get_binary_quant(self.quantifier, train)
- quant.fit(train)
- self.quantifiers.append(quant)
-
- return self
-
- def estimate(
- self, instances: ExtendedData | np.ndarray | sp.csr_matrix
- ) -> np.ndarray:
- e_inst = instances
- if not isinstance(e_inst, ExtendedData):
- e_inst = self._extend_instances(instances)
-
- s_inst = e_inst.split_by_pred()
- norms = [s_i.shape[0] / len(e_inst) for s_i in s_inst]
- estim_prevs = self._quantify_helper(s_inst, norms)
-
- # estim_prev = np.concatenate(estim_prevs.T)
- # return ExtendedPrev(estim_prev, e_inst.nbcl, extpol=self.extpol)
-
- return ExtBinPrev(
- estim_prevs,
- e_inst.nbcl,
- q_classes=[quant.classes_ for quant in self.quantifiers],
- extpol=self.extpol,
- )
-
- def _quantify_helper(
- self,
- s_inst: List[np.ndarray | sp.csr_matrix],
- norms: List[float],
- ):
- estim_prevs = []
- for quant, inst, norm in zip(self.quantifiers, s_inst, norms):
- if inst.shape[0] > 0:
- estim_prev = quant.quantify(inst) * norm
- estim_prevs.append(estim_prev)
- else:
- estim_prevs.append(np.zeros((len(quant.classes_),)))
-
- # return np.array(estim_prevs)
- return estim_prevs
-
- @property
- def group_false(self):
- return self.extpol.group_false
-
-
-BAE = BaseAccuracyEstimator
-MCAE = MultiClassAccuracyEstimator
-BQAE = BinaryQuantifierAccuracyEstimator
diff --git a/quacc/legacy/method/confidence.py b/quacc/legacy/method/confidence.py
deleted file mode 100644
index 888abf4..0000000
--- a/quacc/legacy/method/confidence.py
+++ /dev/null
@@ -1,98 +0,0 @@
-from typing import List
-
-import numpy as np
-import scipy.sparse as sp
-from sklearn.linear_model import LinearRegression
-
-import baselines.atc as atc
-
-__confs = {}
-
-
-def metric(name):
- def wrapper(cl):
- __confs[name] = cl
- return cl
-
- return wrapper
-
-
-class ConfidenceMetric:
- def fit(self, X, y, probas):
- pass
-
- def conf(self, X, probas):
- return probas
-
-
-@metric("max_conf")
-class MaxConf(ConfidenceMetric):
- def conf(self, X, probas):
- _mc = np.max(probas, axis=1, keepdims=True)
- return _mc
-
-
-@metric("entropy")
-class Entropy(ConfidenceMetric):
- def conf(self, X, probas):
- _ent = np.sum(
- np.multiply(probas, np.log(probas + 1e-20)), axis=1, keepdims=True
- )
- return _ent
-
-
-@metric("isoft")
-class InverseSoftmax(ConfidenceMetric):
- def conf(self, X, probas):
- _probas = probas / np.sum(probas, axis=1, keepdims=True)
- _probas = np.log(_probas) - np.mean(np.log(_probas), axis=1, keepdims=True)
- return np.max(_probas, axis=1, keepdims=True)
-
-
-@metric("threshold")
-class Threshold(ConfidenceMetric):
- def get_scores(self, probas, keepdims=False):
- return np.max(probas, axis=1, keepdims=keepdims)
-
- def fit(self, X, y, probas):
- scores = self.get_scores(probas)
- _, self.threshold = atc.find_ATC_threshold(scores, y)
-
- def conf(self, X, probas):
- scores = self.get_scores(probas, keepdims=True)
- _exp = scores - self.threshold
- return _exp
-
- # def conf(self, X, probas):
- # scores = self.get_scores(probas)
- # _exp = np.where(
- # scores >= self.threshold, np.ones(scores.shape), np.zeros(scores.shape)
- # )
- # return _exp[:, np.newaxis]
-
-
-@metric("linreg")
-class LinReg(ConfidenceMetric):
- def extend(self, X, probas):
- if sp.issparse(X):
- return sp.hstack([X, probas])
- else:
- return np.concatenate([X, probas], axis=1)
-
- def fit(self, X, y, probas):
- reg_X = self.extend(X, probas)
- reg_y = probas[np.arange(probas.shape[0]), y]
- self.reg = LinearRegression()
- self.reg.fit(reg_X, reg_y)
-
- def conf(self, X, probas):
- reg_X = self.extend(X, probas)
- return self.reg.predict(reg_X)[:, np.newaxis]
-
-
-def get_metrics(names: List[str]):
- if names is None:
- return None
-
- __fnames = [n for n in names if n in __confs]
- return [__confs[m]() for m in __fnames]
diff --git a/quacc/legacy/method/model_selection.py b/quacc/legacy/method/model_selection.py
deleted file mode 100644
index 37100af..0000000
--- a/quacc/legacy/method/model_selection.py
+++ /dev/null
@@ -1,480 +0,0 @@
-import itertools
-import math
-import os
-from copy import deepcopy
-from time import time
-from typing import Callable, Union
-
-import numpy as np
-from joblib import Parallel
-from quapy.data import LabelledCollection
-from quapy.protocol import (
- AbstractProtocol,
- OnLabelledCollectionProtocol,
-)
-
-import quacc as qc
-import quacc.error
-from quacc.legacy.data import ExtendedCollection
-from quacc.legacy.evaluation.evaluate import evaluate
-from quacc.legacy.method.base import (
- BaseAccuracyEstimator,
-)
-from quacc.logger import logger
-
-
-class GridSearchAE(BaseAccuracyEstimator):
- def __init__(
- self,
- model: BaseAccuracyEstimator,
- param_grid: dict,
- protocol: AbstractProtocol,
- error: Union[Callable, str] = qc.error.maccd,
- refit=True,
- # timeout=-1,
- n_jobs=None,
- verbose=False,
- ):
- self.model = model
- self.param_grid = self.__normalize_params(param_grid)
- self.protocol = protocol
- self.refit = refit
- # self.timeout = timeout
- self.n_jobs = qc._get_njobs(n_jobs)
- self.verbose = verbose
- self.__check_error(error)
- assert isinstance(protocol, AbstractProtocol), "unknown protocol"
-
- def _sout(self, msg, level=0):
- if level > 0 or self.verbose:
- print(f"[{self.__class__.__name__}@{self.model.__class__.__name__}]: {msg}")
-
- def __normalize_params(self, params):
- __remap = {}
- for key in params.keys():
- k, delim, sub_key = key.partition("__")
- if delim and k == "q":
- __remap[key] = f"quantifier__{sub_key}"
-
- return {(__remap[k] if k in __remap else k): v for k, v in params.items()}
-
- def __check_error(self, error):
- if error in qc.error.ACCURACY_ERROR:
- self.error = error
- elif isinstance(error, str):
- self.error = qc.error.from_name(error)
- elif hasattr(error, "__call__"):
- self.error = error
- else:
- raise ValueError(
- f"unexpected error type; must either be a callable function or a str representing\n"
- f"the name of an error function in {qc.error.ACCURACY_ERROR_NAMES}"
- )
-
- def fit(self, training: LabelledCollection):
- """Learning routine. Fits methods with all combinations of hyperparameters and selects the one minimizing
- the error metric.
-
- :param training: the training set on which to optimize the hyperparameters
- :return: self
- """
- params_keys = list(self.param_grid.keys())
- params_values = list(self.param_grid.values())
-
- protocol = self.protocol
-
- self.param_scores_ = {}
- self.best_score_ = None
-
- tinit = time()
-
- hyper = [
- dict(zip(params_keys, val)) for val in itertools.product(*params_values)
- ]
-
- self._sout(f"starting model selection with {self.n_jobs =}")
- # self._sout("starting model selection")
-
- # scores = [self.__params_eval((params, training)) for params in hyper]
- scores = self._select_scores(hyper, training)
-
- for params, score, model in scores:
- if score is not None:
- if self.best_score_ is None or score < self.best_score_:
- self.best_score_ = score
- self.best_params_ = params
- self.best_model_ = model
- self.param_scores_[str(params)] = score
- else:
- self.param_scores_[str(params)] = "timeout"
-
- tend = time() - tinit
-
- if self.best_score_ is None:
- raise TimeoutError("no combination of hyperparameters seem to work")
-
- self._sout(
- f"optimization finished: best params {self.best_params_} (score={self.best_score_:.5f}) "
- f"[took {tend:.4f}s]",
- level=1,
- )
-
- # log = Logger.logger()
- log = logger()
- log.debug(
- f"[{self.model.__class__.__name__}] "
- f"optimization finished: best params {self.best_params_} (score={self.best_score_:.5f}) "
- f"[took {tend:.4f}s]"
- )
-
- if self.refit:
- if isinstance(protocol, OnLabelledCollectionProtocol):
- self._sout("refitting on the whole development set")
- self.best_model_.fit(training + protocol.get_labelled_collection())
- else:
- raise RuntimeWarning(
- f'"refit" was requested, but the protocol does not '
- f"implement the {OnLabelledCollectionProtocol.__name__} interface"
- )
-
- return self
-
- def _select_scores(self, hyper, training):
- return qc.commons.parallel(
- self._params_eval,
- [(params, training) for params in hyper],
- n_jobs=self.n_jobs,
- verbose=1,
- )
-
- def _params_eval(self, params, training, protocol=None):
- protocol = self.protocol if protocol is None else protocol
- error = self.error
-
- # if self.timeout > 0:
-
- # def handler(signum, frame):
- # raise TimeoutError()
-
- # signal.signal(signal.SIGALRM, handler)
-
- tinit = time()
-
- # if self.timeout > 0:
- # signal.alarm(self.timeout)
-
- try:
- model = deepcopy(self.model)
- # overrides default parameters with the parameters being explored at this iteration
- model.set_params(**params)
- # print({k: v for k, v in model.get_params().items() if k in params})
- model.fit(training)
- score = evaluate(model, protocol=protocol, error_metric=error)
-
- ttime = time() - tinit
- self._sout(
- f"hyperparams={params}\t got score {score:.5f} [took {ttime:.4f}s]",
- )
-
- # if self.timeout > 0:
- # signal.alarm(0)
- # except TimeoutError:
- # self._sout(f"timeout ({self.timeout}s) reached for config {params}")
- # score = None
- except ValueError as e:
- self._sout(
- f"the combination of hyperparameters {params} is invalid. Exception: {e}",
- level=1,
- )
- score = None
- # raise e
- except Exception as e:
- self._sout(
- f"something went wrong for config {params}; skipping:"
- f"\tException: {e}",
- level=1,
- )
- # raise e
- score = None
-
- return params, score, model
-
- def extend(
- self, coll: LabelledCollection, pred_proba=None, prefit=False
- ) -> ExtendedCollection:
- assert hasattr(self, "best_model_"), "quantify called before fit"
- return self.best_model().extend(coll, pred_proba=pred_proba, prefit=prefit)
-
- def estimate(self, instances):
- """Estimate class prevalence values using the best model found after calling the :meth:`fit` method.
-
- :param instances: sample contanining the instances
- :return: a ndarray of shape `(n_classes)` with class prevalence estimates as according to the best model found
- by the model selection process.
- """
-
- assert hasattr(self, "best_model_"), "estimate called before fit"
- return self.best_model().estimate(instances)
-
- def set_params(self, **parameters):
- """Sets the hyper-parameters to explore.
-
- :param parameters: a dictionary with keys the parameter names and values the list of values to explore
- """
- self.param_grid = parameters
-
- def get_params(self, deep=True):
- """Returns the dictionary of hyper-parameters to explore (`param_grid`)
-
- :param deep: Unused
- :return: the dictionary `param_grid`
- """
- return self.param_grid
-
- def best_model(self):
- """
- Returns the best model found after calling the :meth:`fit` method, i.e., the one trained on the combination
- of hyper-parameters that minimized the error function.
-
- :return: a trained quantifier
- """
- if hasattr(self, "best_model_"):
- return self.best_model_
- raise ValueError("best_model called before fit")
-
- def best_score(self):
- if hasattr(self, "best_score_"):
- return self.best_score_
- raise ValueError("best_score called before fit")
-
-
-class RandomizedSearchAE(GridSearchAE):
- ERR_THRESHOLD = 1e-4
- MAX_ITER_IMPROV = 3
-
- def _select_scores(self, hyper, training: LabelledCollection):
- log = logger()
- hyper = np.array(hyper)
- rand_index = np.random.choice(
- np.arange(len(hyper)), size=len(hyper), replace=False
- )
- _n_jobs = os.cpu_count() + 1 + self.n_jobs if self.n_jobs < 0 else self.n_jobs
- batch_size = _n_jobs
-
- log.debug(f"{batch_size = }")
- rand_index = list(
- rand_index[: (len(hyper) // batch_size) * batch_size].reshape(
- (len(hyper) // batch_size, batch_size)
- )
- ) + [rand_index[(len(hyper) // batch_size) * batch_size :]]
- scores = []
- best_score, iter_from_improv = np.inf, 0
- with Parallel(n_jobs=self.n_jobs) as parallel:
- for i, ri in enumerate(rand_index):
- tstart = time()
- _iter_scores = qc.commons.parallel(
- self._params_eval,
- [(params, training) for params in hyper[ri]],
- parallel=parallel,
- )
- _best_iter_score = np.min(
- [s for _, s, _ in _iter_scores if s is not None]
- )
-
- log.debug(
- f"[iter {i}] best score = {_best_iter_score:.8f} [took {time() - tstart:.3f}s]"
- )
- scores += _iter_scores
-
- _check, best_score, iter_from_improv = self.__stop_condition(
- _best_iter_score, best_score, iter_from_improv
- )
- if _check:
- break
-
- return scores
-
- def __stop_condition(self, best_iter_score, best_score, iter_from_improv):
- if best_iter_score < best_score:
- _improv = best_score - best_iter_score
- best_score = best_iter_score
- else:
- _improv = 0
-
- if _improv > self.ERR_THRESHOLD:
- iter_from_improv = 0
- else:
- iter_from_improv += 1
-
- return iter_from_improv > self.MAX_ITER_IMPROV, best_score, iter_from_improv
-
-
-class HalvingSearchAE(GridSearchAE):
- def _select_scores(self, hyper, training: LabelledCollection):
- log = logger()
- hyper = np.array(hyper)
-
- threshold = 22
- factor = 3
- n_steps = math.ceil(math.log(len(hyper) / threshold, factor))
- steps = np.logspace(n_steps, 0, base=1.0 / factor, num=n_steps + 1)
- with Parallel(n_jobs=self.n_jobs, verbose=1) as parallel:
- for _step in steps:
- tstart = time()
- _training, _ = (
- training.split_stratified(train_prop=_step)
- if _step < 1.0
- else (training, None)
- )
-
- results = qc.commons.parallel(
- self._params_eval,
- [(params, _training) for params in hyper],
- parallel=parallel,
- )
- scores = [(1.0 if s is None else s) for _, s, _ in results]
- res_hyper = np.array([h for h, _, _ in results], dtype="object")
- sorted_scores_idx = np.argsort(scores)
- best_score = scores[sorted_scores_idx[0]]
- hyper = res_hyper[
- sorted_scores_idx[: round(len(res_hyper) * (1.0 / factor))]
- ]
-
- log.debug(
- f"[step {_step}] best score = {best_score:.8f} [took {time() - tstart:.3f}s]"
- )
-
- return results
-
-
-class SpiderSearchAE(GridSearchAE):
- def __init__(
- self,
- model: BaseAccuracyEstimator,
- param_grid: dict,
- protocol: AbstractProtocol,
- error: Union[Callable, str] = qc.error.maccd,
- refit=True,
- n_jobs=None,
- verbose=False,
- err_threshold=1e-4,
- max_iter_improv=0,
- pd_th_min=1,
- best_width=2,
- ):
- super().__init__(
- model=model,
- param_grid=param_grid,
- protocol=protocol,
- error=error,
- refit=refit,
- n_jobs=n_jobs,
- verbose=verbose,
- )
- self.err_threshold = err_threshold
- self.max_iter_improv = max_iter_improv
- self.pd_th_min = pd_th_min
- self.best_width = best_width
-
- def _select_scores(self, hyper, training: LabelledCollection):
- log = logger()
- hyper = np.array(hyper)
- _n_jobs = os.cpu_count() + 1 + self.n_jobs if self.n_jobs < 0 else self.n_jobs
- batch_size = _n_jobs
-
- rand_index = np.arange(len(hyper))
- np.random.shuffle(rand_index)
- rand_index = rand_index[:batch_size]
- remaining_index = np.setdiff1d(np.arange(len(hyper)), rand_index)
- _hyper, _hyper_remaining = hyper[rand_index], hyper[remaining_index]
-
- scores = []
- best_score, last_best, iter_from_improv = np.inf, np.inf, 0
- with Parallel(n_jobs=self.n_jobs, verbose=1) as parallel:
- while len(_hyper) > 0:
- # log.debug(f"{len(_hyper_remaining)=}")
- tstart = time()
- _iter_scores = qc.commons.parallel(
- self._params_eval,
- [(params, training) for params in _hyper],
- parallel=parallel,
- )
-
- # if all scores are None, select a new random batch
- if all([s[1] is None for s in _iter_scores]):
- rand_index = np.arange(len(_hyper_remaining))
- np.random.shuffle(rand_index)
- rand_index = rand_index[:batch_size]
- remaining_index = np.setdiff1d(
- np.arange(len(_hyper_remaining)), rand_index
- )
- _hyper = _hyper_remaining[rand_index]
- _hyper_remaining = _hyper_remaining[remaining_index]
- continue
-
- _sorted_idx = np.argsort(
- [1.0 if s is None else s for _, s, _ in _iter_scores]
- )
- _sorted_scores = np.array(_iter_scores, dtype="object")[_sorted_idx]
- _best_iter_params = np.array(
- [p for p, _, _ in _sorted_scores], dtype="object"
- )
- _best_iter_scores = np.array(
- [s for _, s, _ in _sorted_scores], dtype="object"
- )
-
- for i, (_score, _param) in enumerate(
- zip(
- _best_iter_scores[: self.best_width],
- _best_iter_params[: self.best_width],
- )
- ):
- log.debug(
- f"[size={len(_hyper)},place={i+1}] best score = {_score:.8f}; "
- f"best param = {_param} [took {time() - tstart:.3f}s]"
- )
- scores += _iter_scores
-
- _improv = best_score - _best_iter_scores[0]
- _improv_last = last_best - _best_iter_scores[0]
- if _improv > self.err_threshold:
- iter_from_improv = 0
- best_score = _best_iter_scores[0]
- elif _improv_last < 0:
- iter_from_improv += 1
-
- last_best = _best_iter_scores[0]
-
- if iter_from_improv > self.max_iter_improv:
- break
-
- _new_hyper = np.array([], dtype="object")
- for _base_param in _best_iter_params[: self.best_width]:
- _rem_pds = np.array(
- [
- self.__param_distance(_base_param, h)
- for h in _hyper_remaining
- ]
- )
- _rem_pd_sort_idx = np.argsort(_rem_pds)
- # _min_pd = np.min(_rem_pds)
- _min_pd_len = (_rem_pds <= self.pd_th_min).nonzero()[0].shape[0]
- _new_hyper_idx = _rem_pd_sort_idx[:_min_pd_len]
- _hyper_rem_idx = np.setdiff1d(
- np.arange(len(_hyper_remaining)), _new_hyper_idx
- )
- _new_hyper = np.concatenate(
- [_new_hyper, _hyper_remaining[_new_hyper_idx]]
- )
- _hyper_remaining = _hyper_remaining[_hyper_rem_idx]
- _hyper = _new_hyper
-
- return scores
-
- def __param_distance(self, param1, param2):
- score = 0
- for k, v in param1.items():
- if param2[k] != v:
- score += 1
-
- return score
diff --git a/quacc/legacy/plot/base.py b/quacc/legacy/plot/base.py
deleted file mode 100644
index a44b219..0000000
--- a/quacc/legacy/plot/base.py
+++ /dev/null
@@ -1,68 +0,0 @@
-from pathlib import Path
-
-
-class BasePlot:
- @classmethod
- def save_fig(cls, fig, base_path, title) -> Path:
- ...
-
- @classmethod
- def plot_diagonal(
- cls,
- reference,
- columns,
- data,
- *,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- fixed_lim=False,
- legend=True,
- ):
- ...
-
- @classmethod
- def plot_delta(
- cls,
- base_prevs,
- columns,
- data,
- *,
- stdevs=None,
- pos_class=1,
- title="default",
- x_label="prevs.",
- y_label="error",
- legend=True,
- ):
- ...
-
- @classmethod
- def plot_shift(
- cls,
- shift_prevs,
- columns,
- data,
- *,
- counts=None,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- legend=True,
- ):
- ...
-
- @classmethod
- def plot_fit_scores(
- train_prevs,
- scores,
- *,
- pos_class=1,
- title="default",
- x_label="prev.",
- y_label="position",
- legend=True,
- ):
- ...
diff --git a/quacc/legacy/plot/mpl.py b/quacc/legacy/plot/mpl.py
deleted file mode 100644
index 08b56bb..0000000
--- a/quacc/legacy/plot/mpl.py
+++ /dev/null
@@ -1,236 +0,0 @@
-from pathlib import Path
-
-import matplotlib
-import matplotlib.pyplot as plt
-import numpy as np
-from cycler import cycler
-
-from quacc.legacy.plot.base import BasePlot
-from quacc.utils import commons
-
-matplotlib.use("agg")
-
-
-class MplPlot(BasePlot):
- def _get_markers(self, n: int):
- ls = "ovx+sDph*^1234X><.Pd"
- if n > len(ls):
- ls = ls * (n / len(ls) + 1)
- return list(ls)[:n]
-
- def save_fig(self, fig, base_path, title) -> Path:
- if base_path is None:
- base_path = commons.get_quacc_home() / "plots"
- output_path = base_path / f"{title}.png"
- fig.savefig(output_path, bbox_inches="tight")
- return output_path
-
- def plot_delta(
- self,
- base_prevs,
- columns,
- data,
- *,
- stdevs=None,
- pos_class=1,
- title="default",
- x_label="prevs.",
- y_label="error",
- legend=True,
- ):
- fig, ax = plt.subplots()
- ax.set_aspect("auto")
- ax.grid()
-
- NUM_COLORS = len(data)
- cm = plt.get_cmap("tab10")
- if NUM_COLORS > 10:
- cm = plt.get_cmap("tab20")
- cy = cycler(color=[cm(i) for i in range(NUM_COLORS)])
-
- # base_prevs = base_prevs[:, pos_class]
- if isinstance(base_prevs[0], float):
- base_prevs = np.around([(1 - bp, bp) for bp in base_prevs], decimals=4)
- str_base_prevs = [str(tuple(bp)) for bp in base_prevs]
- # xticks = [str(bp) for bp in base_prevs]
- xticks = np.arange(len(base_prevs))
- for method, deltas, _cy in zip(columns, data, cy):
- ax.plot(
- xticks,
- deltas,
- label=method,
- color=_cy["color"],
- linestyle="-",
- marker="o",
- markersize=3,
- zorder=2,
- )
- if stdevs is not None:
- _col_idx = np.where(columns == method)[0]
- stdev = stdevs[_col_idx].flatten()
- nn_idx = np.intersect1d(
- np.where(deltas != np.nan)[0],
- np.where(stdev != np.nan)[0],
- )
- _bps, _ds, _st = xticks[nn_idx], deltas[nn_idx], stdev[nn_idx]
- ax.fill_between(
- _bps,
- _ds - _st,
- _ds + _st,
- color=_cy["color"],
- alpha=0.25,
- )
-
- def format_fn(tick_val, tick_pos):
- if int(tick_val) in xticks:
- return str_base_prevs[int(tick_val)]
-
- return ""
-
- ax.xaxis.set_major_locator(plt.MaxNLocator(nbins=6, integer=True, prune="both"))
- ax.xaxis.set_major_formatter(format_fn)
-
- ax.set(
- xlabel=f"{x_label} prevalence",
- ylabel=y_label,
- title=title,
- )
-
- if legend:
- ax.legend(loc="center left", bbox_to_anchor=(1, 0.5))
-
- return fig
-
- def plot_diagonal(
- self,
- reference,
- columns,
- data,
- *,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- legend=True,
- ):
- fig, ax = plt.subplots()
- ax.set_aspect("auto")
- ax.grid()
- ax.set_aspect("equal")
-
- NUM_COLORS = len(data)
- cm = plt.get_cmap("tab10")
- if NUM_COLORS > 10:
- cm = plt.get_cmap("tab20")
- cy = cycler(
- color=[cm(i) for i in range(NUM_COLORS)],
- marker=self._get_markers(NUM_COLORS),
- )
-
- reference = np.array(reference)
- x_ticks = np.unique(reference)
- x_ticks.sort()
-
- for deltas, _cy in zip(data, cy):
- ax.plot(
- reference,
- deltas,
- color=_cy["color"],
- linestyle="None",
- marker=_cy["marker"],
- markersize=3,
- zorder=2,
- alpha=0.25,
- )
-
- # ensure limits are equal for both axes
- _alims = np.stack(((ax.get_xlim(), ax.get_ylim())), axis=-1)
- _lims = np.array([f(ls) for f, ls in zip([np.min, np.max], _alims)])
- ax.set(xlim=tuple(_lims), ylim=tuple(_lims))
-
- for method, deltas, _cy in zip(columns, data, cy):
- slope, interc = np.polyfit(reference, deltas, 1)
- y_lr = np.array([slope * x + interc for x in _lims])
- ax.plot(
- _lims,
- y_lr,
- label=method,
- color=_cy["color"],
- linestyle="-",
- markersize="0",
- zorder=1,
- )
-
- # plot reference line
- ax.plot(
- _lims,
- _lims,
- color="black",
- linestyle="--",
- markersize=0,
- zorder=1,
- )
-
- ax.set(xlabel=x_label, ylabel=y_label, title=title)
-
- if legend:
- ax.legend(loc="center left", bbox_to_anchor=(1, 0.5))
-
- return fig
-
- def plot_shift(
- self,
- shift_prevs,
- columns,
- data,
- *,
- counts=None,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- legend=True,
- ):
- fig, ax = plt.subplots()
- ax.set_aspect("auto")
- ax.grid()
-
- NUM_COLORS = len(data)
- cm = plt.get_cmap("tab10")
- if NUM_COLORS > 10:
- cm = plt.get_cmap("tab20")
- cy = cycler(color=[cm(i) for i in range(NUM_COLORS)])
-
- # shift_prevs = shift_prevs[:, pos_class]
- for method, shifts, _cy in zip(columns, data, cy):
- ax.plot(
- shift_prevs,
- shifts,
- label=method,
- color=_cy["color"],
- linestyle="-",
- marker="o",
- markersize=3,
- zorder=2,
- )
- if counts is not None:
- _col_idx = np.where(columns == method)[0]
- count = counts[_col_idx].flatten()
- for prev, shift, cnt in zip(shift_prevs, shifts, count):
- label = f"{cnt}"
- plt.annotate(
- label,
- (prev, shift),
- textcoords="offset points",
- xytext=(0, 10),
- ha="center",
- color=_cy["color"],
- fontsize=12.0,
- )
-
- ax.set(xlabel=x_label, ylabel=y_label, title=title)
-
- if legend:
- ax.legend(loc="center left", bbox_to_anchor=(1, 0.5))
-
- return fig
diff --git a/quacc/legacy/plot/plot.py b/quacc/legacy/plot/plot.py
deleted file mode 100644
index 1c33d11..0000000
--- a/quacc/legacy/plot/plot.py
+++ /dev/null
@@ -1,197 +0,0 @@
-from quacc.legacy.plot.base import BasePlot
-from quacc.legacy.plot.mpl import MplPlot
-from quacc.legacy.plot.plotly import PlotlyPlot
-
-__backend: BasePlot = MplPlot()
-
-
-def get_backend(name, theme=None):
- match name:
- case "matplotlib" | "mpl":
- return MplPlot()
- case "plotly":
- return PlotlyPlot(theme=theme)
- case _:
- return MplPlot()
-
-
-def plot_delta(
- base_prevs,
- columns,
- data,
- *,
- stdevs=None,
- pos_class=1,
- metric="acc",
- name="default",
- train_prev=None,
- legend=True,
- avg=None,
- save_fig=False,
- base_path=None,
- backend=None,
-):
- backend = __backend if backend is None else backend
- _base_title = "delta_stdev" if stdevs is not None else "delta"
- if train_prev is not None:
- t_prev_pos = int(round(train_prev[pos_class] * 100))
- title = f"{_base_title}_{name}_{t_prev_pos}_{metric}"
- else:
- title = f"{_base_title}_{name}_avg_{avg}_{metric}"
-
- if avg is None or avg == "train":
- x_label = "Test Prevalence"
- else:
- x_label = "Train Prevalence"
- if metric == "acc":
- y_label = "Prediction Error for Vanilla Accuracy"
- elif metric == "f1":
- y_label = "Prediction Error for F1"
- else:
- y_label = f"{metric} error"
- fig = backend.plot_delta(
- base_prevs,
- columns,
- data,
- stdevs=stdevs,
- pos_class=pos_class,
- title=title,
- x_label=x_label,
- y_label=y_label,
- legend=legend,
- )
-
- if save_fig:
- output_path = backend.save_fig(fig, base_path, title)
- return fig, output_path
-
- return fig
-
-
-def plot_diagonal(
- reference,
- columns,
- data,
- *,
- pos_class=1,
- metric="acc",
- name="default",
- train_prev=None,
- fixed_lim=False,
- legend=True,
- save_fig=False,
- base_path=None,
- backend=None,
-):
- backend = __backend if backend is None else backend
- if train_prev is not None:
- t_prev_pos = int(round(train_prev[pos_class] * 100))
- title = f"diagonal_{name}_{t_prev_pos}_{metric}"
- else:
- title = f"diagonal_{name}_{metric}"
-
- if metric == "acc":
- x_label = "True Vanilla Accuracy"
- y_label = "Estimated Vanilla Accuracy"
- else:
- x_label = f"true {metric}"
- y_label = f"estim. {metric}"
- fig = backend.plot_diagonal(
- reference,
- columns,
- data,
- pos_class=pos_class,
- title=title,
- x_label=x_label,
- y_label=y_label,
- fixed_lim=fixed_lim,
- legend=legend,
- )
-
- if save_fig:
- output_path = backend.save_fig(fig, base_path, title)
- return fig, output_path
-
- return fig
-
-
-def plot_shift(
- shift_prevs,
- columns,
- data,
- *,
- counts=None,
- pos_class=1,
- metric="acc",
- name="default",
- train_prev=None,
- legend=True,
- save_fig=False,
- base_path=None,
- backend=None,
-):
- backend = __backend if backend is None else backend
- if train_prev is not None:
- t_prev_pos = int(round(train_prev[pos_class] * 100))
- title = f"shift_{name}_{t_prev_pos}_{metric}"
- else:
- title = f"shift_{name}_avg_{metric}"
-
- x_label = "Amount of Prior Probability Shift"
- if metric == "acc":
- y_label = "Prediction Error for Vanilla Accuracy"
- elif metric == "f1":
- y_label = "Prediction Error for F1"
- else:
- y_label = f"{metric} error"
- fig = backend.plot_shift(
- shift_prevs,
- columns,
- data,
- counts=counts,
- pos_class=pos_class,
- title=title,
- x_label=x_label,
- y_label=y_label,
- legend=legend,
- )
-
- if save_fig:
- output_path = backend.save_fig(fig, base_path, title)
- return fig, output_path
-
- return fig
-
-
-def plot_fit_scores(
- train_prevs,
- scores,
- *,
- pos_class=1,
- metric="acc",
- name="default",
- legend=True,
- save_fig=False,
- base_path=None,
- backend=None,
-):
- backend = __backend if backend is None else backend
- title = f"fit_scores_{name}_avg_{metric}"
-
- x_label = "train prev."
- y_label = "position"
- fig = backend.plot_fit_scores(
- train_prevs,
- scores,
- pos_class=pos_class,
- title=title,
- x_label=x_label,
- y_label=y_label,
- legend=legend,
- )
-
- if save_fig:
- output_path = backend.save_fig(fig, base_path, title)
- return fig, output_path
-
- return fig
diff --git a/quacc/legacy/plot/plotly.py b/quacc/legacy/plot/plotly.py
deleted file mode 100644
index 0d9105e..0000000
--- a/quacc/legacy/plot/plotly.py
+++ /dev/null
@@ -1,330 +0,0 @@
-from collections import defaultdict
-from pathlib import Path
-
-import numpy as np
-import plotly
-import plotly.graph_objects as go
-
-from quacc.legacy.evaluation.estimators import CE, _renames
-from quacc.legacy.plot.base import BasePlot
-
-
-class PlotCfg:
- def __init__(self, mode, lwidth, font=None, legend=None, template="seaborn"):
- self.mode = mode
- self.lwidth = lwidth
- self.legend = {} if legend is None else legend
- self.font = {} if font is None else font
- self.template = template
-
-
-web_cfg = PlotCfg("lines+markers", 2)
-png_cfg_old = PlotCfg(
- "lines",
- 5,
- legend=dict(
- orientation="h",
- yanchor="bottom",
- xanchor="right",
- y=1.02,
- x=1,
- font=dict(size=24),
- ),
- font=dict(size=24),
- # template="ggplot2",
-)
-png_cfg = PlotCfg(
- "lines",
- 5,
- legend=dict(
- font=dict(
- family="DejaVu Sans",
- size=24,
- ),
- ),
- font=dict(size=24),
- # template="ggplot2",
-)
-
-_cfg = png_cfg
-
-
-class PlotlyPlot(BasePlot):
- __themes = defaultdict(
- lambda: {
- "template": _cfg.template,
- }
- )
- __themes = __themes | {
- "dark": {
- "template": "plotly_dark",
- },
- }
-
- def __init__(self, theme=None):
- self.theme = PlotlyPlot.__themes[theme]
- self.rename = True
-
- def hex_to_rgb(self, hex: str, t: float | None = None):
- hex = hex.lstrip("#")
- rgb = [int(hex[i : i + 2], 16) for i in [0, 2, 4]]
- if t is not None:
- rgb.append(t)
- return f"{'rgb' if t is None else 'rgba'}{str(tuple(rgb))}"
-
- def get_colors(self, num):
- match num:
- case v if v > 10:
- __colors = plotly.colors.qualitative.Light24
- case _:
- __colors = plotly.colors.qualitative.G10
-
- def __generator(cs):
- while True:
- for c in cs:
- yield c
-
- return __generator(__colors)
-
- def update_layout(self, fig, title, x_label, y_label):
- fig.update_layout(
- # title=title,
- xaxis_title=x_label,
- yaxis_title=y_label,
- template=self.theme["template"],
- font=_cfg.font,
- legend=_cfg.legend,
- )
-
- def save_fig(self, fig, base_path, title) -> Path:
- return None
-
- def rename_plots(
- self,
- columns,
- ):
- if not self.rename:
- return columns
-
- new_columns = []
- for c in columns:
- nc = c
- for old, new in _renames.items():
- if c.startswith(old):
- nc = new + c[len(old) :]
-
- new_columns.append(nc)
-
- return np.array(new_columns)
-
- def plot_delta(
- self,
- base_prevs,
- columns,
- data,
- *,
- stdevs=None,
- pos_class=1,
- title="default",
- x_label="prevs.",
- y_label="error",
- legend=True,
- ) -> go.Figure:
- fig = go.Figure()
- if isinstance(base_prevs[0], float):
- base_prevs = np.around([(1 - bp, bp) for bp in base_prevs], decimals=4)
- x = [str(tuple(bp)) for bp in base_prevs]
- named_data = {c: d for c, d in zip(columns, data)}
- r_columns = {c: r for c, r in zip(columns, self.rename_plots(columns))}
- line_colors = self.get_colors(len(columns))
- # for name, delta in zip(columns, data):
- columns = np.array(CE.name.sort(columns))
- for name in columns:
- delta = named_data[name]
- r_name = r_columns[name]
- color = next(line_colors)
- _line = [
- go.Scatter(
- x=x,
- y=delta,
- mode=_cfg.mode,
- name=r_name,
- line=dict(color=self.hex_to_rgb(color), width=_cfg.lwidth),
- hovertemplate="prev.: %{x} error: %{y:,.4f}",
- )
- ]
- _error = []
- if stdevs is not None:
- _col_idx = np.where(columns == name)[0]
- stdev = stdevs[_col_idx].flatten()
- _error = [
- go.Scatter(
- x=np.concatenate([x, x[::-1]]),
- y=np.concatenate([delta - stdev, (delta + stdev)[::-1]]),
- name=int(_col_idx[0]),
- fill="toself",
- fillcolor=self.hex_to_rgb(color, t=0.2),
- line=dict(color="rgba(255, 255, 255, 0)"),
- hoverinfo="skip",
- showlegend=False,
- )
- ]
- fig.add_traces(_line + _error)
-
- self.update_layout(fig, title, x_label, y_label)
- return fig
-
- def plot_diagonal(
- self,
- reference,
- columns,
- data,
- *,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- fixed_lim=False,
- legend=True,
- ) -> go.Figure:
- fig = go.Figure()
- x = reference
- line_colors = self.get_colors(len(columns))
-
- if fixed_lim:
- _lims = np.array([[0.0, 1.0], [0.0, 1.0]])
- else:
- _edges = (
- np.min([np.min(x), np.min(data)]),
- np.max([np.max(x), np.max(data)]),
- )
- _lims = np.array([[_edges[0], _edges[1]], [_edges[0], _edges[1]]])
-
- named_data = {c: d for c, d in zip(columns, data)}
- r_columns = {c: r for c, r in zip(columns, self.rename_plots(columns))}
- columns = np.array(CE.name.sort(columns))
- for name in columns:
- val = named_data[name]
- r_name = r_columns[name]
- color = next(line_colors)
- slope, interc = np.polyfit(x, val, 1)
- # y_lr = np.array([slope * _x + interc for _x in _lims[0]])
- fig.add_traces(
- [
- go.Scatter(
- x=x,
- y=val,
- customdata=np.stack((val - x,), axis=-1),
- mode="markers",
- name=r_name,
- marker=dict(color=self.hex_to_rgb(color, t=0.5)),
- hovertemplate="true acc: %{x:,.4f} estim. acc: %{y:,.4f} acc err.: %{customdata[0]:,.4f}",
- # showlegend=False,
- ),
- # go.Scatter(
- # x=[x[-1]],
- # y=[val[-1]],
- # mode="markers",
- # marker=dict(color=self.hex_to_rgb(color), size=8),
- # name=r_name,
- # ),
- # go.Scatter(
- # x=_lims[0],
- # y=y_lr,
- # mode="lines",
- # name=name,
- # line=dict(color=self.hex_to_rgb(color), width=3),
- # showlegend=False,
- # ),
- ]
- )
- fig.add_trace(
- go.Scatter(
- x=_lims[0],
- y=_lims[1],
- mode="lines",
- name="reference",
- showlegend=False,
- line=dict(color=self.hex_to_rgb("#000000"), dash="dash"),
- )
- )
-
- self.update_layout(fig, title, x_label, y_label)
- fig.update_layout(
- autosize=False,
- width=1300,
- height=1000,
- yaxis_scaleanchor="x",
- yaxis_scaleratio=1.0,
- yaxis_range=[-0.1, 1.1],
- )
- return fig
-
- def plot_shift(
- self,
- shift_prevs,
- columns,
- data,
- *,
- counts=None,
- pos_class=1,
- title="default",
- x_label="true",
- y_label="estim.",
- legend=True,
- ) -> go.Figure:
- fig = go.Figure()
- # x = shift_prevs[:, pos_class]
- x = shift_prevs
- line_colors = self.get_colors(len(columns))
- named_data = {c: d for c, d in zip(columns, data)}
- r_columns = {c: r for c, r in zip(columns, self.rename_plots(columns))}
- columns = np.array(CE.name.sort(columns))
- for name in columns:
- delta = named_data[name]
- r_name = r_columns[name]
- col_idx = (columns == name).nonzero()[0][0]
- color = next(line_colors)
- fig.add_trace(
- go.Scatter(
- x=x,
- y=delta,
- customdata=np.stack((counts[col_idx],), axis=-1),
- mode=_cfg.mode,
- name=r_name,
- line=dict(color=self.hex_to_rgb(color), width=_cfg.lwidth),
- hovertemplate="shift: %{x} error: %{y}"
- + " count: %{customdata[0]}"
- if counts is not None
- else "",
- )
- )
-
- self.update_layout(fig, title, x_label, y_label)
- return fig
-
- def plot_fit_scores(
- self,
- train_prevs,
- scores,
- *,
- pos_class=1,
- title="default",
- x_label="prev.",
- y_label="position",
- legend=True,
- ) -> go.Figure:
- fig = go.Figure()
- # x = train_prevs
- x = [str(tuple(bp)) for bp in train_prevs]
- fig.add_trace(
- go.Scatter(
- x=x,
- y=scores,
- mode="lines+markers",
- showlegend=False,
- ),
- )
-
- self.update_layout(fig, title, x_label, y_label)
- return fig
diff --git a/qcpanel/__init__.py b/quacc/utils/__init__.py
similarity index 100%
rename from qcpanel/__init__.py
rename to quacc/utils/__init__.py
diff --git a/rates.md b/rates.md
deleted file mode 100644
index b136fb5..0000000
--- a/rates.md
+++ /dev/null
@@ -1,15 +0,0 @@
-# Additional covariates percentage
-
-Rate of usage of additional covariates, recalibration and "balanced" class_weight
-during grid search:
-
-| method | av % | recalib % | rebalance % |
-| --------------: | :----: | :-------: | :---------: |
-| imdb_sld_lr | 81.49% | 77.78% | 59.26% |
-| imdb_kde_lr | 71.43% | NA | 88.18% |
-| rcv1_CCAT_sld_lr| 62.97% | 70.38% | 77.78% |
-| rcv1_CCAT_kde_lr| 78.06% | NA | 84.82% |
-| rcv1_GCAT_sld_lr| 76.93% | 61.54% | 65.39% |
-| rcv1_GCAT_kde_lr| 71.36% | NA | 78.65% |
-| rcv1_MCAT_sld_lr| 62.97% | 48.15% | 74.08% |
-| rcv1_MCAT_kde_lr| 71.03% | NA | 68.70% |
diff --git a/remote.log b/remote.log
deleted file mode 100644
index efd417b..0000000
--- a/remote.log
+++ /dev/null
@@ -1,27795 +0,0 @@
-----------------------------------------------------------------------------------------------------
-30/10/23 14:14:05| INFO: dataset imdb
-----------------------------------------------------------------------------------------------------
-30/10/23 14:14:24| INFO: dataset imdb
-30/10/23 14:14:31| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:14:35| WARNING: Method ref failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:35| WARNING: Method atc_mc failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:35| WARNING: Method atc_ne failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:42| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:14:52| WARNING: Method mul_sld failed. Exception: 'dict' object has no attribute 'Keys'
-30/10/23 14:14:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 21.1198s]
-30/10/23 14:14:52| WARNING: Dataset sample 0.90 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 14:14:52| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 14:14:52| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:16:15| INFO: dataset imdb
-30/10/23 14:16:22| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:16:34| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:16:36| INFO: ref finished [took 11.6636s]
-30/10/23 14:16:39| INFO: atc_mc finished [took 14.8672s]
-30/10/23 14:16:39| INFO: atc_ne finished [took 14.8614s]
-30/10/23 14:16:49| INFO: mul_sld finished [took 24.6212s]
-30/10/23 14:16:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.7805s]
-30/10/23 14:16:49| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:17:02| INFO: ref finished [took 13.0129s]
-30/10/23 14:17:06| INFO: atc_mc finished [took 16.0277s]
-30/10/23 14:17:06| INFO: atc_ne finished [took 16.1381s]
-30/10/23 14:17:17| INFO: mul_sld finished [took 28.1917s]
-30/10/23 14:17:23| INFO: mul_sld_bcts finished [took 33.5628s]
-30/10/23 14:17:23| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.3680s]
-30/10/23 14:17:23| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:17:36| INFO: ref finished [took 12.5930s]
-30/10/23 14:17:40| INFO: atc_mc finished [took 16.1461s]
-30/10/23 14:17:40| INFO: atc_ne finished [took 16.1788s]
-30/10/23 14:17:52| INFO: mul_sld finished [took 28.5367s]
-30/10/23 14:18:00| INFO: mul_sld_bcts finished [took 36.0452s]
-30/10/23 14:18:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.7488s]
-30/10/23 14:18:00| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:18:13| INFO: ref finished [took 12.3910s]
-30/10/23 14:18:17| INFO: atc_mc finished [took 15.8804s]
-30/10/23 14:18:17| INFO: atc_ne finished [took 15.7115s]
-30/10/23 14:18:32| INFO: mul_sld_bcts finished [took 31.9997s]
-30/10/23 14:18:34| INFO: mul_sld finished [took 33.3735s]
-30/10/23 14:18:34| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.9557s]
-30/10/23 14:18:34| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:18:44| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:18:46| INFO: ref finished [took 11.7451s]
-30/10/23 14:18:50| INFO: atc_mc finished [took 15.2294s]
-30/10/23 14:18:50| INFO: atc_ne finished [took 15.1239s]
-30/10/23 14:18:55| INFO: mul_sld finished [took 21.3092s]
-30/10/23 14:18:55| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7186s]
-30/10/23 14:18:55| ERROR: Configuration imdb_1prevs failed. Exception: 'mul_sld_bcts'
-30/10/23 14:18:55| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:32:36| INFO: dataset imdb
-30/10/23 14:32:43| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:32:56| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:32:58| INFO: ref finished [took 12.0197s]
-30/10/23 14:33:01| INFO: atc_mc finished [took 15.0884s]
-30/10/23 14:33:01| INFO: atc_ne finished [took 15.0503s]
-30/10/23 14:33:10| INFO: mul_sld finished [took 24.4470s]
-30/10/23 14:33:10| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.6099s]
-30/10/23 14:33:10| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:33:23| INFO: ref finished [took 12.1812s]
-30/10/23 14:33:27| INFO: atc_mc finished [took 15.5589s]
-30/10/23 14:33:27| INFO: atc_ne finished [took 15.5283s]
-30/10/23 14:33:38| INFO: mul_sld finished [took 27.1282s]
-30/10/23 14:33:44| INFO: mul_sld_bcts finished [took 33.1098s]
-30/10/23 14:33:44| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.9196s]
-30/10/23 14:33:44| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:33:57| INFO: ref finished [took 12.5959s]
-30/10/23 14:34:01| INFO: atc_mc finished [took 15.9389s]
-30/10/23 14:34:01| INFO: atc_ne finished [took 16.0795s]
-30/10/23 14:34:13| INFO: mul_sld finished [took 28.1568s]
-30/10/23 14:34:20| INFO: mul_sld_bcts finished [took 35.7147s]
-30/10/23 14:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.3828s]
-30/10/23 14:34:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:34:33| INFO: ref finished [took 12.2399s]
-30/10/23 14:34:37| INFO: atc_mc finished [took 15.4570s]
-30/10/23 14:34:37| INFO: atc_ne finished [took 15.5302s]
-30/10/23 14:34:52| INFO: mul_sld_bcts finished [took 31.1972s]
-30/10/23 14:34:54| INFO: mul_sld finished [took 32.9409s]
-30/10/23 14:34:54| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.5034s]
-30/10/23 14:34:54| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:35:04| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:35:06| INFO: ref finished [took 11.6742s]
-30/10/23 14:35:09| INFO: atc_mc finished [took 14.8324s]
-30/10/23 14:35:10| INFO: atc_ne finished [took 14.8661s]
-30/10/23 14:35:15| INFO: mul_sld finished [took 21.1356s]
-30/10/23 14:35:15| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.5814s]
-30/10/23 14:35:15| ERROR: Configuration imdb_1prevs failed. Exception: ('acc', None)
-30/10/23 14:35:15| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:37:47| INFO: dataset imdb
-30/10/23 14:37:54| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:38:07| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:38:09| INFO: ref finished [took 12.0443s]
-30/10/23 14:38:12| INFO: atc_mc finished [took 14.8929s]
-30/10/23 14:38:12| INFO: atc_ne finished [took 15.0431s]
-30/10/23 14:38:21| INFO: mul_sld finished [took 24.7987s]
-30/10/23 14:38:21| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.0182s]
-30/10/23 14:38:21| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:38:35| INFO: ref finished [took 12.4504s]
-30/10/23 14:38:38| INFO: atc_mc finished [took 16.1560s]
-30/10/23 14:38:39| INFO: atc_ne finished [took 16.1785s]
-30/10/23 14:38:49| INFO: mul_sld finished [took 27.0617s]
-30/10/23 14:38:55| INFO: mul_sld_bcts finished [took 32.7384s]
-30/10/23 14:38:55| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.5347s]
-30/10/23 14:38:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:39:08| INFO: ref finished [took 12.4381s]
-30/10/23 14:39:11| INFO: atc_mc finished [took 15.6709s]
-30/10/23 14:39:11| INFO: atc_ne finished [took 15.7319s]
-30/10/23 14:39:23| INFO: mul_sld finished [took 27.9301s]
-30/10/23 14:39:31| INFO: mul_sld_bcts finished [took 35.5094s]
-30/10/23 14:39:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.1333s]
-30/10/23 14:39:31| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:39:44| INFO: ref finished [took 12.0382s]
-30/10/23 14:39:47| INFO: atc_mc finished [took 15.0164s]
-30/10/23 14:39:47| INFO: atc_ne finished [took 15.1080s]
-30/10/23 14:40:02| INFO: mul_sld_bcts finished [took 30.9659s]
-30/10/23 14:40:04| INFO: mul_sld finished [took 32.9418s]
-30/10/23 14:40:04| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.4681s]
-30/10/23 14:40:04| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:40:14| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:40:17| INFO: ref finished [took 11.8501s]
-30/10/23 14:40:20| INFO: atc_mc finished [took 14.8473s]
-30/10/23 14:40:21| INFO: atc_ne finished [took 15.2000s]
-30/10/23 14:40:26| INFO: mul_sld finished [took 21.4799s]
-30/10/23 14:40:26| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.9220s]
-30/10/23 14:40:26| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
-30/10/23 14:40:26| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:42:13| INFO: dataset imdb
-30/10/23 14:42:20| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:42:33| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:42:34| INFO: ref finished [took 12.1951s]
-30/10/23 14:42:38| INFO: atc_ne finished [took 15.3431s]
-30/10/23 14:42:38| INFO: atc_mc finished [took 15.4508s]
-30/10/23 14:42:47| INFO: mul_sld finished [took 25.0246s]
-30/10/23 14:42:47| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.1381s]
-30/10/23 14:42:47| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:43:00| INFO: ref finished [took 12.3269s]
-30/10/23 14:43:04| INFO: atc_ne finished [took 15.9216s]
-30/10/23 14:43:04| INFO: atc_mc finished [took 16.1140s]
-30/10/23 14:43:16| INFO: mul_sld finished [took 28.0575s]
-30/10/23 14:43:22| INFO: mul_sld_bcts finished [took 33.9201s]
-30/10/23 14:43:22| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.7703s]
-30/10/23 14:43:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:43:35| INFO: ref finished [took 12.6508s]
-30/10/23 14:43:39| INFO: atc_mc finished [took 16.0527s]
-30/10/23 14:43:39| INFO: atc_ne finished [took 16.0515s]
-30/10/23 14:43:50| INFO: mul_sld finished [took 28.1061s]
-30/10/23 14:43:57| INFO: mul_sld_bcts finished [took 34.9278s]
-30/10/23 14:43:57| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.6587s]
-30/10/23 14:43:57| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:44:10| INFO: ref finished [took 12.0801s]
-30/10/23 14:44:14| INFO: atc_mc finished [took 15.4685s]
-30/10/23 14:44:14| INFO: atc_ne finished [took 15.4165s]
-30/10/23 14:44:29| INFO: mul_sld_bcts finished [took 31.5628s]
-30/10/23 14:44:31| INFO: mul_sld finished [took 33.3113s]
-30/10/23 14:44:31| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8828s]
-30/10/23 14:44:31| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:44:41| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:44:44| INFO: ref finished [took 11.6822s]
-30/10/23 14:44:47| INFO: atc_mc finished [took 14.8091s]
-30/10/23 14:44:47| INFO: atc_ne finished [took 14.7900s]
-30/10/23 14:44:53| INFO: mul_sld finished [took 21.0390s]
-30/10/23 14:44:53| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.4515s]
-30/10/23 14:44:53| ERROR: Configuration imdb_1prevs failed. Exception: 'function' object has no attribute 'index'
-30/10/23 14:44:53| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 14:46:34| INFO: dataset imdb
-30/10/23 14:46:41| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 14:46:54| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:46:56| INFO: ref finished [took 12.5001s]
-30/10/23 14:46:59| INFO: atc_mc finished [took 15.5415s]
-30/10/23 14:46:59| INFO: atc_ne finished [took 15.6358s]
-30/10/23 14:47:08| INFO: mul_sld finished [took 24.5102s]
-30/10/23 14:47:08| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.5553s]
-30/10/23 14:47:08| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 14:47:21| INFO: ref finished [took 12.0997s]
-30/10/23 14:47:24| INFO: atc_mc finished [took 15.4285s]
-30/10/23 14:47:24| INFO: atc_ne finished [took 15.5599s]
-30/10/23 14:47:36| INFO: mul_sld finished [took 27.6146s]
-30/10/23 14:47:43| INFO: mul_sld_bcts finished [took 34.2610s]
-30/10/23 14:47:43| INFO: Dataset sample 0.80 of dataset imdb finished [took 35.0096s]
-30/10/23 14:47:43| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 14:47:56| INFO: ref finished [took 12.1238s]
-30/10/23 14:48:00| INFO: atc_mc finished [took 15.6990s]
-30/10/23 14:48:00| INFO: atc_ne finished [took 15.8708s]
-30/10/23 14:48:11| INFO: mul_sld finished [took 28.0048s]
-30/10/23 14:48:20| INFO: mul_sld_bcts finished [took 36.1524s]
-30/10/23 14:48:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.8480s]
-30/10/23 14:48:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 14:48:32| INFO: ref finished [took 11.3690s]
-30/10/23 14:48:35| INFO: atc_mc finished [took 14.3092s]
-30/10/23 14:48:35| INFO: atc_ne finished [took 14.4043s]
-30/10/23 14:48:51| INFO: mul_sld_bcts finished [took 30.2595s]
-30/10/23 14:48:52| INFO: mul_sld finished [took 31.4270s]
-30/10/23 14:48:52| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.9598s]
-30/10/23 14:48:52| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 14:49:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 14:49:04| INFO: ref finished [took 12.1449s]
-30/10/23 14:49:08| INFO: atc_mc finished [took 15.0332s]
-30/10/23 14:49:08| INFO: atc_ne finished [took 15.3463s]
-30/10/23 14:49:13| INFO: mul_sld finished [took 21.2802s]
-30/10/23 14:49:13| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7079s]
-30/10/23 14:49:14| ERROR: Configuration imdb_1prevs failed. Exception: unsupported operand type(s) for -: 'list' and 'list'
-30/10/23 14:49:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 15:10:08| INFO: dataset imdb
-30/10/23 15:10:14| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 15:10:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 15:10:27| INFO: ref finished [took 10.8100s]
-30/10/23 15:10:30| INFO: atc_mc finished [took 13.5996s]
-30/10/23 15:10:30| INFO: atc_ne finished [took 13.6110s]
-30/10/23 15:10:39| INFO: mul_sld finished [took 22.7361s]
-30/10/23 15:10:39| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.8056s]
-30/10/23 15:10:39| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 15:10:51| INFO: ref finished [took 10.9293s]
-30/10/23 15:10:54| INFO: atc_mc finished [took 13.8377s]
-30/10/23 15:10:54| INFO: atc_ne finished [took 13.9983s]
-30/10/23 15:11:05| INFO: mul_sld finished [took 25.1977s]
-30/10/23 15:11:11| INFO: mul_sld_bcts finished [took 31.1124s]
-30/10/23 15:11:11| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.8294s]
-30/10/23 15:11:11| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 15:11:23| INFO: ref finished [took 11.0056s]
-30/10/23 15:11:26| INFO: atc_mc finished [took 14.3946s]
-30/10/23 15:11:27| INFO: atc_ne finished [took 14.6355s]
-30/10/23 15:11:38| INFO: mul_sld finished [took 26.2697s]
-30/10/23 15:11:45| INFO: mul_sld_bcts finished [took 33.8992s]
-30/10/23 15:11:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 34.4963s]
-30/10/23 15:11:45| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 15:11:57| INFO: ref finished [took 10.9836s]
-30/10/23 15:12:00| INFO: atc_mc finished [took 13.8378s]
-30/10/23 15:12:00| INFO: atc_ne finished [took 13.8318s]
-30/10/23 15:12:16| INFO: mul_sld_bcts finished [took 29.9813s]
-30/10/23 15:12:17| INFO: mul_sld finished [took 30.7175s]
-30/10/23 15:12:17| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2508s]
-30/10/23 15:12:17| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 15:12:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 15:12:28| INFO: ref finished [took 10.4376s]
-30/10/23 15:12:31| INFO: atc_ne finished [took 13.3510s]
-30/10/23 15:12:31| INFO: atc_mc finished [took 13.5172s]
-30/10/23 15:12:37| INFO: mul_sld finished [took 19.7440s]
-30/10/23 15:12:37| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.1519s]
-30/10/23 15:12:37| ERROR: Configuration imdb_1prevs failed. Exception: ufunc 'isfinite' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''
-30/10/23 15:12:37| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 17:12:41| INFO: dataset imdb
-30/10/23 17:12:48| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 17:13:01| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:13:03| INFO: ref finished [took 12.6699s]
-30/10/23 17:13:07| INFO: atc_ne finished [took 15.6073s]
-30/10/23 17:13:07| INFO: atc_mc finished [took 15.6695s]
-30/10/23 17:13:15| INFO: mul_sld finished [took 24.8617s]
-30/10/23 17:13:15| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.6018s]
-30/10/23 17:13:15| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 17:13:29| INFO: ref finished [took 12.6205s]
-30/10/23 17:13:33| INFO: atc_mc finished [took 16.2005s]
-30/10/23 17:13:33| INFO: atc_ne finished [took 16.2091s]
-30/10/23 17:13:43| INFO: mul_sld finished [took 27.1113s]
-30/10/23 17:13:49| INFO: mul_sld_bcts finished [took 33.3939s]
-30/10/23 17:13:49| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.1222s]
-30/10/23 17:13:49| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 17:14:04| INFO: ref finished [took 13.2345s]
-30/10/23 17:14:07| INFO: atc_mc finished [took 16.5475s]
-30/10/23 17:14:07| INFO: atc_ne finished [took 16.6557s]
-30/10/23 17:14:19| INFO: mul_sld finished [took 28.8817s]
-30/10/23 17:14:27| INFO: mul_sld_bcts finished [took 36.5726s]
-30/10/23 17:14:27| INFO: Dataset sample 0.50 of dataset imdb finished [took 37.2057s]
-30/10/23 17:14:27| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 17:14:39| INFO: ref finished [took 11.7051s]
-30/10/23 17:14:42| INFO: atc_mc finished [took 14.8335s]
-30/10/23 17:14:43| INFO: atc_ne finished [took 15.0826s]
-30/10/23 17:14:59| INFO: mul_sld_bcts finished [took 31.7685s]
-30/10/23 17:15:00| INFO: mul_sld finished [took 33.2861s]
-30/10/23 17:15:00| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8225s]
-30/10/23 17:15:00| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 17:15:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:15:13| INFO: ref finished [took 12.0927s]
-30/10/23 17:15:17| INFO: atc_mc finished [took 15.4201s]
-30/10/23 17:15:17| INFO: atc_ne finished [took 15.5212s]
-30/10/23 17:15:23| INFO: mul_sld finished [took 21.7236s]
-30/10/23 17:15:23| INFO: Dataset sample 0.10 of dataset imdb finished [took 22.2065s]
-30/10/23 17:15:23| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 17:15:23| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 17:16:39| INFO: dataset imdb
-30/10/23 17:16:46| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 17:16:58| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:17:00| INFO: ref finished [took 11.7575s]
-30/10/23 17:17:03| INFO: atc_ne finished [took 14.7709s]
-30/10/23 17:17:03| INFO: atc_mc finished [took 14.8925s]
-30/10/23 17:17:12| INFO: mul_sld finished [took 23.7037s]
-30/10/23 17:17:12| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.8491s]
-30/10/23 17:17:12| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 17:17:25| INFO: ref finished [took 12.2081s]
-30/10/23 17:17:28| INFO: atc_ne finished [took 15.3145s]
-30/10/23 17:17:28| INFO: atc_mc finished [took 15.5166s]
-30/10/23 17:17:39| INFO: mul_sld finished [took 26.7520s]
-30/10/23 17:17:45| INFO: mul_sld_bcts finished [took 32.0850s]
-30/10/23 17:17:45| INFO: Dataset sample 0.80 of dataset imdb finished [took 32.8702s]
-30/10/23 17:17:45| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 17:17:57| INFO: ref finished [took 11.9494s]
-30/10/23 17:18:01| INFO: atc_mc finished [took 15.3034s]
-30/10/23 17:18:01| INFO: atc_ne finished [took 15.3254s]
-30/10/23 17:18:12| INFO: mul_sld finished [took 27.2902s]
-30/10/23 17:18:20| INFO: mul_sld_bcts finished [took 34.4237s]
-30/10/23 17:18:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1216s]
-30/10/23 17:18:20| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 17:18:32| INFO: ref finished [took 11.7945s]
-30/10/23 17:18:35| INFO: atc_mc finished [took 14.9218s]
-30/10/23 17:18:36| INFO: atc_ne finished [took 14.9745s]
-30/10/23 17:18:51| INFO: mul_sld_bcts finished [took 30.7287s]
-30/10/23 17:18:53| INFO: mul_sld finished [took 32.5641s]
-30/10/23 17:18:53| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.0982s]
-30/10/23 17:18:53| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 17:19:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 17:19:05| INFO: ref finished [took 11.4568s]
-30/10/23 17:19:08| INFO: atc_mc finished [took 14.4778s]
-30/10/23 17:19:08| INFO: atc_ne finished [took 14.5099s]
-30/10/23 17:19:14| INFO: mul_sld finished [took 20.5183s]
-30/10/23 17:19:14| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.9251s]
-30/10/23 17:19:14| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 17:19:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-30/10/23 19:57:49| INFO: dataset imdb
-30/10/23 19:58:00| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 19:58:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 19:58:22| INFO: ref finished [took 20.9010s]
-30/10/23 19:58:29| INFO: atc_ne finished [took 27.8453s]
-30/10/23 19:58:29| INFO: atc_mc finished [took 28.1079s]
-30/10/23 19:58:37| INFO: mul_sld finished [took 36.1699s]
-30/10/23 19:58:37| INFO: Dataset sample 0.90 of dataset imdb finished [took 36.7140s]
-30/10/23 19:58:37| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 19:59:01| INFO: ref finished [took 23.2803s]
-30/10/23 19:59:09| INFO: atc_ne finished [took 31.1099s]
-30/10/23 19:59:09| INFO: atc_mc finished [took 31.5916s]
-30/10/23 19:59:19| INFO: mul_sld finished [took 41.5113s]
-30/10/23 19:59:24| INFO: mul_sld_bcts finished [took 46.6603s]
-30/10/23 19:59:24| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.4989s]
-30/10/23 19:59:24| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 19:59:49| INFO: ref finished [took 23.6312s]
-30/10/23 19:59:57| INFO: atc_ne finished [took 31.5195s]
-30/10/23 19:59:57| INFO: atc_mc finished [took 31.8197s]
-30/10/23 20:00:08| INFO: mul_sld finished [took 42.8675s]
-30/10/23 20:00:15| INFO: mul_sld_bcts finished [took 50.5527s]
-30/10/23 20:00:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.3659s]
-30/10/23 20:00:16| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 20:00:41| INFO: ref finished [took 24.2178s]
-30/10/23 20:00:48| INFO: atc_mc finished [took 31.9886s]
-30/10/23 20:00:49| INFO: atc_ne finished [took 32.1537s]
-30/10/23 20:01:03| INFO: mul_sld_bcts finished [took 46.2477s]
-30/10/23 20:01:07| INFO: mul_sld finished [took 50.8912s]
-30/10/23 20:01:07| INFO: Dataset sample 0.20 of dataset imdb finished [took 51.4589s]
-30/10/23 20:01:07| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 20:01:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:01:30| INFO: ref finished [took 22.6404s]
-30/10/23 20:01:38| INFO: atc_mc finished [took 29.8371s]
-30/10/23 20:01:38| INFO: atc_ne finished [took 30.2098s]
-30/10/23 20:01:41| INFO: mul_sld finished [took 33.6271s]
-30/10/23 20:01:41| INFO: Dataset sample 0.10 of dataset imdb finished [took 34.1993s]
-30/10/23 20:01:42| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
-30/10/23 20:01:42| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:05:04| INFO: dataset imdb
-30/10/23 20:05:14| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 20:05:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:05:38| INFO: ref finished [took 22.7241s]
-30/10/23 20:05:45| INFO: atc_mc finished [took 29.9191s]
-30/10/23 20:05:45| INFO: atc_ne finished [took 29.8405s]
-30/10/23 20:05:52| INFO: mul_sld finished [took 37.4045s]
-30/10/23 20:05:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 37.9554s]
-30/10/23 20:05:52| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 20:06:17| INFO: ref finished [took 23.2465s]
-30/10/23 20:06:25| INFO: atc_ne finished [took 31.0138s]
-30/10/23 20:06:25| INFO: atc_mc finished [took 31.1341s]
-30/10/23 20:06:34| INFO: mul_sld finished [took 40.8777s]
-30/10/23 20:06:40| INFO: mul_sld_bcts finished [took 46.7083s]
-30/10/23 20:06:40| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.5062s]
-30/10/23 20:06:40| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:07:05| INFO: ref finished [took 24.3375s]
-30/10/23 20:07:15| INFO: atc_mc finished [took 33.8014s]
-30/10/23 20:07:15| INFO: atc_ne finished [took 33.7355s]
-30/10/23 20:07:25| INFO: mul_sld finished [took 44.2891s]
-30/10/23 20:07:32| INFO: mul_sld_bcts finished [took 51.2404s]
-30/10/23 20:07:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.9917s]
-30/10/23 20:07:32| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 20:07:55| INFO: ref finished [took 21.6828s]
-30/10/23 20:08:01| INFO: atc_mc finished [took 28.2369s]
-30/10/23 20:08:01| INFO: atc_ne finished [took 28.4328s]
-30/10/23 20:08:15| INFO: mul_sld_bcts finished [took 41.9176s]
-30/10/23 20:08:18| INFO: mul_sld finished [took 45.4999s]
-30/10/23 20:08:18| INFO: Dataset sample 0.20 of dataset imdb finished [took 46.0301s]
-30/10/23 20:08:18| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 20:08:28| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 20:08:38| INFO: ref finished [took 19.4082s]
-30/10/23 20:08:45| INFO: atc_mc finished [took 26.2343s]
-30/10/23 20:08:45| INFO: atc_ne finished [took 26.2322s]
-30/10/23 20:08:48| INFO: mul_sld finished [took 29.8392s]
-30/10/23 20:08:48| INFO: Dataset sample 0.10 of dataset imdb finished [took 30.3563s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:29:28| INFO: dataset imdb
-30/10/23 20:29:38| INFO: Dataset sample 0.50 of dataset imdb started
- 30/10/23 20:29:59| INFO: ref finished [took 19.1581s]
- 30/10/23 20:30:06| INFO: atc_mc finished [took 26.3398s]
- 30/10/23 20:30:07| INFO: atc_ne finished [took 26.4359s]
-30/10/23 20:30:07| INFO: Dataset sample 0.50 of dataset imdb finished [took 28.7984s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:31:50| INFO: dataset imdb
-30/10/23 20:32:00| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:33:59|INFO: ref finished [took 118.1306s]
-----------------------------------------------------------------------------------------------------
-30/10/23 20:36:06| INFO: dataset imdb
-30/10/23 20:36:17| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:38:52|WARNING: Method ref failed. Exception: "['acc_score' 'f1_score' 'ref'] not in index"
-30/10/23 20:41:28|WARNING: Method atc_mc failed. Exception: "['acc' 'acc_score' 'atc_mc' 'f1' 'f1_score'] not in index"
-30/10/23 20:41:32|WARNING: Method atc_ne failed. Exception: "['acc' 'acc_score' 'atc_ne' 'f1' 'f1_score'] not in index"
-30/10/23 20:41:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 315.4626s]
-30/10/23 20:41:32| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:41:32| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:41:32| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:41:43| INFO: dataset imdb
-30/10/23 20:41:54| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:42:26| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:43:01| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:43:08| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:43:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 73.6011s]
-30/10/23 20:43:08| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:43:08| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:43:08| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:44:25| INFO: dataset imdb
-30/10/23 20:44:35| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:44:37| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:44:37| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:44:38| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:44:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6758s]
-30/10/23 20:44:38| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:44:38| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
-30/10/23 20:44:38| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
-----------------------------------------------------------------------------------------------------
-30/10/23 20:47:08| INFO: dataset imdb
-30/10/23 20:47:18| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:47:20| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:47:21| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:47:21| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:47:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6147s]
-30/10/23 20:47:21| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:47:21| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:50:07| INFO: dataset imdb
-30/10/23 20:50:17| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:50:19| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:50:20| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:50:20| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:50:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5897s]
-30/10/23 20:50:20| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:50:20| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:51:29| INFO: dataset imdb
-30/10/23 20:51:39| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:51:42| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
-30/10/23 20:51:42| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:51:42| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
-30/10/23 20:51:42| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5821s]
-30/10/23 20:51:42| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:51:42| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:56:28| INFO: dataset imdb
-30/10/23 20:56:38| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:56:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
-30/10/23 20:56:40| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:56:40| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:56:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6150s]
-30/10/23 20:56:40| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:56:40| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 20:57:13| INFO: dataset imdb
-30/10/23 20:57:23| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 20:59:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
-30/10/23 20:59:51| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:59:52| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
-30/10/23 20:59:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 149.2395s]
-30/10/23 20:59:52| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 20:59:52| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 21:00:04| INFO: dataset imdb
-30/10/23 21:00:14| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:01:33| INFO: ref finished [took 78.2917s]
-30/10/23 21:01:42| INFO: atc_mc finished [took 86.9003s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:01:59| INFO: dataset imdb
-30/10/23 21:02:09| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:04:09| INFO: dataset imdb
-30/10/23 21:04:19| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:06:25| INFO: dataset imdb
-30/10/23 21:06:35| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:07:33| INFO: dataset imdb
-30/10/23 21:07:43| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:07:45| WARNING: Method ref failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| WARNING: Method atc_mc failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| WARNING: Method atc_ne failed. Exception: setting an array element with a sequence.
-30/10/23 21:07:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5382s]
-30/10/23 21:07:45| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
-30/10/23 21:07:45| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-30/10/23 21:09:07| INFO: dataset imdb
-30/10/23 21:09:16| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:10:48| INFO: dataset imdb
-30/10/23 21:10:58| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:18:53| INFO: dataset imdb
-30/10/23 21:19:03| INFO: Dataset sample 0.50 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 21:22:03| INFO: dataset imdb
-30/10/23 21:22:12| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:22:31| INFO: ref finished [took 17.0861s]
-30/10/23 21:22:37| INFO: atc_mc finished [took 23.6279s]
-30/10/23 21:22:38| INFO: atc_ne finished [took 23.7395s]
-30/10/23 21:22:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.2007s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:29:55| INFO: dataset imdb
-30/10/23 21:30:05| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:30:23| INFO: ref finished [took 16.7801s]
-30/10/23 21:30:30| INFO: atc_mc finished [took 23.5645s]
-30/10/23 21:30:30| INFO: atc_ne finished [took 23.5639s]
-30/10/23 21:30:30| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.0459s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:33:45| INFO: dataset imdb
-30/10/23 21:33:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:34:13| INFO: ref finished [took 17.0169s]
-30/10/23 21:34:20| INFO: atc_mc finished [took 23.4725s]
-30/10/23 21:34:20| INFO: atc_ne finished [took 23.5928s]
-30/10/23 21:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9542s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:37:32| INFO: dataset imdb
-30/10/23 21:37:39| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:37:49| INFO: ref finished [took 8.9050s]
-30/10/23 21:37:52| INFO: atc_mc finished [took 11.7412s]
-30/10/23 21:37:52| INFO: atc_ne finished [took 11.7256s]
-30/10/23 21:37:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.9758s]
-30/10/23 21:37:53| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:39:14| INFO: dataset imdb
-30/10/23 21:39:21| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:39:31| INFO: ref finished [took 8.5615s]
-30/10/23 21:39:34| INFO: atc_mc finished [took 11.4156s]
-30/10/23 21:39:34| INFO: atc_ne finished [took 11.4156s]
-30/10/23 21:39:34| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7024s]
-30/10/23 21:39:35| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:40:51| INFO: dataset imdb
-30/10/23 21:41:01| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:41:19| INFO: ref finished [took 16.7164s]
-30/10/23 21:41:26| INFO: atc_mc finished [took 23.3181s]
-30/10/23 21:41:26| INFO: atc_ne finished [took 23.4811s]
-30/10/23 21:41:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9698s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:43:25| INFO: dataset imdb
-30/10/23 21:43:35| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:43:53| INFO: ref finished [took 16.9333s]
-30/10/23 21:44:00| INFO: atc_mc finished [took 23.4183s]
-30/10/23 21:44:00| INFO: atc_ne finished [took 23.4274s]
-30/10/23 21:44:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9308s]
-30/10/23 21:44:19| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
-----------------------------------------------------------------------------------------------------
-30/10/23 21:45:16| INFO: dataset imdb
-30/10/23 21:45:26| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:45:44| INFO: ref finished [took 17.6768s]
-30/10/23 21:45:51| INFO: atc_mc finished [took 24.3756s]
-30/10/23 21:45:52| INFO: atc_ne finished [took 24.5307s]
-30/10/23 21:45:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.8971s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:48:20| INFO: dataset imdb
-30/10/23 21:48:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:48:36| INFO: ref finished [took 8.6456s]
-30/10/23 21:48:39| INFO: atc_mc finished [took 11.2686s]
-30/10/23 21:48:39| INFO: atc_ne finished [took 11.3112s]
-30/10/23 21:48:39| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.5747s]
-30/10/23 21:48:40| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:49:49| INFO: dataset imdb
-30/10/23 21:49:55| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:50:05| INFO: ref finished [took 8.6556s]
-30/10/23 21:50:08| INFO: atc_mc finished [took 11.6953s]
-30/10/23 21:50:08| INFO: atc_ne finished [took 11.6000s]
-30/10/23 21:50:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8578s]
-30/10/23 21:50:09| ERROR: Configuration imdb_1prevs failed. Exception: 'NoneType' object has no attribute 'groupby'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:50:57| INFO: dataset imdb
-30/10/23 21:51:07| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:51:25| INFO: ref finished [took 17.0426s]
-30/10/23 21:51:31| INFO: atc_mc finished [took 23.5734s]
-30/10/23 21:51:31| INFO: atc_ne finished [took 23.5276s]
-30/10/23 21:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.8200s]
-----------------------------------------------------------------------------------------------------
-30/10/23 21:55:21| INFO: dataset imdb
-30/10/23 21:55:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:55:37| INFO: ref finished [took 8.8453s]
-30/10/23 21:55:40| INFO: atc_mc finished [took 11.5585s]
-30/10/23 21:55:40| INFO: atc_ne finished [took 11.5871s]
-30/10/23 21:55:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8416s]
-30/10/23 21:55:41| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:57:00| INFO: dataset imdb
-30/10/23 21:57:06| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:57:16| INFO: ref finished [took 8.5540s]
-30/10/23 21:57:19| INFO: atc_mc finished [took 11.4482s]
-30/10/23 21:57:19| INFO: atc_ne finished [took 11.5399s]
-30/10/23 21:57:19| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7681s]
-30/10/23 21:57:20| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-30/10/23 21:57:38| INFO: dataset imdb
-30/10/23 21:57:45| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 21:57:55| INFO: ref finished [took 8.7982s]
-30/10/23 21:57:58| INFO: atc_mc finished [took 11.4787s]
-30/10/23 21:57:58| INFO: atc_ne finished [took 11.5419s]
-30/10/23 21:57:58| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8803s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:00:05| INFO: dataset imdb
-30/10/23 22:00:12| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:00:21| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:00:22| INFO: ref finished [took 10.0983s]
-30/10/23 22:00:25| INFO: atc_mc finished [took 13.0928s]
-30/10/23 22:00:26| INFO: atc_ne finished [took 13.1088s]
-30/10/23 22:00:34| INFO: mul_sld finished [took 22.3228s]
-30/10/23 22:00:34| INFO: Dataset sample 0.90 of dataset imdb finished [took 22.7020s]
-30/10/23 22:00:34| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 22:00:46| INFO: ref finished [took 10.5937s]
-30/10/23 22:00:49| INFO: atc_mc finished [took 13.5008s]
-30/10/23 22:00:49| INFO: atc_ne finished [took 13.7521s]
-30/10/23 22:01:00| INFO: mul_sld finished [took 25.0319s]
-30/10/23 22:01:06| INFO: mul_sld_bcts finished [took 31.0525s]
-30/10/23 22:01:06| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.7700s]
-30/10/23 22:01:06| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 22:01:17| INFO: ref finished [took 10.6316s]
-30/10/23 22:01:21| INFO: atc_ne finished [took 14.1054s]
-30/10/23 22:01:21| INFO: atc_mc finished [took 14.4357s]
-30/10/23 22:01:33| INFO: mul_sld finished [took 26.6800s]
-30/10/23 22:01:41| INFO: mul_sld_bcts finished [took 34.4745s]
-30/10/23 22:01:41| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1450s]
-30/10/23 22:01:41| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 22:01:53| INFO: ref finished [took 10.7413s]
-30/10/23 22:01:56| INFO: atc_ne finished [took 13.5169s]
-30/10/23 22:01:56| INFO: atc_mc finished [took 13.5849s]
-30/10/23 22:02:11| INFO: mul_sld_bcts finished [took 29.3981s]
-30/10/23 22:02:12| INFO: mul_sld finished [took 30.6705s]
-30/10/23 22:02:12| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2089s]
-30/10/23 22:02:12| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 22:02:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:02:24| INFO: ref finished [took 10.3435s]
-30/10/23 22:02:26| INFO: atc_mc finished [took 13.0763s]
-30/10/23 22:02:27| INFO: atc_ne finished [took 13.2013s]
-30/10/23 22:02:32| INFO: mul_sld finished [took 19.2237s]
-30/10/23 22:02:32| INFO: Dataset sample 0.10 of dataset imdb finished [took 19.7097s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:07:59| INFO: dataset imdb
-30/10/23 22:08:07| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:08:10| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:08:11| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:08:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:08:20| INFO: ref finished [took 11.3765s]
-30/10/23 22:08:23| INFO: atc_mc finished [took 14.2141s]
-30/10/23 22:08:23| INFO: atc_ne finished [took 14.0568s]
-30/10/23 22:08:31| INFO: mul_sld finished [took 23.9496s]
-30/10/23 22:08:31| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.5121s]
-30/10/23 22:08:31| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 22:08:48| INFO: ref finished [took 14.8939s]
-30/10/23 22:08:52| INFO: atc_mc finished [took 18.5014s]
-30/10/23 22:08:52| INFO: atc_ne finished [took 18.4609s]
-30/10/23 22:09:05| INFO: mul_sld finished [took 32.9898s]
-30/10/23 22:09:12| INFO: mul_sld_bcts finished [took 39.3492s]
-30/10/23 22:11:48| INFO: bin_sld_bcts finished [took 195.8293s]
-30/10/23 22:11:49| INFO: bin_sld finished [took 196.6861s]
-30/10/23 22:12:44| INFO: mul_sld_gs finished [took 250.9835s]
-30/10/23 22:16:16| INFO: bin_sld_gs finished [took 462.9748s]
-30/10/23 22:16:16| INFO: Dataset sample 0.80 of dataset imdb finished [took 464.4318s]
-30/10/23 22:16:16| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 22:16:33| INFO: ref finished [took 15.2921s]
-30/10/23 22:16:37| INFO: atc_mc finished [took 18.9592s]
-30/10/23 22:16:37| INFO: atc_ne finished [took 19.1317s]
-30/10/23 22:16:50| INFO: mul_sld finished [took 33.4304s]
-30/10/23 22:16:59| INFO: mul_sld_bcts finished [took 42.3496s]
-30/10/23 22:19:33| INFO: bin_sld finished [took 196.1571s]
-30/10/23 22:19:36| INFO: bin_sld_bcts finished [took 199.7857s]
-30/10/23 22:20:39| INFO: mul_sld_gs finished [took 261.6674s]
-30/10/23 22:23:46| INFO: bin_sld_gs finished [took 449.3788s]
-30/10/23 22:23:46| INFO: Dataset sample 0.50 of dataset imdb finished [took 450.7045s]
-30/10/23 22:23:46| INFO: Dataset sample 0.20 of dataset imdb started
-30/10/23 22:24:05| INFO: ref finished [took 16.4122s]
-30/10/23 22:24:09| INFO: atc_mc finished [took 20.4920s]
-30/10/23 22:24:09| INFO: atc_ne finished [took 20.3723s]
-30/10/23 22:24:28| INFO: mul_sld_bcts finished [took 40.3400s]
-30/10/23 22:24:30| INFO: mul_sld finished [took 43.2311s]
-30/10/23 22:27:16| INFO: bin_sld_bcts finished [took 208.6113s]
-30/10/23 22:27:21| INFO: bin_sld finished [took 214.1596s]
-30/10/23 22:28:17| INFO: mul_sld_gs finished [took 269.1075s]
-30/10/23 22:34:19| INFO: bin_sld_gs finished [took 630.9727s]
-30/10/23 22:34:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 632.2728s]
-30/10/23 22:34:19| INFO: Dataset sample 0.10 of dataset imdb started
-30/10/23 22:34:23| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:34:23| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-30/10/23 22:34:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-30/10/23 22:34:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:34:34| INFO: ref finished [took 13.7988s]
-30/10/23 22:34:37| INFO: atc_mc finished [took 16.7490s]
-30/10/23 22:34:38| INFO: atc_ne finished [took 16.7307s]
-30/10/23 22:34:43| INFO: mul_sld finished [took 23.6079s]
-30/10/23 22:36:42| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-30/10/23 22:36:42| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1097s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:49:25| INFO: dataset imdb
-30/10/23 22:49:37| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:49:42| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:49:43| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:43| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:49:51| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:50:02| INFO: ref finished [took 22.5398s]
-30/10/23 22:50:09| INFO: atc_mc finished [took 29.3095s]
-30/10/23 22:50:09| INFO: atc_ne finished [took 29.2984s]
-30/10/23 22:50:16| INFO: mul_sld finished [took 37.6287s]
-30/10/23 22:50:16| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.3452s]
-----------------------------------------------------------------------------------------------------
-30/10/23 22:53:57| INFO: dataset imdb
-30/10/23 22:54:09| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 22:54:13| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 22:54:14| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:15| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:15| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 22:54:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 22:54:33| INFO: ref finished [took 22.4225s]
-30/10/23 22:54:40| INFO: atc_ne finished [took 29.0085s]
-30/10/23 22:54:41| INFO: atc_mc finished [took 29.6620s]
-30/10/23 22:54:48| INFO: mul_sld finished [took 37.9580s]
-30/10/23 22:54:48| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.6632s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:02:33| INFO: dataset imdb
-30/10/23 23:02:45| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 23:02:50| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 23:02:51| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:52| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:52| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:02:59| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 23:03:10| INFO: ref finished [took 23.4021s]
-30/10/23 23:03:17| INFO: atc_mc finished [took 30.1849s]
-30/10/23 23:03:18| INFO: atc_ne finished [took 30.4116s]
-30/10/23 23:03:25| INFO: mul_sld finished [took 38.6513s]
-30/10/23 23:03:25| INFO: Dataset sample 0.90 of dataset imdb finished [took 39.3497s]
-30/10/23 23:07:32| INFO: Dataset sample 0.80 of dataset imdb started
-----------------------------------------------------------------------------------------------------
-30/10/23 23:08:15| INFO: dataset imdb
-30/10/23 23:08:26| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:08:51| INFO: ref finished [took 23.6855s]
-30/10/23 23:08:59| INFO: atc_mc finished [took 31.1520s]
-30/10/23 23:08:59| INFO: atc_ne finished [took 31.1659s]
-30/10/23 23:09:10| INFO: mul_sld finished [took 42.2066s]
-30/10/23 23:09:21| INFO: mul_sld_bcts finished [took 52.9631s]
-30/10/23 23:09:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.5286s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:14:11| INFO: dataset imdb
-30/10/23 23:14:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:14:47| INFO: ref finished [took 22.8152s]
-30/10/23 23:14:55| INFO: atc_mc finished [took 31.2100s]
-30/10/23 23:14:55| INFO: atc_ne finished [took 31.2325s]
-30/10/23 23:15:06| INFO: mul_sld finished [took 42.5389s]
-30/10/23 23:15:16| INFO: mul_sld_bcts finished [took 52.7119s]
-30/10/23 23:15:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.2106s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:16:16| INFO: dataset imdb
-30/10/23 23:16:27| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:16:51| INFO: ref finished [took 22.6482s]
-30/10/23 23:17:00| INFO: atc_ne finished [took 30.5701s]
-30/10/23 23:17:00| INFO: atc_mc finished [took 30.9988s]
-30/10/23 23:17:10| INFO: mul_sld finished [took 41.9572s]
-30/10/23 23:17:21| INFO: mul_sld_bcts finished [took 52.6091s]
-30/10/23 23:17:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1182s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:20:27| INFO: dataset imdb
-30/10/23 23:20:38| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:21:02| INFO: ref finished [took 22.7779s]
-30/10/23 23:21:10| INFO: atc_mc finished [took 30.4191s]
-30/10/23 23:21:10| INFO: atc_ne finished [took 30.8097s]
-30/10/23 23:21:20| INFO: mul_sld finished [took 41.5927s]
-30/10/23 23:21:32| INFO: mul_sld_bcts finished [took 52.6374s]
-30/10/23 23:21:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1125s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:24:11| INFO: dataset imdb
-30/10/23 23:24:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:24:46| INFO: ref finished [took 23.2007s]
-30/10/23 23:24:54| INFO: atc_ne finished [took 30.9437s]
-30/10/23 23:24:55| INFO: atc_mc finished [took 31.6008s]
-30/10/23 23:25:05| INFO: mul_sld finished [took 42.0673s]
-30/10/23 23:25:16| INFO: mul_sld_bcts finished [took 52.6228s]
-30/10/23 23:25:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0611s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:33:01| INFO: dataset imdb
-30/10/23 23:33:11| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:33:36| INFO: ref finished [took 22.9215s]
-30/10/23 23:33:44| INFO: atc_mc finished [took 30.5897s]
-30/10/23 23:33:44| INFO: atc_ne finished [took 30.4788s]
-30/10/23 23:33:55| INFO: mul_sld finished [took 42.0598s]
-30/10/23 23:34:05| INFO: mul_sld_bcts finished [took 52.1772s]
-30/10/23 23:34:05| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.6878s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:38:11| INFO: dataset imdb
-30/10/23 23:38:22| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:38:47| INFO: ref finished [took 22.8046s]
-30/10/23 23:38:56| INFO: atc_mc finished [took 31.5660s]
-30/10/23 23:38:56| INFO: atc_ne finished [took 31.5269s]
-30/10/23 23:39:06| INFO: mul_sld finished [took 42.2553s]
-30/10/23 23:39:16| INFO: mul_sld_bcts finished [took 52.2602s]
-30/10/23 23:39:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.7890s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:46:40| INFO: dataset imdb
-30/10/23 23:46:51| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:47:16| INFO: ref finished [took 22.8069s]
-30/10/23 23:47:24| INFO: atc_mc finished [took 30.7916s]
-30/10/23 23:47:24| INFO: atc_ne finished [took 30.8668s]
-30/10/23 23:47:35| INFO: mul_sld finished [took 42.2809s]
-30/10/23 23:47:45| INFO: mul_sld_bcts finished [took 52.5498s]
-30/10/23 23:47:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0424s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:50:43| INFO: dataset imdb
-30/10/23 23:50:50| INFO: Dataset sample 0.50 of dataset imdb started
-30/10/23 23:51:04| INFO: ref finished [took 12.0863s]
-30/10/23 23:51:07| INFO: atc_ne finished [took 15.0218s]
-30/10/23 23:51:08| INFO: atc_mc finished [took 15.7900s]
-30/10/23 23:51:20| INFO: mul_sld finished [took 28.7221s]
-30/10/23 23:51:31| INFO: mul_sld_bcts finished [took 39.4698s]
-30/10/23 23:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 40.8506s]
-----------------------------------------------------------------------------------------------------
-30/10/23 23:52:29| INFO: dataset imdb
-30/10/23 23:52:37| INFO: Dataset sample 0.90 of dataset imdb started
-30/10/23 23:52:40| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:41| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:41| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-30/10/23 23:52:41| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/10/23 23:52:48| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-30/10/23 23:52:50| INFO: ref finished [took 12.4800s]
-30/10/23 23:52:53| INFO: atc_mc finished [took 15.1770s]
-30/10/23 23:52:54| INFO: atc_ne finished [took 15.2184s]
-30/10/23 23:53:02| INFO: mul_sld finished [took 24.9402s]
-30/10/23 23:53:02| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.4588s]
-30/10/23 23:53:02| INFO: Dataset sample 0.80 of dataset imdb started
-30/10/23 23:53:20| INFO: ref finished [took 16.3699s]
-30/10/23 23:53:25| INFO: atc_ne finished [took 20.5069s]
-30/10/23 23:53:25| INFO: atc_mc finished [took 20.7398s]
-30/10/23 23:53:38| INFO: mul_sld finished [took 35.3572s]
-30/10/23 23:53:45| INFO: mul_sld_bcts finished [took 41.8712s]
-30/10/23 23:56:35| INFO: bin_sld finished [took 212.1758s]
-30/10/23 23:56:36| INFO: bin_sld_bcts finished [took 213.3641s]
-30/10/23 23:57:38| INFO: mul_sld_gs finished [took 274.6360s]
-31/10/23 00:01:13| INFO: bin_sld_gs finished [took 490.0221s]
-31/10/23 00:01:13| INFO: Dataset sample 0.80 of dataset imdb finished [took 491.4099s]
-31/10/23 00:01:13| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 00:01:32| INFO: ref finished [took 17.1003s]
-31/10/23 00:01:37| INFO: atc_ne finished [took 21.2159s]
-31/10/23 00:01:37| INFO: atc_mc finished [took 21.6794s]
-31/10/23 00:01:51| INFO: mul_sld finished [took 37.3507s]
-31/10/23 00:02:01| INFO: mul_sld_bcts finished [took 46.7227s]
-31/10/23 00:04:46| INFO: bin_sld finished [took 211.9902s]
-31/10/23 00:04:48| INFO: bin_sld_bcts finished [took 213.3398s]
-31/10/23 00:05:55| INFO: mul_sld_gs finished [took 279.4401s]
-31/10/23 00:08:56| INFO: bin_sld_gs finished [took 461.6571s]
-31/10/23 00:08:56| INFO: Dataset sample 0.50 of dataset imdb finished [took 462.8616s]
-31/10/23 00:08:56| INFO: Dataset sample 0.20 of dataset imdb started
-31/10/23 00:09:15| INFO: ref finished [took 17.3643s]
-31/10/23 00:09:20| INFO: atc_mc finished [took 21.0373s]
-31/10/23 00:09:20| INFO: atc_ne finished [took 21.2599s]
-31/10/23 00:09:38| INFO: mul_sld_bcts finished [took 41.0473s]
-31/10/23 00:09:41| INFO: mul_sld finished [took 43.7800s]
-31/10/23 00:12:30| INFO: bin_sld_bcts finished [took 212.8639s]
-31/10/23 00:12:32| INFO: bin_sld finished [took 215.5704s]
-31/10/23 00:13:29| INFO: mul_sld_gs finished [took 270.7454s]
-31/10/23 00:19:19| INFO: bin_sld_gs finished [took 621.7089s]
-31/10/23 00:19:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 623.1501s]
-31/10/23 00:19:19| INFO: Dataset sample 0.10 of dataset imdb started
-31/10/23 00:19:24| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
-31/10/23 00:19:24| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 00:19:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
-31/10/23 00:19:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
-31/10/23 00:19:35| INFO: ref finished [took 13.7926s]
-31/10/23 00:19:38| INFO: atc_mc finished [took 16.8128s]
-31/10/23 00:19:39| INFO: atc_ne finished [took 16.9032s]
-31/10/23 00:19:44| INFO: mul_sld finished [took 23.7188s]
-31/10/23 00:21:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 00:21:43| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1001s]
-----------------------------------------------------------------------------------------------------
-31/10/23 01:36:56| INFO: dataset imdb
-31/10/23 01:37:04| INFO: Dataset sample 0.90 of dataset imdb started
-31/10/23 01:37:13| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
- jac: array([ 1.06687127, -0.00373246, 0.00373246])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 53
- nit: 34
- njev: 53
- status: 2
- success: False
- x: array([ 0.11536329, -12.93833991, 12.93833991])
-31/10/23 01:37:24| INFO: ref finished [took 15.9844s]
-31/10/23 01:37:28| INFO: atc_mc finished [took 19.7000s]
-31/10/23 01:37:28| INFO: atc_ne finished [took 19.4612s]
-31/10/23 01:37:39| INFO: mul_sld finished [took 33.2999s]
-31/10/23 01:37:49| INFO: mul_sld_bcts finished [took 43.1402s]
-31/10/23 01:40:23| INFO: bin_sld finished [took 197.7518s]
-31/10/23 01:41:23| INFO: mul_sld_gs finished [took 256.4496s]
-31/10/23 01:42:49| INFO: bin_sld_gs finished [took 342.7515s]
-31/10/23 01:42:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 344.8637s]
-31/10/23 01:42:49| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 01:43:10| INFO: ref finished [took 17.6503s]
-31/10/23 01:43:15| INFO: atc_mc finished [took 21.9510s]
-31/10/23 01:43:15| INFO: atc_ne finished [took 21.5680s]
-31/10/23 01:43:29| INFO: mul_sld finished [took 38.2515s]
-31/10/23 01:43:41| INFO: mul_sld_bcts finished [took 48.9560s]
-31/10/23 01:46:29| INFO: bin_sld_bcts finished [took 217.8464s]
-31/10/23 01:46:29| INFO: bin_sld finished [took 218.6211s]
-31/10/23 01:47:51| INFO: mul_sld_gs finished [took 298.6694s]
-31/10/23 01:50:25| INFO: bin_sld_gs finished [took 452.8300s]
-31/10/23 01:50:25| INFO: Dataset sample 0.50 of dataset imdb finished [took 455.3596s]
-31/10/23 01:50:28| ERROR: Configuration imdb_2prevs failed. Exception: could not broadcast input array from shape (2100,7) into shape (2100,)
-----------------------------------------------------------------------------------------------------
-31/10/23 02:13:21| INFO: dataset imdb
-31/10/23 02:13:29| INFO: Dataset sample 0.90 of dataset imdb started
-31/10/23 02:13:37| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
- jac: array([ 1.06687127, -0.00373246, 0.00373246])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 53
- nit: 34
- njev: 53
- status: 2
- success: False
- x: array([ 0.11536329, -12.93833991, 12.93833991])
-31/10/23 02:13:48| INFO: ref finished [took 16.5509s]
-31/10/23 02:13:52| INFO: atc_mc finished [took 20.3138s]
-31/10/23 02:13:52| INFO: atc_ne finished [took 20.1191s]
-31/10/23 02:14:02| INFO: mul_sld finished [took 32.5158s]
-31/10/23 02:14:12| INFO: mul_sld_bcts finished [took 42.0654s]
-31/10/23 02:16:44| INFO: bin_sld finished [took 193.9189s]
-31/10/23 02:17:44| INFO: mul_sld_gs finished [took 252.9066s]
-31/10/23 02:19:11| INFO: bin_sld_gs finished [took 339.9813s]
-31/10/23 02:19:11| INFO: Dataset sample 0.90 of dataset imdb finished [took 341.6967s]
-31/10/23 02:19:11| INFO: Dataset sample 0.50 of dataset imdb started
-31/10/23 02:19:30| INFO: ref finished [took 16.1334s]
-31/10/23 02:19:35| INFO: atc_mc finished [took 20.5691s]
-31/10/23 02:19:35| INFO: atc_ne finished [took 20.0126s]
-31/10/23 02:19:49| INFO: mul_sld finished [took 36.4597s]
-31/10/23 02:20:02| INFO: mul_sld_bcts finished [took 48.7131s]
-31/10/23 02:22:38| INFO: bin_sld finished [took 205.8577s]
-31/10/23 02:22:41| INFO: bin_sld_bcts finished [took 208.1999s]
-31/10/23 02:23:58| INFO: mul_sld_gs finished [took 284.9247s]
-31/10/23 02:26:26| INFO: bin_sld_gs finished [took 432.5665s]
-31/10/23 02:26:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 435.0679s]
-----------------------------------------------------------------------------------------------------
-31/10/23 03:05:44| INFO: dataset rcv1_CCAT
-31/10/23 03:05:49| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
-31/10/23 03:06:59| INFO: kfcv finished [took 59.0143s]
-31/10/23 03:06:59| INFO: ref finished [took 56.9074s]
-31/10/23 03:07:03| INFO: doc_feat finished [took 49.0683s]
-31/10/23 03:07:05| INFO: atc_mc finished [took 59.3988s]
-31/10/23 03:07:07| INFO: atc_ne finished [took 58.0283s]
-31/10/23 03:07:09| INFO: mul_sld finished [took 76.8284s]
-31/10/23 03:07:19| INFO: mul_sld_bcts finished [took 84.0129s]
-31/10/23 03:09:51| INFO: bin_sld_bcts finished [took 237.9395s]
-31/10/23 03:09:53| INFO: bin_sld finished [took 242.1415s]
-31/10/23 03:10:13| INFO: mul_sld_gs finished [took 255.3743s]
-31/10/23 03:13:59| INFO: bin_sld_gs finished [took 483.0217s]
-31/10/23 03:13:59| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 489.9328s]
-31/10/23 03:13:59| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
-31/10/23 03:15:04| INFO: ref finished [took 53.0703s]
-31/10/23 03:15:05| INFO: kfcv finished [took 55.9779s]
-31/10/23 03:15:05| INFO: doc_feat finished [took 48.1315s]
-31/10/23 03:15:10| INFO: atc_mc finished [took 56.8062s]
-31/10/23 03:15:11| INFO: atc_ne finished [took 55.9933s]
-31/10/23 03:15:20| INFO: mul_sld finished [took 77.2840s]
-31/10/23 03:15:25| INFO: mul_sld_bcts finished [took 80.0502s]
-31/10/23 03:17:55| INFO: bin_sld finished [took 233.0173s]
-31/10/23 03:17:55| INFO: bin_sld_bcts finished [took 231.2358s]
-31/10/23 03:18:59| INFO: mul_sld_gs finished [took 291.7573s]
-31/10/23 03:21:50| INFO: bin_sld_gs finished [took 463.8743s]
-31/10/23 03:21:50| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 470.4706s]
-31/10/23 03:21:50| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
-31/10/23 03:22:52| INFO: doc_feat finished [took 46.9563s]
-31/10/23 03:22:53| INFO: ref finished [took 52.8185s]
-31/10/23 03:22:54| INFO: kfcv finished [took 55.3202s]
-31/10/23 03:22:57| INFO: atc_mc finished [took 55.1482s]
-31/10/23 03:22:58| INFO: atc_ne finished [took 54.7420s]
-31/10/23 03:23:09| INFO: mul_sld finished [took 76.8111s]
-31/10/23 03:23:14| INFO: mul_sld_bcts finished [took 80.0460s]
-31/10/23 03:25:43| INFO: bin_sld finished [took 231.7146s]
-31/10/23 03:25:44| INFO: bin_sld_bcts finished [took 230.9954s]
-31/10/23 03:26:53| INFO: mul_sld_gs finished [took 296.5824s]
-31/10/23 03:29:12| INFO: bin_sld_gs finished [took 437.2666s]
-31/10/23 03:29:12| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 442.6584s]
-31/10/23 03:29:12| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
-31/10/23 03:30:14| INFO: doc_feat finished [took 47.2841s]
-31/10/23 03:30:15| INFO: ref finished [took 52.5819s]
-31/10/23 03:30:16| INFO: kfcv finished [took 54.9735s]
-31/10/23 03:30:19| INFO: atc_mc finished [took 55.5994s]
-31/10/23 03:30:20| INFO: atc_ne finished [took 55.0062s]
-31/10/23 03:30:30| INFO: mul_sld finished [took 75.3263s]
-31/10/23 03:30:37| INFO: mul_sld_bcts finished [took 80.4052s]
-31/10/23 03:33:04| INFO: bin_sld finished [took 229.9416s]
-31/10/23 03:33:05| INFO: bin_sld_bcts finished [took 229.0971s]
-31/10/23 03:34:12| INFO: mul_sld_gs finished [took 292.9916s]
-31/10/23 03:37:15| INFO: bin_sld_gs finished [took 477.2157s]
-31/10/23 03:37:15| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 482.5150s]
-31/10/23 03:37:15| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
-31/10/23 03:38:17| INFO: doc_feat finished [took 47.6798s]
-31/10/23 03:38:17| INFO: ref finished [took 52.2283s]
-31/10/23 03:38:18| INFO: kfcv finished [took 54.3535s]
-31/10/23 03:38:22| INFO: atc_mc finished [took 55.4316s]
-31/10/23 03:38:23| INFO: atc_ne finished [took 55.3697s]
-31/10/23 03:38:32| INFO: mul_sld finished [took 74.3762s]
-31/10/23 03:38:39| INFO: mul_sld_bcts finished [took 79.7216s]
-31/10/23 03:41:05| INFO: bin_sld finished [took 228.4963s]
-31/10/23 03:41:08| INFO: bin_sld_bcts finished [took 230.0901s]
-31/10/23 03:42:09| INFO: mul_sld_gs finished [took 287.8477s]
-31/10/23 03:45:08| INFO: bin_sld_gs finished [took 467.2633s]
-31/10/23 03:45:08| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 472.6090s]
-31/10/23 03:45:08| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
-31/10/23 03:46:08| INFO: doc_feat finished [took 47.0674s]
-31/10/23 03:46:09| INFO: ref finished [took 51.5844s]
-31/10/23 03:46:09| INFO: kfcv finished [took 53.6481s]
-31/10/23 03:46:14| INFO: atc_mc finished [took 55.3679s]
-31/10/23 03:46:14| INFO: atc_ne finished [took 54.6174s]
-31/10/23 03:46:21| INFO: mul_sld finished [took 71.5925s]
-31/10/23 03:46:29| INFO: mul_sld_bcts finished [took 77.5938s]
-31/10/23 03:48:55| INFO: bin_sld finished [took 226.3217s]
-31/10/23 03:48:57| INFO: bin_sld_bcts finished [took 226.5561s]
-31/10/23 03:50:04| INFO: mul_sld_gs finished [took 289.8958s]
-31/10/23 03:53:13| INFO: bin_sld_gs finished [took 479.9650s]
-31/10/23 03:53:13| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 485.0438s]
-31/10/23 03:53:13| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
-31/10/23 03:54:15| INFO: doc_feat finished [took 47.1959s]
-31/10/23 03:54:16| INFO: ref finished [took 52.7452s]
-31/10/23 03:54:17| INFO: kfcv finished [took 55.3715s]
-31/10/23 03:54:20| INFO: atc_mc finished [took 55.5749s]
-31/10/23 03:54:21| INFO: atc_ne finished [took 54.8719s]
-31/10/23 03:54:29| INFO: mul_sld finished [took 74.1932s]
-31/10/23 03:54:37| INFO: mul_sld_bcts finished [took 80.1150s]
-31/10/23 03:57:01| INFO: bin_sld finished [took 227.2338s]
-31/10/23 03:57:06| INFO: bin_sld_bcts finished [took 229.7342s]
-31/10/23 03:58:13| INFO: mul_sld_gs finished [took 293.4750s]
-31/10/23 04:00:50| INFO: bin_sld_gs finished [took 451.3322s]
-31/10/23 04:00:50| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 456.9583s]
-31/10/23 04:00:50| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
-31/10/23 04:01:54| INFO: doc_feat finished [took 48.9670s]
-31/10/23 04:01:54| INFO: ref finished [took 54.3281s]
-31/10/23 04:01:55| INFO: kfcv finished [took 57.0798s]
-31/10/23 04:01:59| INFO: atc_mc finished [took 57.5663s]
-31/10/23 04:02:00| INFO: atc_ne finished [took 57.1756s]
-31/10/23 04:02:07| INFO: mul_sld finished [took 74.8552s]
-31/10/23 04:02:14| INFO: mul_sld_bcts finished [took 79.8097s]
-31/10/23 04:04:43| INFO: bin_sld finished [took 231.6926s]
-31/10/23 04:04:43| INFO: bin_sld_bcts finished [took 229.9267s]
-31/10/23 04:05:23| INFO: mul_sld_gs finished [took 266.8226s]
-31/10/23 04:08:36| INFO: bin_sld_gs finished [took 460.9384s]
-31/10/23 04:08:36| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 466.5653s]
-31/10/23 04:08:36| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
-31/10/23 04:08:46| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 04:08:46| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 04:08:55| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
- jac: array([nan, nan, nan, nan, nan])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 21
- nit: 0
- njev: 21
- status: 2
- success: False
- x: array([1., 0., 0., 0., 0.])
-31/10/23 04:09:33| INFO: doc_feat finished [took 42.6167s]
-31/10/23 04:09:33| INFO: ref finished [took 46.6961s]
-31/10/23 04:09:33| INFO: kfcv finished [took 48.7570s]
-31/10/23 04:09:37| INFO: atc_mc finished [took 49.6198s]
-31/10/23 04:09:38| INFO: atc_ne finished [took 49.1195s]
-31/10/23 04:09:42| INFO: mul_sld finished [took 63.1364s]
-31/10/23 04:11:02| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 04:12:05| INFO: bin_sld finished [took 207.4063s]
-31/10/23 04:12:05| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 208.7423s]
-31/10/23 04:12:16| ERROR: Configuration rcv1_CCAT_9prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
-----------------------------------------------------------------------------------------------------
-31/10/23 11:30:20| INFO: dataset rcv1_CCAT
-31/10/23 11:30:26| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
-31/10/23 11:31:32| INFO: doc_feat finished [took 48.1486s]
-31/10/23 11:31:32| INFO: ref finished [took 53.9235s]
-31/10/23 11:31:33| INFO: kfcv finished [took 56.4175s]
-31/10/23 11:31:37| INFO: atc_mc finished [took 57.2963s]
-31/10/23 11:31:39| INFO: atc_ne finished [took 56.1470s]
-31/10/23 11:31:43| INFO: mul_sld finished [took 74.0703s]
-31/10/23 11:31:50| INFO: mul_sld_bcts finished [took 78.8253s]
-31/10/23 11:34:16| INFO: bin_sld_bcts finished [took 225.7409s]
-31/10/23 11:34:18| INFO: bin_sld finished [took 229.9705s]
-31/10/23 11:34:42| INFO: mul_sld_gs finished [took 247.4756s]
-31/10/23 11:38:30| INFO: bin_sld_gs finished [took 477.2173s]
-31/10/23 11:38:30| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 483.7632s]
-31/10/23 11:38:30| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
-31/10/23 11:39:32| INFO: doc_feat finished [took 47.0343s]
-31/10/23 11:39:33| INFO: ref finished [took 52.5674s]
-31/10/23 11:39:33| INFO: kfcv finished [took 54.5521s]
-31/10/23 11:39:38| INFO: atc_mc finished [took 55.5394s]
-31/10/23 11:39:38| INFO: atc_ne finished [took 54.9616s]
-31/10/23 11:39:48| INFO: mul_sld finished [took 75.9068s]
-31/10/23 11:39:53| INFO: mul_sld_bcts finished [took 78.1581s]
-31/10/23 11:42:22| INFO: bin_sld finished [took 230.5536s]
-31/10/23 11:42:23| INFO: bin_sld_bcts finished [took 229.2262s]
-31/10/23 11:43:29| INFO: mul_sld_gs finished [took 291.7013s]
-31/10/23 11:46:14| INFO: bin_sld_gs finished [took 457.9059s]
-31/10/23 11:46:14| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 463.5174s]
-31/10/23 11:46:14| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
-31/10/23 11:47:17| INFO: doc_feat finished [took 46.4490s]
-31/10/23 11:47:17| INFO: ref finished [took 52.6852s]
-31/10/23 11:47:17| INFO: kfcv finished [took 55.0158s]
-31/10/23 11:47:21| INFO: atc_mc finished [took 55.4861s]
-31/10/23 11:47:22| INFO: atc_ne finished [took 54.9236s]
-31/10/23 11:47:32| INFO: mul_sld finished [took 75.5717s]
-31/10/23 11:47:38| INFO: mul_sld_bcts finished [took 80.0893s]
-31/10/23 11:50:02| INFO: bin_sld finished [took 226.8402s]
-31/10/23 11:50:05| INFO: bin_sld_bcts finished [took 227.7311s]
-31/10/23 11:51:15| INFO: mul_sld_gs finished [took 294.0087s]
-31/10/23 11:53:36| INFO: bin_sld_gs finished [took 436.3031s]
-31/10/23 11:53:36| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 441.8200s]
-31/10/23 11:53:36| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
-31/10/23 11:54:37| INFO: doc_feat finished [took 47.1550s]
-31/10/23 11:54:38| INFO: ref finished [took 52.2980s]
-31/10/23 11:54:39| INFO: kfcv finished [took 54.5489s]
-31/10/23 11:54:42| INFO: atc_mc finished [took 55.2076s]
-31/10/23 11:54:43| INFO: atc_ne finished [took 54.6137s]
-31/10/23 11:54:53| INFO: mul_sld finished [took 74.8407s]
-31/10/23 11:54:59| INFO: mul_sld_bcts finished [took 79.4977s]
-31/10/23 11:57:24| INFO: bin_sld finished [took 226.9209s]
-31/10/23 11:57:26| INFO: bin_sld_bcts finished [took 227.3112s]
-31/10/23 11:58:29| INFO: mul_sld_gs finished [took 286.1947s]
-31/10/23 12:01:41| INFO: bin_sld_gs finished [took 479.8610s]
-31/10/23 12:01:41| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 485.3472s]
-31/10/23 12:01:41| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
-31/10/23 12:02:42| INFO: doc_feat finished [took 46.7340s]
-31/10/23 12:02:42| INFO: ref finished [took 51.5482s]
-31/10/23 12:02:43| INFO: kfcv finished [took 53.9559s]
-31/10/23 12:02:47| INFO: atc_mc finished [took 54.7558s]
-31/10/23 12:02:48| INFO: atc_ne finished [took 54.5216s]
-31/10/23 12:02:57| INFO: mul_sld finished [took 73.4013s]
-31/10/23 12:03:04| INFO: mul_sld_bcts finished [took 78.9197s]
-31/10/23 12:05:30| INFO: bin_sld finished [took 227.3887s]
-31/10/23 12:05:31| INFO: bin_sld_bcts finished [took 226.6540s]
-31/10/23 12:06:37| INFO: mul_sld_gs finished [took 289.2631s]
-31/10/23 12:09:30| INFO: bin_sld_gs finished [took 463.2754s]
-31/10/23 12:09:30| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 468.6356s]
-31/10/23 12:09:30| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
-31/10/23 12:10:30| INFO: doc_feat finished [took 47.0178s]
-31/10/23 12:10:31| INFO: ref finished [took 51.8808s]
-31/10/23 12:10:31| INFO: kfcv finished [took 53.6165s]
-31/10/23 12:10:36| INFO: atc_mc finished [took 55.8052s]
-31/10/23 12:10:36| INFO: atc_ne finished [took 55.0541s]
-31/10/23 12:10:44| INFO: mul_sld finished [took 72.1431s]
-31/10/23 12:10:52| INFO: mul_sld_bcts finished [took 78.0435s]
-31/10/23 12:13:18| INFO: bin_sld finished [took 227.6364s]
-31/10/23 12:13:20| INFO: bin_sld_bcts finished [took 227.4485s]
-31/10/23 12:14:23| INFO: mul_sld_gs finished [took 287.2824s]
-31/10/23 12:17:20| INFO: bin_sld_gs finished [took 465.4084s]
-31/10/23 12:17:20| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 470.5362s]
-31/10/23 12:17:20| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
-31/10/23 12:18:22| INFO: doc_feat finished [took 46.7203s]
-31/10/23 12:18:24| INFO: ref finished [took 52.8941s]
-31/10/23 12:18:24| INFO: kfcv finished [took 55.1602s]
-31/10/23 12:18:27| INFO: atc_mc finished [took 55.1296s]
-31/10/23 12:18:29| INFO: atc_ne finished [took 54.8176s]
-31/10/23 12:18:36| INFO: mul_sld finished [took 73.6368s]
-31/10/23 12:18:44| INFO: mul_sld_bcts finished [took 79.2444s]
-31/10/23 12:21:09| INFO: bin_sld finished [took 227.4633s]
-31/10/23 12:21:11| INFO: bin_sld_bcts finished [took 227.8848s]
-31/10/23 12:22:18| INFO: mul_sld_gs finished [took 290.8750s]
-31/10/23 12:25:01| INFO: bin_sld_gs finished [took 455.0492s]
-31/10/23 12:25:01| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 460.7077s]
-31/10/23 12:25:01| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
-31/10/23 12:26:04| INFO: doc_feat finished [took 48.7419s]
-31/10/23 12:26:05| INFO: ref finished [took 53.9956s]
-31/10/23 12:26:06| INFO: kfcv finished [took 56.7159s]
-31/10/23 12:26:10| INFO: atc_mc finished [took 57.0141s]
-31/10/23 12:26:11| INFO: atc_ne finished [took 56.6235s]
-31/10/23 12:26:18| INFO: mul_sld finished [took 74.9361s]
-31/10/23 12:26:24| INFO: mul_sld_bcts finished [took 78.6411s]
-31/10/23 12:28:51| INFO: bin_sld finished [took 228.5964s]
-31/10/23 12:28:51| INFO: bin_sld_bcts finished [took 226.9077s]
-31/10/23 12:29:34| INFO: mul_sld_gs finished [took 265.9319s]
-31/10/23 12:32:39| INFO: bin_sld_gs finished [took 452.9439s]
-31/10/23 12:32:39| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 458.4924s]
-31/10/23 12:32:39| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
-31/10/23 12:32:49| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 12:32:49| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/10/23 12:32:57| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
- jac: array([nan, nan, nan, nan, nan])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 21
- nit: 0
- njev: 21
- status: 2
- success: False
- x: array([1., 0., 0., 0., 0.])
-31/10/23 12:33:33| INFO: doc_feat finished [took 40.8855s]
-31/10/23 12:33:34| INFO: ref finished [took 44.7933s]
-31/10/23 12:33:34| INFO: kfcv finished [took 47.0146s]
-31/10/23 12:33:38| INFO: atc_mc finished [took 47.7008s]
-31/10/23 12:33:39| INFO: atc_ne finished [took 47.4664s]
-31/10/23 12:33:42| INFO: mul_sld finished [took 60.5341s]
-31/10/23 12:35:06| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-31/10/23 12:36:11| INFO: bin_sld finished [took 210.5128s]
-31/10/23 12:36:11| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 211.7476s]
-----------------------------------------------------------------------------------------------------
-31/10/23 13:07:34| INFO: dataset imdb_2prevs
-31/10/23 13:07:41| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:07:55| INFO: ref finished [took 12.2932s]
-31/10/23 13:07:58| INFO: atc_mc finished [took 15.8781s]
-31/10/23 13:07:58| INFO: atc_ne finished [took 15.8256s]
-31/10/23 13:08:08| INFO: mul_sld finished [took 25.6841s]
-31/10/23 13:08:18| INFO: mul_sld_bcts finished [took 35.3498s]
-31/10/23 13:08:18| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.3540s]
-31/10/23 13:08:18| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:08:32| INFO: ref finished [took 12.8011s]
-31/10/23 13:08:36| INFO: atc_mc finished [took 16.7266s]
-31/10/23 13:08:36| INFO: atc_ne finished [took 16.9577s]
-31/10/23 13:08:49| INFO: mul_sld finished [took 30.1948s]
-31/10/23 13:09:00| INFO: mul_sld_bcts finished [took 41.0998s]
-31/10/23 13:09:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 42.6008s]
-31/10/23 13:09:00| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 13:10:27| INFO: dataset imdb_2prevs
-31/10/23 13:10:34| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:10:47| INFO: ref finished [took 11.6569s]
-31/10/23 13:10:51| INFO: atc_mc finished [took 15.6380s]
-31/10/23 13:10:51| INFO: atc_ne finished [took 15.5430s]
-31/10/23 13:11:00| INFO: mul_sld finished [took 24.9236s]
-31/10/23 13:11:10| INFO: mul_sld_bcts finished [took 34.5252s]
-31/10/23 13:11:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.4874s]
-31/10/23 13:11:10| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:11:23| INFO: ref finished [took 11.5602s]
-31/10/23 13:11:26| INFO: atc_ne finished [took 14.3888s]
-31/10/23 13:11:26| INFO: atc_mc finished [took 14.5643s]
-31/10/23 13:11:39| INFO: mul_sld finished [took 27.8023s]
-31/10/23 13:11:51| INFO: mul_sld_bcts finished [took 39.2892s]
-31/10/23 13:11:51| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.6914s]
-31/10/23 13:11:51| DEBUG: ['COMP_ESTIMATORS', 'DATASET_DIR_UPDATE', 'DATASET_NAME', 'DATASET_N_PREVS', 'DATASET_PREVS', 'DATASET_TARGET', 'METRICS', 'OUT_DIR', 'OUT_DIR_NAME', 'PLOT_DIR_NAME', 'PLOT_ESTIMATORS', 'PLOT_OUT_DIR', 'PLOT_STDEV', 'PROTOCOL_N_PREVS', 'PROTOCOL_REPEATS', 'SAMPLE_SIZE', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getstate__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__slotnames__', '__str__', '__subclasshook__', '__weakref__', '_current_conf', '_default', '_environ__getdict', '_environ__setdict', '_instance', '_keys', 'confs', 'exec', 'get_confs', 'get_plot_confs', 'load_conf', 'plot_confs']
-31/10/23 13:11:51| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 13:12:56| INFO: dataset imdb_2prevs
-31/10/23 13:13:03| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 13:13:15| INFO: ref finished [took 11.2578s]
-31/10/23 13:13:19| INFO: atc_mc finished [took 14.7895s]
-31/10/23 13:13:19| INFO: atc_ne finished [took 14.8637s]
-31/10/23 13:13:28| INFO: mul_sld finished [took 24.2622s]
-31/10/23 13:13:38| INFO: mul_sld_bcts finished [took 34.0592s]
-31/10/23 13:13:38| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9907s]
-31/10/23 13:13:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 13:13:52| INFO: ref finished [took 12.2334s]
-31/10/23 13:13:56| INFO: atc_ne finished [took 16.1148s]
-31/10/23 13:13:56| INFO: atc_mc finished [took 16.4135s]
-31/10/23 13:14:10| INFO: mul_sld finished [took 30.7003s]
-31/10/23 13:14:21| INFO: mul_sld_bcts finished [took 41.5915s]
-31/10/23 13:14:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 43.0339s]
-31/10/23 13:14:21| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:05:25| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '_current_conf'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:06:00| INFO: dataset imdb_2prevs
-31/10/23 14:06:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:06:19| INFO: ref finished [took 10.8776s]
-31/10/23 14:06:23| INFO: atc_ne finished [took 14.0744s]
-31/10/23 14:06:23| INFO: atc_mc finished [took 14.4000s]
-31/10/23 14:06:33| INFO: mul_sld finished [took 24.5149s]
-31/10/23 14:06:42| INFO: mul_sld_bcts finished [took 33.9116s]
-31/10/23 14:06:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.8416s]
-31/10/23 14:06:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:06:55| INFO: ref finished [took 11.2125s]
-31/10/23 14:06:59| INFO: atc_ne finished [took 14.9235s]
-31/10/23 14:06:59| INFO: atc_mc finished [took 15.1623s]
-31/10/23 14:07:12| INFO: mul_sld finished [took 28.3463s]
-31/10/23 14:07:23| INFO: mul_sld_bcts finished [took 39.0377s]
-31/10/23 14:07:23| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.4312s]
-31/10/23 14:07:23| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:09:14| INFO: dataset imdb_2prevs
-31/10/23 14:09:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:09:33| INFO: ref finished [took 10.6213s]
-31/10/23 14:09:37| INFO: atc_mc finished [took 14.2004s]
-31/10/23 14:09:37| INFO: atc_ne finished [took 14.2574s]
-31/10/23 14:09:46| INFO: mul_sld finished [took 23.8084s]
-31/10/23 14:09:56| INFO: mul_sld_bcts finished [took 33.4634s]
-31/10/23 14:09:56| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.4023s]
-31/10/23 14:09:56| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:10:09| INFO: ref finished [took 11.0452s]
-31/10/23 14:10:12| INFO: atc_mc finished [took 14.0363s]
-31/10/23 14:10:12| INFO: atc_ne finished [took 14.2492s]
-31/10/23 14:10:25| INFO: mul_sld finished [took 27.1464s]
-31/10/23 14:10:35| INFO: mul_sld_bcts finished [took 37.7957s]
-31/10/23 14:10:35| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.1750s]
-31/10/23 14:10:35| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:14:00| INFO: dataset imdb_2prevs
-31/10/23 14:14:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:14:19| INFO: ref finished [took 11.0176s]
-31/10/23 14:14:22| INFO: atc_mc finished [took 14.0422s]
-31/10/23 14:14:23| INFO: atc_ne finished [took 14.2169s]
-31/10/23 14:14:31| INFO: mul_sld finished [took 23.7014s]
-31/10/23 14:14:42| INFO: mul_sld_bcts finished [took 33.7536s]
-31/10/23 14:14:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.7003s]
-31/10/23 14:14:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:14:54| INFO: ref finished [took 11.0187s]
-31/10/23 14:14:57| INFO: atc_mc finished [took 14.0175s]
-31/10/23 14:14:58| INFO: atc_ne finished [took 14.4154s]
-31/10/23 14:15:10| INFO: mul_sld finished [took 27.5946s]
-31/10/23 14:15:21| INFO: mul_sld_bcts finished [took 38.0464s]
-31/10/23 14:15:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.4594s]
-31/10/23 14:15:21| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts', 'ref'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': None, 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': None, 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:15:21| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-31/10/23 14:30:59| INFO: dataset imdb_2prevs
-31/10/23 14:31:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:31:33| INFO: ref finished [took 22.2885s]
-31/10/23 14:31:41| INFO: atc_mc finished [took 29.8328s]
-31/10/23 14:31:41| INFO: atc_ne finished [took 30.1421s]
-31/10/23 14:31:46| INFO: mul_sld finished [took 35.8373s]
-31/10/23 14:31:57| INFO: mul_sld_bcts finished [took 46.5130s]
-31/10/23 14:31:57| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 47.5379s]
-31/10/23 14:31:57| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:32:24| INFO: ref finished [took 24.3912s]
-31/10/23 14:32:31| INFO: atc_mc finished [took 31.2488s]
-31/10/23 14:32:31| INFO: atc_ne finished [took 31.5120s]
-31/10/23 14:32:43| INFO: mul_sld finished [took 44.6372s]
-31/10/23 14:32:54| INFO: mul_sld_bcts finished [took 54.5749s]
-31/10/23 14:32:54| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 56.2358s]
-31/10/23 14:32:54| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:32:58| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:37:38| INFO: dataset imdb_2prevs
-31/10/23 14:37:45| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:37:58| INFO: ref finished [took 11.4397s]
-31/10/23 14:38:01| INFO: atc_mc finished [took 14.6411s]
-31/10/23 14:38:01| INFO: atc_ne finished [took 14.8218s]
-31/10/23 14:38:11| INFO: mul_sld finished [took 24.4862s]
-31/10/23 14:38:20| INFO: mul_sld_bcts finished [took 33.9900s]
-31/10/23 14:38:20| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9816s]
-31/10/23 14:38:20| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:38:33| INFO: ref finished [took 11.3787s]
-31/10/23 14:38:36| INFO: atc_mc finished [took 14.4366s]
-31/10/23 14:38:36| INFO: atc_ne finished [took 14.3365s]
-31/10/23 14:38:50| INFO: mul_sld finished [took 28.1585s]
-31/10/23 14:39:00| INFO: mul_sld_bcts finished [took 38.5508s]
-31/10/23 14:39:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.0193s]
-31/10/23 14:39:00| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:39:03| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:44:15| INFO: dataset imdb_2prevs
-31/10/23 14:44:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:44:35| INFO: ref finished [took 11.5902s]
-31/10/23 14:44:38| INFO: atc_mc finished [took 14.7915s]
-31/10/23 14:44:39| INFO: atc_ne finished [took 14.8611s]
-31/10/23 14:44:48| INFO: mul_sld finished [took 24.7670s]
-31/10/23 14:44:58| INFO: mul_sld_bcts finished [took 34.3171s]
-31/10/23 14:44:58| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.3088s]
-31/10/23 14:44:58| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:45:11| INFO: ref finished [took 11.8887s]
-31/10/23 14:45:15| INFO: atc_mc finished [took 15.2624s]
-31/10/23 14:45:15| INFO: atc_ne finished [took 15.2085s]
-31/10/23 14:45:28| INFO: mul_sld finished [took 28.5408s]
-31/10/23 14:45:38| INFO: mul_sld_bcts finished [took 38.9976s]
-31/10/23 14:45:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.5854s]
-31/10/23 14:45:38| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:45:41| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 14:55:18| INFO dataset imdb_2prevs
-31/10/23 14:55:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 14:55:37| INFO ref finished [took 10.1990s]
-31/10/23 14:55:40| INFO atc_mc finished [took 13.4778s]
-31/10/23 14:55:41| INFO atc_ne finished [took 13.5559s]
-31/10/23 14:55:50| INFO mul_sld finished [took 23.0450s]
-31/10/23 14:55:59| INFO mul_sld_bcts finished [took 32.4582s]
-31/10/23 14:55:59| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.3679s]
-31/10/23 14:55:59| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 14:56:11| INFO ref finished [took 10.3415s]
-31/10/23 14:56:14| INFO atc_mc finished [took 13.4638s]
-31/10/23 14:56:14| INFO atc_ne finished [took 13.4791s]
-31/10/23 14:56:27| INFO mul_sld finished [took 26.3298s]
-31/10/23 14:56:38| INFO mul_sld_bcts finished [took 37.2449s]
-31/10/23 14:56:38| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.6430s]
-31/10/23 14:56:38| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 14:56:41| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 15:00:19| INFO dataset imdb_2prevs
-31/10/23 15:00:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 15:00:38| INFO ref finished [took 10.7099s]
-31/10/23 15:00:41| INFO atc_ne finished [took 13.7392s]
-31/10/23 15:00:41| INFO atc_mc finished [took 13.9108s]
-31/10/23 15:00:50| INFO mul_sld finished [took 23.3628s]
-31/10/23 15:01:00| INFO mul_sld_bcts finished [took 33.0440s]
-31/10/23 15:01:00| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.9805s]
-31/10/23 15:01:00| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 15:01:12| INFO ref finished [took 10.7020s]
-31/10/23 15:01:15| INFO atc_mc finished [took 13.9521s]
-31/10/23 15:01:15| INFO atc_ne finished [took 13.8623s]
-31/10/23 15:01:28| INFO mul_sld finished [took 26.8476s]
-31/10/23 15:01:39| INFO mul_sld_bcts finished [took 37.4291s]
-31/10/23 15:01:39| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.8721s]
-31/10/23 15:01:39| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
-31/10/23 15:01:42| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
-----------------------------------------------------------------------------------------------------
-31/10/23 15:02:43| INFO dataset imdb_2prevs
-31/10/23 15:02:50| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 15:03:02| INFO ref finished [took 10.5528s]
-31/10/23 15:03:05| INFO atc_mc finished [took 13.7838s]
-31/10/23 15:03:05| INFO atc_ne finished [took 13.6736s]
-31/10/23 15:03:14| INFO mul_sld finished [took 23.2705s]
-31/10/23 15:03:24| INFO mul_sld_bcts finished [took 32.8493s]
-31/10/23 15:03:24| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.7917s]
-31/10/23 15:03:24| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 15:03:36| INFO ref finished [took 10.4338s]
-31/10/23 15:03:39| INFO atc_mc finished [took 13.5140s]
-31/10/23 15:03:39| INFO atc_ne finished [took 13.5920s]
-31/10/23 15:03:52| INFO mul_sld finished [took 26.7677s]
-31/10/23 15:04:03| INFO mul_sld_bcts finished [took 37.2882s]
-31/10/23 15:04:03| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.7014s]
-----------------------------------------------------------------------------------------------------
-31/10/23 17:01:56| INFO dataset imdb_2prevs
-31/10/23 17:02:03| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 17:02:16| INFO ref finished [took 11.7260s]
-31/10/23 17:02:19| INFO atc_mc finished [took 14.9332s]
-31/10/23 17:02:20| INFO atc_ne finished [took 14.9267s]
-31/10/23 17:02:29| INFO mul_sld finished [took 25.0825s]
-31/10/23 17:02:39| INFO mul_sld_bcts finished [took 35.1456s]
-31/10/23 17:02:39| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.1167s]
-31/10/23 17:02:39| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 17:02:53| INFO ref finished [took 12.1990s]
-31/10/23 17:02:57| INFO atc_mc finished [took 15.9130s]
-31/10/23 17:02:57| INFO atc_ne finished [took 15.8122s]
-31/10/23 17:03:10| INFO mul_sld finished [took 29.0681s]
-31/10/23 17:03:21| INFO mul_sld_bcts finished [took 40.0346s]
-31/10/23 17:03:21| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.6137s]
-----------------------------------------------------------------------------------------------------
-31/10/23 17:04:35| INFO dataset imdb_2prevs
-31/10/23 17:04:42| INFO Dataset sample 0.10 of dataset imdb_2prevs started
-31/10/23 17:04:56| INFO ref finished [took 11.5027s]
-31/10/23 17:05:00| INFO atc_mc finished [took 15.1600s]
-31/10/23 17:05:00| INFO atc_ne finished [took 15.0072s]
-31/10/23 17:05:09| INFO mul_sld finished [took 24.7931s]
-31/10/23 17:05:19| INFO mul_sld_bcts finished [took 34.6305s]
-31/10/23 17:05:19| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 37.1778s]
-31/10/23 17:05:19| INFO Dataset sample 0.50 of dataset imdb_2prevs started
-31/10/23 17:05:33| INFO ref finished [took 12.2649s]
-31/10/23 17:05:36| INFO atc_mc finished [took 15.5987s]
-31/10/23 17:05:37| INFO atc_ne finished [took 15.8214s]
-31/10/23 17:05:50| INFO mul_sld finished [took 29.3523s]
-31/10/23 17:06:00| INFO mul_sld_bcts finished [took 39.8376s]
-31/10/23 17:06:00| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.2888s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:19:37| INFO dataset imdb_1prevs
-31/10/23 20:19:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:20:07| INFO ref finished [took 17.4125s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:20:50| INFO dataset imdb_1prevs
-31/10/23 20:21:01| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:21:19| INFO ref finished [took 17.0717s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:22:05| INFO dataset imdb_1prevs
-31/10/23 20:22:15| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:22:35| INFO ref finished [took 18.4752s]
-----------------------------------------------------------------------------------------------------
-31/10/23 20:23:38| INFO dataset imdb_1prevs
-31/10/23 20:23:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-31/10/23 20:24:08| INFO ref finished [took 18.3216s]
-----------------------------------------------------------------------------------------------------
-01/11/23 13:07:19| INFO dataset imdb_1prevs
-01/11/23 13:07:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-01/11/23 13:07:27| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator mul_sld_gs does not exist'
-01/11/23 13:07:27| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-03/11/23 20:54:19| INFO dataset rcv1_CCAT_9prevs
-03/11/23 20:54:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 20:54:28| WARNING Method mul_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
-03/11/23 20:54:29| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
-03/11/23 20:54:30| WARNING Method bin_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
-03/11/23 20:55:09| INFO ref finished [took 38.5179s]
-----------------------------------------------------------------------------------------------------
-03/11/23 21:28:36| INFO dataset rcv1_CCAT_9prevs
-03/11/23 21:28:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:28:45| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
-----------------------------------------------------------------------------------------------------
-03/11/23 21:31:03| INFO dataset rcv1_CCAT_9prevs
-03/11/23 21:31:08| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:31:59| INFO ref finished [took 45.6616s]
-03/11/23 21:32:03| INFO atc_mc finished [took 48.4360s]
-03/11/23 21:32:07| INFO atc_ne finished [took 51.0515s]
-03/11/23 21:32:23| INFO mul_sld finished [took 72.9229s]
-03/11/23 21:34:43| INFO bin_sld finished [took 213.9538s]
-03/11/23 21:36:27| INFO mul_sld_gs finished [took 314.9357s]
-03/11/23 21:40:50| INFO bin_sld_gs finished [took 579.2530s]
-03/11/23 21:40:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 582.5876s]
-03/11/23 21:40:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:41:39| INFO ref finished [took 43.7409s]
-03/11/23 21:41:43| INFO atc_mc finished [took 46.4580s]
-03/11/23 21:41:44| INFO atc_ne finished [took 46.4267s]
-03/11/23 21:41:54| INFO mul_sld finished [took 61.3005s]
-03/11/23 21:44:18| INFO bin_sld finished [took 206.3680s]
-03/11/23 21:45:59| INFO mul_sld_gs finished [took 304.4726s]
-03/11/23 21:50:33| INFO bin_sld_gs finished [took 579.3455s]
-03/11/23 21:50:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 582.4808s]
-03/11/23 21:50:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-03/11/23 21:51:22| INFO ref finished [took 43.6853s]
-03/11/23 21:51:26| INFO atc_mc finished [took 47.1366s]
-03/11/23 21:51:30| INFO atc_ne finished [took 49.4868s]
-03/11/23 21:51:34| INFO mul_sld finished [took 59.0964s]
-03/11/23 21:53:59| INFO bin_sld finished [took 205.0248s]
-03/11/23 21:55:50| INFO mul_sld_gs finished [took 312.5630s]
-03/11/23 22:00:27| INFO bin_sld_gs finished [took 591.1460s]
-03/11/23 22:00:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 594.3163s]
-03/11/23 22:00:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:01:15| INFO ref finished [took 43.3806s]
-03/11/23 22:01:19| INFO atc_mc finished [took 46.6674s]
-03/11/23 22:01:21| INFO atc_ne finished [took 47.1220s]
-03/11/23 22:01:28| INFO mul_sld finished [took 58.6799s]
-03/11/23 22:03:53| INFO bin_sld finished [took 204.7659s]
-03/11/23 22:05:39| INFO mul_sld_gs finished [took 307.8811s]
-03/11/23 22:10:32| INFO bin_sld_gs finished [took 601.9995s]
-03/11/23 22:10:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 604.8406s]
-03/11/23 22:10:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:11:20| INFO ref finished [took 42.8256s]
-03/11/23 22:11:25| INFO atc_mc finished [took 46.9203s]
-03/11/23 22:11:28| INFO atc_ne finished [took 49.3042s]
-03/11/23 22:11:34| INFO mul_sld finished [took 60.2744s]
-03/11/23 22:13:59| INFO bin_sld finished [took 205.7078s]
-03/11/23 22:15:45| INFO mul_sld_gs finished [took 309.0888s]
-03/11/23 22:20:32| INFO bin_sld_gs finished [took 596.5102s]
-03/11/23 22:20:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 599.5067s]
-03/11/23 22:20:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:21:20| INFO ref finished [took 43.1698s]
-03/11/23 22:21:24| INFO atc_mc finished [took 46.5768s]
-03/11/23 22:21:25| INFO atc_ne finished [took 46.3408s]
-03/11/23 22:21:34| INFO mul_sld finished [took 60.8070s]
-03/11/23 22:23:58| INFO bin_sld finished [took 205.3362s]
-03/11/23 22:25:44| INFO mul_sld_gs finished [took 308.1859s]
-03/11/23 22:30:44| INFO bin_sld_gs finished [took 609.5468s]
-03/11/23 22:30:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 612.5803s]
-03/11/23 22:30:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:31:32| INFO ref finished [took 43.2949s]
-03/11/23 22:31:37| INFO atc_mc finished [took 46.3686s]
-03/11/23 22:31:40| INFO atc_ne finished [took 49.2242s]
-03/11/23 22:31:47| INFO mul_sld finished [took 60.9437s]
-03/11/23 22:34:11| INFO bin_sld finished [took 205.9299s]
-03/11/23 22:35:56| INFO mul_sld_gs finished [took 308.2738s]
-03/11/23 22:40:36| INFO bin_sld_gs finished [took 588.7918s]
-03/11/23 22:40:36| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 591.8830s]
-03/11/23 22:40:36| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:41:24| INFO ref finished [took 43.3321s]
-03/11/23 22:41:29| INFO atc_mc finished [took 46.8041s]
-03/11/23 22:41:29| INFO atc_ne finished [took 46.5810s]
-03/11/23 22:41:38| INFO mul_sld finished [took 60.2962s]
-03/11/23 22:44:07| INFO bin_sld finished [took 209.6435s]
-03/11/23 22:45:44| INFO mul_sld_gs finished [took 304.4809s]
-03/11/23 22:50:39| INFO bin_sld_gs finished [took 599.5588s]
-03/11/23 22:50:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 602.5720s]
-03/11/23 22:50:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-03/11/23 22:51:26| INFO ref finished [took 42.4313s]
-03/11/23 22:51:30| INFO atc_mc finished [took 45.5261s]
-03/11/23 22:51:34| INFO atc_ne finished [took 48.4488s]
-03/11/23 22:51:47| INFO mul_sld finished [took 66.4801s]
-03/11/23 22:54:08| INFO bin_sld finished [took 208.4272s]
-03/11/23 22:55:49| INFO mul_sld_gs finished [took 306.4505s]
-03/11/23 23:00:15| INFO bin_sld_gs finished [took 573.7761s]
-03/11/23 23:00:15| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 576.7586s]
-----------------------------------------------------------------------------------------------------
-03/11/23 23:33:15| INFO dataset imdb_1prevs
-03/11/23 23:33:22| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:33:22| ERROR Evaluation over imdb_1prevs failed. Exception: 'function' object is not iterable
-03/11/23 23:33:22| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-03/11/23 23:34:15| INFO dataset imdb_1prevs
-03/11/23 23:34:23| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:34:35| INFO atc_mc finished [took 11.5081s]
-03/11/23 23:34:45| INFO ref finished [took 8.7754s]
-03/11/23 23:34:47| INFO mul_sld finished [took 22.9651s]
-03/11/23 23:34:47| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 23.9721s]
-03/11/23 23:34:47| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
-----------------------------------------------------------------------------------------------------
-03/11/23 23:36:10| INFO dataset imdb_1prevs
-03/11/23 23:36:30| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:38:02| INFO atc_mc finished [took 56.2957s]
-03/11/23 23:38:03| INFO mul_sld finished [took 57.6237s]
-03/11/23 23:38:40| INFO ref finished [took 37.7811s]
-03/11/23 23:38:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 130.9031s]
-03/11/23 23:38:42| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
-----------------------------------------------------------------------------------------------------
-03/11/23 23:39:32| INFO dataset imdb_1prevs
-03/11/23 23:39:42| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:40:08| INFO atc_mc finished [took 24.7110s]
-03/11/23 23:40:23| INFO mul_sld finished [took 40.2345s]
-03/11/23 23:40:26| INFO ref finished [took 17.8417s]
-03/11/23 23:40:26| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 44.8087s]
-----------------------------------------------------------------------------------------------------
-03/11/23 23:41:18| INFO dataset imdb_1prevs
-03/11/23 23:41:28| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-03/11/23 23:41:54| INFO atc_mc finished [took 24.0569s]
-03/11/23 23:42:03| INFO mul_sld finished [took 33.3390s]
-03/11/23 23:42:12| INFO ref finished [took 16.9551s]
-03/11/23 23:42:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 43.2484s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:03:17| ERROR Evaluation over imdb_1prevs failed. Exception: CompEstimatorName_.__init__() missing 1 required positional argument: 'ce'
-04/11/23 00:03:17| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 00:03:50| ERROR Evaluation over imdb_1prevs failed. Exception: 'CompEstimator' object has no attribute '_CompEstimatorName___get'
-04/11/23 00:03:50| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 00:04:42| INFO dataset imdb_1prevs
-04/11/23 00:04:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-04/11/23 00:05:13| INFO ref finished [took 19.2363s]
-04/11/23 00:05:20| INFO atc_mc finished [took 26.4278s]
-04/11/23 00:05:29| INFO mul_sld finished [took 35.3110s]
-04/11/23 00:05:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.4422s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:19:43| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:19:49| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:19:53| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:19:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:19:57| WARNING Method bin_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
-04/11/23 00:19:59| WARNING Method mul_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
-04/11/23 00:20:00| WARNING Method bin_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
-04/11/23 00:20:01| WARNING Method mul_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
-----------------------------------------------------------------------------------------------------
-04/11/23 00:22:45| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:22:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:22:54| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:22:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:28:11| INFO dataset rcv1_CCAT_9prevs
-----------------------------------------------------------------------------------------------------
-04/11/23 00:29:39| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:29:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:29:49| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:29:51| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:30:39| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
-04/11/23 00:31:00| INFO ref finished [took 60.5788s]
-04/11/23 00:31:09| INFO atc_mc finished [took 64.6156s]
-04/11/23 00:31:09| INFO mul_pacc finished [took 75.1821s]
-04/11/23 00:31:12| INFO atc_ne finished [took 62.8665s]
-04/11/23 00:31:24| INFO mul_sld finished [took 96.8624s]
-----------------------------------------------------------------------------------------------------
-04/11/23 00:33:26| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:33:31| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:33:35| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-04/11/23 00:33:37| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:38:42| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:38:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:38:51| WARNING Method bin_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
-04/11/23 00:38:52| WARNING Method mul_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
-04/11/23 00:39:41| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
-----------------------------------------------------------------------------------------------------
-04/11/23 00:46:33| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:46:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:46:40| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:41| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:42| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:46:43| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:46:44| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:45| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:46| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:47| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:47| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:46:48| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:27| INFO ref finished [took 37.5294s]
-04/11/23 00:47:31| INFO atc_mc finished [took 40.5777s]
-04/11/23 00:47:32| INFO atc_ne finished [took 40.7565s]
-04/11/23 00:47:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.8106s]
-04/11/23 00:47:32| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:47:33| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:34| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:35| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:47:36| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:47:37| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:38| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:39| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:39| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:40| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-04/11/23 00:47:41| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
-----------------------------------------------------------------------------------------------------
-04/11/23 00:48:05| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:48:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:48:13| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-04/11/23 00:48:14| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
-----------------------------------------------------------------------------------------------------
-04/11/23 00:49:18| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:49:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:49:27| WARNING Method bin_sld_qgs failed. Exception: GridSearchQ.__init__() missing 1 required positional argument: 'model'
-04/11/23 00:49:28| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:51:27| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:51:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:51:36| WARNING Method bin_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-04/11/23 00:51:37| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
-----------------------------------------------------------------------------------------------------
-04/11/23 00:54:47| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:54:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 00:54:57| WARNING Method bin_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
-04/11/23 00:54:58| WARNING Method mul_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
-----------------------------------------------------------------------------------------------------
-04/11/23 00:58:47| INFO dataset rcv1_CCAT_9prevs
-04/11/23 00:58:52| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:00:04| INFO ref finished [took 61.6328s]
-04/11/23 01:00:11| INFO atc_mc finished [took 65.4916s]
-04/11/23 01:00:13| INFO atc_ne finished [took 63.2288s]
-04/11/23 01:00:14| INFO mul_pacc finished [took 75.5101s]
-04/11/23 01:00:30| INFO mul_sld finished [took 96.6656s]
-04/11/23 01:00:41| INFO mul_pacc_gs finished [took 99.7211s]
-04/11/23 01:03:02| INFO bin_pacc finished [took 244.6260s]
-04/11/23 01:03:07| INFO bin_sld finished [took 254.3478s]
-04/11/23 01:04:51| INFO mul_sld_gs finished [took 354.7477s]
-04/11/23 01:05:02| INFO bin_pacc_gs finished [took 362.1808s]
-04/11/23 01:09:24| INFO bin_sld_gs finished [took 628.6714s]
-04/11/23 01:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 631.8421s]
-04/11/23 01:09:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:10:39| INFO ref finished [took 63.5158s]
-04/11/23 01:10:44| INFO atc_mc finished [took 66.4279s]
-04/11/23 01:10:46| INFO mul_pacc finished [took 75.3281s]
-04/11/23 01:10:47| INFO atc_ne finished [took 67.5374s]
-04/11/23 01:10:52| INFO mul_sld finished [took 86.6592s]
-04/11/23 01:11:19| INFO mul_pacc_gs finished [took 104.6374s]
-04/11/23 01:13:58| INFO bin_sld finished [took 273.4932s]
-04/11/23 01:14:01| INFO bin_pacc finished [took 271.3481s]
-04/11/23 01:15:42| INFO mul_sld_gs finished [took 374.2416s]
-04/11/23 01:16:01| INFO bin_pacc_gs finished [took 388.0839s]
-04/11/23 01:20:29| INFO bin_sld_gs finished [took 661.9729s]
-04/11/23 01:20:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 665.2874s]
-04/11/23 01:20:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:21:46| INFO ref finished [took 63.8544s]
-04/11/23 01:21:50| INFO atc_mc finished [took 66.6917s]
-04/11/23 01:21:52| INFO atc_ne finished [took 65.0860s]
-04/11/23 01:21:53| INFO mul_pacc finished [took 77.2630s]
-04/11/23 01:21:55| INFO mul_sld finished [took 83.3146s]
-04/11/23 01:22:23| INFO mul_pacc_gs finished [took 102.3761s]
-04/11/23 01:24:47| INFO bin_pacc finished [took 252.0964s]
-04/11/23 01:24:49| INFO bin_sld finished [took 258.6998s]
-04/11/23 01:26:37| INFO mul_sld_gs finished [took 363.7500s]
-04/11/23 01:26:49| INFO bin_pacc_gs finished [took 370.5817s]
-04/11/23 01:31:27| INFO bin_sld_gs finished [took 654.3921s]
-04/11/23 01:31:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 658.0041s]
-04/11/23 01:31:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:32:33| INFO ref finished [took 55.7749s]
-04/11/23 01:32:38| INFO atc_mc finished [took 59.4190s]
-04/11/23 01:32:40| INFO atc_ne finished [took 59.5155s]
-04/11/23 01:32:42| INFO mul_pacc finished [took 68.8994s]
-04/11/23 01:32:44| INFO mul_sld finished [took 74.6470s]
-04/11/23 01:33:09| INFO mul_pacc_gs finished [took 92.6473s]
-04/11/23 01:35:32| INFO bin_pacc finished [took 239.7541s]
-04/11/23 01:35:34| INFO bin_sld finished [took 245.7504s]
-04/11/23 01:37:19| INFO mul_sld_gs finished [took 348.1188s]
-04/11/23 01:37:30| INFO bin_pacc_gs finished [took 355.4729s]
-04/11/23 01:42:07| INFO bin_sld_gs finished [took 636.8598s]
-04/11/23 01:42:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 639.9201s]
-04/11/23 01:42:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:43:14| INFO ref finished [took 56.1531s]
-04/11/23 01:43:19| INFO atc_mc finished [took 59.7473s]
-04/11/23 01:43:20| INFO atc_ne finished [took 59.0606s]
-04/11/23 01:43:23| INFO mul_pacc finished [took 69.4266s]
-04/11/23 01:43:25| INFO mul_sld finished [took 76.3328s]
-04/11/23 01:43:49| INFO mul_pacc_gs finished [took 92.3926s]
-04/11/23 01:46:05| INFO bin_pacc finished [took 233.1877s]
-04/11/23 01:46:08| INFO bin_sld finished [took 239.8757s]
-04/11/23 01:47:51| INFO mul_sld_gs finished [took 339.5911s]
-04/11/23 01:48:00| INFO bin_pacc_gs finished [took 345.7788s]
-04/11/23 01:52:44| INFO bin_sld_gs finished [took 633.8407s]
-04/11/23 01:52:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 637.0648s]
-04/11/23 01:52:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 01:53:52| INFO ref finished [took 57.4958s]
-04/11/23 01:53:57| INFO atc_mc finished [took 60.9998s]
-04/11/23 01:53:58| INFO atc_ne finished [took 60.4847s]
-04/11/23 01:54:01| INFO mul_pacc finished [took 70.5216s]
-04/11/23 01:54:04| INFO mul_sld finished [took 78.2910s]
-04/11/23 01:54:27| INFO mul_pacc_gs finished [took 94.4726s]
-04/11/23 01:56:48| INFO bin_pacc finished [took 238.5969s]
-04/11/23 01:56:50| INFO bin_sld finished [took 244.5679s]
-04/11/23 01:58:31| INFO mul_sld_gs finished [took 342.4843s]
-04/11/23 01:58:44| INFO bin_pacc_gs finished [took 352.8264s]
-04/11/23 02:03:32| INFO bin_sld_gs finished [took 644.7046s]
-04/11/23 02:03:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 647.8055s]
-04/11/23 02:03:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:04:37| INFO ref finished [took 55.4488s]
-04/11/23 02:04:42| INFO atc_mc finished [took 59.2634s]
-04/11/23 02:04:44| INFO atc_ne finished [took 59.1371s]
-04/11/23 02:04:46| INFO mul_pacc finished [took 68.0960s]
-04/11/23 02:04:50| INFO mul_sld finished [took 76.4282s]
-04/11/23 02:05:12| INFO mul_pacc_gs finished [took 91.7735s]
-04/11/23 02:07:30| INFO bin_pacc finished [took 232.7650s]
-04/11/23 02:07:36| INFO bin_sld finished [took 242.4077s]
-04/11/23 02:09:14| INFO mul_sld_gs finished [took 338.1418s]
-04/11/23 02:09:26| INFO bin_pacc_gs finished [took 347.2033s]
-04/11/23 02:13:59| INFO bin_sld_gs finished [took 624.6098s]
-04/11/23 02:13:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 627.7979s]
-04/11/23 02:13:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:15:05| INFO ref finished [took 55.1962s]
-04/11/23 02:15:10| INFO atc_mc finished [took 59.0907s]
-04/11/23 02:15:11| INFO atc_ne finished [took 59.1531s]
-04/11/23 02:15:13| INFO mul_pacc finished [took 67.6705s]
-04/11/23 02:15:17| INFO mul_sld finished [took 75.4559s]
-04/11/23 02:15:41| INFO mul_pacc_gs finished [took 92.4901s]
-04/11/23 02:17:59| INFO bin_pacc finished [took 233.8600s]
-04/11/23 02:18:04| INFO bin_sld finished [took 243.2382s]
-04/11/23 02:19:40| INFO mul_sld_gs finished [took 336.0961s]
-04/11/23 02:19:51| INFO bin_pacc_gs finished [took 344.4075s]
-04/11/23 02:24:30| INFO bin_sld_gs finished [took 627.6209s]
-04/11/23 02:24:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 630.8251s]
-04/11/23 02:24:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:25:35| INFO ref finished [took 54.8513s]
-04/11/23 02:25:40| INFO atc_mc finished [took 58.8528s]
-04/11/23 02:25:41| INFO atc_ne finished [took 58.6035s]
-04/11/23 02:25:43| INFO mul_pacc finished [took 66.9030s]
-04/11/23 02:25:57| INFO mul_sld finished [took 84.2072s]
-04/11/23 02:26:10| INFO mul_pacc_gs finished [took 91.0973s]
-04/11/23 02:28:31| INFO bin_pacc finished [took 235.7331s]
-04/11/23 02:28:35| INFO bin_sld finished [took 243.6260s]
-04/11/23 02:30:09| INFO mul_sld_gs finished [took 334.4842s]
-04/11/23 02:30:22| INFO bin_pacc_gs finished [took 344.6874s]
-04/11/23 02:34:46| INFO bin_sld_gs finished [took 612.1219s]
-04/11/23 02:34:46| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 615.2004s]
-----------------------------------------------------------------------------------------------------
-04/11/23 02:57:35| INFO dataset rcv1_CCAT_9prevs
-04/11/23 02:57:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 02:57:47| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 02:58:59| INFO ref finished [took 64.5948s]
-04/11/23 02:59:06| INFO atc_mc finished [took 69.5808s]
-04/11/23 02:59:12| INFO mul_pacc finished [took 82.8518s]
-04/11/23 02:59:13| INFO atc_ne finished [took 72.1303s]
-04/11/23 02:59:26| INFO mul_sld finished [took 103.4201s]
-04/11/23 02:59:30| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-04/11/23 02:59:41| INFO mul_pacc_gs finished [took 109.4672s]
-04/11/23 03:01:59| INFO bin_pacc finished [took 251.3945s]
-04/11/23 03:02:02| INFO bin_sld finished [took 260.0226s]
-04/11/23 03:03:35| INFO mul_sld_gs finished [took 350.1705s]
-04/11/23 03:03:48| INFO bin_pacc_gs finished [took 357.9668s]
-04/11/23 03:07:59| INFO bin_sld_gs finished [took 615.8087s]
-04/11/23 03:07:59| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 620.4985s]
-04/11/23 03:07:59| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:08:06| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:09:17| INFO ref finished [took 64.4692s]
-04/11/23 03:09:25| INFO atc_mc finished [took 71.3766s]
-04/11/23 03:09:27| INFO atc_ne finished [took 71.0947s]
-04/11/23 03:09:28| INFO mul_pacc finished [took 80.0201s]
-04/11/23 03:09:31| INFO mul_sld finished [took 89.4295s]
-04/11/23 03:09:55| INFO mul_pacc_gs finished [took 104.7292s]
-04/11/23 03:12:25| INFO bin_sld finished [took 263.6824s]
-04/11/23 03:12:25| INFO bin_pacc finished [took 258.6502s]
-04/11/23 03:14:01| INFO mul_sld_gs finished [took 357.3344s]
-04/11/23 03:14:14| INFO bin_sld_gsq finished [took 369.1636s]
-04/11/23 03:14:22| INFO bin_pacc_gs finished [took 372.8646s]
-04/11/23 03:18:40| INFO bin_sld_gs finished [took 636.9190s]
-04/11/23 03:18:40| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 640.2322s]
-04/11/23 03:18:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:18:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:19:58| INFO ref finished [took 65.9462s]
-04/11/23 03:20:02| INFO atc_mc finished [took 68.5710s]
-04/11/23 03:20:04| INFO atc_ne finished [took 68.9466s]
-04/11/23 03:20:06| INFO mul_pacc finished [took 77.9039s]
-04/11/23 03:20:06| INFO mul_sld finished [took 84.0917s]
-04/11/23 03:20:37| INFO mul_pacc_gs finished [took 106.2536s]
-04/11/23 03:23:04| INFO bin_pacc finished [took 257.4211s]
-04/11/23 03:23:05| INFO bin_sld finished [took 264.3442s]
-04/11/23 03:24:49| INFO mul_sld_gs finished [took 365.1691s]
-04/11/23 03:25:01| INFO bin_pacc_gs finished [took 371.9184s]
-04/11/23 03:25:02| INFO bin_sld_gsq finished [took 377.0442s]
-04/11/23 03:29:37| INFO bin_sld_gs finished [took 654.0366s]
-04/11/23 03:29:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 657.0840s]
-04/11/23 03:29:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:29:42| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:30:51| INFO ref finished [took 62.7217s]
-04/11/23 03:30:58| INFO atc_mc finished [took 67.8613s]
-04/11/23 03:31:00| INFO atc_ne finished [took 68.5026s]
-04/11/23 03:31:03| INFO mul_sld finished [took 83.8857s]
-04/11/23 03:31:03| INFO mul_pacc finished [took 78.6340s]
-04/11/23 03:31:30| INFO mul_pacc_gs finished [took 103.4683s]
-04/11/23 03:34:00| INFO bin_sld finished [took 262.4457s]
-04/11/23 03:34:02| INFO bin_pacc finished [took 258.2247s]
-04/11/23 03:35:44| INFO mul_sld_gs finished [took 363.8135s]
-04/11/23 03:35:58| INFO bin_pacc_gs finished [took 372.0485s]
-04/11/23 03:36:05| INFO bin_sld_gsq finished [took 382.9585s]
-04/11/23 03:40:39| INFO bin_sld_gs finished [took 659.6222s]
-04/11/23 03:40:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 662.5763s]
-04/11/23 03:40:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:40:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:41:56| INFO ref finished [took 64.5923s]
-04/11/23 03:42:01| INFO atc_mc finished [took 68.0148s]
-04/11/23 03:42:03| INFO atc_ne finished [took 68.3119s]
-04/11/23 03:42:04| INFO mul_pacc finished [took 76.9397s]
-04/11/23 03:42:07| INFO mul_sld finished [took 85.5363s]
-04/11/23 03:42:34| INFO mul_pacc_gs finished [took 103.4448s]
-04/11/23 03:45:01| INFO bin_sld finished [took 260.0814s]
-04/11/23 03:45:03| INFO bin_pacc finished [took 256.9386s]
-04/11/23 03:46:45| INFO mul_sld_gs finished [took 361.5910s]
-04/11/23 03:47:01| INFO bin_pacc_gs finished [took 371.9657s]
-04/11/23 03:47:13| INFO bin_sld_gsq finished [took 388.2498s]
-04/11/23 03:51:40| INFO bin_sld_gs finished [took 657.4008s]
-04/11/23 03:51:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 660.5115s]
-04/11/23 03:51:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 03:51:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 03:52:54| INFO ref finished [took 61.9225s]
-04/11/23 03:53:00| INFO atc_mc finished [took 66.3156s]
-04/11/23 03:53:02| INFO atc_ne finished [took 66.5025s]
-04/11/23 03:53:04| INFO mul_pacc finished [took 75.8808s]
-04/11/23 03:53:06| INFO mul_sld finished [took 84.3204s]
-04/11/23 03:53:33| INFO mul_pacc_gs finished [took 102.5763s]
-04/11/23 03:56:04| INFO bin_sld finished [took 263.2781s]
-04/11/23 03:56:04| INFO bin_pacc finished [took 257.7298s]
-04/11/23 03:57:44| INFO mul_sld_gs finished [took 359.7910s]
-04/11/23 03:58:00| INFO bin_pacc_gs finished [took 371.3848s]
-04/11/23 03:58:11| INFO bin_sld_gsq finished [took 386.0904s]
-04/11/23 04:02:50| INFO bin_sld_gs finished [took 667.6623s]
-04/11/23 04:02:50| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 670.7255s]
-04/11/23 04:02:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:02:57| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:04:05| INFO ref finished [took 62.3256s]
-04/11/23 04:04:13| INFO atc_mc finished [took 68.9525s]
-04/11/23 04:04:15| INFO atc_ne finished [took 68.8750s]
-04/11/23 04:04:16| INFO mul_pacc finished [took 77.5049s]
-04/11/23 04:04:19| INFO mul_sld finished [took 86.0694s]
-04/11/23 04:04:45| INFO mul_pacc_gs finished [took 103.3513s]
-04/11/23 04:07:15| INFO bin_pacc finished [took 257.6456s]
-04/11/23 04:07:16| INFO bin_sld finished [took 263.9914s]
-04/11/23 04:08:55| INFO mul_sld_gs finished [took 360.5634s]
-04/11/23 04:09:12| INFO bin_pacc_gs finished [took 372.2665s]
-04/11/23 04:09:18| INFO bin_sld_gsq finished [took 381.8311s]
-04/11/23 04:13:39| INFO bin_sld_gs finished [took 645.3599s]
-04/11/23 04:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 648.5328s]
-04/11/23 04:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:13:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:14:51| INFO ref finished [took 59.8110s]
-04/11/23 04:14:58| INFO atc_mc finished [took 65.2666s]
-04/11/23 04:14:59| INFO atc_ne finished [took 64.5173s]
-04/11/23 04:15:01| INFO mul_pacc finished [took 73.8332s]
-04/11/23 04:15:04| INFO mul_sld finished [took 82.3509s]
-04/11/23 04:15:29| INFO mul_pacc_gs finished [took 99.3541s]
-04/11/23 04:18:00| INFO bin_pacc finished [took 254.3308s]
-04/11/23 04:18:03| INFO bin_sld finished [took 262.3008s]
-04/11/23 04:19:40| INFO mul_sld_gs finished [took 357.1229s]
-04/11/23 04:19:57| INFO bin_pacc_gs finished [took 368.4516s]
-04/11/23 04:20:03| INFO bin_sld_gsq finished [took 378.7658s]
-04/11/23 04:24:37| INFO bin_sld_gs finished [took 655.1931s]
-04/11/23 04:24:37| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 658.3505s]
-04/11/23 04:24:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 04:24:43| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
-04/11/23 04:25:49| INFO ref finished [took 59.4546s]
-04/11/23 04:25:55| INFO atc_mc finished [took 63.5805s]
-04/11/23 04:25:58| INFO atc_ne finished [took 63.2985s]
-04/11/23 04:25:58| INFO mul_pacc finished [took 72.5198s]
-04/11/23 04:26:11| INFO mul_sld finished [took 91.7136s]
-04/11/23 04:26:27| INFO mul_pacc_gs finished [took 98.8722s]
-04/11/23 04:28:57| INFO bin_pacc finished [took 252.8144s]
-04/11/23 04:29:02| INFO bin_sld finished [took 263.8013s]
-04/11/23 04:30:35| INFO mul_sld_gs finished [took 353.3693s]
-04/11/23 04:30:51| INFO bin_sld_gsq finished [took 368.8564s]
-04/11/23 04:30:54| INFO bin_pacc_gs finished [took 367.5592s]
-04/11/23 04:35:11| INFO bin_sld_gs finished [took 630.6700s]
-04/11/23 04:35:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 633.7494s]
-----------------------------------------------------------------------------------------------------
-04/11/23 19:09:42| INFO dataset rcv1_CCAT_9prevs
-04/11/23 19:09:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:10:28| INFO ref finished [took 36.0351s]
-04/11/23 19:10:32| INFO atc_mc finished [took 38.9507s]
-04/11/23 19:10:35| INFO mulmc_sld finished [took 43.7869s]
-04/11/23 19:10:50| INFO mul_sld finished [took 60.8007s]
-04/11/23 19:10:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 62.9600s]
-04/11/23 19:10:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:11:29| INFO ref finished [took 36.3632s]
-04/11/23 19:11:34| INFO atc_mc finished [took 39.5928s]
-04/11/23 19:11:36| INFO mulmc_sld finished [took 44.2915s]
-04/11/23 19:11:44| INFO mul_sld finished [took 52.6727s]
-04/11/23 19:11:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0362s]
-04/11/23 19:11:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:12:24| INFO ref finished [took 36.4303s]
-04/11/23 19:12:27| INFO atc_mc finished [took 39.2329s]
-04/11/23 19:12:30| INFO mulmc_sld finished [took 43.6247s]
-04/11/23 19:12:36| INFO mul_sld finished [took 50.2041s]
-04/11/23 19:12:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 51.6412s]
-04/11/23 19:12:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:13:16| INFO ref finished [took 36.7551s]
-04/11/23 19:13:19| INFO atc_mc finished [took 39.2806s]
-04/11/23 19:13:21| INFO mulmc_sld finished [took 43.6120s]
-04/11/23 19:13:27| INFO mul_sld finished [took 50.4446s]
-04/11/23 19:13:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.6672s]
-04/11/23 19:13:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:14:07| INFO ref finished [took 35.8789s]
-04/11/23 19:14:11| INFO atc_mc finished [took 39.2168s]
-04/11/23 19:14:13| INFO mulmc_sld finished [took 43.4580s]
-04/11/23 19:14:20| INFO mul_sld finished [took 51.2902s]
-04/11/23 19:14:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 52.6303s]
-04/11/23 19:14:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:15:00| INFO ref finished [took 36.3735s]
-04/11/23 19:15:04| INFO atc_mc finished [took 39.7035s]
-04/11/23 19:15:06| INFO mulmc_sld finished [took 43.6364s]
-04/11/23 19:15:13| INFO mul_sld finished [took 52.0138s]
-04/11/23 19:15:13| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 53.3303s]
-04/11/23 19:15:13| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:15:54| INFO ref finished [took 37.3366s]
-04/11/23 19:15:57| INFO atc_mc finished [took 39.8921s]
-04/11/23 19:16:00| INFO mulmc_sld finished [took 44.5159s]
-04/11/23 19:16:08| INFO mul_sld finished [took 53.0806s]
-04/11/23 19:16:08| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.4117s]
-04/11/23 19:16:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:16:47| INFO ref finished [took 35.7800s]
-04/11/23 19:16:50| INFO atc_mc finished [took 38.4484s]
-04/11/23 19:16:53| INFO mulmc_sld finished [took 42.7405s]
-04/11/23 19:17:01| INFO mul_sld finished [took 51.5556s]
-04/11/23 19:17:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 52.9684s]
-04/11/23 19:17:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:17:39| INFO ref finished [took 35.0919s]
-04/11/23 19:17:43| INFO atc_mc finished [took 38.1718s]
-04/11/23 19:17:45| INFO mulmc_sld finished [took 42.4413s]
-04/11/23 19:17:59| INFO mul_sld finished [took 57.0766s]
-04/11/23 19:17:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 58.3668s]
-----------------------------------------------------------------------------------------------------
-04/11/23 19:42:38| INFO dataset rcv1_CCAT_9prevs
-04/11/23 19:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:43:27| INFO ref finished [took 38.7664s]
-04/11/23 19:43:31| INFO atc_mc finished [took 42.4000s]
-04/11/23 19:43:33| INFO mulmc_sld finished [took 47.0913s]
-04/11/23 19:43:34| INFO binmc_sld finished [took 47.1675s]
-04/11/23 19:43:49| INFO mul_sld finished [took 64.1382s]
-04/11/23 19:46:00| INFO bin_sld finished [took 195.9822s]
-04/11/23 19:46:00| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.2916s]
-04/11/23 19:46:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:46:44| INFO ref finished [took 38.5976s]
-04/11/23 19:46:48| INFO atc_mc finished [took 41.9465s]
-04/11/23 19:46:49| INFO mulmc_sld finished [took 46.2205s]
-04/11/23 19:46:51| INFO binmc_sld finished [took 46.7475s]
-04/11/23 19:46:58| INFO mul_sld finished [took 56.3552s]
-04/11/23 19:49:14| INFO bin_sld finished [took 193.2923s]
-04/11/23 19:49:14| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 194.6251s]
-04/11/23 19:49:14| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:49:58| INFO ref finished [took 38.3754s]
-04/11/23 19:50:02| INFO atc_mc finished [took 41.0091s]
-04/11/23 19:50:03| INFO mulmc_sld finished [took 45.6205s]
-04/11/23 19:50:05| INFO binmc_sld finished [took 46.1852s]
-04/11/23 19:50:10| INFO mul_sld finished [took 52.9704s]
-04/11/23 19:52:27| INFO bin_sld finished [took 190.6101s]
-04/11/23 19:52:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 192.0378s]
-04/11/23 19:52:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:53:10| INFO ref finished [took 38.4467s]
-04/11/23 19:53:13| INFO atc_mc finished [took 41.2602s]
-04/11/23 19:53:15| INFO mulmc_sld finished [took 45.7496s]
-04/11/23 19:53:16| INFO binmc_sld finished [took 45.5531s]
-04/11/23 19:53:21| INFO mul_sld finished [took 52.5067s]
-04/11/23 19:55:38| INFO bin_sld finished [took 190.7744s]
-04/11/23 19:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 191.9715s]
-04/11/23 19:55:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:56:21| INFO ref finished [took 37.9420s]
-04/11/23 19:56:26| INFO atc_mc finished [took 41.2056s]
-04/11/23 19:56:27| INFO mulmc_sld finished [took 45.7577s]
-04/11/23 19:56:28| INFO binmc_sld finished [took 45.6411s]
-04/11/23 19:56:34| INFO mul_sld finished [took 53.5219s]
-04/11/23 19:58:51| INFO bin_sld finished [took 191.1772s]
-04/11/23 19:58:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 192.4566s]
-04/11/23 19:58:51| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 19:59:34| INFO ref finished [took 37.8604s]
-04/11/23 19:59:38| INFO atc_mc finished [took 41.0334s]
-04/11/23 19:59:39| INFO mulmc_sld finished [took 45.1999s]
-04/11/23 19:59:40| INFO binmc_sld finished [took 45.4846s]
-04/11/23 19:59:47| INFO mul_sld finished [took 54.3166s]
-04/11/23 20:02:04| INFO bin_sld finished [took 191.4002s]
-04/11/23 20:02:04| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 192.6275s]
-04/11/23 20:02:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:02:48| INFO ref finished [took 38.8313s]
-04/11/23 20:02:52| INFO atc_mc finished [took 42.1162s]
-04/11/23 20:02:54| INFO mulmc_sld finished [took 47.0413s]
-04/11/23 20:02:55| INFO binmc_sld finished [took 46.8891s]
-04/11/23 20:03:02| INFO mul_sld finished [took 55.8821s]
-04/11/23 20:05:19| INFO bin_sld finished [took 193.7571s]
-04/11/23 20:05:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 195.2404s]
-04/11/23 20:05:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:06:03| INFO ref finished [took 38.7982s]
-04/11/23 20:06:06| INFO atc_mc finished [took 41.6213s]
-04/11/23 20:06:08| INFO mulmc_sld finished [took 46.2646s]
-04/11/23 20:06:09| INFO binmc_sld finished [took 46.2453s]
-04/11/23 20:06:16| INFO mul_sld finished [took 54.8621s]
-04/11/23 20:08:35| INFO bin_sld finished [took 194.5226s]
-04/11/23 20:08:35| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 195.9251s]
-04/11/23 20:08:35| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:09:18| INFO ref finished [took 38.3873s]
-04/11/23 20:09:22| INFO atc_mc finished [took 41.2537s]
-04/11/23 20:09:24| INFO mulmc_sld finished [took 46.2211s]
-04/11/23 20:09:25| INFO binmc_sld finished [took 46.6421s]
-04/11/23 20:09:38| INFO mul_sld finished [took 60.9539s]
-04/11/23 20:11:51| INFO bin_sld finished [took 195.1888s]
-04/11/23 20:11:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 196.4776s]
-----------------------------------------------------------------------------------------------------
-04/11/23 20:56:32| INFO dataset rcv1_CCAT_9prevs
-04/11/23 20:56:37| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-04/11/23 20:57:33| INFO ref finished [took 49.2697s]
-04/11/23 20:57:38| INFO atc_mc finished [took 53.2068s]
-04/11/23 20:57:39| INFO mulmc_sld finished [took 58.6224s]
-04/11/23 20:58:59| INFO mulmc_sld_gs finished [took 136.0930s]
-04/11/23 21:00:30| INFO binmc_sld finished [took 230.3290s]
-04/11/23 21:02:12| INFO mul_sld_gs finished [took 333.4899s]
-04/11/23 21:06:49| INFO bin_sld_gs finished [took 610.5751s]
-04/11/23 21:06:54| INFO binmc_sld_gs finished [took 612.8900s]
-04/11/23 21:06:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 617.6873s]
-04/11/23 21:06:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:07:52| INFO ref finished [took 49.8077s]
-04/11/23 21:07:56| INFO atc_mc finished [took 53.3303s]
-04/11/23 21:07:57| INFO mulmc_sld finished [took 58.9345s]
-04/11/23 21:09:17| INFO mulmc_sld_gs finished [took 136.5258s]
-04/11/23 21:10:51| INFO binmc_sld finished [took 233.4049s]
-04/11/23 21:12:35| INFO mul_sld_gs finished [took 338.2751s]
-04/11/23 21:17:38| INFO bin_sld_gs finished [took 641.8524s]
-04/11/23 21:18:19| INFO binmc_sld_gs finished [took 679.9471s]
-04/11/23 21:18:19| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 684.7098s]
-04/11/23 21:18:19| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:19:24| INFO ref finished [took 55.3767s]
-04/11/23 21:19:28| INFO mulmc_sld finished [took 64.2789s]
-04/11/23 21:19:29| INFO atc_mc finished [took 59.5610s]
-04/11/23 21:20:57| INFO mulmc_sld_gs finished [took 150.1392s]
-04/11/23 21:22:36| INFO binmc_sld finished [took 253.0960s]
-04/11/23 21:24:16| INFO mul_sld_gs finished [took 354.6283s]
-04/11/23 21:29:15| INFO bin_sld_gs finished [took 654.3325s]
-04/11/23 21:29:50| INFO binmc_sld_gs finished [took 684.5074s]
-04/11/23 21:29:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 690.4897s]
-04/11/23 21:29:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:30:45| INFO ref finished [took 48.2647s]
-04/11/23 21:30:51| INFO atc_mc finished [took 52.2724s]
-04/11/23 21:30:51| INFO mulmc_sld finished [took 57.5142s]
-04/11/23 21:32:07| INFO mulmc_sld_gs finished [took 131.4908s]
-04/11/23 21:33:38| INFO binmc_sld finished [took 224.9620s]
-04/11/23 21:35:22| INFO mul_sld_gs finished [took 329.9053s]
-04/11/23 21:40:25| INFO bin_sld_gs finished [took 634.4342s]
-04/11/23 21:41:08| INFO binmc_sld_gs finished [took 673.6071s]
-04/11/23 21:41:08| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 678.4725s]
-04/11/23 21:41:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:42:03| INFO ref finished [took 47.4381s]
-04/11/23 21:42:08| INFO atc_mc finished [took 51.3566s]
-04/11/23 21:42:09| INFO mulmc_sld finished [took 56.6180s]
-04/11/23 21:43:23| INFO mulmc_sld_gs finished [took 128.6413s]
-04/11/23 21:44:54| INFO binmc_sld finished [took 222.7951s]
-04/11/23 21:46:39| INFO mul_sld_gs finished [took 328.8118s]
-04/11/23 21:51:37| INFO bin_sld_gs finished [took 627.4937s]
-04/11/23 21:52:17| INFO binmc_sld_gs finished [took 663.8116s]
-04/11/23 21:52:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 668.8948s]
-04/11/23 21:52:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-04/11/23 21:53:12| INFO ref finished [took 47.6269s]
-04/11/23 21:53:16| INFO atc_mc finished [took 51.1109s]
-04/11/23 21:53:17| INFO mulmc_sld finished [took 56.5728s]
-04/11/23 21:54:31| INFO mulmc_sld_gs finished [took 128.0358s]
-04/11/23 21:56:00| INFO binmc_sld finished [took 220.0811s]
-04/11/23 21:57:46| INFO mul_sld_gs finished [took 327.0856s]
-04/11/23 22:02:58| INFO bin_sld_gs finished [took 639.3432s]
-04/11/23 22:03:48| INFO binmc_sld_gs finished [took 686.2326s]
-04/11/23 22:03:48| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 690.9677s]
-04/11/23 22:03:48| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:04:42| INFO ref finished [took 47.2804s]
-04/11/23 22:04:48| INFO atc_mc finished [took 51.6888s]
-04/11/23 22:04:48| INFO mulmc_sld finished [took 56.1465s]
-04/11/23 22:06:06| INFO mulmc_sld_gs finished [took 132.4278s]
-04/11/23 22:07:33| INFO binmc_sld finished [took 221.9299s]
-04/11/23 22:09:19| INFO mul_sld_gs finished [took 329.1446s]
-04/11/23 22:14:09| INFO bin_sld_gs finished [took 619.3584s]
-04/11/23 22:14:32| INFO binmc_sld_gs finished [took 638.7326s]
-04/11/23 22:14:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 643.6278s]
-04/11/23 22:14:32| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:15:26| INFO ref finished [took 47.3139s]
-04/11/23 22:15:30| INFO atc_mc finished [took 50.8602s]
-04/11/23 22:15:32| INFO mulmc_sld finished [took 56.5107s]
-04/11/23 22:16:47| INFO mulmc_sld_gs finished [took 129.5292s]
-04/11/23 22:18:22| INFO binmc_sld finished [took 226.9238s]
-04/11/23 22:20:02| INFO mul_sld_gs finished [took 327.7014s]
-04/11/23 22:24:57| INFO bin_sld_gs finished [took 624.4254s]
-04/11/23 22:25:13| INFO binmc_sld_gs finished [took 636.2675s]
-04/11/23 22:25:13| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 641.0382s]
-04/11/23 22:25:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-04/11/23 22:26:07| INFO ref finished [took 47.3224s]
-04/11/23 22:26:12| INFO atc_mc finished [took 51.1828s]
-04/11/23 22:26:13| INFO mulmc_sld finished [took 56.6133s]
-04/11/23 22:27:30| INFO mulmc_sld_gs finished [took 131.3662s]
-04/11/23 22:29:05| INFO binmc_sld finished [took 229.3002s]
-04/11/23 22:30:38| INFO mul_sld_gs finished [took 323.5271s]
-04/11/23 22:35:21| INFO bin_sld_gs finished [took 606.6430s]
-04/11/23 22:35:30| INFO binmc_sld_gs finished [took 612.5966s]
-04/11/23 22:35:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 617.3109s]
-----------------------------------------------------------------------------------------------------
-04/11/23 22:49:37| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator binmc_sld_gs does not exist'
-04/11/23 22:49:37| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_3prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-04/11/23 22:50:07| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:50:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-----------------------------------------------------------------------------------------------------
-04/11/23 22:55:55| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:55:59| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:56:48| INFO ref finished [took 44.4275s]
-----------------------------------------------------------------------------------------------------
-04/11/23 22:56:59| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:57:09| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
-04/11/23 22:57:17| WARNING Method bin_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
-----------------------------------------------------------------------------------------------------
-04/11/23 22:58:04| INFO dataset rcv1_CCAT_3prevs
-04/11/23 22:58:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 22:58:58| INFO ref finished [took 43.7541s]
-04/11/23 22:59:05| INFO atc_mc finished [took 50.0628s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:01:22| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:01:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:02:16| INFO ref finished [took 43.9765s]
-04/11/23 23:02:23| INFO atc_mc finished [took 50.5568s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:09:33| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:09:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:09:38| WARNING Method binmc_sld failed. Exception: classifier and pred_proba cannot be both None
-04/11/23 23:09:39| WARNING Method mulmc_sld failed. Exception: classifier and pred_proba cannot be both None
-04/11/23 23:09:40| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
-04/11/23 23:09:41| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-----------------------------------------------------------------------------------------------------
-04/11/23 23:10:23| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:10:28| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:11:15| INFO ref finished [took 42.4887s]
-04/11/23 23:11:20| INFO atc_mc finished [took 45.6262s]
-04/11/23 23:11:21| INFO mulmc_sld finished [took 50.9790s]
-04/11/23 23:13:57| INFO binmc_sld finished [took 208.3159s]
-----------------------------------------------------------------------------------------------------
-04/11/23 23:16:22| INFO dataset rcv1_CCAT_3prevs
-04/11/23 23:16:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:17:12| INFO ref finished [took 40.5978s]
-04/11/23 23:17:16| INFO atc_mc finished [took 43.6933s]
-04/11/23 23:17:17| INFO mulmc_sld finished [took 49.0808s]
-04/11/23 23:19:53| INFO binmc_sld finished [took 205.5731s]
-04/11/23 23:22:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00672) [took 354.1411s]
-04/11/23 23:23:05| INFO mul_sld_gs finished [took 394.8240s]
-04/11/23 23:30:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00891) [took 852.1465s]
-04/11/23 23:33:44| INFO bin_sld_gs finished [took 1035.2071s]
-04/11/23 23:33:44| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs finished [took 1038.1845s]
-04/11/23 23:33:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:34:33| INFO ref finished [took 43.6409s]
-04/11/23 23:34:37| INFO atc_mc finished [took 46.7818s]
-04/11/23 23:34:38| INFO mulmc_sld finished [took 51.3459s]
-04/11/23 23:37:15| INFO binmc_sld finished [took 209.5746s]
-04/11/23 23:39:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00553) [took 359.3210s]
-04/11/23 23:40:28| INFO mul_sld_gs finished [took 399.5320s]
-04/11/23 23:48:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01058) [took 855.1289s]
-04/11/23 23:51:06| INFO bin_sld_gs finished [took 1038.6344s]
-04/11/23 23:51:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 1041.6478s]
-04/11/23 23:51:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs started
-04/11/23 23:51:51| INFO ref finished [took 40.0694s]
-04/11/23 23:51:55| INFO atc_mc finished [took 42.4882s]
-04/11/23 23:51:56| INFO mulmc_sld finished [took 47.7936s]
-04/11/23 23:54:29| INFO binmc_sld finished [took 201.3777s]
-04/11/23 23:57:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00429) [took 352.7820s]
-04/11/23 23:57:43| INFO mul_sld_gs finished [took 392.5201s]
-05/11/23 00:05:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00552) [took 851.9361s]
-05/11/23 00:08:24| INFO bin_sld_gs finished [took 1034.7353s]
-05/11/23 00:08:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs finished [took 1037.8033s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:11:07| INFO dataset rcv1_CCAT_3prevs
-05/11/23 00:11:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
-----------------------------------------------------------------------------------------------------
-05/11/23 00:28:39| INFO dataset imdb_3prevs
-05/11/23 00:28:46| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:28:55| INFO ref finished [took 8.7347s]
-05/11/23 00:28:58| INFO atc_mc finished [took 11.6376s]
-05/11/23 00:28:59| INFO mulmc_sld finished [took 13.5476s]
-05/11/23 00:28:59| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 13.9513s]
-05/11/23 00:28:59| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:29:09| INFO ref finished [took 8.7049s]
-05/11/23 00:29:12| INFO atc_mc finished [took 11.6170s]
-05/11/23 00:29:14| INFO mulmc_sld finished [took 13.7416s]
-05/11/23 00:29:14| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.2842s]
-05/11/23 00:29:14| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:29:23| INFO ref finished [took 8.6894s]
-05/11/23 00:29:26| INFO atc_mc finished [took 11.5275s]
-05/11/23 00:29:28| INFO mulmc_sld finished [took 13.6977s]
-05/11/23 00:29:28| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2742s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:34:12| INFO dataset imdb_3prevs
-05/11/23 00:34:22| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:34:41| INFO ref finished [took 17.6558s]
-05/11/23 00:34:46| INFO mulmc_sld finished [took 22.9646s]
-05/11/23 00:34:48| INFO atc_mc finished [took 24.5871s]
-05/11/23 00:34:48| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 25.3179s]
-05/11/23 00:34:48| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:35:05| INFO ref finished [took 17.2188s]
-05/11/23 00:35:10| INFO mulmc_sld finished [took 22.2420s]
-05/11/23 00:35:12| INFO atc_mc finished [took 23.9752s]
-05/11/23 00:35:12| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 24.7688s]
-05/11/23 00:35:12| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:35:33| INFO ref finished [took 20.0731s]
-05/11/23 00:35:38| INFO mulmc_sld finished [took 24.8736s]
-05/11/23 00:35:40| INFO atc_mc finished [took 27.0318s]
-05/11/23 00:35:40| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 27.8108s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:39:57| INFO dataset imdb_1prevs
-05/11/23 00:40:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-05/11/23 00:40:26| INFO ref finished [took 17.4863s]
-05/11/23 00:40:31| INFO mulmc_sld finished [took 22.5384s]
-05/11/23 00:40:33| INFO atc_mc finished [took 24.2747s]
-05/11/23 00:40:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 25.6430s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:41:36| INFO dataset imdb_2prevs
-05/11/23 00:41:46| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:42:05| INFO ref finished [took 17.6637s]
-05/11/23 00:42:10| INFO mulmc_sld finished [took 22.6956s]
-05/11/23 00:42:11| INFO atc_mc finished [took 24.3529s]
-05/11/23 00:42:11| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 25.0708s]
-05/11/23 00:42:11| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:42:29| INFO ref finished [took 17.2818s]
-05/11/23 00:42:34| INFO mulmc_sld finished [took 22.4054s]
-05/11/23 00:42:36| INFO atc_mc finished [took 23.9392s]
-05/11/23 00:42:36| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.7193s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:45:54| INFO dataset imdb_2prevs
-05/11/23 00:46:04| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:46:22| INFO ref finished [took 17.2217s]
-05/11/23 00:46:27| INFO mulmc_sld finished [took 22.2712s]
-05/11/23 00:46:28| INFO atc_mc finished [took 23.7770s]
-05/11/23 00:46:28| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.5092s]
-05/11/23 00:46:28| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:46:46| INFO ref finished [took 17.1303s]
-05/11/23 00:46:51| INFO mulmc_sld finished [took 22.5084s]
-05/11/23 00:46:53| INFO atc_mc finished [took 23.9160s]
-05/11/23 00:46:53| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.6992s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:51:06| INFO dataset imdb_2prevs
-05/11/23 00:51:16| INFO Dataset sample 0.20 of dataset imdb_2prevs started
-05/11/23 00:51:33| INFO ref finished [took 17.0670s]
-05/11/23 00:51:38| INFO mulmc_sld finished [took 22.3141s]
-05/11/23 00:51:40| INFO atc_mc finished [took 23.7219s]
-05/11/23 00:51:40| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.4385s]
-05/11/23 00:51:40| INFO Dataset sample 0.80 of dataset imdb_2prevs started
-05/11/23 00:51:58| INFO ref finished [took 17.1894s]
-05/11/23 00:52:03| INFO mulmc_sld finished [took 22.4247s]
-05/11/23 00:52:04| INFO atc_mc finished [took 23.6032s]
-05/11/23 00:52:04| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.3674s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:53:32| INFO dataset imdb_3prevs
-05/11/23 00:53:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:53:48| INFO ref finished [took 8.8062s]
-05/11/23 00:53:51| INFO atc_mc finished [took 11.7173s]
-05/11/23 00:53:53| INFO mulmc_sld finished [took 13.8761s]
-05/11/23 00:53:53| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.3147s]
-05/11/23 00:53:53| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:54:03| INFO ref finished [took 8.9071s]
-05/11/23 00:54:06| INFO atc_mc finished [took 11.7005s]
-05/11/23 00:54:08| INFO mulmc_sld finished [took 13.6266s]
-05/11/23 00:54:08| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.1625s]
-05/11/23 00:54:08| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:54:17| INFO ref finished [took 8.7680s]
-05/11/23 00:54:20| INFO atc_mc finished [took 11.4957s]
-05/11/23 00:54:22| INFO mulmc_sld finished [took 13.5719s]
-05/11/23 00:54:22| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.1564s]
-----------------------------------------------------------------------------------------------------
-05/11/23 00:57:53| INFO dataset imdb_3prevs
-05/11/23 00:57:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 00:58:08| INFO ref finished [took 8.7497s]
-05/11/23 00:58:12| INFO atc_mc finished [took 11.6903s]
-05/11/23 00:58:13| INFO mulmc_sld finished [took 13.6731s]
-05/11/23 00:58:13| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.1073s]
-05/11/23 00:58:13| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 00:58:23| INFO ref finished [took 8.7718s]
-05/11/23 00:58:26| INFO atc_mc finished [took 11.7653s]
-05/11/23 00:58:28| INFO mulmc_sld finished [took 13.9184s]
-05/11/23 00:58:28| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.4270s]
-05/11/23 00:58:28| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 00:58:37| INFO ref finished [took 8.8129s]
-05/11/23 00:58:40| INFO atc_mc finished [took 11.7267s]
-05/11/23 00:58:42| INFO mulmc_sld finished [took 13.6726s]
-05/11/23 00:58:42| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2387s]
-----------------------------------------------------------------------------------------------------
-05/11/23 01:04:04| INFO dataset imdb_3prevs
-05/11/23 01:04:10| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 01:04:20| INFO ref finished [took 8.7879s]
-05/11/23 01:04:23| INFO atc_mc finished [took 11.8757s]
-05/11/23 01:04:25| INFO mulmc_sld finished [took 13.8698s]
-05/11/23 01:04:25| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.2927s]
-05/11/23 01:04:25| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 01:04:34| INFO ref finished [took 8.9200s]
-05/11/23 01:04:37| INFO atc_mc finished [took 11.9555s]
-05/11/23 01:04:39| INFO mulmc_sld finished [took 13.9860s]
-05/11/23 01:04:39| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.5339s]
-05/11/23 01:04:39| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 01:04:49| INFO ref finished [took 8.8757s]
-05/11/23 01:04:52| INFO atc_mc finished [took 11.8222s]
-05/11/23 01:04:53| INFO mulmc_sld finished [took 13.7034s]
-05/11/23 01:04:53| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2710s]
-----------------------------------------------------------------------------------------------------
-05/11/23 01:08:05| INFO dataset rcv1_CCAT_9prevs
-05/11/23 01:08:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:08:55| INFO ref finished [took 40.9427s]
-05/11/23 01:09:00| INFO atc_mc finished [took 44.2152s]
-05/11/23 01:09:01| INFO mulmc_sld finished [took 49.6089s]
-05/11/23 01:11:38| INFO bin_sld finished [took 207.5917s]
-05/11/23 01:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 333.7044s]
-05/11/23 01:14:30| INFO mul_sld_gs finished [took 376.3503s]
-05/11/23 01:20:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00619) [took 751.2730s]
-05/11/23 01:23:45| INFO bin_sld_gs finished [took 932.2941s]
-05/11/23 01:23:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 935.3228s]
-05/11/23 01:23:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:24:30| INFO ref finished [took 39.9821s]
-05/11/23 01:24:34| INFO atc_mc finished [took 43.3585s]
-05/11/23 01:24:36| INFO mulmc_sld finished [took 48.6404s]
-05/11/23 01:27:08| INFO bin_sld finished [took 202.3970s]
-05/11/23 01:29:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 328.6883s]
-05/11/23 01:30:00| INFO mul_sld_gs finished [took 371.2150s]
-05/11/23 01:36:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00780) [took 771.8150s]
-05/11/23 01:39:44| INFO bin_sld_gs finished [took 956.5831s]
-05/11/23 01:39:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 959.5214s]
-05/11/23 01:39:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:40:38| INFO ref finished [took 46.9727s]
-05/11/23 01:40:42| INFO atc_mc finished [took 49.6456s]
-05/11/23 01:40:43| INFO mulmc_sld finished [took 55.1784s]
-05/11/23 01:43:16| INFO bin_sld finished [took 209.5653s]
-05/11/23 01:45:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00720) [took 340.0613s]
-05/11/23 01:46:09| INFO mul_sld_gs finished [took 379.3695s]
-05/11/23 01:53:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00810) [took 813.3118s]
-05/11/23 01:56:25| INFO bin_sld_gs finished [took 996.4380s]
-05/11/23 01:56:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1000.8297s]
-05/11/23 01:56:25| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 01:57:11| INFO ref finished [took 40.2515s]
-05/11/23 01:57:15| INFO atc_mc finished [took 43.5348s]
-05/11/23 01:57:15| INFO mulmc_sld finished [took 48.1622s]
-05/11/23 01:59:46| INFO bin_sld finished [took 200.0955s]
-05/11/23 02:02:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00644) [took 331.2368s]
-05/11/23 02:02:40| INFO mul_sld_gs finished [took 370.8879s]
-05/11/23 02:10:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.01269) [took 813.7272s]
-05/11/23 02:13:04| INFO bin_sld_gs finished [took 995.6098s]
-05/11/23 02:13:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 998.5647s]
-05/11/23 02:13:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:13:50| INFO ref finished [took 41.4181s]
-05/11/23 02:13:55| INFO atc_mc finished [took 44.8414s]
-05/11/23 02:13:55| INFO mulmc_sld finished [took 49.5767s]
-05/11/23 02:16:27| INFO bin_sld finished [took 201.8696s]
-05/11/23 02:18:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00636) [took 325.5401s]
-05/11/23 02:19:17| INFO mul_sld_gs finished [took 368.9682s]
-05/11/23 02:26:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 799.7618s]
-05/11/23 02:29:29| INFO bin_sld_gs finished [took 982.2921s]
-05/11/23 02:29:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.2925s]
-05/11/23 02:29:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:30:14| INFO ref finished [took 40.3341s]
-05/11/23 02:30:18| INFO atc_mc finished [took 43.3032s]
-05/11/23 02:30:19| INFO mulmc_sld finished [took 47.8507s]
-05/11/23 02:32:51| INFO bin_sld finished [took 200.9647s]
-05/11/23 02:34:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00596) [took 321.5172s]
-05/11/23 02:35:33| INFO mul_sld_gs finished [took 360.5222s]
-05/11/23 02:43:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 829.7314s]
-05/11/23 02:46:23| INFO bin_sld_gs finished [took 1011.3917s]
-05/11/23 02:46:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1014.2514s]
-05/11/23 02:46:23| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 02:47:09| INFO ref finished [took 40.4272s]
-05/11/23 02:47:13| INFO atc_mc finished [took 43.8966s]
-05/11/23 02:47:14| INFO mulmc_sld finished [took 48.4437s]
-05/11/23 02:49:47| INFO bin_sld finished [took 202.6013s]
-05/11/23 02:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00653) [took 329.4236s]
-05/11/23 02:52:36| INFO mul_sld_gs finished [took 368.7426s]
-05/11/23 02:59:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01370) [took 804.3215s]
-05/11/23 03:02:54| INFO bin_sld_gs finished [took 987.5377s]
-05/11/23 03:02:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 990.4607s]
-05/11/23 03:02:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 03:03:40| INFO ref finished [took 41.5104s]
-05/11/23 03:03:44| INFO atc_mc finished [took 44.1770s]
-05/11/23 03:03:46| INFO mulmc_sld finished [took 49.7176s]
-05/11/23 03:06:27| INFO bin_sld finished [took 211.4985s]
-05/11/23 03:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 334.7029s]
-05/11/23 03:09:16| INFO mul_sld_gs finished [took 377.8219s]
-05/11/23 03:16:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00984) [took 805.4146s]
-05/11/23 03:19:28| INFO bin_sld_gs finished [took 991.0520s]
-05/11/23 03:19:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 994.1016s]
-05/11/23 03:19:28| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 03:20:18| INFO ref finished [took 44.1663s]
-05/11/23 03:20:22| INFO atc_mc finished [took 47.3231s]
-05/11/23 03:20:23| INFO mulmc_sld finished [took 53.1243s]
-05/11/23 03:23:10| INFO bin_sld finished [took 220.4921s]
-05/11/23 03:25:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00811) [took 338.9143s]
-05/11/23 03:25:56| INFO mul_sld_gs finished [took 383.9350s]
-05/11/23 03:32:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00954) [took 792.6190s]
-05/11/23 03:35:44| INFO bin_sld_gs finished [took 973.2397s]
-05/11/23 03:35:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 976.4502s]
-05/11/23 03:35:57| INFO dataset imbd_9prevs
-05/11/23 03:35:57| ERROR Evaluation over imbd_9prevs failed. Exception: 'imbd'
-----------------------------------------------------------------------------------------------------
-05/11/23 09:42:24| INFO dataset imdb_9prevs
-05/11/23 09:42:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-05/11/23 09:42:44| INFO ref finished [took 10.6450s]
-05/11/23 09:42:47| INFO atc_mc finished [took 13.9369s]
-05/11/23 09:42:49| INFO mulmc_sld finished [took 16.6526s]
-05/11/23 09:42:56| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-05/11/23 09:45:26| INFO bin_sld finished [took 173.8798s]
-05/11/23 09:47:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.03792) [took 285.1339s]
-05/11/23 09:47:33| INFO mul_sld_gs finished [took 300.3243s]
-05/11/23 09:47:33| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 302.7180s]
-05/11/23 09:47:33| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-05/11/23 09:47:46| INFO ref finished [took 12.0501s]
-05/11/23 09:47:50| INFO atc_mc finished [took 15.0907s]
-05/11/23 09:47:52| INFO mulmc_sld finished [took 17.8502s]
-05/11/23 09:50:42| INFO bin_sld finished [took 188.2533s]
-05/11/23 09:53:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01067) [took 328.6088s]
-05/11/23 09:53:19| INFO mul_sld_gs finished [took 345.1926s]
-05/11/23 10:00:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00923) [took 798.1316s]
-05/11/23 10:03:34| INFO bin_sld_gs finished [took 960.1696s]
-05/11/23 10:03:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 960.9823s]
-05/11/23 10:03:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-05/11/23 10:03:46| INFO ref finished [took 10.8585s]
-05/11/23 10:03:49| INFO atc_mc finished [took 13.6836s]
-05/11/23 10:03:51| INFO mulmc_sld finished [took 15.8085s]
-05/11/23 10:06:39| INFO bin_sld finished [took 183.7435s]
-05/11/23 10:09:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00707) [took 326.5308s]
-05/11/23 10:09:15| INFO mul_sld_gs finished [took 339.3412s]
-05/11/23 10:16:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01094) [took 796.0895s]
-05/11/23 10:19:27| INFO bin_sld_gs finished [took 952.0793s]
-05/11/23 10:19:27| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 953.0580s]
-05/11/23 10:19:27| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-05/11/23 10:19:39| INFO ref finished [took 10.8707s]
-05/11/23 10:19:42| INFO atc_mc finished [took 13.9089s]
-05/11/23 10:19:44| INFO mulmc_sld finished [took 15.9994s]
-05/11/23 10:22:17| INFO bin_sld finished [took 168.9998s]
-05/11/23 10:24:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00999) [took 306.5297s]
-05/11/23 10:24:47| INFO mul_sld_gs finished [took 318.6584s]
-05/11/23 10:32:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01176) [took 782.7189s]
-05/11/23 10:35:07| INFO bin_sld_gs finished [took 939.3830s]
-05/11/23 10:35:07| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 940.2365s]
-05/11/23 10:35:07| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-05/11/23 10:35:19| INFO ref finished [took 10.1160s]
-05/11/23 10:35:22| INFO atc_mc finished [took 13.6292s]
-05/11/23 10:35:24| INFO mulmc_sld finished [took 15.7949s]
-05/11/23 10:38:04| INFO bin_sld finished [took 176.0746s]
-05/11/23 10:40:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01008) [took 319.8045s]
-05/11/23 10:40:45| INFO mul_sld_gs finished [took 336.8792s]
-05/11/23 10:48:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00942) [took 802.9266s]
-05/11/23 10:51:09| INFO bin_sld_gs finished [took 961.0002s]
-05/11/23 10:51:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 961.8311s]
-05/11/23 10:51:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-05/11/23 10:51:21| INFO ref finished [took 10.7059s]
-05/11/23 10:51:24| INFO atc_mc finished [took 13.8934s]
-05/11/23 10:51:26| INFO mulmc_sld finished [took 16.0295s]
-05/11/23 10:54:09| INFO bin_sld finished [took 179.1806s]
-05/11/23 10:56:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00906) [took 320.5350s]
-05/11/23 10:56:45| INFO mul_sld_gs finished [took 334.5485s]
-05/11/23 11:04:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01228) [took 824.5702s]
-05/11/23 11:07:33| INFO bin_sld_gs finished [took 983.3806s]
-05/11/23 11:07:33| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 984.1981s]
-05/11/23 11:07:34| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-05/11/23 11:07:45| INFO ref finished [took 10.7034s]
-05/11/23 11:07:49| INFO atc_mc finished [took 14.0668s]
-05/11/23 11:07:51| INFO mulmc_sld finished [took 16.2499s]
-----------------------------------------------------------------------------------------------------
-05/11/23 11:09:19| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-05/11/23 11:10:40| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:10:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:11:21| INFO ref finished [took 34.7944s]
-05/11/23 11:11:25| INFO atc_mc finished [took 37.6168s]
-05/11/23 11:11:36| INFO mulmc_sld finished [took 51.0883s]
-05/11/23 11:11:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.3442s]
-05/11/23 11:11:36| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:12:14| INFO ref finished [took 35.0033s]
-05/11/23 11:12:17| INFO atc_mc finished [took 37.7761s]
-05/11/23 11:12:24| INFO mulmc_sld finished [took 46.2195s]
-05/11/23 11:12:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.5446s]
-05/11/23 11:12:24| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:13:01| INFO ref finished [took 35.1077s]
-05/11/23 11:13:05| INFO atc_mc finished [took 37.7889s]
-05/11/23 11:13:12| INFO mulmc_sld finished [took 46.6515s]
-05/11/23 11:13:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 48.0359s]
-05/11/23 11:13:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:13:49| INFO ref finished [took 35.0214s]
-05/11/23 11:13:53| INFO atc_mc finished [took 37.9480s]
-05/11/23 11:14:00| INFO mulmc_sld finished [took 46.4140s]
-05/11/23 11:14:00| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.5164s]
-05/11/23 11:14:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:14:37| INFO ref finished [took 35.2699s]
-05/11/23 11:14:41| INFO atc_mc finished [took 37.9490s]
-05/11/23 11:14:49| INFO mulmc_sld finished [took 47.7005s]
-05/11/23 11:14:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 49.0189s]
-05/11/23 11:14:49| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:15:26| INFO ref finished [took 35.2350s]
-05/11/23 11:15:30| INFO atc_mc finished [took 38.6364s]
-05/11/23 11:15:39| INFO mulmc_sld finished [took 48.8860s]
-05/11/23 11:15:39| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 50.1097s]
-05/11/23 11:15:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:16:16| INFO ref finished [took 35.0322s]
-05/11/23 11:16:20| INFO atc_mc finished [took 38.4809s]
-05/11/23 11:16:29| INFO mulmc_sld finished [took 48.6466s]
-05/11/23 11:16:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 50.0372s]
-05/11/23 11:16:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:17:06| INFO ref finished [took 35.2988s]
-05/11/23 11:17:10| INFO atc_mc finished [took 38.3390s]
-05/11/23 11:17:18| INFO mulmc_sld finished [took 47.8829s]
-05/11/23 11:17:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 49.2700s]
-05/11/23 11:17:18| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:17:56| INFO ref finished [took 35.2614s]
-05/11/23 11:17:59| INFO atc_mc finished [took 38.1131s]
-05/11/23 11:18:08| INFO mulmc_sld finished [took 49.0925s]
-05/11/23 11:18:09| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 50.4765s]
-----------------------------------------------------------------------------------------------------
-05/11/23 11:26:35| INFO dataset rcv1_CCAT_9prevs
-05/11/23 11:26:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:27:17| INFO ref finished [took 35.3305s]
-05/11/23 11:27:21| INFO atc_mc finished [took 37.9469s]
-05/11/23 11:27:28| INFO mulmc_sld finished [took 46.9769s]
-05/11/23 11:27:28| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 48.3022s]
-05/11/23 11:27:28| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:28:05| INFO ref finished [took 35.2459s]
-05/11/23 11:28:09| INFO atc_mc finished [took 38.1660s]
-05/11/23 11:28:15| INFO mulmc_sld finished [took 46.3832s]
-05/11/23 11:28:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.7328s]
-05/11/23 11:28:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:28:53| INFO ref finished [took 35.4919s]
-05/11/23 11:28:57| INFO atc_mc finished [took 38.1023s]
-05/11/23 11:29:03| INFO mulmc_sld finished [took 46.4657s]
-05/11/23 11:29:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 47.8578s]
-05/11/23 11:29:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:29:41| INFO ref finished [took 35.3209s]
-05/11/23 11:29:45| INFO atc_mc finished [took 38.3693s]
-05/11/23 11:29:51| INFO mulmc_sld finished [took 46.5707s]
-05/11/23 11:29:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.7036s]
-05/11/23 11:29:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:30:28| INFO ref finished [took 35.0276s]
-05/11/23 11:30:32| INFO atc_mc finished [took 38.1508s]
-05/11/23 11:30:40| INFO mulmc_sld finished [took 47.6215s]
-05/11/23 11:30:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 48.9244s]
-05/11/23 11:30:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:31:17| INFO ref finished [took 35.3308s]
-05/11/23 11:31:21| INFO atc_mc finished [took 38.0629s]
-05/11/23 11:31:29| INFO mulmc_sld finished [took 47.8783s]
-05/11/23 11:31:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 49.1655s]
-05/11/23 11:31:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:32:07| INFO ref finished [took 35.1485s]
-05/11/23 11:32:10| INFO atc_mc finished [took 38.1974s]
-05/11/23 11:32:18| INFO mulmc_sld finished [took 47.6056s]
-05/11/23 11:32:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 48.9545s]
-05/11/23 11:32:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:32:56| INFO ref finished [took 35.1879s]
-05/11/23 11:32:59| INFO atc_mc finished [took 38.1684s]
-05/11/23 11:33:07| INFO mulmc_sld finished [took 47.5635s]
-05/11/23 11:33:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 48.9364s]
-05/11/23 11:33:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 11:33:45| INFO ref finished [took 35.5855s]
-05/11/23 11:33:48| INFO atc_mc finished [took 38.1206s]
-05/11/23 11:33:54| INFO mulmc_sld finished [took 45.1957s]
-05/11/23 11:33:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 46.5129s]
-----------------------------------------------------------------------------------------------------
-05/11/23 12:02:53| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:02:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:03:01| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:03:37| INFO ref finished [took 34.9513s]
-05/11/23 12:03:41| INFO atc_mc finished [took 37.7710s]
-05/11/23 12:03:47| INFO mulmc_sld finished [took 47.2144s]
-05/11/23 12:03:56| INFO mul_sld finished [took 56.8347s]
-05/11/23 12:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 58.1052s]
-05/11/23 12:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:03:59| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:04:36| INFO ref finished [took 35.5921s]
-05/11/23 12:04:40| INFO atc_mc finished [took 38.4587s]
-05/11/23 12:04:46| INFO mulmc_sld finished [took 47.5756s]
-05/11/23 12:04:47| INFO mul_sld finished [took 50.0690s]
-05/11/23 12:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 51.3609s]
-05/11/23 12:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:04:50| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-05/11/23 12:05:28| INFO ref finished [took 36.0399s]
-05/11/23 12:05:31| INFO atc_mc finished [took 38.9414s]
-05/11/23 12:05:38| INFO mulmc_sld finished [took 48.4594s]
-05/11/23 12:05:38| INFO mul_sld finished [took 49.4355s]
-05/11/23 12:05:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 50.7799s]
-05/11/23 12:05:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:05:41| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-05/11/23 12:06:13| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:06:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:07:03| INFO ref finished [took 41.7793s]
-05/11/23 12:07:10| INFO atc_mc finished [took 48.0537s]
-05/11/23 12:07:38| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-05/11/23 12:08:00| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:08:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:08:47| INFO ref finished [took 37.5352s]
-05/11/23 12:08:50| INFO atc_mc finished [took 40.2843s]
-05/11/23 12:08:55| INFO mulne_sld finished [took 47.4558s]
-05/11/23 12:08:56| INFO mulmc_sld finished [took 49.8247s]
-05/11/23 12:09:05| INFO mul_sld finished [took 59.5033s]
-05/11/23 12:09:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.7605s]
-05/11/23 12:09:05| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:09:47| INFO ref finished [took 37.4891s]
-05/11/23 12:09:52| INFO atc_mc finished [took 40.9763s]
-05/11/23 12:09:58| INFO mulmc_sld finished [took 50.3687s]
-05/11/23 12:09:59| INFO mulne_sld finished [took 50.8494s]
-05/11/23 12:10:00| INFO mul_sld finished [took 53.7955s]
-05/11/23 12:10:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 55.1095s]
-05/11/23 12:10:00| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:10:44| INFO ref finished [took 39.3665s]
-05/11/23 12:10:49| INFO atc_mc finished [took 43.1884s]
-05/11/23 12:10:55| INFO mul_sld finished [took 53.2533s]
-05/11/23 12:10:55| INFO mulmc_sld finished [took 52.6179s]
-05/11/23 12:10:56| INFO mulne_sld finished [took 52.7117s]
-05/11/23 12:10:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 56.0058s]
-05/11/23 12:10:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:11:40| INFO ref finished [took 39.1357s]
-05/11/23 12:11:44| INFO atc_mc finished [took 42.7168s]
-05/11/23 12:11:50| INFO mul_sld finished [took 53.1250s]
-05/11/23 12:11:51| INFO mulmc_sld finished [took 52.6875s]
-05/11/23 12:11:51| INFO mulne_sld finished [took 51.9871s]
-05/11/23 12:11:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 55.0715s]
-05/11/23 12:11:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:12:34| INFO ref finished [took 38.0624s]
-05/11/23 12:12:38| INFO atc_mc finished [took 40.9414s]
-05/11/23 12:12:45| INFO mul_sld finished [took 52.0220s]
-05/11/23 12:12:46| INFO mulmc_sld finished [took 52.0904s]
-05/11/23 12:12:47| INFO mulne_sld finished [took 52.2011s]
-05/11/23 12:12:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 55.6901s]
-05/11/23 12:12:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:13:29| INFO ref finished [took 37.9734s]
-05/11/23 12:13:34| INFO atc_mc finished [took 41.4316s]
-05/11/23 12:13:41| INFO mulmc_sld finished [took 51.9276s]
-05/11/23 12:13:42| INFO mul_sld finished [took 53.8232s]
-05/11/23 12:13:43| INFO mulne_sld finished [took 52.4359s]
-05/11/23 12:13:43| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 55.5737s]
-05/11/23 12:13:43| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:14:25| INFO ref finished [took 38.1687s]
-05/11/23 12:14:29| INFO atc_mc finished [took 40.6142s]
-05/11/23 12:14:37| INFO mulmc_sld finished [took 52.4191s]
-05/11/23 12:14:38| INFO mul_sld finished [took 53.7962s]
-05/11/23 12:14:38| INFO mulne_sld finished [took 52.1544s]
-05/11/23 12:14:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 55.4465s]
-05/11/23 12:14:38| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:15:21| INFO ref finished [took 38.4494s]
-05/11/23 12:15:25| INFO atc_mc finished [took 40.9944s]
-05/11/23 12:15:32| INFO mulmc_sld finished [took 51.8551s]
-05/11/23 12:15:33| INFO mul_sld finished [took 53.4409s]
-05/11/23 12:15:33| INFO mulne_sld finished [took 51.7256s]
-05/11/23 12:15:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 55.1132s]
-05/11/23 12:15:33| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:16:16| INFO ref finished [took 38.2838s]
-05/11/23 12:16:20| INFO atc_mc finished [took 41.3532s]
-05/11/23 12:16:24| INFO mulmc_sld finished [took 49.1257s]
-05/11/23 12:16:26| INFO mulne_sld finished [took 49.8205s]
-05/11/23 12:16:34| INFO mul_sld finished [took 59.1323s]
-05/11/23 12:16:34| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.4191s]
-----------------------------------------------------------------------------------------------------
-05/11/23 12:23:45| INFO dataset rcv1_CCAT_9prevs
-05/11/23 12:23:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:24:32| INFO ref finished [took 38.5638s]
-05/11/23 12:24:36| INFO atc_mc finished [took 41.5043s]
-05/11/23 12:27:13| INFO binmc_sld finished [took 201.7673s]
-05/11/23 12:27:14| INFO bin_sld finished [took 203.3515s]
-05/11/23 12:27:17| INFO binne_sld finished [took 204.1403s]
-05/11/23 12:27:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 207.1212s]
-05/11/23 12:27:17| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:27:59| INFO ref finished [took 37.8990s]
-05/11/23 12:28:02| INFO atc_mc finished [took 40.1947s]
-05/11/23 12:30:36| INFO bin_sld finished [took 197.7408s]
-05/11/23 12:30:37| INFO binne_sld finished [took 197.0819s]
-05/11/23 12:30:37| INFO binmc_sld finished [took 198.5545s]
-05/11/23 12:30:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 200.7762s]
-05/11/23 12:30:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:31:19| INFO ref finished [took 37.3749s]
-05/11/23 12:31:23| INFO atc_mc finished [took 40.9120s]
-05/11/23 12:33:54| INFO binmc_sld finished [took 194.5722s]
-05/11/23 12:33:55| INFO bin_sld finished [took 195.8961s]
-05/11/23 12:33:56| INFO binne_sld finished [took 194.9605s]
-05/11/23 12:33:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 198.1296s]
-05/11/23 12:33:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:34:37| INFO ref finished [took 37.5561s]
-05/11/23 12:34:40| INFO atc_mc finished [took 40.3775s]
-05/11/23 12:37:09| INFO bin_sld finished [took 192.3652s]
-05/11/23 12:37:12| INFO binne_sld finished [took 193.4666s]
-05/11/23 12:37:12| INFO binmc_sld finished [took 194.3499s]
-05/11/23 12:37:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 196.3675s]
-05/11/23 12:37:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:37:53| INFO ref finished [took 36.5043s]
-05/11/23 12:37:57| INFO atc_mc finished [took 40.0038s]
-05/11/23 12:40:26| INFO bin_sld finished [took 192.4518s]
-05/11/23 12:40:26| INFO binne_sld finished [took 191.2727s]
-05/11/23 12:40:26| INFO binmc_sld finished [took 192.3339s]
-05/11/23 12:40:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 194.5333s]
-05/11/23 12:40:27| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:41:07| INFO ref finished [took 36.6809s]
-05/11/23 12:41:11| INFO atc_mc finished [took 39.9520s]
-05/11/23 12:43:40| INFO bin_sld finished [took 192.1873s]
-05/11/23 12:43:40| INFO binmc_sld finished [took 191.7820s]
-05/11/23 12:43:41| INFO binne_sld finished [took 191.9164s]
-05/11/23 12:43:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 194.8818s]
-05/11/23 12:43:41| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:44:22| INFO ref finished [took 36.9564s]
-05/11/23 12:44:26| INFO atc_mc finished [took 40.1293s]
-05/11/23 12:46:55| INFO bin_sld finished [took 192.4960s]
-05/11/23 12:46:56| INFO binmc_sld finished [took 192.8281s]
-05/11/23 12:46:58| INFO binne_sld finished [took 193.1524s]
-05/11/23 12:46:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 196.2697s]
-05/11/23 12:46:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:47:39| INFO ref finished [took 37.2831s]
-05/11/23 12:47:42| INFO atc_mc finished [took 39.7258s]
-05/11/23 12:50:16| INFO binmc_sld finished [took 195.9783s]
-05/11/23 12:50:16| INFO binne_sld finished [took 195.2592s]
-05/11/23 12:50:16| INFO bin_sld finished [took 197.4676s]
-05/11/23 12:50:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 198.8232s]
-05/11/23 12:50:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 12:50:58| INFO ref finished [took 37.4054s]
-05/11/23 12:51:02| INFO atc_mc finished [took 40.4573s]
-05/11/23 12:53:36| INFO bin_sld finished [took 198.0953s]
-05/11/23 12:53:36| INFO binmc_sld finished [took 197.8028s]
-05/11/23 12:53:37| INFO binne_sld finished [took 197.3027s]
-05/11/23 12:53:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 200.2560s]
-----------------------------------------------------------------------------------------------------
-05/11/23 13:29:43| INFO dataset rcv1_CCAT_9prevs
-05/11/23 13:29:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-05/11/23 13:30:43| INFO ref finished [took 47.3558s]
-05/11/23 13:30:48| INFO atc_mc finished [took 50.8788s]
-05/11/23 13:30:52| INFO mulne_sld finished [took 60.4851s]
-05/11/23 13:30:53| INFO mulmc_sld finished [took 63.4717s]
-05/11/23 13:33:31| INFO binmc_sld finished [took 222.0328s]
-05/11/23 13:33:33| INFO binne_sld finished [took 223.0449s]
-05/11/23 13:43:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'max_conf'} (score=0.00644) [took 803.9708s]
-05/11/23 13:44:01| INFO mul_sld_gs finished [took 847.1261s]
-05/11/23 13:49:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00589) [took 1151.2473s]
-05/11/23 13:52:06| INFO bin_sld_gs finished [took 1333.4736s]
-05/11/23 13:52:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1338.9046s]
-05/11/23 13:52:06| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-05/11/23 13:53:00| INFO ref finished [took 45.3095s]
-05/11/23 13:53:04| INFO atc_mc finished [took 48.2659s]
-05/11/23 13:53:08| INFO mulmc_sld finished [took 58.9237s]
-05/11/23 13:53:11| INFO mulne_sld finished [took 59.5712s]
-05/11/23 13:55:46| INFO binmc_sld finished [took 218.1315s]
-05/11/23 13:55:51| INFO binne_sld finished [took 220.8543s]
-05/11/23 14:05:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 800.6256s]
-05/11/23 14:06:16| INFO mul_sld_gs finished [took 842.1616s]
-05/11/23 14:12:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00768) [took 1201.3712s]
-05/11/23 14:15:15| INFO bin_sld_gs finished [took 1382.8113s]
-05/11/23 14:15:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1388.8622s]
-05/11/23 14:15:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-05/11/23 14:16:11| INFO ref finished [took 46.8666s]
-05/11/23 14:16:15| INFO atc_mc finished [took 49.6779s]
-05/11/23 14:16:19| INFO mulmc_sld finished [took 61.0610s]
-05/11/23 14:16:22| INFO mulne_sld finished [took 62.2089s]
-05/11/23 14:19:02| INFO binmc_sld finished [took 225.5737s]
-05/11/23 14:19:03| INFO binne_sld finished [took 223.9017s]
-05/11/23 14:28:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00756) [took 806.7930s]
-05/11/23 14:29:32| INFO mul_sld_gs finished [took 848.7630s]
-05/11/23 14:36:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00781) [took 1240.9138s]
-05/11/23 14:39:04| INFO bin_sld_gs finished [took 1422.5520s]
-05/11/23 14:39:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1428.8824s]
-05/11/23 14:39:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-05/11/23 14:39:58| INFO ref finished [took 45.7514s]
-05/11/23 14:40:02| INFO atc_mc finished [took 48.3888s]
-05/11/23 14:40:05| INFO mulmc_sld finished [took 59.0537s]
-05/11/23 14:40:09| INFO mulne_sld finished [took 60.9189s]
-05/11/23 14:42:42| INFO binne_sld finished [took 214.5464s]
-05/11/23 14:42:44| INFO binmc_sld finished [took 218.8429s]
-05/11/23 14:52:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00984) [took 792.5474s]
-05/11/23 14:53:05| INFO mul_sld_gs finished [took 834.1824s]
-05/11/23 14:59:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.01112) [took 1247.0092s]
-05/11/23 15:02:57| INFO bin_sld_gs finished [took 1427.5051s]
-05/11/23 15:02:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1432.9172s]
-05/11/23 15:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:03:49| INFO ref finished [took 44.4148s]
-05/11/23 15:03:54| INFO atc_mc finished [took 47.7566s]
-05/11/23 15:04:00| INFO mulmc_sld finished [took 60.5480s]
-05/11/23 15:04:03| INFO mulne_sld finished [took 61.2226s]
-05/11/23 15:06:30| INFO binmc_sld finished [took 211.9647s]
-05/11/23 15:06:32| INFO binne_sld finished [took 211.4312s]
-05/11/23 15:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00571) [took 776.6085s]
-05/11/23 15:16:42| INFO mul_sld_gs finished [took 817.9358s]
-05/11/23 15:23:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00653) [took 1221.6531s]
-05/11/23 15:26:23| INFO bin_sld_gs finished [took 1400.9688s]
-05/11/23 15:26:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1406.4620s]
-05/11/23 15:26:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:27:16| INFO ref finished [took 44.3988s]
-05/11/23 15:27:21| INFO atc_mc finished [took 48.5589s]
-05/11/23 15:27:27| INFO mulmc_sld finished [took 61.4269s]
-05/11/23 15:27:29| INFO mulne_sld finished [took 61.8292s]
-05/11/23 15:29:55| INFO binmc_sld finished [took 210.1585s]
-05/11/23 15:29:59| INFO binne_sld finished [took 212.0930s]
-05/11/23 15:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00616) [took 771.6071s]
-05/11/23 15:40:03| INFO mul_sld_gs finished [took 813.2905s]
-05/11/23 15:47:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 1234.9832s]
-05/11/23 15:50:10| INFO bin_sld_gs finished [took 1421.7775s]
-05/11/23 15:50:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1427.0062s]
-05/11/23 15:50:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-05/11/23 15:51:11| INFO ref finished [took 49.7682s]
-05/11/23 15:51:19| INFO atc_mc finished [took 54.2855s]
-05/11/23 15:51:22| INFO mulmc_sld finished [took 68.7688s]
-05/11/23 15:51:26| INFO mulne_sld finished [took 69.3711s]
-05/11/23 15:54:07| INFO binmc_sld finished [took 234.7962s]
-05/11/23 15:54:09| INFO binne_sld finished [took 234.6444s]
-05/11/23 16:03:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'entropy'} (score=0.00765) [took 811.6704s]
-05/11/23 16:04:34| INFO mul_sld_gs finished [took 854.8196s]
-05/11/23 16:11:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.01234) [took 1252.4784s]
-05/11/23 16:14:10| INFO bin_sld_gs finished [took 1431.7446s]
-05/11/23 16:14:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1439.1145s]
-05/11/23 16:14:10| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-05/11/23 16:15:02| INFO ref finished [took 44.0970s]
-05/11/23 16:15:07| INFO atc_mc finished [took 48.2871s]
-05/11/23 16:15:13| INFO mulmc_sld finished [took 61.0461s]
-05/11/23 16:15:15| INFO mulne_sld finished [took 60.6375s]
-05/11/23 16:17:46| INFO binmc_sld finished [took 215.1734s]
-05/11/23 16:17:49| INFO binne_sld finished [took 215.7846s]
-05/11/23 16:27:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 778.5688s]
-05/11/23 16:27:56| INFO mul_sld_gs finished [took 819.2615s]
-05/11/23 16:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00894) [took 1200.6639s]
-05/11/23 16:37:21| INFO bin_sld_gs finished [took 1385.9035s]
-05/11/23 16:37:21| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1391.5055s]
-05/11/23 16:37:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-05/11/23 16:38:13| INFO ref finished [took 44.7046s]
-05/11/23 16:38:18| INFO atc_mc finished [took 48.7802s]
-05/11/23 16:38:21| INFO mulmc_sld finished [took 57.4163s]
-05/11/23 16:38:24| INFO mulne_sld finished [took 58.9847s]
-05/11/23 16:40:59| INFO binmc_sld finished [took 216.7311s]
-05/11/23 16:41:01| INFO binne_sld finished [took 216.5312s]
-05/11/23 16:50:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00808) [took 758.6896s]
-05/11/23 16:50:46| INFO mul_sld_gs finished [took 798.8038s]
-05/11/23 16:56:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00604) [took 1154.7043s]
-05/11/23 16:59:39| INFO bin_sld_gs finished [took 1332.5521s]
-05/11/23 16:59:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1337.7947s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:08:46| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
-----------------------------------------------------------------------------------------------------
-05/11/23 20:09:08| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
-----------------------------------------------------------------------------------------------------
-05/11/23 20:09:27| INFO dataset imdb_3prevs
-05/11/23 20:09:34| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:09:44| INFO ref finished [took 8.9550s]
-05/11/23 20:09:47| INFO atc_mc finished [took 11.8923s]
-05/11/23 20:09:56| INFO mulmc_sld finished [took 21.3196s]
-05/11/23 20:09:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.7709s]
-05/11/23 20:09:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:10:05| INFO ref finished [took 8.6116s]
-05/11/23 20:10:08| INFO atc_mc finished [took 11.6880s]
-05/11/23 20:10:16| INFO mulmc_sld finished [took 19.7793s]
-05/11/23 20:10:16| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3246s]
-05/11/23 20:10:16| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:10:26| INFO ref finished [took 8.6654s]
-05/11/23 20:10:29| INFO atc_mc finished [took 11.6975s]
-05/11/23 20:10:35| INFO mulmc_sld finished [took 18.1478s]
-05/11/23 20:10:35| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.7200s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:11:42| INFO dataset imdb_3prevs
-05/11/23 20:11:49| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:11:58| INFO ref finished [took 8.7146s]
-05/11/23 20:12:02| INFO atc_mc finished [took 11.9672s]
-05/11/23 20:12:10| INFO mulmc_sld finished [took 20.7824s]
-05/11/23 20:12:10| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.2293s]
-05/11/23 20:12:10| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:12:19| INFO ref finished [took 8.5867s]
-05/11/23 20:12:23| INFO atc_mc finished [took 11.6542s]
-05/11/23 20:12:30| INFO mulmc_sld finished [took 19.6709s]
-05/11/23 20:12:30| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.1802s]
-05/11/23 20:12:30| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:12:40| INFO ref finished [took 8.7231s]
-05/11/23 20:12:43| INFO atc_mc finished [took 11.8244s]
-05/11/23 20:12:49| INFO mulmc_sld finished [took 18.0420s]
-05/11/23 20:12:49| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.6102s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:14:32| INFO dataset imdb_3prevs
-05/11/23 20:14:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:14:48| INFO ref finished [took 8.6247s]
-05/11/23 20:14:51| INFO atc_mc finished [took 11.6363s]
-05/11/23 20:15:00| INFO mulmc_sld finished [took 20.4634s]
-05/11/23 20:15:00| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9026s]
-05/11/23 20:15:00| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:15:09| INFO ref finished [took 8.5219s]
-05/11/23 20:15:12| INFO atc_mc finished [took 11.6739s]
-05/11/23 20:15:20| INFO mulmc_sld finished [took 19.8454s]
-05/11/23 20:15:20| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3705s]
-05/11/23 20:15:20| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:15:29| INFO ref finished [took 8.5948s]
-05/11/23 20:15:32| INFO atc_mc finished [took 11.7465s]
-05/11/23 20:15:39| INFO mulmc_sld finished [took 17.9276s]
-05/11/23 20:15:39| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.4893s]
-----------------------------------------------------------------------------------------------------
-05/11/23 20:16:10| INFO dataset imdb_3prevs
-05/11/23 20:16:17| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-05/11/23 20:16:26| INFO ref finished [took 8.3736s]
-05/11/23 20:16:29| INFO atc_mc finished [took 11.3995s]
-05/11/23 20:16:38| INFO mulmc_sld finished [took 20.4916s]
-05/11/23 20:16:38| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9187s]
-05/11/23 20:16:38| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-05/11/23 20:16:47| INFO ref finished [took 8.4368s]
-05/11/23 20:16:50| INFO atc_mc finished [took 11.4889s]
-05/11/23 20:16:58| INFO mulmc_sld finished [took 19.6803s]
-05/11/23 20:16:58| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.2091s]
-05/11/23 20:16:58| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-05/11/23 20:17:08| INFO ref finished [took 8.9281s]
-05/11/23 20:17:11| INFO atc_mc finished [took 11.9333s]
-05/11/23 20:17:17| INFO mulmc_sld finished [took 18.2367s]
-05/11/23 20:17:17| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.8309s]
-----------------------------------------------------------------------------------------------------
-06/11/23 01:34:48| INFO dataset imdb_3prevs
-06/11/23 01:34:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-06/11/23 01:35:18| INFO ref finished [took 18.0987s]
-06/11/23 01:35:24| INFO atc_mc finished [took 24.9118s]
-06/11/23 01:35:31| INFO mulmc_sld finished [took 32.0631s]
-06/11/23 01:35:31| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 32.6119s]
-06/11/23 01:35:31| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-06/11/23 01:35:51| INFO ref finished [took 18.7770s]
-06/11/23 01:35:58| INFO atc_mc finished [took 25.5592s]
-06/11/23 01:36:04| INFO mulmc_sld finished [took 31.9103s]
-06/11/23 01:36:04| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 32.5205s]
-06/11/23 01:36:04| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-06/11/23 01:36:23| INFO ref finished [took 18.5730s]
-06/11/23 01:36:31| INFO atc_mc finished [took 25.8019s]
-06/11/23 01:36:33| INFO mulmc_sld finished [took 28.9526s]
-06/11/23 01:36:33| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 29.5292s]
-----------------------------------------------------------------------------------------------------
-06/11/23 02:06:40| INFO dataset imdb_3prevs
-06/11/23 02:06:47| INFO Dataset sample 0.20 of dataset imdb_3prevs started
-06/11/23 02:06:56| INFO ref finished [took 9.0989s]
-06/11/23 02:06:59| INFO atc_mc finished [took 12.2513s]
-06/11/23 03:01:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'quantifier__exact_train_prev': False, 'confidence': 'max_conf'} (score=0.00738) [took 3296.0714s]
-06/11/23 03:01:56| INFO mul_sld_gs finished [took 3309.2417s]
-06/11/23 03:01:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 3309.7038s]
-06/11/23 03:01:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
-06/11/23 03:02:06| INFO ref finished [took 8.5518s]
-06/11/23 03:02:09| INFO atc_mc finished [took 11.4390s]
-06/11/23 03:54:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00899) [took 3146.2364s]
-06/11/23 03:54:37| INFO mul_sld_gs finished [took 3159.8209s]
-06/11/23 03:54:37| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 3160.3546s]
-06/11/23 03:54:37| INFO Dataset sample 0.80 of dataset imdb_3prevs started
-06/11/23 03:54:46| INFO ref finished [took 8.2678s]
-06/11/23 03:54:48| INFO atc_mc finished [took 11.0430s]
-06/11/23 04:47:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': False, 'confidence': 'entropy'} (score=0.00770) [took 3193.1812s]
-06/11/23 04:48:04| INFO mul_sld_gs finished [took 3206.9550s]
-06/11/23 04:48:04| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 3207.5040s]
-----------------------------------------------------------------------------------------------------
-06/11/23 05:14:48| INFO dataset rcv1_CCAT_9prevs
-06/11/23 05:14:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:15:55| INFO ref finished [took 48.0242s]
-06/11/23 05:16:01| INFO atc_mc finished [took 51.7851s]
-06/11/23 05:16:04| INFO mul_pacc finished [took 58.4704s]
-06/11/23 05:16:04| INFO mulne_sld finished [took 62.7354s]
-06/11/23 05:16:04| INFO mulmc_sld finished [took 66.2593s]
-06/11/23 05:16:14| INFO mul_sld finished [took 78.2483s]
-06/11/23 05:18:40| INFO bin_pacc finished [took 217.0012s]
-06/11/23 05:18:43| INFO bin_sld finished [took 227.8835s]
-06/11/23 05:18:43| INFO binne_sld finished [took 223.2764s]
-06/11/23 05:18:44| INFO binmc_sld finished [took 226.7324s]
-06/11/23 05:18:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 230.5906s]
-06/11/23 05:18:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:19:44| INFO ref finished [took 49.5147s]
-06/11/23 05:19:51| INFO atc_mc finished [took 54.8022s]
-06/11/23 05:19:53| INFO mul_pacc finished [took 60.3260s]
-06/11/23 05:19:55| INFO mulmc_sld finished [took 67.0280s]
-06/11/23 05:19:56| INFO mul_sld finished [took 70.4092s]
-06/11/23 05:19:58| INFO mulne_sld finished [took 67.3468s]
-06/11/23 05:22:30| INFO bin_sld finished [took 224.7344s]
-06/11/23 05:22:30| INFO bin_pacc finished [took 218.3044s]
-06/11/23 05:22:30| INFO binmc_sld finished [took 223.3607s]
-06/11/23 05:22:33| INFO binne_sld finished [took 223.6042s]
-06/11/23 05:22:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 229.0745s]
-06/11/23 05:22:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:23:32| INFO ref finished [took 48.1565s]
-06/11/23 05:23:37| INFO atc_mc finished [took 52.1124s]
-06/11/23 05:23:40| INFO mul_pacc finished [took 58.0112s]
-06/11/23 05:23:40| INFO mul_sld finished [took 65.2727s]
-06/11/23 05:23:42| INFO mulmc_sld finished [took 64.5943s]
-06/11/23 05:23:43| INFO mulne_sld finished [took 63.9053s]
-06/11/23 05:26:13| INFO bin_sld finished [took 218.6511s]
-06/11/23 05:26:16| INFO bin_pacc finished [took 215.1485s]
-06/11/23 05:26:17| INFO binne_sld finished [took 218.6855s]
-06/11/23 05:26:17| INFO binmc_sld finished [took 221.2605s]
-06/11/23 05:26:17| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 224.5608s]
-06/11/23 05:26:17| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:27:15| INFO ref finished [took 48.2181s]
-06/11/23 05:27:21| INFO atc_mc finished [took 52.3420s]
-06/11/23 05:27:23| INFO mul_pacc finished [took 57.1950s]
-06/11/23 05:27:24| INFO mul_sld finished [took 64.4722s]
-06/11/23 05:27:26| INFO mulmc_sld finished [took 64.1870s]
-06/11/23 05:27:27| INFO mulne_sld finished [took 63.7407s]
-06/11/23 05:29:52| INFO bin_sld finished [took 213.1913s]
-06/11/23 05:29:53| INFO bin_pacc finished [took 208.1322s]
-06/11/23 05:29:53| INFO binmc_sld finished [took 212.6473s]
-06/11/23 05:29:57| INFO binne_sld finished [took 214.5243s]
-06/11/23 05:29:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 219.5765s]
-06/11/23 05:29:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:30:55| INFO ref finished [took 47.7289s]
-06/11/23 05:31:01| INFO atc_mc finished [took 52.1531s]
-06/11/23 05:31:03| INFO mul_pacc finished [took 57.3804s]
-06/11/23 05:31:06| INFO mul_sld finished [took 66.9237s]
-06/11/23 05:31:06| INFO mulmc_sld finished [took 65.3230s]
-06/11/23 05:31:09| INFO mulne_sld finished [took 65.6645s]
-06/11/23 05:33:33| INFO bin_sld finished [took 214.3242s]
-06/11/23 05:33:34| INFO bin_pacc finished [took 209.3862s]
-06/11/23 05:33:35| INFO binmc_sld finished [took 214.4687s]
-06/11/23 05:33:37| INFO binne_sld finished [took 214.7267s]
-06/11/23 05:33:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 220.0212s]
-06/11/23 05:33:37| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:34:35| INFO ref finished [took 48.0021s]
-06/11/23 05:34:41| INFO atc_mc finished [took 52.2171s]
-06/11/23 05:34:43| INFO mul_pacc finished [took 57.2348s]
-06/11/23 05:34:46| INFO mul_sld finished [took 67.0899s]
-06/11/23 05:34:47| INFO mulmc_sld finished [took 66.1078s]
-06/11/23 05:34:49| INFO mulne_sld finished [took 66.0237s]
-06/11/23 05:37:13| INFO bin_sld finished [took 214.9942s]
-06/11/23 05:37:13| INFO binmc_sld finished [took 213.1574s]
-06/11/23 05:37:14| INFO bin_pacc finished [took 209.1347s]
-06/11/23 05:37:17| INFO binne_sld finished [took 214.9703s]
-06/11/23 05:37:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 220.1235s]
-06/11/23 05:37:17| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:38:15| INFO ref finished [took 47.8227s]
-06/11/23 05:38:20| INFO atc_mc finished [took 51.9364s]
-06/11/23 05:38:23| INFO mul_pacc finished [took 56.9053s]
-06/11/23 05:38:27| INFO mul_sld finished [took 67.4535s]
-06/11/23 05:38:27| INFO mulmc_sld finished [took 65.5956s]
-06/11/23 05:38:30| INFO mulne_sld finished [took 66.0476s]
-06/11/23 05:40:55| INFO bin_pacc finished [took 210.0633s]
-06/11/23 05:40:56| INFO binmc_sld finished [took 215.3452s]
-06/11/23 05:40:56| INFO bin_sld finished [took 217.8091s]
-06/11/23 05:40:59| INFO binne_sld finished [took 216.8970s]
-06/11/23 05:40:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 222.2971s]
-06/11/23 05:40:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:41:57| INFO ref finished [took 47.6970s]
-06/11/23 05:42:03| INFO atc_mc finished [took 52.0893s]
-06/11/23 05:42:05| INFO mul_pacc finished [took 56.6428s]
-06/11/23 05:42:09| INFO mul_sld finished [took 66.8810s]
-06/11/23 05:42:09| INFO mulmc_sld finished [took 65.8427s]
-06/11/23 05:42:11| INFO mulne_sld finished [took 64.8594s]
-06/11/23 05:44:36| INFO bin_pacc finished [took 208.7884s]
-06/11/23 05:44:38| INFO bin_sld finished [took 216.6052s]
-06/11/23 05:44:38| INFO binmc_sld finished [took 215.5486s]
-06/11/23 05:44:43| INFO binne_sld finished [took 217.9926s]
-06/11/23 05:44:43| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 223.2270s]
-06/11/23 05:44:43| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:45:40| INFO ref finished [took 48.0710s]
-06/11/23 05:45:46| INFO atc_mc finished [took 52.0992s]
-06/11/23 05:45:48| INFO mul_pacc finished [took 56.6568s]
-06/11/23 05:45:49| INFO mulmc_sld finished [took 61.7314s]
-06/11/23 05:45:52| INFO mulne_sld finished [took 62.7505s]
-06/11/23 05:45:59| INFO mul_sld finished [took 73.7681s]
-06/11/23 05:48:18| INFO bin_pacc finished [took 208.2267s]
-06/11/23 05:48:23| INFO bin_sld finished [took 218.9333s]
-06/11/23 05:48:24| INFO binmc_sld finished [took 218.0032s]
-06/11/23 05:48:27| INFO binne_sld finished [took 219.2450s]
-06/11/23 05:48:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 224.3446s]
-06/11/23 05:49:49| INFO dataset imdb_9prevs
-06/11/23 05:49:57| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 05:50:12| INFO ref finished [took 13.3064s]
-06/11/23 05:50:17| INFO atc_mc finished [took 17.3508s]
-06/11/23 05:50:19| INFO mul_pacc finished [took 20.0802s]
-06/11/23 05:50:22| INFO mulne_sld finished [took 23.6723s]
-06/11/23 05:50:24| INFO mulmc_sld finished [took 25.5159s]
-06/11/23 05:50:39| INFO mul_sld finished [took 40.7099s]
-06/11/23 05:52:55| INFO bin_pacc finished [took 176.3728s]
-06/11/23 05:53:05| INFO binmc_sld finished [took 186.8240s]
-06/11/23 05:53:06| INFO binne_sld finished [took 187.6585s]
-06/11/23 05:53:07| INFO bin_sld finished [took 189.1728s]
-06/11/23 05:53:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 189.6034s]
-06/11/23 05:53:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 05:53:22| INFO ref finished [took 13.2778s]
-06/11/23 05:53:26| INFO atc_mc finished [took 17.4491s]
-06/11/23 05:53:28| INFO mul_pacc finished [took 19.9359s]
-06/11/23 05:53:40| INFO mulmc_sld finished [took 31.6686s]
-06/11/23 05:53:44| INFO mulne_sld finished [took 35.2085s]
-06/11/23 05:53:44| INFO mul_sld finished [took 36.2502s]
-06/11/23 05:56:05| INFO bin_pacc finished [took 177.0225s]
-06/11/23 05:56:13| INFO binmc_sld finished [took 185.4811s]
-06/11/23 05:56:15| INFO bin_sld finished [took 187.1039s]
-06/11/23 05:56:16| INFO binne_sld finished [took 187.3163s]
-06/11/23 05:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 188.4781s]
-06/11/23 05:56:16| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 05:56:31| INFO ref finished [took 13.4513s]
-06/11/23 05:56:36| INFO atc_mc finished [took 18.1025s]
-06/11/23 05:56:38| INFO mul_pacc finished [took 20.3997s]
-06/11/23 05:56:45| INFO mulmc_sld finished [took 28.4298s]
-06/11/23 05:56:46| INFO mulne_sld finished [took 28.8678s]
-06/11/23 05:56:46| INFO mul_sld finished [took 29.5573s]
-06/11/23 05:59:11| INFO bin_pacc finished [took 174.0262s]
-06/11/23 05:59:17| INFO binmc_sld finished [took 180.1998s]
-06/11/23 05:59:18| INFO binne_sld finished [took 181.2200s]
-06/11/23 05:59:19| INFO bin_sld finished [took 182.1672s]
-06/11/23 05:59:19| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 183.0515s]
-06/11/23 05:59:19| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 05:59:34| INFO ref finished [took 13.5163s]
-06/11/23 05:59:39| INFO atc_mc finished [took 17.9856s]
-06/11/23 05:59:41| INFO mul_pacc finished [took 20.7441s]
-06/11/23 05:59:49| INFO mulmc_sld finished [took 29.2747s]
-06/11/23 05:59:50| INFO mulne_sld finished [took 29.6624s]
-06/11/23 05:59:50| INFO mul_sld finished [took 30.3432s]
-06/11/23 06:02:17| INFO bin_pacc finished [took 176.7354s]
-06/11/23 06:02:19| INFO binmc_sld finished [took 179.9981s]
-06/11/23 06:02:21| INFO bin_sld finished [took 181.6844s]
-06/11/23 06:02:22| INFO binne_sld finished [took 182.0846s]
-06/11/23 06:02:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 183.2033s]
-06/11/23 06:02:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 06:02:37| INFO ref finished [took 13.4688s]
-06/11/23 06:02:42| INFO atc_mc finished [took 18.0218s]
-06/11/23 06:02:44| INFO mul_pacc finished [took 20.5800s]
-06/11/23 06:02:52| INFO mulmc_sld finished [took 29.0192s]
-06/11/23 06:02:52| INFO mul_sld finished [took 29.4403s]
-06/11/23 06:02:52| INFO mulne_sld finished [took 29.1611s]
-06/11/23 06:05:19| INFO bin_pacc finished [took 175.5125s]
-06/11/23 06:05:23| INFO binmc_sld finished [took 180.0427s]
-06/11/23 06:05:25| INFO binne_sld finished [took 182.5814s]
-06/11/23 06:05:26| INFO bin_sld finished [took 183.2892s]
-06/11/23 06:05:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 183.8611s]
-06/11/23 06:05:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 06:05:41| INFO ref finished [took 13.4643s]
-06/11/23 06:05:45| INFO atc_mc finished [took 17.9768s]
-06/11/23 06:05:48| INFO mul_pacc finished [took 20.7525s]
-06/11/23 06:05:55| INFO mulmc_sld finished [took 28.8234s]
-06/11/23 06:05:55| INFO mulne_sld finished [took 28.6537s]
-06/11/23 06:05:56| INFO mul_sld finished [took 29.6167s]
-06/11/23 06:08:24| INFO bin_pacc finished [took 176.5335s]
-06/11/23 06:08:27| INFO binmc_sld finished [took 180.4803s]
-06/11/23 06:08:28| INFO bin_sld finished [took 181.6676s]
-06/11/23 06:08:29| INFO binne_sld finished [took 182.0534s]
-06/11/23 06:08:29| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 183.0240s]
-06/11/23 06:08:29| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 06:08:44| INFO ref finished [took 13.7566s]
-06/11/23 06:08:49| INFO atc_mc finished [took 17.9495s]
-06/11/23 06:08:51| INFO mul_pacc finished [took 20.5859s]
-06/11/23 06:08:57| INFO mulmc_sld finished [took 27.4370s]
-06/11/23 06:08:58| INFO mul_sld finished [took 28.3224s]
-06/11/23 06:08:58| INFO mulne_sld finished [took 28.1390s]
-06/11/23 06:11:26| INFO bin_pacc finished [took 175.7412s]
-06/11/23 06:11:31| INFO binmc_sld finished [took 181.4310s]
-06/11/23 06:11:32| INFO binne_sld finished [took 182.0095s]
-06/11/23 06:11:33| INFO bin_sld finished [took 183.6520s]
-06/11/23 06:11:33| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 184.2005s]
-06/11/23 06:11:33| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 06:11:48| INFO ref finished [took 13.5418s]
-06/11/23 06:11:53| INFO atc_mc finished [took 17.8150s]
-06/11/23 06:11:55| INFO mul_pacc finished [took 20.4761s]
-06/11/23 06:12:01| INFO mulmc_sld finished [took 27.2741s]
-06/11/23 06:12:02| INFO mulne_sld finished [took 27.2693s]
-06/11/23 06:12:02| INFO mul_sld finished [took 28.3364s]
-06/11/23 06:14:30| INFO bin_pacc finished [took 175.7637s]
-06/11/23 06:14:37| INFO binmc_sld finished [took 183.2422s]
-06/11/23 06:14:38| INFO bin_sld finished [took 184.1064s]
-06/11/23 06:14:39| INFO binne_sld finished [took 184.9073s]
-06/11/23 06:14:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 186.2580s]
-06/11/23 06:14:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 06:14:41| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:41| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:52| INFO ref finished [took 11.6315s]
-06/11/23 06:14:56| INFO atc_mc finished [took 15.3068s]
-06/11/23 06:15:01| INFO mulne_sld finished [took 21.1133s]
-06/11/23 06:15:02| INFO mulmc_sld finished [took 22.2375s]
-06/11/23 06:15:08| INFO mul_sld finished [took 27.8149s]
-06/11/23 06:17:32| INFO binne_sld finished [took 171.8722s]
-06/11/23 06:17:32| INFO bin_sld finished [took 172.4710s]
-06/11/23 06:17:33| INFO binmc_sld finished [took 172.8193s]
-06/11/23 06:17:33| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 173.4411s]
-06/11/23 06:18:54| INFO dataset rcv1_GCAT_9prevs
-06/11/23 06:18:59| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:19:11| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:19:11| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:19:54| INFO ref finished [took 42.0769s]
-06/11/23 06:19:59| INFO atc_mc finished [took 45.5011s]
-06/11/23 06:20:14| INFO mulne_sld finished [took 66.0516s]
-06/11/23 06:20:15| INFO mul_sld finished [took 73.1171s]
-06/11/23 06:20:17| INFO mulmc_sld finished [took 72.1930s]
-06/11/23 06:22:23| INFO bin_sld finished [took 203.0368s]
-06/11/23 06:22:27| INFO binmc_sld finished [took 203.2975s]
-06/11/23 06:22:29| INFO binne_sld finished [took 202.7501s]
-06/11/23 06:22:29| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 210.2201s]
-06/11/23 06:22:29| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:23:26| INFO ref finished [took 46.6022s]
-06/11/23 06:23:31| INFO atc_mc finished [took 50.3293s]
-06/11/23 06:23:33| INFO mul_pacc finished [took 54.9265s]
-06/11/23 06:23:46| INFO mul_sld finished [took 74.9035s]
-06/11/23 06:23:52| INFO mulne_sld finished [took 76.2697s]
-06/11/23 06:23:54| INFO mulmc_sld finished [took 80.8754s]
-06/11/23 06:26:06| INFO bin_pacc finished [took 209.7751s]
-06/11/23 06:26:08| INFO bin_sld finished [took 217.8889s]
-06/11/23 06:26:13| INFO binmc_sld finished [took 220.7753s]
-06/11/23 06:26:14| INFO binne_sld finished [took 219.7510s]
-06/11/23 06:26:14| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 224.9268s]
-06/11/23 06:26:14| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:27:10| INFO ref finished [took 46.4938s]
-06/11/23 06:27:16| INFO atc_mc finished [took 50.5904s]
-06/11/23 06:27:18| INFO mul_pacc finished [took 55.4949s]
-06/11/23 06:27:26| INFO mulmc_sld finished [took 67.7140s]
-06/11/23 06:27:26| INFO mul_sld finished [took 70.0891s]
-06/11/23 06:27:28| INFO mulne_sld finished [took 68.1806s]
-06/11/23 06:29:50| INFO bin_pacc finished [took 208.6091s]
-06/11/23 06:29:51| INFO binmc_sld finished [took 213.7985s]
-06/11/23 06:29:51| INFO bin_sld finished [took 215.8158s]
-06/11/23 06:29:55| INFO binne_sld finished [took 215.5523s]
-06/11/23 06:29:55| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 220.4589s]
-06/11/23 06:29:55| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:30:51| INFO ref finished [took 46.3752s]
-06/11/23 06:30:56| INFO atc_mc finished [took 50.7062s]
-06/11/23 06:30:58| INFO mul_pacc finished [took 55.2260s]
-06/11/23 06:31:01| INFO mul_sld finished [took 64.2359s]
-06/11/23 06:31:02| INFO mulmc_sld finished [took 63.5099s]
-06/11/23 06:31:04| INFO mulne_sld finished [took 62.9188s]
-06/11/23 06:33:29| INFO bin_sld finished [took 213.2716s]
-06/11/23 06:33:30| INFO bin_pacc finished [took 208.6574s]
-06/11/23 06:33:31| INFO binmc_sld finished [took 213.1856s]
-06/11/23 06:33:33| INFO binne_sld finished [took 213.2771s]
-06/11/23 06:33:33| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 218.1742s]
-06/11/23 06:33:33| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:34:29| INFO ref finished [took 46.6793s]
-06/11/23 06:34:34| INFO atc_mc finished [took 50.9915s]
-06/11/23 06:34:37| INFO mul_pacc finished [took 55.9725s]
-06/11/23 06:34:38| INFO mul_sld finished [took 63.1317s]
-06/11/23 06:34:40| INFO mulmc_sld finished [took 62.7473s]
-06/11/23 06:34:41| INFO mulne_sld finished [took 62.1303s]
-06/11/23 06:37:08| INFO bin_pacc finished [took 207.7854s]
-06/11/23 06:37:08| INFO bin_sld finished [took 213.7945s]
-06/11/23 06:37:08| INFO binmc_sld finished [took 212.6207s]
-06/11/23 06:37:12| INFO binne_sld finished [took 213.8742s]
-06/11/23 06:37:12| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 218.7265s]
-06/11/23 06:37:12| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:38:08| INFO ref finished [took 46.6057s]
-06/11/23 06:38:14| INFO atc_mc finished [took 51.1055s]
-06/11/23 06:38:15| INFO mul_pacc finished [took 55.5338s]
-06/11/23 06:38:17| INFO mul_sld finished [took 63.2113s]
-06/11/23 06:38:18| INFO mulmc_sld finished [took 62.2265s]
-06/11/23 06:38:20| INFO mulne_sld finished [took 61.9918s]
-06/11/23 06:40:46| INFO bin_pacc finished [took 207.5094s]
-06/11/23 06:40:46| INFO bin_sld finished [took 213.6350s]
-06/11/23 06:40:47| INFO binmc_sld finished [took 212.8363s]
-06/11/23 06:40:49| INFO binne_sld finished [took 212.2587s]
-06/11/23 06:40:49| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 217.1976s]
-06/11/23 06:40:49| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:41:44| INFO ref finished [took 45.9582s]
-06/11/23 06:41:50| INFO atc_mc finished [took 50.0401s]
-06/11/23 06:41:54| INFO mul_sld finished [took 62.6045s]
-06/11/23 06:41:54| INFO mulmc_sld finished [took 61.4168s]
-06/11/23 06:41:56| INFO mulne_sld finished [took 61.3708s]
-06/11/23 06:42:00| INFO mul_pacc finished [took 62.6486s]
-06/11/23 06:44:23| INFO bin_sld finished [took 212.5992s]
-06/11/23 06:44:23| INFO bin_pacc finished [took 207.5241s]
-06/11/23 06:44:24| INFO binmc_sld finished [took 212.2794s]
-06/11/23 06:44:27| INFO binne_sld finished [took 212.8325s]
-06/11/23 06:44:27| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 217.7909s]
-06/11/23 06:44:27| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:45:23| INFO ref finished [took 46.6997s]
-06/11/23 06:45:28| INFO atc_mc finished [took 50.6417s]
-06/11/23 06:45:30| INFO mul_sld finished [took 61.5352s]
-06/11/23 06:45:31| INFO mul_pacc finished [took 55.9055s]
-06/11/23 06:45:31| INFO mulmc_sld finished [took 60.6608s]
-06/11/23 06:45:33| INFO mulne_sld finished [took 60.1616s]
-06/11/23 06:48:01| INFO bin_pacc finished [took 207.7543s]
-06/11/23 06:48:02| INFO bin_sld finished [took 213.7056s]
-06/11/23 06:48:03| INFO binmc_sld finished [took 213.7901s]
-06/11/23 06:48:04| INFO binne_sld finished [took 212.4421s]
-06/11/23 06:48:04| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 217.4465s]
-06/11/23 06:48:04| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-06/11/23 06:48:06| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:07| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:09| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:11| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 06:48:13| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 06:48:49| INFO ref finished [took 36.4085s]
-06/11/23 06:48:53| INFO atc_mc finished [took 39.1380s]
-06/11/23 06:48:54| INFO mulmc_sld finished [took 46.0254s]
-06/11/23 06:48:55| INFO mulne_sld finished [took 45.1935s]
-06/11/23 06:49:00| INFO mul_sld finished [took 53.9145s]
-06/11/23 06:49:00| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 55.9159s]
-06/11/23 06:50:22| INFO dataset rcv1_MCAT_9prevs
-06/11/23 06:50:27| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:51:29| INFO ref finished [took 47.8430s]
-06/11/23 06:51:34| INFO atc_mc finished [took 51.2418s]
-06/11/23 06:51:36| INFO mul_pacc finished [took 56.8770s]
-06/11/23 06:52:00| INFO mulne_sld finished [took 85.8579s]
-06/11/23 06:52:00| INFO mul_sld finished [took 90.6401s]
-06/11/23 06:52:12| INFO mulmc_sld finished [took 100.3728s]
-06/11/23 06:54:15| INFO bin_pacc finished [took 217.8843s]
-06/11/23 06:54:15| INFO bin_sld finished [took 226.6925s]
-06/11/23 06:54:17| INFO binne_sld finished [took 224.5785s]
-06/11/23 06:54:17| INFO binmc_sld finished [took 226.9490s]
-06/11/23 06:54:17| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 229.9256s]
-06/11/23 06:54:17| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:55:14| INFO ref finished [took 46.7323s]
-06/11/23 06:55:20| INFO atc_mc finished [took 51.0126s]
-06/11/23 06:55:22| INFO mul_pacc finished [took 55.8357s]
-06/11/23 06:55:23| INFO mulmc_sld finished [took 62.0464s]
-06/11/23 06:55:24| INFO mul_sld finished [took 64.8106s]
-06/11/23 06:55:25| INFO mulne_sld finished [took 61.6750s]
-06/11/23 06:57:56| INFO bin_pacc finished [took 210.8901s]
-06/11/23 06:57:56| INFO bin_sld finished [took 217.3461s]
-06/11/23 06:57:57| INFO binmc_sld finished [took 216.6599s]
-06/11/23 06:58:00| INFO binne_sld finished [took 216.9668s]
-06/11/23 06:58:00| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 222.3450s]
-06/11/23 06:58:00| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
-06/11/23 06:58:57| INFO ref finished [took 47.5989s]
-06/11/23 06:59:02| INFO atc_mc finished [took 51.5080s]
-06/11/23 06:59:04| INFO mul_pacc finished [took 56.1671s]
-06/11/23 06:59:09| INFO mulmc_sld finished [took 65.0229s]
-06/11/23 06:59:10| INFO mul_sld finished [took 68.8366s]
-06/11/23 06:59:11| INFO mulne_sld finished [took 65.2964s]
-06/11/23 07:01:39| INFO bin_pacc finished [took 212.3570s]
-06/11/23 07:01:40| INFO bin_sld finished [took 219.3886s]
-06/11/23 07:01:42| INFO binmc_sld finished [took 219.1471s]
-06/11/23 07:01:43| INFO binne_sld finished [took 218.3714s]
-06/11/23 07:01:43| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 223.2305s]
-06/11/23 07:01:43| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:02:40| INFO ref finished [took 47.3513s]
-06/11/23 07:02:45| INFO atc_mc finished [took 51.3858s]
-06/11/23 07:02:47| INFO mul_pacc finished [took 56.3829s]
-06/11/23 07:02:50| INFO mul_sld finished [took 64.9257s]
-06/11/23 07:02:50| INFO mulmc_sld finished [took 63.6515s]
-06/11/23 07:02:52| INFO mulne_sld finished [took 63.8008s]
-06/11/23 07:05:22| INFO bin_pacc finished [took 211.8418s]
-06/11/23 07:05:22| INFO binmc_sld finished [took 216.4950s]
-06/11/23 07:05:22| INFO bin_sld finished [took 218.2730s]
-06/11/23 07:05:25| INFO binne_sld finished [took 217.6016s]
-06/11/23 07:05:25| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 222.4416s]
-06/11/23 07:05:25| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:06:22| INFO ref finished [took 47.3783s]
-06/11/23 07:06:27| INFO atc_mc finished [took 51.1924s]
-06/11/23 07:06:30| INFO mul_pacc finished [took 56.3115s]
-06/11/23 07:06:34| INFO mul_sld finished [took 66.6559s]
-06/11/23 07:06:34| INFO mulmc_sld finished [took 65.2448s]
-06/11/23 07:06:37| INFO mulne_sld finished [took 65.6557s]
-06/11/23 07:09:03| INFO binmc_sld finished [took 214.4549s]
-06/11/23 07:09:03| INFO bin_sld finished [took 216.8097s]
-06/11/23 07:09:04| INFO bin_pacc finished [took 211.9484s]
-06/11/23 07:09:06| INFO binne_sld finished [took 215.5010s]
-06/11/23 07:09:06| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 220.4788s]
-06/11/23 07:09:06| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:10:03| INFO ref finished [took 47.0882s]
-06/11/23 07:10:08| INFO atc_mc finished [took 51.1826s]
-06/11/23 07:10:10| INFO mul_pacc finished [took 55.8766s]
-06/11/23 07:10:14| INFO mulmc_sld finished [took 64.7175s]
-06/11/23 07:10:15| INFO mul_sld finished [took 67.2892s]
-06/11/23 07:10:17| INFO mulne_sld finished [took 64.9305s]
-06/11/23 07:12:40| INFO bin_pacc finished [took 207.6921s]
-06/11/23 07:12:41| INFO binmc_sld finished [took 212.3821s]
-06/11/23 07:12:41| INFO bin_sld finished [took 214.5241s]
-06/11/23 07:12:43| INFO binne_sld finished [took 212.5115s]
-06/11/23 07:12:43| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 217.3597s]
-06/11/23 07:12:43| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:13:39| INFO ref finished [took 46.5374s]
-06/11/23 07:13:45| INFO atc_mc finished [took 51.0121s]
-06/11/23 07:13:47| INFO mul_pacc finished [took 55.4950s]
-06/11/23 07:13:52| INFO mulmc_sld finished [took 64.7651s]
-06/11/23 07:13:52| INFO mul_sld finished [took 67.0632s]
-06/11/23 07:13:54| INFO mulne_sld finished [took 65.2533s]
-06/11/23 07:16:18| INFO bin_pacc finished [took 207.9541s]
-06/11/23 07:16:19| INFO bin_sld finished [took 214.6495s]
-06/11/23 07:16:19| INFO binmc_sld finished [took 213.2167s]
-06/11/23 07:16:24| INFO binne_sld finished [took 215.5646s]
-06/11/23 07:16:24| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 220.4851s]
-06/11/23 07:16:24| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:17:20| INFO ref finished [took 46.7655s]
-06/11/23 07:17:25| INFO atc_mc finished [took 50.9430s]
-06/11/23 07:17:27| INFO mul_pacc finished [took 55.4948s]
-06/11/23 07:17:44| INFO mul_sld finished [took 78.5002s]
-06/11/23 07:17:46| INFO mulmc_sld finished [took 78.7519s]
-06/11/23 07:17:48| INFO mulne_sld finished [took 78.4293s]
-06/11/23 07:19:59| INFO bin_pacc finished [took 208.5200s]
-06/11/23 07:20:02| INFO bin_sld finished [took 216.9046s]
-06/11/23 07:20:03| INFO binmc_sld finished [took 216.2736s]
-06/11/23 07:20:03| INFO binne_sld finished [took 214.9573s]
-06/11/23 07:20:03| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 219.7592s]
-06/11/23 07:20:03| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
-06/11/23 07:20:05| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:06| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:08| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:10| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 07:20:12| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 07:20:48| INFO ref finished [took 36.6985s]
-06/11/23 07:20:52| INFO atc_mc finished [took 39.8292s]
-06/11/23 07:20:55| INFO mulmc_sld finished [took 48.0943s]
-06/11/23 07:20:56| INFO mul_sld finished [took 50.2138s]
-06/11/23 07:20:57| INFO mulne_sld finished [took 47.9755s]
-06/11/23 07:20:57| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 53.5645s]
-----------------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------------
-06/11/23 10:25:08| INFO dataset rcv1_CCAT_1prevs
-06/11/23 10:25:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 10:26:02| INFO ref finished [took 43.6300s]
-06/11/23 10:26:05| INFO atc_mc finished [took 46.2297s]
-06/11/23 10:26:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00906) [took 88.7593s]
-06/11/23 10:27:29| INFO mul_pacc_gs finished [took 132.4595s]
-06/11/23 10:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00900) [took 379.8213s]
-06/11/23 10:34:52| INFO bin_pacc_gs finished [took 576.1136s]
-----------------------------------------------------------------------------------------------------
-06/11/23 10:55:40| INFO dataset rcv1_CCAT_1prevs
-06/11/23 10:55:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 10:56:36| INFO ref finished [took 44.5230s]
-06/11/23 10:56:40| INFO atc_mc finished [took 47.6566s]
-06/11/23 10:57:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00927) [took 90.0830s]
-06/11/23 10:58:04| INFO mul_pacc_gs finished [took 134.5283s]
-06/11/23 11:02:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00974) [took 383.6784s]
-06/11/23 11:05:24| INFO bin_pacc_gs finished [took 574.8730s]
-06/11/23 11:10:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 897.6622s]
-06/11/23 11:11:27| INFO mul_sld_gs finished [took 940.1205s]
-06/11/23 11:18:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 1344.8544s]
-06/11/23 11:21:09| INFO bin_sld_gs finished [took 1523.4358s]
-06/11/23 11:21:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1525.2268s]
-----------------------------------------------------------------------------------------------------
-06/11/23 11:21:26| INFO dataset rcv1_CCAT_1prevs
-06/11/23 11:21:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/11/23 11:22:18| INFO ref finished [took 42.1948s]
-06/11/23 11:22:23| INFO atc_mc finished [took 45.7857s]
-06/11/23 11:23:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00987) [took 87.4022s]
-06/11/23 11:23:45| INFO mul_pacc_gs finished [took 130.6127s]
-06/11/23 11:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00925) [took 374.1460s]
-06/11/23 11:29:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 493.2309s]
-06/11/23 11:30:30| INFO mul_sld_gs finished [took 537.7362s]
-06/11/23 11:30:56| INFO bin_pacc_gs finished [took 562.8681s]
-06/11/23 11:35:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 840.9875s]
-06/11/23 11:38:31| INFO bin_sld_gs finished [took 1019.8362s]
-06/11/23 11:38:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1021.3535s]
-----------------------------------------------------------------------------------------------------
-06/11/23 11:53:50| INFO dataset rcv1_CCAT_9prevs
-06/11/23 11:53:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 11:56:45| INFO doc_feat finished [took 83.7957s]
-06/11/23 11:56:58| INFO mulne_pacc finished [took 146.6577s]
-06/11/23 11:57:03| INFO ref finished [took 120.2665s]
-06/11/23 11:57:05| INFO mul_pacc finished [took 169.5909s]
-06/11/23 11:57:07| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 11:57:08| INFO kfcv finished [took 130.0948s]
-06/11/23 11:57:13| INFO mulmc_pacc finished [took 173.0431s]
-06/11/23 11:57:16| INFO atc_mc finished [took 125.2363s]
-06/11/23 11:57:17| INFO mul_sld finished [took 199.1179s]
-06/11/23 11:57:18| INFO mul_cc finished [took 148.2203s]
-06/11/23 11:57:20| INFO atc_ne finished [took 121.9570s]
-06/11/23 11:57:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00899) [took 176.8809s]
-06/11/23 11:58:48| INFO mul_pacc_gs finished [took 245.7641s]
-06/11/23 12:00:56| INFO bin_pacc finished [took 409.8967s]
-06/11/23 12:01:03| INFO bin_sld finished [took 426.0031s]
-06/11/23 12:01:09| INFO binmc_pacc finished [took 412.9057s]
-06/11/23 12:01:13| INFO bin_cc finished [took 389.4719s]
-06/11/23 12:01:14| INFO binne_pacc finished [took 411.1276s]
-06/11/23 12:02:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00719) [took 523.4665s]
-06/11/23 12:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 643.3372s]
-06/11/23 12:05:27| INFO mul_sld_gs finished [took 686.5912s]
-06/11/23 12:06:25| INFO bin_pacc_gs finished [took 710.5248s]
-06/11/23 12:08:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 892.3454s]
-06/11/23 12:11:50| INFO bin_sld_gs finished [took 1070.2847s]
-06/11/23 12:11:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1073.7689s]
-06/11/23 12:11:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:14:15| INFO doc_feat finished [took 80.2198s]
-06/11/23 12:14:27| INFO ref finished [took 106.1446s]
-06/11/23 12:14:36| INFO mul_pacc finished [took 155.8715s]
-06/11/23 12:14:37| INFO mul_sld finished [took 162.7857s]
-06/11/23 12:14:47| INFO kfcv finished [took 132.1178s]
-06/11/23 12:14:55| INFO atc_mc finished [took 127.9109s]
-06/11/23 12:14:57| INFO atc_ne finished [took 121.6128s]
-06/11/23 12:14:58| INFO mulmc_pacc finished [took 173.9023s]
-06/11/23 12:14:58| INFO mulne_pacc finished [took 167.2920s]
-06/11/23 12:14:59| INFO mul_cc finished [took 147.7428s]
-06/11/23 12:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00931) [took 186.6087s]
-06/11/23 12:16:44| INFO mul_pacc_gs finished [took 261.9352s]
-06/11/23 12:18:49| INFO binmc_pacc finished [took 407.0394s]
-06/11/23 12:18:50| INFO bin_pacc finished [took 410.4620s]
-06/11/23 12:18:55| INFO bin_sld finished [took 422.8949s]
-06/11/23 12:19:01| INFO binne_pacc finished [took 410.3575s]
-06/11/23 12:19:03| INFO bin_cc finished [took 396.9482s]
-06/11/23 12:20:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:20:41| INFO bin_sld_gsq finished [took 524.4318s]
-06/11/23 12:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00784) [took 546.2730s]
-06/11/23 12:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 640.2364s]
-06/11/23 12:23:20| INFO mul_sld_gs finished [took 683.6191s]
-06/11/23 12:24:29| INFO bin_pacc_gs finished [took 732.6258s]
-06/11/23 12:27:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 948.8111s]
-06/11/23 12:30:43| INFO bin_sld_gs finished [took 1128.0644s]
-06/11/23 12:30:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1132.7995s]
-06/11/23 12:30:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:33:12| INFO mul_sld finished [took 146.3214s]
-06/11/23 12:33:24| INFO mul_cc finished [took 118.2992s]
-06/11/23 12:33:26| INFO doc_feat finished [took 96.3414s]
-06/11/23 12:33:36| INFO atc_ne finished [took 108.2657s]
-06/11/23 12:33:37| INFO mulne_pacc finished [took 155.4759s]
-06/11/23 12:33:39| INFO atc_mc finished [took 119.0950s]
-06/11/23 12:33:39| INFO mul_pacc finished [took 166.1039s]
-06/11/23 12:33:40| INFO ref finished [took 122.3921s]
-06/11/23 12:33:40| INFO mulmc_pacc finished [took 164.5722s]
-06/11/23 12:33:43| INFO kfcv finished [took 131.6124s]
-06/11/23 12:34:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00857) [took 188.0301s]
-06/11/23 12:35:45| INFO mul_pacc_gs finished [took 269.4655s]
-06/11/23 12:37:47| INFO binne_pacc finished [took 409.7038s]
-06/11/23 12:37:47| INFO bin_sld finished [took 421.4590s]
-06/11/23 12:37:55| INFO bin_pacc finished [took 423.8805s]
-06/11/23 12:37:57| INFO binmc_pacc finished [took 422.8180s]
-06/11/23 12:38:01| INFO bin_cc finished [took 400.2199s]
-06/11/23 12:39:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:39:41| INFO bin_sld_gsq finished [took 531.7360s]
-06/11/23 12:40:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.6726s]
-06/11/23 12:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 646.0507s]
-06/11/23 12:42:19| INFO mul_sld_gs finished [took 690.7431s]
-06/11/23 12:43:25| INFO bin_pacc_gs finished [took 737.2287s]
-06/11/23 12:47:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 979.3211s]
-06/11/23 12:50:07| INFO bin_sld_gs finished [took 1159.4207s]
-06/11/23 12:50:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1163.9370s]
-06/11/23 12:50:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:52:34| INFO doc_feat finished [took 79.3857s]
-06/11/23 12:52:39| INFO mul_pacc finished [took 143.2358s]
-06/11/23 12:52:49| INFO mul_sld finished [took 159.6160s]
-06/11/23 12:52:58| INFO kfcv finished [took 121.1756s]
-06/11/23 12:53:07| INFO mulmc_pacc finished [took 167.6154s]
-06/11/23 12:53:09| INFO atc_ne finished [took 115.9704s]
-06/11/23 12:53:11| INFO ref finished [took 127.9906s]
-06/11/23 12:53:17| INFO atc_mc finished [took 129.9605s]
-06/11/23 12:53:19| INFO mulne_pacc finished [took 166.1444s]
-06/11/23 12:53:21| INFO mul_cc finished [took 152.0451s]
-06/11/23 12:53:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.1015s]
-06/11/23 12:55:03| INFO mul_pacc_gs finished [took 261.6088s]
-06/11/23 12:57:20| INFO binmc_pacc finished [took 422.6680s]
-06/11/23 12:57:23| INFO bin_sld finished [took 434.1109s]
-06/11/23 12:57:26| INFO bin_pacc finished [took 431.1893s]
-06/11/23 12:57:28| INFO binne_pacc finished [took 427.7980s]
-06/11/23 12:57:29| INFO bin_cc finished [took 402.6463s]
-06/11/23 12:58:43| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:59:20| INFO bin_sld_gsq finished [took 546.8013s]
-06/11/23 12:59:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00858) [took 550.8127s]
-06/11/23 13:01:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 652.8483s]
-06/11/23 13:01:47| INFO mul_sld_gs finished [took 695.7927s]
-06/11/23 13:02:56| INFO bin_pacc_gs finished [took 739.4380s]
-06/11/23 13:06:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 999.0699s]
-06/11/23 13:09:50| INFO bin_sld_gs finished [took 1179.8181s]
-06/11/23 13:09:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1183.4124s]
-06/11/23 13:09:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:12:34| INFO doc_feat finished [took 88.8963s]
-06/11/23 13:12:43| INFO mul_sld finished [took 169.3932s]
-06/11/23 13:12:47| INFO mul_pacc finished [took 166.5633s]
-06/11/23 13:12:50| INFO kfcv finished [took 134.2527s]
-06/11/23 13:12:58| INFO ref finished [took 128.7367s]
-06/11/23 13:12:59| INFO mulne_pacc finished [took 161.0902s]
-06/11/23 13:13:00| INFO mulmc_pacc finished [took 176.8006s]
-06/11/23 13:13:01| INFO atc_mc finished [took 129.5173s]
-06/11/23 13:13:06| INFO atc_ne finished [took 122.8886s]
-06/11/23 13:13:16| INFO mul_cc finished [took 152.5218s]
-06/11/23 13:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00774) [took 183.0928s]
-06/11/23 13:14:57| INFO mul_pacc_gs finished [took 266.4369s]
-06/11/23 13:17:06| INFO bin_pacc finished [took 427.3693s]
-06/11/23 13:17:08| INFO binmc_pacc finished [took 426.6359s]
-06/11/23 13:17:14| INFO bin_sld finished [took 441.7834s]
-06/11/23 13:17:20| INFO binne_pacc finished [took 435.6569s]
-06/11/23 13:17:22| INFO bin_cc finished [took 412.7263s]
-06/11/23 13:18:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:19:06| INFO bin_sld_gsq finished [took 549.0379s]
-06/11/23 13:19:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00709) [took 545.0306s]
-06/11/23 13:20:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 645.5669s]
-06/11/23 13:21:25| INFO mul_sld_gs finished [took 689.4814s]
-06/11/23 13:22:32| INFO bin_pacc_gs finished [took 730.0602s]
-06/11/23 13:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 985.8522s]
-06/11/23 13:29:21| INFO bin_sld_gs finished [took 1166.4200s]
-06/11/23 13:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1170.8744s]
-06/11/23 13:29:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:31:52| INFO doc_feat finished [took 80.3058s]
-06/11/23 13:32:00| INFO mul_sld finished [took 153.1261s]
-06/11/23 13:32:00| INFO mul_pacc finished [took 148.0156s]
-06/11/23 13:32:13| INFO kfcv finished [took 122.2270s]
-06/11/23 13:32:13| INFO mulne_pacc finished [took 145.0130s]
-06/11/23 13:32:22| INFO ref finished [took 122.3525s]
-06/11/23 13:32:23| INFO atc_mc finished [took 120.2587s]
-06/11/23 13:32:23| INFO atc_ne finished [took 113.5667s]
-06/11/23 13:32:23| INFO mulmc_pacc finished [took 167.7106s]
-06/11/23 13:32:36| INFO mul_cc finished [took 143.6517s]
-06/11/23 13:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00802) [took 182.2049s]
-06/11/23 13:34:23| INFO mul_pacc_gs finished [took 261.0038s]
-06/11/23 13:36:19| INFO binmc_pacc finished [took 405.9199s]
-06/11/23 13:36:31| INFO bin_sld finished [took 426.3780s]
-06/11/23 13:36:32| INFO bin_pacc finished [took 420.2833s]
-06/11/23 13:36:34| INFO binne_pacc finished [took 417.2048s]
-06/11/23 13:36:42| INFO bin_cc finished [took 394.3524s]
-06/11/23 13:37:45| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:38:18| INFO bin_sld_gsq finished [took 528.6956s]
-06/11/23 13:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00707) [took 544.2769s]
-06/11/23 13:39:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 628.0656s]
-06/11/23 13:40:41| INFO mul_sld_gs finished [took 673.3968s]
-06/11/23 13:41:58| INFO bin_pacc_gs finished [took 730.5371s]
-06/11/23 13:45:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 960.1061s]
-06/11/23 13:48:28| INFO bin_sld_gs finished [took 1140.6073s]
-06/11/23 13:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1146.6395s]
-06/11/23 13:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:50:49| INFO mul_pacc finished [took 130.9408s]
-06/11/23 13:51:02| INFO doc_feat finished [took 86.2411s]
-06/11/23 13:51:07| INFO mul_sld finished [took 155.4513s]
-06/11/23 13:51:15| INFO atc_ne finished [took 101.0761s]
-06/11/23 13:51:20| INFO ref finished [took 121.3689s]
-06/11/23 13:51:20| INFO atc_mc finished [took 106.6415s]
-06/11/23 13:51:22| INFO mulmc_pacc finished [took 160.4221s]
-06/11/23 13:51:22| INFO mulne_pacc finished [took 150.1203s]
-06/11/23 13:51:25| INFO kfcv finished [took 127.5280s]
-06/11/23 13:51:35| INFO mul_cc finished [took 145.4437s]
-06/11/23 13:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00886) [took 182.0543s]
-06/11/23 13:53:23| INFO mul_pacc_gs finished [took 262.2496s]
-06/11/23 13:55:28| INFO bin_sld finished [took 417.7315s]
-06/11/23 13:55:30| INFO binmc_pacc finished [took 410.0114s]
-06/11/23 13:55:30| INFO bin_pacc finished [took 413.5912s]
-06/11/23 13:55:35| INFO binne_pacc finished [took 411.8241s]
-06/11/23 13:55:42| INFO bin_cc finished [took 396.5011s]
-06/11/23 13:56:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:57:22| INFO bin_sld_gsq finished [took 527.2507s]
-06/11/23 13:58:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00910) [took 547.7641s]
-06/11/23 13:59:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 634.8469s]
-06/11/23 13:59:54| INFO mul_sld_gs finished [took 680.2027s]
-06/11/23 14:01:07| INFO bin_pacc_gs finished [took 731.8655s]
-06/11/23 14:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 960.6861s]
-06/11/23 14:07:34| INFO bin_sld_gs finished [took 1141.7199s]
-06/11/23 14:07:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1146.2680s]
-06/11/23 14:07:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:10:08| INFO mulmc_pacc finished [took 141.2266s]
-06/11/23 14:10:19| INFO atc_ne finished [took 101.4512s]
-06/11/23 14:10:20| INFO mul_sld finished [took 162.5808s]
-06/11/23 14:10:23| INFO mul_pacc finished [took 158.9068s]
-06/11/23 14:10:30| INFO kfcv finished [took 123.4790s]
-06/11/23 14:10:33| INFO mulne_pacc finished [took 158.4983s]
-06/11/23 14:10:33| INFO doc_feat finished [took 111.7987s]
-06/11/23 14:10:35| INFO ref finished [took 124.4184s]
-06/11/23 14:10:40| INFO atc_mc finished [took 126.3543s]
-06/11/23 14:10:40| INFO mul_cc finished [took 139.5958s]
-06/11/23 14:11:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.01309) [took 184.0645s]
-06/11/23 14:12:44| INFO mul_pacc_gs finished [took 272.5404s]
-06/11/23 14:14:32| INFO binmc_pacc finished [took 406.3609s]
-06/11/23 14:14:38| INFO bin_pacc finished [took 414.8972s]
-06/11/23 14:14:43| INFO binne_pacc finished [took 414.4123s]
-06/11/23 14:14:51| INFO bin_cc finished [took 395.5254s]
-06/11/23 14:14:55| INFO bin_sld finished [took 437.7681s]
-06/11/23 14:15:58| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:16:33| INFO bin_sld_gsq finished [took 532.4040s]
-06/11/23 14:16:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00812) [took 536.4746s]
-06/11/23 14:18:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 636.4067s]
-06/11/23 14:19:00| INFO mul_sld_gs finished [took 680.2467s]
-06/11/23 14:20:01| INFO bin_pacc_gs finished [took 720.9205s]
-06/11/23 14:23:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 954.4487s]
-06/11/23 14:26:41| INFO bin_sld_gs finished [took 1142.3328s]
-06/11/23 14:26:41| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1146.7713s]
-06/11/23 14:26:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:29:04| INFO mul_pacc finished [took 133.1736s]
-06/11/23 14:29:07| INFO ref finished [took 87.1594s]
-06/11/23 14:29:16| INFO doc_feat finished [took 83.8190s]
-06/11/23 14:29:21| INFO mulmc_pacc finished [took 147.5202s]
-06/11/23 14:29:22| INFO atc_mc finished [took 99.1039s]
-06/11/23 14:29:23| INFO kfcv finished [took 109.5348s]
-06/11/23 14:29:27| INFO mulne_pacc finished [took 148.1672s]
-06/11/23 14:29:33| INFO atc_ne finished [took 101.4673s]
-06/11/23 14:29:36| INFO mul_cc finished [took 126.0447s]
-06/11/23 14:29:42| INFO mul_sld finished [took 177.5880s]
-06/11/23 14:30:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01497) [took 175.1432s]
-06/11/23 14:31:33| INFO mul_pacc_gs finished [took 252.3399s]
-06/11/23 14:33:34| INFO binmc_pacc finished [took 401.7891s]
-06/11/23 14:33:35| INFO binne_pacc finished [took 400.4138s]
-06/11/23 14:33:36| INFO bin_pacc finished [took 406.7598s]
-06/11/23 14:33:48| INFO bin_cc finished [took 378.7595s]
-06/11/23 14:33:48| INFO bin_sld finished [took 423.7366s]
-06/11/23 14:34:47| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:35:26| INFO bin_sld_gsq finished [took 518.8996s]
-06/11/23 14:36:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00880) [took 539.3992s]
-06/11/23 14:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 622.0419s]
-06/11/23 14:37:53| INFO mul_sld_gs finished [took 666.0058s]
-06/11/23 14:39:16| INFO bin_pacc_gs finished [took 722.5231s]
-06/11/23 14:42:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 929.3464s]
-06/11/23 14:45:14| INFO bin_sld_gs finished [took 1108.7356s]
-06/11/23 14:45:14| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1113.2364s]
-06/11/23 14:48:04| INFO dataset imdb_9prevs
-06/11/23 14:48:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 14:48:17| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:18| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:31| INFO doc_feat finished [took 11.5257s]
-06/11/23 14:48:36| INFO ref finished [took 18.5620s]
-06/11/23 14:48:42| INFO kfcv finished [took 24.7227s]
-06/11/23 14:48:44| INFO atc_ne finished [took 25.5676s]
-06/11/23 14:48:46| INFO atc_mc finished [took 27.4910s]
-06/11/23 14:48:50| INFO mulne_pacc finished [took 34.0415s]
-06/11/23 14:48:57| INFO mulmc_pacc finished [took 41.7500s]
-06/11/23 14:48:58| INFO mul_pacc finished [took 43.0162s]
-06/11/23 14:48:58| INFO mul_cc finished [took 40.3279s]
-06/11/23 14:49:16| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:49:26| INFO mul_sld finished [took 71.4588s]
-06/11/23 14:50:10| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:52:12| INFO binne_pacc finished [took 236.2174s]
-06/11/23 14:52:16| INFO binmc_pacc finished [took 240.4686s]
-06/11/23 14:52:19| INFO bin_cc finished [took 241.9141s]
-06/11/23 14:52:20| INFO bin_pacc finished [took 244.5632s]
-06/11/23 14:52:23| INFO bin_sld finished [took 249.0477s]
-06/11/23 14:53:48| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 443.6010s]
-06/11/23 14:55:51| INFO mul_sld_gs finished [took 455.9932s]
-06/11/23 14:55:51| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 456.7746s]
-06/11/23 14:55:51| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 14:56:07| INFO doc_feat finished [took 11.2758s]
-06/11/23 14:56:18| INFO atc_mc finished [took 22.2986s]
-06/11/23 14:56:22| INFO ref finished [took 26.3482s]
-06/11/23 14:56:25| INFO kfcv finished [took 30.4761s]
-06/11/23 14:56:29| INFO mul_pacc finished [took 36.5892s]
-06/11/23 14:56:29| INFO mulmc_pacc finished [took 36.7773s]
-06/11/23 14:56:38| INFO atc_ne finished [took 41.7824s]
-06/11/23 14:56:41| INFO mulne_pacc finished [took 47.8318s]
-06/11/23 14:56:41| INFO mul_cc finished [took 46.7221s]
-06/11/23 14:56:55| INFO mul_sld finished [took 63.3547s]
-06/11/23 14:57:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.01017) [took 119.9166s]
-06/11/23 14:58:15| INFO mul_pacc_gs finished [took 141.4446s]
-06/11/23 15:00:38| INFO binne_pacc finished [took 285.5562s]
-06/11/23 15:00:48| INFO bin_cc finished [took 293.8727s]
-06/11/23 15:00:49| INFO binmc_pacc finished [took 296.7176s]
-06/11/23 15:00:49| INFO bin_pacc finished [took 297.1868s]
-06/11/23 15:01:03| INFO bin_sld finished [took 312.0358s]
-06/11/23 15:02:29| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:02:34| INFO bin_sld_gsq finished [took 402.0748s]
-06/11/23 15:03:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00980) [took 482.9237s]
-06/11/23 15:05:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 548.0443s]
-06/11/23 15:05:14| INFO mul_sld_gs finished [took 562.2966s]
-06/11/23 15:06:30| INFO bin_pacc_gs finished [took 636.7956s]
-06/11/23 15:10:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 884.9748s]
-06/11/23 15:13:11| INFO bin_sld_gs finished [took 1039.3282s]
-06/11/23 15:13:11| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 1040.0772s]
-06/11/23 15:13:11| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 15:13:39| INFO doc_feat finished [took 22.8145s]
-06/11/23 15:13:41| INFO atc_ne finished [took 24.3471s]
-06/11/23 15:13:45| INFO ref finished [took 28.7559s]
-06/11/23 15:13:52| INFO mulne_pacc finished [took 38.1365s]
-06/11/23 15:13:53| INFO kfcv finished [took 37.4026s]
-06/11/23 15:13:56| INFO atc_mc finished [took 39.4198s]
-06/11/23 15:13:59| INFO mul_pacc finished [took 45.9542s]
-06/11/23 15:13:59| INFO mul_cc finished [took 43.9076s]
-06/11/23 15:13:59| INFO mulmc_pacc finished [took 45.9395s]
-06/11/23 15:14:11| INFO mul_sld finished [took 59.8835s]
-06/11/23 15:15:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01028) [took 128.2866s]
-06/11/23 15:15:44| INFO mul_pacc_gs finished [took 149.5820s]
-06/11/23 15:18:03| INFO binne_pacc finished [took 289.3504s]
-06/11/23 15:18:07| INFO bin_pacc finished [took 294.7115s]
-06/11/23 15:18:14| INFO bin_cc finished [took 298.6839s]
-06/11/23 15:18:14| INFO binmc_pacc finished [took 300.9499s]
-06/11/23 15:18:14| INFO bin_sld finished [took 302.9035s]
-06/11/23 15:19:46| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:20:05| INFO bin_sld_gsq finished [took 413.1151s]
-06/11/23 15:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00916) [took 488.7327s]
-06/11/23 15:22:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 541.2865s]
-06/11/23 15:22:28| INFO mul_sld_gs finished [took 556.0867s]
-06/11/23 15:23:57| INFO bin_pacc_gs finished [took 643.0717s]
-06/11/23 15:27:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 860.3135s]
-06/11/23 15:30:05| INFO bin_sld_gs finished [took 1013.1878s]
-06/11/23 15:30:05| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 1014.3141s]
-06/11/23 15:30:05| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 15:30:24| INFO doc_feat finished [took 13.8500s]
-06/11/23 15:30:32| INFO ref finished [took 22.3531s]
-06/11/23 15:30:41| INFO mul_pacc finished [took 34.1860s]
-06/11/23 15:30:45| INFO atc_ne finished [took 34.8111s]
-06/11/23 15:30:46| INFO kfcv finished [took 36.4055s]
-06/11/23 15:30:49| INFO atc_mc finished [took 38.7978s]
-06/11/23 15:30:49| INFO mulmc_pacc finished [took 42.4552s]
-06/11/23 15:30:51| INFO mul_cc finished [took 42.6899s]
-06/11/23 15:30:53| INFO mulne_pacc finished [took 45.2694s]
-06/11/23 15:30:57| INFO mul_sld finished [took 51.2705s]
-06/11/23 15:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01220) [took 124.5801s]
-06/11/23 15:32:34| INFO mul_pacc_gs finished [took 145.3368s]
-06/11/23 15:34:56| INFO binmc_pacc finished [took 289.1451s]
-06/11/23 15:35:04| INFO bin_sld finished [took 298.3514s]
-06/11/23 15:35:04| INFO binne_pacc finished [took 296.5538s]
-06/11/23 15:35:05| INFO bin_pacc finished [took 298.5077s]
-06/11/23 15:35:09| INFO bin_cc finished [took 300.1332s]
-06/11/23 15:36:41| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:37:08| INFO bin_sld_gsq finished [took 421.3938s]
-06/11/23 15:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01137) [took 490.9644s]
-06/11/23 15:38:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 531.8225s]
-06/11/23 15:39:12| INFO mul_sld_gs finished [took 546.4524s]
-06/11/23 15:40:53| INFO bin_pacc_gs finished [took 645.0957s]
-06/11/23 15:44:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 882.0550s]
-06/11/23 15:47:19| INFO bin_sld_gs finished [took 1033.2802s]
-06/11/23 15:47:19| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 1034.1241s]
-06/11/23 15:47:19| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 15:47:36| INFO doc_feat finished [took 11.6005s]
-06/11/23 15:47:40| INFO ref finished [took 16.3058s]
-06/11/23 15:47:50| INFO atc_mc finished [took 25.8745s]
-06/11/23 15:47:52| INFO kfcv finished [took 29.0931s]
-06/11/23 15:47:53| INFO atc_ne finished [took 28.8903s]
-06/11/23 15:47:53| INFO mul_pacc finished [took 32.5473s]
-06/11/23 15:48:00| INFO mul_cc finished [took 37.3478s]
-06/11/23 15:48:01| INFO mulne_pacc finished [took 39.9745s]
-06/11/23 15:48:02| INFO mulmc_pacc finished [took 40.5057s]
-06/11/23 15:48:10| INFO mul_sld finished [took 50.1825s]
-06/11/23 15:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01107) [took 125.0329s]
-06/11/23 15:49:49| INFO mul_pacc_gs finished [took 146.7316s]
-06/11/23 15:52:15| INFO bin_cc finished [took 292.6719s]
-06/11/23 15:52:15| INFO binne_pacc finished [took 293.9844s]
-06/11/23 15:52:17| INFO bin_pacc finished [took 296.2830s]
-06/11/23 15:52:21| INFO binmc_pacc finished [took 299.4873s]
-06/11/23 15:52:23| INFO bin_sld finished [took 303.4889s]
-06/11/23 15:53:57| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:54:18| INFO bin_sld_gsq finished [took 418.0959s]
-06/11/23 15:55:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 489.7797s]
-06/11/23 15:56:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 536.7408s]
-06/11/23 15:56:33| INFO mul_sld_gs finished [took 552.5393s]
-06/11/23 15:58:05| INFO bin_pacc_gs finished [took 643.1581s]
-06/11/23 16:01:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 862.6012s]
-06/11/23 16:04:15| INFO bin_sld_gs finished [took 1015.3606s]
-06/11/23 16:04:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 1016.0642s]
-06/11/23 16:04:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 16:04:40| INFO doc_feat finished [took 19.9628s]
-06/11/23 16:04:41| INFO kfcv finished [took 21.8848s]
-06/11/23 16:04:46| INFO ref finished [took 26.2613s]
-06/11/23 16:04:56| INFO mulmc_pacc finished [took 38.6399s]
-06/11/23 16:04:56| INFO atc_ne finished [took 35.7501s]
-06/11/23 16:04:57| INFO atc_mc finished [took 37.3907s]
-06/11/23 16:05:01| INFO mul_cc finished [took 41.6420s]
-06/11/23 16:05:01| INFO mul_pacc finished [took 44.6898s]
-06/11/23 16:05:02| INFO mulne_pacc finished [took 44.7679s]
-06/11/23 16:05:12| INFO mul_sld finished [took 56.0834s]
-06/11/23 16:06:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01082) [took 125.2569s]
-06/11/23 16:06:44| INFO mul_pacc_gs finished [took 146.2318s]
-06/11/23 16:09:05| INFO binne_pacc finished [took 288.1949s]
-06/11/23 16:09:10| INFO bin_pacc finished [took 293.3207s]
-06/11/23 16:09:12| INFO bin_sld finished [took 296.1022s]
-06/11/23 16:09:13| INFO binmc_pacc finished [took 296.4000s]
-06/11/23 16:09:18| INFO bin_cc finished [took 299.1982s]
-06/11/23 16:10:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:11:22| INFO bin_sld_gsq finished [took 425.6641s]
-06/11/23 16:12:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00976) [took 492.8847s]
-06/11/23 16:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 536.8669s]
-06/11/23 16:13:28| INFO mul_sld_gs finished [took 551.6187s]
-06/11/23 16:15:03| INFO bin_pacc_gs finished [took 645.6602s]
-06/11/23 16:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 907.7074s]
-06/11/23 16:21:57| INFO bin_sld_gs finished [took 1060.9759s]
-06/11/23 16:21:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 1061.7730s]
-06/11/23 16:21:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 16:22:23| INFO doc_feat finished [took 20.2428s]
-06/11/23 16:22:34| INFO kfcv finished [took 32.1532s]
-06/11/23 16:22:36| INFO ref finished [took 34.3738s]
-06/11/23 16:22:38| INFO mul_sld finished [took 40.1101s]
-06/11/23 16:22:40| INFO mul_cc finished [took 38.6722s]
-06/11/23 16:22:41| INFO atc_mc finished [took 38.9379s]
-06/11/23 16:22:43| INFO atc_ne finished [took 40.3132s]
-06/11/23 16:22:43| INFO mulne_pacc finished [took 43.7833s]
-06/11/23 16:22:44| INFO mulmc_pacc finished [took 44.4084s]
-06/11/23 16:22:46| INFO mul_pacc finished [took 47.7998s]
-06/11/23 16:24:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01575) [took 127.2393s]
-06/11/23 16:24:31| INFO mul_pacc_gs finished [took 150.2100s]
-06/11/23 16:26:49| INFO bin_cc finished [took 288.6128s]
-06/11/23 16:26:51| INFO bin_pacc finished [took 292.1757s]
-06/11/23 16:26:52| INFO binne_pacc finished [took 293.0194s]
-06/11/23 16:27:01| INFO binmc_pacc finished [took 302.5703s]
-06/11/23 16:27:01| INFO bin_sld finished [took 303.9303s]
-06/11/23 16:28:32| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:28:53| INFO bin_sld_gsq finished [took 414.4520s]
-06/11/23 16:30:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01641) [took 494.7681s]
-06/11/23 16:31:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 542.3282s]
-06/11/23 16:31:15| INFO mul_sld_gs finished [took 557.2859s]
-06/11/23 16:32:49| INFO bin_pacc_gs finished [took 648.9428s]
-06/11/23 16:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 864.7237s]
-06/11/23 16:38:54| INFO bin_sld_gs finished [took 1015.9618s]
-06/11/23 16:38:54| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 1016.7743s]
-06/11/23 16:38:54| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 16:39:19| INFO doc_feat finished [took 19.9639s]
-06/11/23 16:39:22| INFO atc_mc finished [took 22.9650s]
-06/11/23 16:39:26| INFO kfcv finished [took 27.9671s]
-06/11/23 16:39:30| INFO mul_pacc finished [took 34.3899s]
-06/11/23 16:39:31| INFO ref finished [took 32.4692s]
-06/11/23 16:39:33| INFO mulne_pacc finished [took 37.2045s]
-06/11/23 16:39:39| INFO atc_ne finished [took 39.7686s]
-06/11/23 16:39:41| INFO mul_cc finished [took 42.9411s]
-06/11/23 16:39:41| INFO mulmc_pacc finished [took 44.9724s]
-06/11/23 16:39:46| INFO mul_sld finished [took 51.4269s]
-06/11/23 16:40:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01013) [took 122.2196s]
-06/11/23 16:41:24| INFO mul_pacc_gs finished [took 146.7076s]
-06/11/23 16:43:40| INFO binne_pacc finished [took 284.1154s]
-06/11/23 16:43:52| INFO bin_pacc finished [took 296.8885s]
-06/11/23 16:43:54| INFO bin_cc finished [took 297.1714s]
-06/11/23 16:43:56| INFO binmc_pacc finished [took 300.6806s]
-06/11/23 16:43:57| INFO bin_sld finished [took 302.6966s]
-06/11/23 16:45:26| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:45:41| INFO bin_sld_gsq finished [took 405.8247s]
-06/11/23 16:47:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00949) [took 483.3129s]
-06/11/23 16:47:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 539.6504s]
-06/11/23 16:48:09| INFO mul_sld_gs finished [took 553.8401s]
-06/11/23 16:49:34| INFO bin_pacc_gs finished [took 637.2772s]
-06/11/23 16:53:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 875.8870s]
-06/11/23 16:56:08| INFO bin_sld_gs finished [took 1033.4325s]
-06/11/23 16:56:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 1034.1983s]
-06/11/23 16:56:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 16:56:09| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:09| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:22| INFO doc_feat finished [took 10.1613s]
-06/11/23 16:56:25| INFO ref finished [took 13.7569s]
-06/11/23 16:56:27| INFO kfcv finished [took 15.6337s]
-06/11/23 16:56:29| INFO atc_mc finished [took 18.0104s]
-06/11/23 16:56:30| INFO atc_ne finished [took 18.0260s]
-06/11/23 16:56:31| INFO mul_cc finished [took 20.6201s]
-06/11/23 16:56:40| INFO mul_sld finished [took 31.2942s]
-06/11/23 16:56:47| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 16:58:55| INFO bin_cc finished [took 164.5182s]
-06/11/23 16:58:59| INFO bin_sld finished [took 170.5046s]
-06/11/23 17:02:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 368.6067s]
-06/11/23 17:02:29| INFO mul_sld_gs finished [took 380.7801s]
-06/11/23 17:02:29| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 381.5305s]
-----------------------------------------------------------------------------------------------------
-06/11/23 18:04:06| INFO dataset rcv1_GCAT_9prevs
-06/11/23 18:04:12| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:04:19| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:21| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:22| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:24| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:24| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:26| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:27| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:28| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:04:29| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:05:10| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 18:05:41| INFO ref finished [took 65.3048s]
-06/11/23 18:05:43| INFO kfcv finished [took 66.9585s]
-06/11/23 18:05:45| INFO doc_feat finished [took 56.7504s]
-06/11/23 18:05:49| INFO mul_cc finished [took 77.6035s]
-06/11/23 18:05:49| INFO atc_mc finished [took 66.4650s]
-06/11/23 18:05:52| INFO atc_ne finished [took 65.1035s]
-06/11/23 18:05:52| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 18:05:56| INFO mul_sld finished [took 101.3427s]
-06/11/23 18:08:12| INFO bin_sld finished [took 238.6323s]
-06/11/23 18:08:21| INFO bin_cc finished [took 230.3034s]
-06/11/23 18:10:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00897) [took 402.3046s]
-06/11/23 18:11:39| INFO mul_sld_gs finished [took 441.7473s]
-06/11/23 18:11:39| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 446.6543s]
-06/11/23 18:11:39| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:14:11| INFO mulmc_pacc finished [took 140.5240s]
-06/11/23 18:14:13| INFO kfcv finished [took 108.3325s]
-06/11/23 18:14:16| INFO doc_feat finished [took 91.1407s]
-06/11/23 18:14:21| INFO atc_ne finished [took 96.9645s]
-06/11/23 18:14:22| INFO mul_pacc finished [took 154.9757s]
-06/11/23 18:14:36| INFO ref finished [took 118.1583s]
-06/11/23 18:14:37| INFO atc_mc finished [took 118.5016s]
-06/11/23 18:14:41| INFO mulne_pacc finished [took 157.8831s]
-06/11/23 18:14:49| INFO mul_cc finished [took 144.8053s]
-06/11/23 18:14:50| INFO mul_sld finished [took 188.8450s]
-06/11/23 18:15:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01452) [took 184.0929s]
-06/11/23 18:16:33| INFO mul_pacc_gs finished [took 258.2234s]
-06/11/23 18:18:46| INFO binmc_pacc finished [took 417.1372s]
-06/11/23 18:18:48| INFO bin_pacc finished [took 422.0619s]
-06/11/23 18:18:52| INFO bin_sld finished [took 431.4426s]
-06/11/23 18:18:56| INFO binne_pacc finished [took 421.5812s]
-06/11/23 18:19:02| INFO bin_cc finished [took 402.4673s]
-06/11/23 18:19:32| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:20:26| INFO bin_sld_gsq finished [took 522.0734s]
-06/11/23 18:21:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 540.4022s]
-06/11/23 18:21:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00821) [took 600.6611s]
-06/11/23 18:22:25| INFO mul_sld_gs finished [took 642.1063s]
-06/11/23 18:24:14| INFO bin_pacc_gs finished [took 723.2605s]
-06/11/23 18:26:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00816) [took 911.5066s]
-06/11/23 18:29:56| INFO bin_sld_gs finished [took 1093.4674s]
-06/11/23 18:29:56| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 1096.7184s]
-06/11/23 18:29:56| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:32:21| INFO ref finished [took 89.3355s]
-06/11/23 18:32:33| INFO doc_feat finished [took 91.9119s]
-06/11/23 18:32:35| INFO mulmc_pacc finished [took 147.2084s]
-06/11/23 18:32:38| INFO mulne_pacc finished [took 137.0643s]
-06/11/23 18:32:54| INFO atc_mc finished [took 117.6847s]
-06/11/23 18:32:56| INFO kfcv finished [took 129.8598s]
-06/11/23 18:33:00| INFO mul_pacc finished [took 174.5769s]
-06/11/23 18:33:00| INFO mul_sld finished [took 181.1734s]
-06/11/23 18:33:03| INFO atc_ne finished [took 123.9984s]
-06/11/23 18:33:09| INFO mul_cc finished [took 148.8635s]
-06/11/23 18:33:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00629) [took 177.7598s]
-06/11/23 18:34:51| INFO mul_pacc_gs finished [took 256.4186s]
-06/11/23 18:37:10| INFO bin_pacc finished [took 425.7912s]
-06/11/23 18:37:12| INFO binmc_pacc finished [took 425.7599s]
-06/11/23 18:37:14| INFO binne_pacc finished [took 424.0101s]
-06/11/23 18:37:18| INFO bin_sld finished [took 440.4389s]
-06/11/23 18:37:22| INFO bin_cc finished [took 407.2413s]
-06/11/23 18:37:52| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:38:51| INFO bin_sld_gsq finished [took 529.6242s]
-06/11/23 18:39:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00489) [took 541.8062s]
-06/11/23 18:40:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00615) [took 601.7630s]
-06/11/23 18:40:45| INFO mul_sld_gs finished [took 644.5111s]
-06/11/23 18:42:37| INFO bin_pacc_gs finished [took 729.3942s]
-06/11/23 18:45:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00490) [took 936.3088s]
-06/11/23 18:48:37| INFO bin_sld_gs finished [took 1117.0610s]
-06/11/23 18:48:37| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 1120.9681s]
-06/11/23 18:48:37| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-06/11/23 18:51:02| INFO doc_feat finished [took 79.6380s]
-06/11/23 18:51:20| INFO mulne_pacc finished [took 144.5625s]
-06/11/23 18:51:30| INFO mul_sld finished [took 171.1473s]
-06/11/23 18:51:35| INFO mulmc_pacc finished [took 166.1468s]
-06/11/23 18:51:39| INFO mul_pacc finished [took 172.9449s]
-06/11/23 18:51:43| INFO ref finished [took 132.2492s]
-06/11/23 18:51:45| INFO kfcv finished [took 137.9538s]
-06/11/23 18:51:52| INFO atc_mc finished [took 137.7185s]
-06/11/23 18:51:54| INFO atc_ne finished [took 134.1066s]
-06/11/23 18:51:59| INFO mul_cc finished [took 159.0670s]
-06/11/23 18:52:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01049) [took 180.3366s]
-06/11/23 18:53:38| INFO mul_pacc_gs finished [took 266.6075s]
-06/11/23 18:56:00| INFO bin_sld finished [took 441.9022s]
-06/11/23 18:56:02| INFO binne_pacc finished [took 431.1354s]
-06/11/23 18:56:02| INFO binmc_pacc finished [took 434.5268s]
-06/11/23 18:56:04| INFO bin_pacc finished [took 438.8400s]
-06/11/23 18:56:07| INFO bin_cc finished [took 412.8827s]
-06/11/23 18:56:38| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 18:57:38| INFO bin_sld_gsq finished [took 534.9970s]
-06/11/23 18:58:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.5790s]
-06/11/23 18:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00692) [took 616.7506s]
-06/11/23 18:59:43| INFO mul_sld_gs finished [took 661.6976s]
-06/11/23 19:01:20| INFO bin_pacc_gs finished [took 735.1934s]
-06/11/23 19:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00601) [took 948.3129s]
-06/11/23 19:07:30| INFO bin_sld_gs finished [took 1129.1432s]
-06/11/23 19:07:30| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 1133.2853s]
-06/11/23 19:07:30| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:10:11| INFO doc_feat finished [took 90.8028s]
-06/11/23 19:10:12| INFO mul_sld finished [took 159.3725s]
-06/11/23 19:10:17| INFO atc_mc finished [took 108.3872s]
-06/11/23 19:10:20| INFO mulmc_pacc finished [took 158.7937s]
-06/11/23 19:10:27| INFO kfcv finished [took 125.4384s]
-06/11/23 19:10:32| INFO mul_cc finished [took 134.1449s]
-06/11/23 19:10:33| INFO atc_ne finished [took 115.0137s]
-06/11/23 19:10:33| INFO mul_pacc finished [took 173.4398s]
-06/11/23 19:10:35| INFO ref finished [took 127.6900s]
-06/11/23 19:10:35| INFO mulne_pacc finished [took 158.1989s]
-06/11/23 19:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00893) [took 181.2645s]
-06/11/23 19:12:28| INFO mul_pacc_gs finished [took 263.1619s]
-06/11/23 19:14:45| INFO bin_sld finished [took 432.8401s]
-06/11/23 19:14:48| INFO bin_pacc finished [took 430.1210s]
-06/11/23 19:14:54| INFO binmc_pacc finished [took 433.8715s]
-06/11/23 19:14:58| INFO bin_cc finished [took 405.7688s]
-06/11/23 19:14:59| INFO binne_pacc finished [took 435.7315s]
-06/11/23 19:15:29| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:16:36| INFO bin_sld_gsq finished [took 539.4078s]
-06/11/23 19:17:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00831) [took 545.8362s]
-06/11/23 19:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00797) [took 609.7895s]
-06/11/23 19:18:32| INFO mul_sld_gs finished [took 657.1765s]
-06/11/23 19:20:08| INFO bin_pacc_gs finished [took 728.9184s]
-06/11/23 19:23:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00738) [took 966.8750s]
-06/11/23 19:26:42| INFO bin_sld_gs finished [took 1148.2428s]
-06/11/23 19:26:42| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 1152.4463s]
-06/11/23 19:26:43| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:29:16| INFO mul_pacc finished [took 142.3375s]
-06/11/23 19:29:26| INFO doc_feat finished [took 92.0123s]
-06/11/23 19:29:29| INFO atc_ne finished [took 96.1697s]
-06/11/23 19:29:32| INFO mul_sld finished [took 164.7852s]
-06/11/23 19:29:33| INFO ref finished [took 114.3664s]
-06/11/23 19:29:36| INFO kfcv finished [took 118.4300s]
-06/11/23 19:29:37| INFO atc_mc finished [took 111.6950s]
-06/11/23 19:29:37| INFO mul_cc finished [took 127.8860s]
-06/11/23 19:29:39| INFO mulmc_pacc finished [took 162.5217s]
-06/11/23 19:29:46| INFO mulne_pacc finished [took 159.7535s]
-06/11/23 19:30:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.2267s]
-06/11/23 19:31:42| INFO mul_pacc_gs finished [took 263.2959s]
-06/11/23 19:33:48| INFO bin_pacc finished [took 415.7355s]
-06/11/23 19:33:49| INFO binne_pacc finished [took 411.7032s]
-06/11/23 19:33:49| INFO bin_sld finished [took 423.6935s]
-06/11/23 19:33:56| INFO binmc_pacc finished [took 422.0731s]
-06/11/23 19:34:02| INFO bin_cc finished [took 394.8074s]
-06/11/23 19:34:45| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:35:33| INFO bin_sld_gsq finished [took 523.6794s]
-06/11/23 19:36:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00651) [took 539.0149s]
-06/11/23 19:36:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00646) [took 605.4721s]
-06/11/23 19:37:37| INFO mul_sld_gs finished [took 647.9998s]
-06/11/23 19:39:13| INFO bin_pacc_gs finished [took 722.3065s]
-06/11/23 19:42:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00635) [took 926.2548s]
-06/11/23 19:45:13| INFO bin_sld_gs finished [took 1105.8303s]
-06/11/23 19:45:13| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 1110.5345s]
-06/11/23 19:45:13| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-06/11/23 19:47:55| INFO mul_pacc finished [took 151.2717s]
-06/11/23 19:48:01| INFO mul_sld finished [took 164.7303s]
-06/11/23 19:48:02| INFO doc_feat finished [took 95.7218s]
-06/11/23 19:48:20| INFO kfcv finished [took 132.6414s]
-06/11/23 19:48:26| INFO ref finished [took 136.4855s]
-06/11/23 19:48:27| INFO mulmc_pacc finished [took 180.2510s]
-06/11/23 19:48:30| INFO mulne_pacc finished [took 173.6996s]
-06/11/23 19:48:33| INFO atc_mc finished [took 135.5939s]
-06/11/23 19:48:34| INFO atc_ne finished [took 129.3719s]
-06/11/23 19:48:35| INFO mul_cc finished [took 153.9587s]
-06/11/23 19:48:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00782) [took 177.0918s]
-06/11/23 19:50:13| INFO mul_pacc_gs finished [took 262.7047s]
-06/11/23 19:52:34| INFO bin_pacc finished [took 431.9695s]
-06/11/23 19:52:36| INFO binmc_pacc finished [took 430.1566s]
-06/11/23 19:52:43| INFO bin_sld finished [took 446.4452s]
-06/11/23 19:52:44| INFO bin_cc finished [took 407.8850s]
-06/11/23 19:52:47| INFO binne_pacc finished [took 438.4423s]
-06/11/23 19:53:19| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
-06/11/23 19:54:09| INFO bin_sld_gsq finished [took 528.9254s]
-06/11/23 19:54:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00669) [took 545.8164s]
-06/11/23 19:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00814) [took 619.0258s]
-06/11/23 19:56:21| INFO mul_sld_gs finished [took 661.4303s]
-06/11/23 19:57:51| INFO bin_pacc_gs finished [took 733.3970s]
-06/11/23 20:00:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00795) [took 935.9973s]
-06/11/23 20:03:55| INFO bin_sld_gs finished [took 1117.3981s]
-06/11/23 20:03:55| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 1121.8060s]
-06/11/23 20:03:55| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-06/11/23 20:06:27| INFO mul_sld finished [took 147.0727s]
-06/11/23 20:06:30| INFO doc_feat finished [took 81.1117s]
-06/11/23 20:06:48| INFO mul_pacc finished [took 162.2312s]
-06/11/23 20:07:04| INFO kfcv finished [took 133.4389s]
-06/11/23 20:07:04| INFO ref finished [took 132.6728s]
-06/11/23 20:07:05| INFO mulne_pacc finished [took 171.0782s]
-06/11/23 20:07:08| INFO mulmc_pacc finished [took 179.6909s]
-06/11/23 20:07:10| INFO atc_mc finished [took 130.5941s]
-06/11/23 20:07:14| INFO mul_cc finished [took 150.3795s]
-06/11/23 20:07:15| INFO atc_ne finished [took 131.0309s]
-06/11/23 20:07:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00813) [took 177.7289s]
-06/11/23 20:08:49| INFO mul_pacc_gs finished [took 257.9675s]
-06/11/23 20:10:44| INFO bin_pacc finished [took 399.4800s]
-06/11/23 21:01:51| INFO bin_pacc_gs finished [took 3446.1854s]
-06/11/23 21:03:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00684) [took 3563.0699s]
-06/11/23 21:04:07| INFO mul_sld_gs finished [took 3606.0194s]
-06/11/23 21:08:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00519) [took 3863.9570s]
-06/11/23 21:11:26| INFO bin_sld_gs finished [took 4046.4500s]
-06/11/23 21:11:26| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 4051.2016s]
-06/11/23 21:11:26| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-06/11/23 21:11:31| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:32| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:34| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:35| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
-06/11/23 21:11:36| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:38| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:38| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:40| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:40| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:42| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:42| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:11:44| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 21:11:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 21:12:27| INFO mul_sld finished [took 56.8958s]
-06/11/23 21:12:32| INFO ref finished [took 44.3311s]
-06/11/23 21:12:32| INFO doc_feat finished [took 41.1551s]
-06/11/23 21:12:33| INFO kfcv finished [took 46.1873s]
-06/11/23 21:12:36| INFO atc_mc finished [took 47.9541s]
-06/11/23 21:12:37| INFO mul_cc finished [took 51.8838s]
-06/11/23 21:12:37| INFO atc_ne finished [took 47.4962s]
-06/11/23 21:16:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00843) [took 312.8612s]
-06/11/23 21:17:24| INFO mul_sld_gs finished [took 351.5693s]
-06/11/23 21:17:24| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 357.7321s]
-06/11/23 21:20:10| INFO dataset rcv1_MCAT_9prevs
-06/11/23 21:20:18| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
-06/11/23 21:23:12| INFO doc_feat finished [took 81.2849s]
-06/11/23 21:23:21| INFO mul_pacc finished [took 168.3242s]
-06/11/23 21:23:30| INFO mulmc_pacc finished [took 173.2730s]
-06/11/23 21:23:35| INFO atc_mc finished [took 115.3803s]
-06/11/23 21:23:41| INFO ref finished [took 125.5611s]
-06/11/23 21:23:41| INFO kfcv finished [took 136.3040s]
-06/11/23 21:23:51| INFO mulne_pacc finished [took 185.3346s]
-06/11/23 21:23:58| INFO atc_ne finished [took 129.7752s]
-06/11/23 21:23:59| INFO mul_cc finished [took 164.3501s]
-06/11/23 21:24:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.02036) [took 203.9839s]
-06/11/23 21:24:32| INFO mul_sld finished [took 249.6979s]
-06/11/23 21:25:50| INFO mul_pacc_gs finished [took 287.7634s]
-06/11/23 21:28:08| INFO binne_pacc finished [took 443.1314s]
-06/11/23 21:28:11| INFO bin_cc finished [took 427.7416s]
-06/11/23 21:28:26| INFO bin_pacc finished [took 475.7859s]
-06/11/23 21:28:28| INFO binmc_pacc finished [took 472.2702s]
-06/11/23 21:28:33| INFO bin_sld finished [took 492.0457s]
-06/11/23 21:29:19| INFO mul_sld_gsq finished [took 529.8190s]
-06/11/23 21:29:26| INFO bin_sld_gsq finished [took 539.2552s]
-06/11/23 21:30:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00591) [took 573.3773s]
-06/11/23 21:31:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00754) [took 661.4704s]
-06/11/23 21:32:10| INFO mul_sld_gs finished [took 704.6441s]
-06/11/23 21:33:40| INFO bin_pacc_gs finished [took 763.3541s]
-06/11/23 21:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00760) [took 965.4559s]
-06/11/23 21:39:31| INFO bin_sld_gs finished [took 1146.5622s]
-06/11/23 21:39:31| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 1152.1700s]
-06/11/23 21:39:31| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
-06/11/23 21:42:13| INFO doc_feat finished [took 88.9970s]
-06/11/23 21:42:24| INFO mul_pacc finished [took 161.9999s]
-06/11/23 21:42:31| INFO mulmc_pacc finished [took 159.0109s]
-06/11/23 21:42:34| INFO mul_sld finished [took 179.5397s]
-06/11/23 21:42:42| INFO kfcv finished [took 138.3784s]
-06/11/23 21:42:42| INFO atc_mc finished [took 127.5150s]
-06/11/23 21:42:45| INFO ref finished [took 133.9163s]
-06/11/23 21:42:48| INFO mulne_pacc finished [took 170.3191s]
-06/11/23 21:42:53| INFO mul_cc finished [took 153.9952s]
-06/11/23 21:42:57| INFO atc_ne finished [took 133.9857s]
-06/11/23 21:43:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01406) [took 179.2817s]
-06/11/23 21:44:27| INFO mul_pacc_gs finished [took 259.4430s]
-06/11/23 21:46:57| INFO bin_pacc finished [took 435.9586s]
-06/11/23 21:47:02| INFO binmc_pacc finished [took 436.7170s]
-06/11/23 21:47:02| INFO bin_sld finished [took 448.6901s]
-06/11/23 21:47:03| INFO binne_pacc finished [took 430.3933s]
-06/11/23 21:47:06| INFO bin_cc finished [took 413.3717s]
-06/11/23 21:47:44| INFO mul_sld_gsq finished [took 485.8565s]
-06/11/23 21:48:40| INFO bin_sld_gsq finished [took 542.6385s]
-06/11/23 21:49:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01029) [took 558.1111s]
-06/11/23 21:49:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00862) [took 617.7204s]
-06/11/23 21:50:38| INFO mul_sld_gs finished [took 661.3619s]
-06/11/23 21:52:31| INFO bin_pacc_gs finished [took 747.8605s]
-06/11/23 21:55:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00631) [took 947.6305s]
-06/11/23 21:58:25| INFO bin_sld_gs finished [took 1128.9705s]
-06/11/23 21:58:25| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 1133.8038s]
-06/11/23 21:58:25| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:01:11| INFO doc_feat finished [took 91.6284s]
-06/11/23 22:01:13| INFO mul_pacc finished [took 157.8979s]
-06/11/23 22:01:21| INFO ref finished [took 117.5064s]
-06/11/23 22:01:29| INFO mulmc_pacc finished [took 171.3367s]
-06/11/23 22:01:34| INFO kfcv finished [took 138.8623s]
-06/11/23 22:01:44| INFO atc_ne finished [took 127.4515s]
-06/11/23 22:01:45| INFO mulne_pacc finished [took 175.7659s]
-06/11/23 22:01:45| INFO atc_mc finished [took 134.5717s]
-06/11/23 22:01:47| INFO mul_sld finished [took 198.7132s]
-06/11/23 22:01:53| INFO mul_cc finished [took 156.7010s]
-06/11/23 22:01:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00920) [took 169.8061s]
-06/11/23 22:03:15| INFO mul_pacc_gs finished [took 248.7885s]
-06/11/23 22:05:47| INFO bin_pacc finished [took 433.9454s]
-06/11/23 22:05:52| INFO binmc_pacc finished [took 435.7566s]
-06/11/23 22:05:55| INFO binne_pacc finished [took 432.5216s]
-06/11/23 22:06:02| INFO bin_sld finished [took 455.4425s]
-06/11/23 22:06:03| INFO bin_cc finished [took 409.9712s]
-06/11/23 22:06:43| INFO mul_sld_gsq finished [took 490.7571s]
-06/11/23 22:07:34| INFO bin_sld_gsq finished [took 542.4371s]
-06/11/23 22:08:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00585) [took 557.7911s]
-06/11/23 22:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 598.8338s]
-06/11/23 22:09:12| INFO mul_sld_gs finished [took 641.4050s]
-06/11/23 22:11:15| INFO bin_pacc_gs finished [took 742.8423s]
-06/11/23 22:14:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00443) [took 940.7448s]
-06/11/23 22:17:12| INFO bin_sld_gs finished [took 1122.5660s]
-06/11/23 22:17:12| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 1126.9865s]
-06/11/23 22:17:12| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:19:32| INFO ref finished [took 85.6333s]
-06/11/23 22:19:43| INFO mulmc_pacc finished [took 138.3833s]
-06/11/23 22:19:44| INFO doc_feat finished [took 84.2844s]
-06/11/23 22:19:54| INFO atc_ne finished [took 99.6744s]
-06/11/23 22:19:57| INFO kfcv finished [took 114.5018s]
-06/11/23 22:19:59| INFO mul_cc finished [took 123.4161s]
-06/11/23 22:20:05| INFO mul_pacc finished [took 163.4607s]
-06/11/23 22:20:09| INFO mul_sld finished [took 173.7721s]
-06/11/23 22:20:16| INFO mulne_pacc finished [took 162.8502s]
-06/11/23 22:20:16| INFO atc_mc finished [took 124.1504s]
-06/11/23 22:20:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00596) [took 169.9575s]
-06/11/23 22:21:55| INFO mul_pacc_gs finished [took 248.8139s]
-06/11/23 22:24:04| INFO binmc_pacc finished [took 400.7570s]
-06/11/23 22:24:12| INFO bin_pacc finished [took 411.2454s]
-06/11/23 22:24:21| INFO binne_pacc finished [took 414.5496s]
-06/11/23 22:24:21| INFO bin_cc finished [took 389.2880s]
-06/11/23 22:24:25| INFO bin_sld finished [took 431.6256s]
-06/11/23 22:25:13| INFO mul_sld_gsq finished [took 474.0621s]
-06/11/23 22:25:54| INFO bin_sld_gsq finished [took 515.9435s]
-06/11/23 22:26:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00626) [took 539.2315s]
-06/11/23 22:27:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00612) [took 594.2222s]
-06/11/23 22:27:54| INFO mul_sld_gs finished [took 637.0683s]
-06/11/23 22:29:48| INFO bin_pacc_gs finished [took 725.8952s]
-06/11/23 22:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00682) [took 945.7122s]
-06/11/23 22:36:02| INFO bin_sld_gs finished [took 1126.7133s]
-06/11/23 22:36:02| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 1130.5566s]
-06/11/23 22:36:02| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:38:42| INFO doc_feat finished [took 76.3995s]
-06/11/23 22:39:04| INFO mul_pacc finished [took 170.8108s]
-06/11/23 22:39:11| INFO mulmc_pacc finished [took 169.1537s]
-06/11/23 22:39:22| INFO ref finished [took 134.5551s]
-06/11/23 22:39:23| INFO kfcv finished [took 144.5049s]
-06/11/23 22:39:28| INFO mul_sld finished [took 201.7112s]
-06/11/23 22:39:31| INFO atc_ne finished [took 127.5871s]
-06/11/23 22:39:32| INFO atc_mc finished [took 141.1615s]
-06/11/23 22:39:33| INFO mulne_pacc finished [took 181.7155s]
-06/11/23 22:39:34| INFO mul_cc finished [took 156.9505s]
-06/11/23 22:39:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00848) [took 178.6463s]
-06/11/23 22:41:02| INFO mul_pacc_gs finished [took 264.1109s]
-06/11/23 22:43:34| INFO binmc_pacc finished [took 438.9742s]
-06/11/23 22:43:34| INFO bin_pacc finished [took 442.7005s]
-06/11/23 22:43:43| INFO bin_sld finished [took 458.4940s]
-06/11/23 22:43:44| INFO binne_pacc finished [took 443.0455s]
-06/11/23 22:43:55| INFO bin_cc finished [took 423.6361s]
-06/11/23 22:44:45| INFO mul_sld_gsq finished [took 514.4586s]
-06/11/23 22:45:32| INFO bin_sld_gsq finished [took 562.7681s]
-06/11/23 22:46:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00790) [took 574.1156s]
-06/11/23 22:46:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00824) [took 633.5645s]
-06/11/23 22:47:24| INFO mul_sld_gs finished [took 676.3552s]
-06/11/23 22:49:27| INFO bin_pacc_gs finished [took 768.3574s]
-06/11/23 22:52:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00861) [took 979.5729s]
-06/11/23 22:55:32| INFO bin_sld_gs finished [took 1164.7331s]
-06/11/23 22:55:32| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 1169.2748s]
-06/11/23 22:55:32| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
-06/11/23 22:58:47| INFO doc_feat finished [took 112.6375s]
-06/11/23 22:59:00| INFO kfcv finished [took 150.2412s]
-06/11/23 22:59:00| INFO mul_pacc finished [took 197.0521s]
-06/11/23 22:59:06| INFO mul_sld finished [took 209.9482s]
-06/11/23 22:59:07| INFO mulmc_pacc finished [took 198.8911s]
-06/11/23 22:59:07| INFO ref finished [took 148.7702s]
-06/11/23 22:59:16| INFO atc_ne finished [took 143.7730s]
-06/11/23 22:59:18| INFO atc_mc finished [took 151.2783s]
-06/11/23 22:59:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01122) [took 190.1694s]
-06/11/23 22:59:26| INFO mul_cc finished [took 179.0100s]
-06/11/23 22:59:33| INFO mulne_pacc finished [took 211.9002s]
-06/11/23 23:00:52| INFO mul_pacc_gs finished [took 283.5718s]
-06/11/23 23:03:21| INFO bin_sld finished [took 466.9682s]
-06/11/23 23:03:24| INFO binmc_pacc finished [took 456.9500s]
-06/11/23 23:03:25| INFO bin_pacc finished [took 464.1421s]
-06/11/23 23:03:39| INFO bin_cc finished [took 445.8302s]
-06/11/23 23:03:40| INFO binne_pacc finished [took 466.3427s]
-06/11/23 23:04:10| INFO mul_sld_gsq finished [took 509.0584s]
-06/11/23 23:04:56| INFO bin_sld_gsq finished [took 556.7578s]
-06/11/23 23:05:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01033) [took 581.0899s]
-06/11/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00791) [took 636.6955s]
-06/11/23 23:07:00| INFO mul_sld_gs finished [took 682.1829s]
-06/11/23 23:08:59| INFO bin_pacc_gs finished [took 772.0584s]
-06/11/23 23:11:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00722) [took 966.7367s]
-06/11/23 23:14:47| INFO bin_sld_gs finished [took 1150.2138s]
-06/11/23 23:14:47| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 1155.4582s]
-06/11/23 23:14:47| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:17:29| INFO mulmc_pacc finished [took 140.6592s]
-06/11/23 23:17:37| INFO doc_feat finished [took 93.5374s]
-06/11/23 23:17:58| INFO mul_pacc finished [took 176.1101s]
-06/11/23 23:18:06| INFO mulne_pacc finished [took 168.2578s]
-06/11/23 23:18:06| INFO ref finished [took 138.9670s]
-06/11/23 23:18:13| INFO atc_ne finished [took 133.8368s]
-06/11/23 23:18:13| INFO mul_cc finished [took 156.3809s]
-06/11/23 23:18:14| INFO atc_mc finished [took 140.7865s]
-06/11/23 23:18:15| INFO kfcv finished [took 150.8563s]
-06/11/23 23:18:28| INFO mul_sld finished [took 213.5502s]
-06/11/23 23:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00696) [took 184.7202s]
-06/11/23 23:20:04| INFO mul_pacc_gs finished [took 271.8620s]
-06/11/23 23:22:38| INFO binne_pacc finished [took 444.7274s]
-06/11/23 23:22:39| INFO binmc_pacc finished [took 454.8866s]
-06/11/23 23:22:39| INFO bin_pacc finished [took 458.6381s]
-06/11/23 23:22:47| INFO bin_cc finished [took 432.1075s]
-06/11/23 23:22:54| INFO bin_sld finished [took 480.5003s]
-06/11/23 23:23:33| INFO mul_sld_gsq finished [took 514.0066s]
-06/11/23 23:24:13| INFO bin_sld_gsq finished [took 554.7885s]
-06/11/23 23:24:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00603) [took 574.6463s]
-06/11/23 23:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00528) [took 609.3079s]
-06/11/23 23:25:51| INFO mul_sld_gs finished [took 654.2885s]
-06/11/23 23:28:10| INFO bin_pacc_gs finished [took 767.8253s]
-06/11/23 23:30:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00733) [took 947.2105s]
-06/11/23 23:33:48| INFO bin_sld_gs finished [took 1132.1309s]
-06/11/23 23:33:48| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 1140.6743s]
-06/11/23 23:33:48| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:36:55| INFO doc_feat finished [took 101.6311s]
-06/11/23 23:37:16| INFO atc_ne finished [took 124.5854s]
-06/11/23 23:37:39| INFO mulne_pacc finished [took 198.5060s]
-06/11/23 23:37:42| INFO mulmc_pacc finished [took 210.8408s]
-06/11/23 23:37:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01019) [took 194.4422s]
-06/11/23 23:37:44| INFO mul_pacc finished [took 224.0155s]
-06/11/23 23:37:44| INFO kfcv finished [took 178.0222s]
-06/11/23 23:37:47| INFO ref finished [took 176.1278s]
-06/11/23 23:37:55| INFO atc_mc finished [took 173.0154s]
-06/11/23 23:37:58| INFO mul_cc finished [took 198.1420s]
-06/11/23 23:38:10| INFO mul_sld finished [took 258.4898s]
-06/11/23 23:39:25| INFO mul_pacc_gs finished [took 297.0552s]
-06/11/23 23:41:55| INFO binmc_pacc finished [took 471.8397s]
-06/11/23 23:42:06| INFO binne_pacc finished [took 470.6917s]
-06/11/23 23:42:08| INFO bin_pacc finished [took 490.2025s]
-06/11/23 23:42:11| INFO bin_sld finished [took 500.3974s]
-06/11/23 23:42:17| INFO bin_cc finished [took 463.2719s]
-06/11/23 23:42:33| INFO mul_sld_gsq finished [took 515.9211s]
-06/11/23 23:43:19| INFO bin_sld_gsq finished [took 563.2792s]
-06/11/23 23:44:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01110) [took 580.7011s]
-06/11/23 23:44:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00755) [took 638.9055s]
-06/11/23 23:45:18| INFO mul_sld_gs finished [took 683.7473s]
-06/11/23 23:47:14| INFO bin_pacc_gs finished [took 769.5136s]
-06/11/23 23:50:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00653) [took 986.1331s]
-06/11/23 23:53:23| INFO bin_sld_gs finished [took 1170.3407s]
-06/11/23 23:53:23| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 1175.4004s]
-06/11/23 23:53:23| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
-06/11/23 23:53:29| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:31| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:32| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:34| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
-06/11/23 23:53:34| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:36| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:37| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:38| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:39| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:41| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:41| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:53:43| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
-06/11/23 23:53:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 23:54:33| INFO ref finished [took 46.5615s]
-06/11/23 23:54:34| INFO doc_feat finished [took 43.4254s]
-06/11/23 23:54:34| INFO kfcv finished [took 48.7260s]
-06/11/23 23:54:34| INFO mul_sld finished [took 64.5496s]
-06/11/23 23:54:38| INFO atc_mc finished [took 49.9172s]
-06/11/23 23:54:39| INFO atc_ne finished [took 49.8635s]
-06/11/23 23:54:39| INFO mul_cc finished [took 54.7417s]
-06/11/23 23:58:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01247) [took 295.7388s]
-06/11/23 23:59:08| INFO mul_sld_gs finished [took 336.2009s]
-06/11/23 23:59:08| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 344.1389s]
-----------------------------------------------------------------------------------------------------
-07/11/23 01:05:25| INFO dataset rcv1_CCAT_9prevs
-07/11/23 01:05:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:06:23| INFO ref finished [took 48.3560s]
-07/11/23 01:06:29| INFO atc_mc finished [took 52.9929s]
-07/11/23 01:06:30| INFO atc_ne finished [took 53.3908s]
-07/11/23 01:07:06| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 01:11:38| INFO mul_sld_gsq finished [took 364.0698s]
-07/11/23 01:13:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 499.4945s]
-07/11/23 01:14:34| INFO mul_sld_gs finished [took 542.6047s]
-07/11/23 01:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 750.8663s]
-07/11/23 01:21:01| INFO bin_sld_gs finished [took 930.1356s]
-07/11/23 01:21:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 931.4321s]
-07/11/23 01:21:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:22:02| INFO ref finished [took 55.2212s]
-07/11/23 01:22:07| INFO atc_mc finished [took 59.3890s]
-07/11/23 01:22:09| INFO atc_ne finished [took 59.7388s]
-07/11/23 01:27:21| INFO mul_sld_gsq finished [took 375.2352s]
-07/11/23 01:27:24| INFO bin_sld_gsq finished [took 379.6159s]
-07/11/23 01:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 502.0302s]
-07/11/23 01:30:08| INFO mul_sld_gs finished [took 545.0285s]
-07/11/23 01:34:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 802.3620s]
-07/11/23 01:37:25| INFO bin_sld_gs finished [took 982.3260s]
-07/11/23 01:37:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 983.7236s]
-07/11/23 01:37:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:38:20| INFO ref finished [took 49.9803s]
-07/11/23 01:38:25| INFO atc_mc finished [took 53.3765s]
-07/11/23 01:38:26| INFO atc_ne finished [took 53.8925s]
-07/11/23 01:43:41| INFO mul_sld_gsq finished [took 372.2608s]
-07/11/23 01:43:45| INFO bin_sld_gsq finished [took 377.3380s]
-07/11/23 01:45:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 497.5768s]
-07/11/23 01:46:28| INFO mul_sld_gs finished [took 540.8267s]
-07/11/23 01:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 822.2849s]
-07/11/23 01:54:10| INFO bin_sld_gs finished [took 1003.7804s]
-07/11/23 01:54:10| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1005.2506s]
-07/11/23 01:54:10| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:55:05| INFO ref finished [took 49.8884s]
-07/11/23 01:55:09| INFO atc_mc finished [took 53.3594s]
-07/11/23 01:55:10| INFO atc_ne finished [took 53.5162s]
-07/11/23 02:00:25| INFO mul_sld_gsq finished [took 371.4460s]
-07/11/23 02:00:41| INFO bin_sld_gsq finished [took 387.6183s]
-07/11/23 02:02:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 498.0096s]
-07/11/23 02:03:11| INFO mul_sld_gs finished [took 539.1531s]
-07/11/23 02:07:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 821.8730s]
-07/11/23 02:10:52| INFO bin_sld_gs finished [took 1001.0803s]
-07/11/23 02:10:52| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1002.3085s]
-07/11/23 02:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:11:44| INFO ref finished [took 47.2218s]
-07/11/23 02:11:48| INFO atc_mc finished [took 49.6349s]
-07/11/23 02:11:50| INFO atc_ne finished [took 50.9082s]
-07/11/23 02:16:51| INFO mul_sld_gsq finished [took 354.3706s]
-07/11/23 02:17:11| INFO bin_sld_gsq finished [took 376.0124s]
-07/11/23 02:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 476.0587s]
-07/11/23 02:19:33| INFO mul_sld_gs finished [took 518.5692s]
-07/11/23 02:24:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 803.4978s]
-07/11/23 02:27:16| INFO bin_sld_gs finished [took 982.4395s]
-07/11/23 02:27:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 983.7838s]
-07/11/23 02:27:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:28:08| INFO ref finished [took 46.6191s]
-07/11/23 02:28:13| INFO atc_mc finished [took 50.3543s]
-07/11/23 02:28:15| INFO atc_ne finished [took 51.6601s]
-07/11/23 02:33:15| INFO mul_sld_gsq finished [took 354.6014s]
-07/11/23 02:33:34| INFO bin_sld_gsq finished [took 374.7872s]
-07/11/23 02:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 475.9302s]
-07/11/23 02:35:57| INFO mul_sld_gs finished [took 518.5425s]
-07/11/23 02:40:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 782.7268s]
-07/11/23 02:43:18| INFO bin_sld_gs finished [took 960.6334s]
-07/11/23 02:43:18| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 961.9030s]
-07/11/23 02:43:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:44:10| INFO ref finished [took 47.1234s]
-07/11/23 02:44:14| INFO atc_mc finished [took 49.9871s]
-07/11/23 02:44:16| INFO atc_ne finished [took 50.9160s]
-07/11/23 02:49:19| INFO mul_sld_gsq finished [took 357.0613s]
-07/11/23 02:49:30| INFO bin_sld_gsq finished [took 368.8000s]
-07/11/23 02:51:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 475.7332s]
-07/11/23 02:51:59| INFO mul_sld_gs finished [took 518.6671s]
-07/11/23 02:56:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 788.7117s]
-07/11/23 02:59:28| INFO bin_sld_gs finished [took 968.7653s]
-07/11/23 02:59:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 970.1516s]
-07/11/23 02:59:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:00:20| INFO ref finished [took 46.9898s]
-07/11/23 03:00:24| INFO atc_mc finished [took 49.8768s]
-07/11/23 03:00:25| INFO atc_ne finished [took 49.6324s]
-07/11/23 03:05:23| INFO mul_sld_gsq finished [took 350.7932s]
-07/11/23 03:05:32| INFO bin_sld_gsq finished [took 360.8665s]
-07/11/23 03:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 474.6581s]
-07/11/23 03:08:07| INFO mul_sld_gs finished [took 516.4890s]
-07/11/23 03:12:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 774.9140s]
-07/11/23 03:15:29| INFO bin_sld_gs finished [took 959.3579s]
-07/11/23 03:15:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 960.6992s]
-07/11/23 03:15:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:16:21| INFO ref finished [took 47.3281s]
-07/11/23 03:16:25| INFO atc_mc finished [took 49.8016s]
-07/11/23 03:16:28| INFO atc_ne finished [took 51.2288s]
-07/11/23 03:21:16| INFO mul_sld_gsq finished [took 343.2861s]
-07/11/23 03:21:22| INFO bin_sld_gsq finished [took 349.6065s]
-07/11/23 03:23:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 468.7910s]
-07/11/23 03:24:01| INFO mul_sld_gs finished [took 509.9001s]
-07/11/23 03:28:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 752.8185s]
-07/11/23 03:31:01| INFO bin_sld_gs finished [took 930.3934s]
-07/11/23 03:31:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 931.7055s]
-07/11/23 03:31:29| INFO dataset imdb_9prevs
-07/11/23 03:31:37| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-07/11/23 03:31:49| INFO ref finished [took 11.4117s]
-07/11/23 03:31:53| INFO atc_mc finished [took 14.8218s]
-07/11/23 03:31:53| INFO atc_ne finished [took 14.8359s]
-07/11/23 03:32:11| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:32:56| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:36:32| INFO mul_sld_gsq finished [took 294.6812s]
-07/11/23 03:38:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 387.7698s]
-07/11/23 03:38:18| INFO mul_sld_gs finished [took 400.7660s]
-07/11/23 03:38:18| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 401.3208s]
-07/11/23 03:38:18| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-07/11/23 03:38:30| INFO ref finished [took 11.1665s]
-07/11/23 03:38:34| INFO atc_mc finished [took 14.4483s]
-07/11/23 03:38:34| INFO atc_ne finished [took 14.8634s]
-07/11/23 03:43:16| INFO bin_sld_gsq finished [took 296.8786s]
-07/11/23 03:43:32| INFO mul_sld_gsq finished [took 312.4588s]
-07/11/23 03:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 445.1331s]
-07/11/23 03:45:58| INFO mul_sld_gs finished [took 459.5855s]
-07/11/23 03:51:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 766.1528s]
-07/11/23 03:53:40| INFO bin_sld_gs finished [took 921.5996s]
-07/11/23 03:53:40| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 922.0949s]
-07/11/23 03:53:40| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-07/11/23 03:53:53| INFO ref finished [took 11.5825s]
-07/11/23 03:53:57| INFO atc_mc finished [took 14.8590s]
-07/11/23 03:53:57| INFO atc_ne finished [took 15.3090s]
-07/11/23 03:58:53| INFO mul_sld_gsq finished [took 311.9891s]
-07/11/23 03:58:54| INFO bin_sld_gsq finished [took 313.1182s]
-07/11/23 04:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 441.3198s]
-07/11/23 04:01:18| INFO mul_sld_gs finished [took 456.2347s]
-07/11/23 04:06:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 745.0596s]
-07/11/23 04:08:40| INFO bin_sld_gs finished [took 898.9046s]
-07/11/23 04:08:40| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 899.6778s]
-07/11/23 04:08:40| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-07/11/23 04:08:52| INFO ref finished [took 11.0605s]
-07/11/23 04:08:56| INFO atc_mc finished [took 14.9590s]
-07/11/23 04:08:56| INFO atc_ne finished [took 14.8804s]
-07/11/23 04:13:54| INFO mul_sld_gsq finished [took 313.3797s]
-07/11/23 04:13:56| INFO bin_sld_gsq finished [took 315.5862s]
-07/11/23 04:15:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 432.9025s]
-07/11/23 04:16:08| INFO mul_sld_gs finished [took 447.1098s]
-07/11/23 04:21:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 764.2230s]
-07/11/23 04:23:56| INFO bin_sld_gs finished [took 915.4905s]
-07/11/23 04:23:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 916.1187s]
-07/11/23 04:23:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-07/11/23 04:24:08| INFO ref finished [took 10.9214s]
-07/11/23 04:24:12| INFO atc_mc finished [took 14.9236s]
-07/11/23 04:24:12| INFO atc_ne finished [took 14.9240s]
-07/11/23 04:29:11| INFO bin_sld_gsq finished [took 314.3071s]
-07/11/23 04:29:19| INFO mul_sld_gsq finished [took 322.1027s]
-07/11/23 04:31:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 448.0202s]
-07/11/23 04:31:40| INFO mul_sld_gs finished [took 463.2243s]
-07/11/23 04:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 746.2797s]
-07/11/23 04:38:55| INFO bin_sld_gs finished [took 898.7899s]
-07/11/23 04:38:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 899.2924s]
-07/11/23 04:38:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-07/11/23 04:39:08| INFO ref finished [took 11.9811s]
-07/11/23 04:39:12| INFO atc_mc finished [took 15.7159s]
-07/11/23 04:39:12| INFO atc_ne finished [took 15.9512s]
-07/11/23 04:44:19| INFO bin_sld_gsq finished [took 323.1420s]
-07/11/23 04:44:21| INFO mul_sld_gsq finished [took 325.2299s]
-07/11/23 04:46:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 445.8872s]
-07/11/23 04:46:37| INFO mul_sld_gs finished [took 460.6339s]
-07/11/23 04:52:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 786.7500s]
-07/11/23 04:54:36| INFO bin_sld_gs finished [took 940.1627s]
-07/11/23 04:54:36| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 940.6023s]
-07/11/23 04:54:36| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-07/11/23 04:54:48| INFO ref finished [took 11.1744s]
-07/11/23 04:54:52| INFO atc_mc finished [took 14.7518s]
-07/11/23 04:54:52| INFO atc_ne finished [took 14.8147s]
-07/11/23 04:59:45| INFO bin_sld_gsq finished [took 308.3645s]
-07/11/23 05:00:07| INFO mul_sld_gsq finished [took 330.3332s]
-07/11/23 05:02:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 456.8448s]
-07/11/23 05:02:28| INFO mul_sld_gs finished [took 471.4675s]
-07/11/23 05:06:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 731.2847s]
-07/11/23 05:09:19| INFO bin_sld_gs finished [took 882.2200s]
-07/11/23 05:09:19| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 882.8165s]
-07/11/23 05:09:19| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-07/11/23 05:09:31| INFO ref finished [took 11.0645s]
-07/11/23 05:09:35| INFO atc_mc finished [took 14.7375s]
-07/11/23 05:09:35| INFO atc_ne finished [took 14.7704s]
-07/11/23 05:14:22| INFO bin_sld_gsq finished [took 302.1848s]
-07/11/23 05:14:33| INFO mul_sld_gsq finished [took 313.5459s]
-07/11/23 05:16:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 438.9863s]
-07/11/23 05:16:52| INFO mul_sld_gs finished [took 452.7273s]
-07/11/23 05:21:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 759.8355s]
-07/11/23 05:24:38| INFO bin_sld_gs finished [took 918.7338s]
-07/11/23 05:24:38| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 919.2981s]
-07/11/23 05:24:38| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-07/11/23 05:24:39| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:39| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:48| INFO ref finished [took 9.1378s]
-07/11/23 05:24:51| INFO atc_mc finished [took 12.1603s]
-07/11/23 05:24:52| INFO atc_ne finished [took 12.3482s]
-07/11/23 05:25:08| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-07/11/23 05:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 353.7904s]
-07/11/23 05:30:45| INFO mul_sld_gs finished [took 365.9283s]
-07/11/23 05:30:45| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 366.4930s]
-----------------------------------------------------------------------------------------------------
-08/11/23 20:56:59| INFO dataset rcv1_CCAT_1prevs
-08/11/23 20:59:19| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: HTTP Error 403: Forbidden
-08/11/23 20:59:19| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
-----------------------------------------------------------------------------------------------------
-08/11/23 21:31:49| INFO dataset rcv1_CCAT_1prevs
-08/11/23 22:01:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-08/11/23 22:02:41| INFO ref finished [took 68.4653s]
-08/11/23 22:02:47| INFO atc_mc finished [took 68.0908s]
-08/11/23 22:02:57| INFO mulmc_sld finished [took 90.6417s]
-08/11/23 22:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 95.9050s]
-----------------------------------------------------------------------------------------------------
-08/11/23 23:22:01| INFO dataset rcv1_CCAT_1prevs
-08/11/23 23:22:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-08/11/23 23:23:59| INFO ref finished [took 98.1608s]
-08/11/23 23:24:07| INFO atc_mc finished [took 97.2017s]
-08/11/23 23:24:18| INFO mulmc_sld finished [took 122.6902s]
-08/11/23 23:24:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.7814s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:13:41| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:13:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:15:21| INFO ref finished [took 79.7435s]
-09/11/23 00:15:30| INFO atc_mc finished [took 80.6728s]
-09/11/23 00:15:41| INFO mulmc_sld finished [took 107.4293s]
-09/11/23 00:15:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 113.6376s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:18:43| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:18:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:20:31| INFO ref finished [took 87.0388s]
-09/11/23 00:20:39| INFO atc_mc finished [took 84.1993s]
-09/11/23 00:20:50| INFO mulmc_sld finished [took 114.1533s]
-09/11/23 00:20:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 120.4891s]
-----------------------------------------------------------------------------------------------------
-09/11/23 00:38:26| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:38:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 00:45:25| INFO dataset rcv1_CCAT_1prevs
-09/11/23 00:45:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 02:02:02| INFO dataset rcv1_CCAT_1prevs
-09/11/23 02:02:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 02:03:31| INFO ref finished [took 70.0867s]
-09/11/23 02:03:41| INFO atc_mc finished [took 72.5382s]
-09/11/23 02:03:49| INFO mulmc_sld finished [took 95.3226s]
-09/11/23 02:03:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 101.1888s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:15:02| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:15:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:16:09| INFO ref finished [took 51.7905s]
-09/11/23 03:16:17| INFO atc_mc finished [took 54.5337s]
-09/11/23 03:16:29| INFO mulmc_sld finished [took 77.7583s]
-09/11/23 03:16:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7392s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:17:34| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:17:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:18:42| INFO ref finished [took 52.5292s]
-09/11/23 03:18:49| INFO atc_mc finished [took 54.8090s]
-09/11/23 03:18:59| INFO mulmc_sld finished [took 75.5262s]
-09/11/23 03:18:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 79.5247s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:20:07| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:20:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:21:15| INFO ref finished [took 53.0266s]
-09/11/23 03:21:22| INFO atc_mc finished [took 54.2621s]
-09/11/23 03:21:34| INFO mulmc_sld finished [took 77.6939s]
-09/11/23 03:21:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.6421s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:33:31| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:33:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:34:37| INFO ref finished [took 52.0023s]
-09/11/23 03:34:45| INFO atc_mc finished [took 54.5041s]
-09/11/23 03:34:56| INFO mulmc_sld finished [took 76.1746s]
-09/11/23 03:34:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.1391s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:35:42| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:35:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:36:49| INFO ref finished [took 52.3397s]
-09/11/23 03:36:57| INFO atc_mc finished [took 54.5340s]
-09/11/23 03:37:09| INFO mulmc_sld finished [took 77.3609s]
-09/11/23 03:37:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7535s]
-----------------------------------------------------------------------------------------------------
-09/11/23 03:41:09| INFO dataset rcv1_CCAT_1prevs
-09/11/23 03:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 03:42:55| INFO ref finished [took 88.9777s]
-09/11/23 03:43:09| INFO atc_mc finished [took 98.3887s]
-09/11/23 04:15:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 2038.6779s]
-09/11/23 04:16:31| INFO mul_sld_gs finished [took 2108.9586s]
-09/11/23 04:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 3453.3118s]
-09/11/23 04:46:36| INFO bin_sld_gs finished [took 3917.2486s]
-09/11/23 04:46:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3921.2338s]
-----------------------------------------------------------------------------------------------------
-09/11/23 11:52:14| INFO dataset rcv1_CCAT_1prevs
-09/11/23 11:52:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 11:53:22| INFO ref finished [took 53.0955s]
-09/11/23 11:53:29| INFO atc_mc finished [took 55.3922s]
-09/11/23 11:53:43| INFO mulmc_sld finished [took 79.5846s]
-09/11/23 11:53:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 83.5652s]
-----------------------------------------------------------------------------------------------------
-09/11/23 11:55:48| INFO dataset rcv1_CCAT_1prevs
-09/11/23 11:55:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 11:56:54| INFO ref finished [took 51.3170s]
-09/11/23 11:57:03| INFO atc_mc finished [took 54.3593s]
-09/11/23 11:57:14| INFO mulmc_sld finished [took 76.8769s]
-09/11/23 11:57:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.8969s]
-----------------------------------------------------------------------------------------------------
-09/11/23 12:21:45| INFO dataset rcv1_CCAT_1prevs
-09/11/23 12:21:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-09/11/23 12:22:52| INFO ref finished [took 51.8981s]
-09/11/23 12:23:00| INFO atc_mc finished [took 54.6032s]
-09/11/23 12:23:12| INFO mulmc_sld finished [took 77.3834s]
-09/11/23 12:23:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.2876s]
-----------------------------------------------------------------------------------------------------
-09/11/23 13:15:30| INFO dataset rcv1_CCAT_9prevs
-09/11/23 13:15:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:17:12| INFO ref finished [took 68.1145s]
-09/11/23 13:17:20| INFO atc_mc finished [took 69.7608s]
-09/11/23 13:17:23| INFO mulc_sld finished [took 99.1192s]
-09/11/23 13:17:26| INFO mulne_sld finished [took 88.9627s]
-09/11/23 13:17:29| INFO mulmc_sld finished [took 99.8207s]
-09/11/23 13:17:48| INFO mul_sld finished [took 129.4095s]
-09/11/23 13:17:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 132.4803s]
-09/11/23 13:17:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:19:29| INFO ref finished [took 67.4335s]
-09/11/23 13:19:39| INFO atc_mc finished [took 70.5914s]
-09/11/23 13:19:45| INFO mulne_sld finished [took 94.4824s]
-09/11/23 13:19:46| INFO mulc_sld finished [took 109.2394s]
-09/11/23 13:19:48| INFO mulmc_sld finished [took 102.8768s]
-09/11/23 13:19:51| INFO mul_sld finished [took 119.2845s]
-09/11/23 13:19:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 122.5957s]
-09/11/23 13:19:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:21:37| INFO ref finished [took 68.8988s]
-09/11/23 13:21:45| INFO atc_mc finished [took 70.9590s]
-09/11/23 13:21:48| INFO mul_sld finished [took 113.0089s]
-09/11/23 13:21:52| INFO mulc_sld finished [took 111.6689s]
-09/11/23 13:21:54| INFO mulmc_sld finished [took 104.8989s]
-09/11/23 13:21:56| INFO mulne_sld finished [took 98.6649s]
-09/11/23 13:21:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.3322s]
-09/11/23 13:21:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:23:36| INFO ref finished [took 69.3171s]
-09/11/23 13:23:45| INFO atc_mc finished [took 72.5468s]
-09/11/23 13:23:52| INFO mul_sld finished [took 113.3253s]
-09/11/23 13:23:54| INFO mulc_sld finished [took 109.6920s]
-09/11/23 13:23:54| INFO mulmc_sld finished [took 102.8692s]
-09/11/23 13:23:57| INFO mulne_sld finished [took 98.7443s]
-09/11/23 13:23:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 121.0282s]
-09/11/23 13:23:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:25:41| INFO ref finished [took 69.4818s]
-09/11/23 13:25:49| INFO atc_mc finished [took 73.2746s]
-09/11/23 13:25:59| INFO mul_sld finished [took 118.8485s]
-09/11/23 13:26:02| INFO mulmc_sld finished [took 110.2657s]
-09/11/23 13:26:02| INFO mulc_sld finished [took 116.3466s]
-09/11/23 13:26:05| INFO mulne_sld finished [took 103.9492s]
-09/11/23 13:26:05| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 127.7372s]
-09/11/23 13:26:05| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:27:45| INFO ref finished [took 68.8905s]
-09/11/23 13:27:55| INFO atc_mc finished [took 72.6678s]
-09/11/23 13:28:09| INFO mulc_sld finished [took 116.6444s]
-09/11/23 13:28:09| INFO mul_sld finished [took 120.3566s]
-09/11/23 13:28:10| INFO mulmc_sld finished [took 111.1016s]
-09/11/23 13:28:12| INFO mulne_sld finished [took 104.9627s]
-09/11/23 13:28:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 126.9458s]
-09/11/23 13:28:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:29:57| INFO ref finished [took 70.7997s]
-09/11/23 13:30:05| INFO atc_mc finished [took 72.0093s]
-09/11/23 13:30:15| INFO mulmc_sld finished [took 106.8503s]
-09/11/23 13:30:18| INFO mul_sld finished [took 122.3074s]
-09/11/23 13:30:18| INFO mulc_sld finished [took 118.0822s]
-09/11/23 13:30:19| INFO mulne_sld finished [took 102.0921s]
-09/11/23 13:30:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 126.4155s]
-09/11/23 13:30:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:32:01| INFO ref finished [took 67.1594s]
-09/11/23 13:32:09| INFO atc_mc finished [took 69.1164s]
-09/11/23 13:32:20| INFO mul_sld finished [took 118.4273s]
-09/11/23 13:32:21| INFO mulc_sld finished [took 113.3969s]
-09/11/23 13:32:22| INFO mulmc_sld finished [took 107.3904s]
-09/11/23 13:32:23| INFO mulne_sld finished [took 98.4959s]
-09/11/23 13:32:23| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 124.0989s]
-09/11/23 13:32:23| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 13:34:00| INFO ref finished [took 66.4954s]
-09/11/23 13:34:08| INFO atc_mc finished [took 68.4535s]
-09/11/23 13:34:13| INFO mulc_sld finished [took 102.5994s]
-09/11/23 13:34:15| INFO mulmc_sld finished [took 97.6768s]
-09/11/23 13:34:20| INFO mulne_sld finished [took 93.3358s]
-09/11/23 13:34:36| INFO mul_sld finished [took 130.1442s]
-09/11/23 13:34:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 133.4824s]
-----------------------------------------------------------------------------------------------------
-09/11/23 14:32:55| INFO dataset rcv1_CCAT_9prevs
-09/11/23 14:33:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:35:53| INFO ref finished [took 120.0106s]
-09/11/23 14:35:53| INFO mul_sld finished [took 165.5593s]
-09/11/23 14:35:56| INFO atc_mc finished [took 117.0436s]
-09/11/23 14:36:03| INFO mulc_sld finished [took 165.2846s]
-09/11/23 14:36:09| INFO mulne_sld finished [took 145.9620s]
-09/11/23 14:36:14| INFO mulmc_sld finished [took 164.6951s]
-09/11/23 14:42:10| INFO binc_sld finished [took 536.3110s]
-09/11/23 14:42:54| INFO binmc_sld finished [took 572.2245s]
-09/11/23 14:43:01| INFO bin_sld finished [took 596.4552s]
-09/11/23 14:43:15| INFO binne_sld finished [took 579.5418s]
-09/11/23 14:43:15| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 614.2267s]
-09/11/23 14:43:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:45:36| INFO ref finished [took 85.8318s]
-09/11/23 14:46:18| INFO atc_mc finished [took 121.8240s]
-09/11/23 14:46:32| INFO mul_sld finished [took 189.6618s]
-09/11/23 14:46:35| INFO mulc_sld finished [took 180.8382s]
-09/11/23 14:46:36| INFO mulmc_sld finished [took 168.8106s]
-09/11/23 14:46:42| INFO mulne_sld finished [took 159.4918s]
-09/11/23 14:52:38| INFO binc_sld finished [took 550.8545s]
-09/11/23 14:53:00| INFO binmc_sld finished [took 559.6299s]
-09/11/23 14:53:10| INFO binne_sld finished [took 555.0791s]
-09/11/23 14:53:21| INFO bin_sld finished [took 602.2497s]
-09/11/23 14:53:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 605.4122s]
-09/11/23 14:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 14:56:02| INFO mul_sld finished [took 155.1923s]
-09/11/23 14:56:18| INFO ref finished [took 115.7033s]
-09/11/23 14:56:27| INFO mulc_sld finished [took 166.0082s]
-09/11/23 14:56:28| INFO mulmc_sld finished [took 151.9154s]
-09/11/23 14:56:35| INFO atc_mc finished [took 124.5581s]
-09/11/23 14:56:46| INFO mulne_sld finished [took 152.4259s]
-09/11/23 15:03:02| INFO bin_sld finished [took 577.3601s]
-09/11/23 15:03:17| INFO binc_sld finished [took 582.9200s]
-09/11/23 15:03:33| INFO binmc_sld finished [took 583.5182s]
-09/11/23 15:03:36| INFO binne_sld finished [took 571.3253s]
-09/11/23 15:03:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 615.3250s]
-09/11/23 15:03:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:06:05| INFO mul_sld finished [took 143.3508s]
-09/11/23 15:06:33| INFO ref finished [took 124.1576s]
-09/11/23 15:06:47| INFO mulc_sld finished [took 174.3592s]
-09/11/23 15:06:48| INFO atc_mc finished [took 133.7507s]
-09/11/23 15:06:56| INFO mulne_sld finished [took 154.4424s]
-09/11/23 15:06:57| INFO mulmc_sld finished [took 171.5560s]
-09/11/23 15:12:58| INFO binmc_sld finished [took 538.6635s]
-09/11/23 15:13:15| INFO binc_sld finished [took 567.2590s]
-09/11/23 15:13:25| INFO binne_sld finished [took 550.5832s]
-09/11/23 15:13:36| INFO bin_sld finished [took 597.3358s]
-09/11/23 15:13:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 600.0149s]
-09/11/23 15:13:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:16:08| INFO mul_sld finished [took 144.5043s]
-09/11/23 15:16:34| INFO ref finished [took 121.6157s]
-09/11/23 15:16:38| INFO atc_mc finished [took 117.9692s]
-09/11/23 15:16:40| INFO mulne_sld finished [took 134.2729s]
-09/11/23 15:16:45| INFO mulmc_sld finished [took 156.8333s]
-09/11/23 15:16:58| INFO mulc_sld finished [took 183.3128s]
-09/11/23 15:23:12| INFO binc_sld finished [took 562.5053s]
-09/11/23 15:23:34| INFO bin_sld finished [took 594.5091s]
-09/11/23 15:23:46| INFO binmc_sld finished [took 585.1350s]
-09/11/23 15:23:47| INFO binne_sld finished [took 569.6397s]
-09/11/23 15:23:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 610.4289s]
-09/11/23 15:23:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:26:16| INFO ref finished [took 94.2302s]
-09/11/23 15:26:40| INFO mulne_sld finished [took 126.7083s]
-09/11/23 15:26:55| INFO mulmc_sld finished [took 161.0768s]
-09/11/23 15:26:58| INFO atc_mc finished [took 128.3174s]
-09/11/23 15:27:06| INFO mul_sld finished [took 193.0407s]
-09/11/23 15:27:11| INFO mulc_sld finished [took 186.3831s]
-09/11/23 15:33:12| INFO bin_sld finished [took 562.6962s]
-09/11/23 15:33:31| INFO binc_sld finished [took 572.6547s]
-09/11/23 15:33:54| INFO binmc_sld finished [took 583.9995s]
-09/11/23 15:34:02| INFO binne_sld finished [took 577.1883s]
-09/11/23 15:34:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 615.1913s]
-09/11/23 15:34:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:36:24| INFO ref finished [took 82.7413s]
-09/11/23 15:36:45| INFO atc_mc finished [took 96.1635s]
-09/11/23 15:37:17| INFO mulc_sld finished [took 176.5535s]
-09/11/23 15:37:19| INFO mulmc_sld finished [took 164.1836s]
-09/11/23 15:37:25| INFO mulne_sld finished [took 153.2065s]
-09/11/23 15:37:26| INFO mul_sld finished [took 196.7879s]
-09/11/23 15:43:57| INFO binc_sld finished [took 581.4832s]
-09/11/23 15:44:02| INFO binmc_sld finished [took 573.0991s]
-09/11/23 15:44:17| INFO bin_sld finished [took 612.1302s]
-09/11/23 15:44:28| INFO binne_sld finished [took 582.2076s]
-09/11/23 15:44:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 625.7270s]
-09/11/23 15:44:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:47:25| INFO ref finished [took 119.8378s]
-09/11/23 15:47:40| INFO atc_mc finished [took 128.8926s]
-09/11/23 15:47:47| INFO mulne_sld finished [took 150.4119s]
-09/11/23 15:47:49| INFO mul_sld finished [took 194.3796s]
-09/11/23 15:47:52| INFO mulmc_sld finished [took 171.0082s]
-09/11/23 15:47:55| INFO mulc_sld finished [took 187.6771s]
-09/11/23 15:53:49| INFO bin_sld finished [took 558.1815s]
-09/11/23 15:54:03| INFO binmc_sld finished [took 549.2081s]
-09/11/23 15:54:48| INFO binc_sld finished [took 607.4303s]
-09/11/23 15:54:49| INFO binne_sld finished [took 579.8900s]
-09/11/23 15:54:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 621.1072s]
-09/11/23 15:54:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 15:57:27| INFO atc_mc finished [took 98.4814s]
-09/11/23 15:57:39| INFO ref finished [took 116.1845s]
-09/11/23 15:57:45| INFO mulne_sld finished [took 131.9513s]
-09/11/23 15:57:50| INFO mulc_sld finished [took 164.1758s]
-09/11/23 15:57:57| INFO mulmc_sld finished [took 159.1594s]
-09/11/23 15:58:18| INFO mul_sld finished [took 202.3845s]
-09/11/23 16:04:34| INFO bin_sld finished [took 581.5608s]
-09/11/23 16:04:46| INFO binne_sld finished [took 559.5195s]
-09/11/23 16:04:50| INFO binmc_sld finished [took 578.6281s]
-09/11/23 16:05:06| INFO binc_sld finished [took 603.6399s]
-09/11/23 16:05:06| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 616.7672s]
-----------------------------------------------------------------------------------------------------
-09/11/23 17:28:34| INFO dataset rcv1_CCAT_9prevs
-09/11/23 17:28:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-09/11/23 17:30:29| INFO ref finished [took 95.8625s]
-09/11/23 17:30:45| INFO atc_mc finished [took 109.6456s]
-09/11/23 17:39:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 661.8436s]
-09/11/23 17:41:04| INFO mul_sld_gs finished [took 735.2859s]
-09/11/23 17:45:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1020.2216s]
-09/11/23 17:53:18| INFO bin_sld_gs finished [took 1472.0215s]
-09/11/23 17:53:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1475.2589s]
-09/11/23 17:53:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-09/11/23 17:55:09| INFO ref finished [took 100.9258s]
-09/11/23 17:55:27| INFO atc_mc finished [took 116.5978s]
-09/11/23 18:03:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 620.7577s]
-09/11/23 18:04:59| INFO mul_sld_gs finished [took 694.6330s]
-09/11/23 18:10:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 1043.1118s]
-09/11/23 18:18:16| INFO bin_sld_gs finished [took 1494.8154s]
-09/11/23 18:18:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1497.9882s]
-09/11/23 18:18:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-09/11/23 18:20:12| INFO ref finished [took 105.4018s]
-09/11/23 18:20:31| INFO atc_mc finished [took 120.7251s]
-09/11/23 18:29:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 638.0281s]
-09/11/23 18:30:11| INFO mul_sld_gs finished [took 708.5835s]
-09/11/23 18:36:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 1117.6261s]
-09/11/23 18:44:31| INFO bin_sld_gs finished [took 1571.3746s]
-09/11/23 18:44:31| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1575.1790s]
-09/11/23 18:44:31| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-09/11/23 18:46:24| INFO ref finished [took 104.8978s]
-09/11/23 18:46:40| INFO atc_mc finished [took 118.3501s]
-09/11/23 18:54:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 622.1779s]
-09/11/23 18:56:07| INFO mul_sld_gs finished [took 690.3746s]
-09/11/23 19:02:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 1093.3347s]
-09/11/23 19:10:24| INFO bin_sld_gs finished [took 1550.1911s]
-09/11/23 19:10:24| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1552.8093s]
-09/11/23 19:10:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-09/11/23 19:12:22| INFO ref finished [took 107.1182s]
-09/11/23 19:12:42| INFO atc_mc finished [took 122.7207s]
-09/11/23 19:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 611.0109s]
-09/11/23 19:21:48| INFO mul_sld_gs finished [took 677.3835s]
-09/11/23 19:28:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 1093.1270s]
-09/11/23 19:36:14| INFO bin_sld_gs finished [took 1546.3602s]
-09/11/23 19:36:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1549.8494s]
-09/11/23 19:36:14| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-09/11/23 19:38:10| INFO ref finished [took 107.0910s]
-09/11/23 19:38:24| INFO atc_mc finished [took 118.6447s]
-09/11/23 19:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 621.3548s]
-09/11/23 19:47:46| INFO mul_sld_gs finished [took 686.5983s]
-09/11/23 19:53:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 1049.5084s]
-09/11/23 20:01:03| INFO bin_sld_gs finished [took 1486.6617s]
-09/11/23 20:01:03| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1489.6665s]
-09/11/23 20:01:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:03:00| INFO ref finished [took 106.5089s]
-09/11/23 20:03:18| INFO atc_mc finished [took 120.7014s]
-09/11/23 20:11:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 603.9170s]
-09/11/23 20:12:29| INFO mul_sld_gs finished [took 679.5766s]
-09/11/23 20:18:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1052.8120s]
-09/11/23 20:26:02| INFO bin_sld_gs finished [took 1495.9055s]
-09/11/23 20:26:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1498.8836s]
-09/11/23 20:26:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:27:52| INFO ref finished [took 99.2184s]
-09/11/23 20:28:11| INFO atc_mc finished [took 114.6102s]
-09/11/23 20:36:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 599.8525s]
-09/11/23 20:37:12| INFO mul_sld_gs finished [took 663.0200s]
-09/11/23 20:43:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 1035.9335s]
-09/11/23 20:50:57| INFO bin_sld_gs finished [took 1491.1858s]
-09/11/23 20:50:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1494.3872s]
-09/11/23 20:50:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-09/11/23 20:52:44| INFO ref finished [took 97.6631s]
-09/11/23 20:53:05| INFO atc_mc finished [took 115.8866s]
-09/11/23 21:00:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 581.9916s]
-09/11/23 21:01:44| INFO mul_sld_gs finished [took 641.4659s]
-09/11/23 21:08:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 1027.9305s]
-09/11/23 21:15:36| INFO bin_sld_gs finished [took 1476.4334s]
-09/11/23 21:15:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1479.7993s]
-----------------------------------------------------------------------------------------------------
-10/11/23 13:06:41| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:06:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:06:52| WARNING Method mul_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
-10/11/23 13:06:56| WARNING Method mul3w_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
-----------------------------------------------------------------------------------------------------
-10/11/23 13:07:50| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:07:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:09:28| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:09:29| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:09:46| INFO ref finished [took 88.3729s]
-10/11/23 13:09:54| INFO atc_mc finished [took 90.4167s]
-10/11/23 13:09:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 118.7000s]
-10/11/23 13:09:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:11:25| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:11:26| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-----------------------------------------------------------------------------------------------------
-10/11/23 13:19:00| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:19:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:19:10| WARNING Method mul_sld failed. Exception: 'int' object is not iterable
-10/11/23 13:19:13| WARNING Method mul3w_sld failed. Exception: 'int' object is not iterable
-----------------------------------------------------------------------------------------------------
-10/11/23 13:20:12| INFO dataset rcv1_CCAT_9prevs
-10/11/23 13:20:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:21:36| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:21:39| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:21:54| INFO ref finished [took 77.8358s]
-10/11/23 13:22:02| INFO atc_mc finished [took 81.6210s]
-10/11/23 13:22:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 104.5107s]
-10/11/23 13:22:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:23:31| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:23:31| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:23:47| INFO ref finished [took 83.8010s]
-10/11/23 13:23:55| INFO atc_mc finished [took 82.0180s]
-10/11/23 13:23:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.0759s]
-10/11/23 13:23:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 13:25:35| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 13:25:35| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 13:25:52| INFO ref finished [took 91.9242s]
-10/11/23 13:26:01| INFO atc_mc finished [took 91.0173s]
-10/11/23 13:26:01| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.8152s]
-10/11/23 13:26:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 14:35:06| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:35:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:36:54| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 14:37:32| INFO ref finished [took 114.8732s]
-----------------------------------------------------------------------------------------------------
-10/11/23 14:45:14| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:45:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:46:56| INFO ref finished [took 77.5985s]
-10/11/23 14:47:09| INFO atc_mc finished [took 83.9760s]
-10/11/23 14:56:11| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
-10/11/23 14:56:13| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
-10/11/23 14:56:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 652.8237s]
-----------------------------------------------------------------------------------------------------
-10/11/23 14:56:25| INFO dataset rcv1_CCAT_1prevs
-----------------------------------------------------------------------------------------------------
-10/11/23 14:56:31| INFO dataset rcv1_CCAT_1prevs
-10/11/23 14:56:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 14:58:44| INFO ref finished [took 106.4738s]
-10/11/23 14:59:09| INFO atc_mc finished [took 117.9679s]
-10/11/23 15:16:17| INFO mul3w_sld finished [took 1166.3690s]
-----------------------------------------------------------------------------------------------------
-10/11/23 15:49:18| INFO dataset rcv1_CCAT_1prevs
-10/11/23 15:49:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 15:50:15| INFO ref finished [took 44.7880s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:24:50| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:24:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:26:54| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:27:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:28:15| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:28:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 16:29:17| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:29:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 16:30:30| INFO ref finished [took 52.9566s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:33:04| INFO dataset rcv1_CCAT_1prevs
-10/11/23 16:33:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 16:34:10| INFO ref finished [took 50.4274s]
-10/11/23 16:34:22| INFO mul_sld finished [took 66.6494s]
-10/11/23 16:34:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 70.8885s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:36:29| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:36:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:37:26| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3
-10/11/23 16:37:40| INFO ref finished [took 50.7235s]
-10/11/23 16:37:47| INFO atc_mc finished [took 54.6993s]
-----------------------------------------------------------------------------------------------------
-10/11/23 16:45:15| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:45:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:46:11| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:46:12| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:46:25| INFO ref finished [took 50.7336s]
-10/11/23 16:46:33| INFO atc_mc finished [took 54.1424s]
-10/11/23 16:46:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 72.4632s]
-10/11/23 16:46:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:47:28| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-10/11/23 16:47:29| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 16:51:39| INFO dataset rcv1_CCAT_9prevs
-10/11/23 16:51:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:52:50| INFO ref finished [took 51.5277s]
-10/11/23 16:52:55| INFO mul3w_sld finished [took 62.7316s]
-10/11/23 16:52:58| INFO atc_mc finished [took 55.6057s]
-10/11/23 16:53:25| INFO mul_sld finished [took 97.7123s]
-10/11/23 16:53:25| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9808s]
-10/11/23 16:53:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:54:36| INFO ref finished [took 55.7445s]
-10/11/23 16:54:43| INFO atc_mc finished [took 56.7203s]
-10/11/23 16:54:45| INFO mul3w_sld finished [took 71.0450s]
-10/11/23 16:54:53| INFO mul_sld finished [took 84.6525s]
-10/11/23 16:54:53| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 88.0027s]
-10/11/23 16:54:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:56:06| INFO ref finished [took 54.1395s]
-10/11/23 16:56:11| INFO mul3w_sld finished [took 70.1307s]
-10/11/23 16:56:13| INFO atc_mc finished [took 57.6850s]
-10/11/23 16:56:16| INFO mul_sld finished [took 79.3229s]
-10/11/23 16:56:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 83.1293s]
-10/11/23 16:56:16| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:57:25| INFO ref finished [took 53.7706s]
-10/11/23 16:57:31| INFO mul3w_sld finished [took 67.0318s]
-10/11/23 16:57:32| INFO atc_mc finished [took 57.7642s]
-10/11/23 16:57:35| INFO mul_sld finished [took 76.4066s]
-10/11/23 16:57:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.0392s]
-10/11/23 16:57:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 16:58:46| INFO ref finished [took 53.7141s]
-10/11/23 16:58:51| INFO mul3w_sld finished [took 68.1234s]
-10/11/23 16:58:53| INFO atc_mc finished [took 57.5702s]
-10/11/23 16:58:59| INFO mul_sld finished [took 80.1266s]
-10/11/23 16:58:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.5102s]
-10/11/23 16:58:59| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:00:08| INFO ref finished [took 54.7955s]
-10/11/23 17:00:12| INFO mul3w_sld finished [took 65.3780s]
-10/11/23 17:00:16| INFO atc_mc finished [took 58.0304s]
-10/11/23 17:00:35| INFO mul_sld finished [took 92.9140s]
-10/11/23 17:00:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 95.8577s]
-10/11/23 17:00:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:01:48| INFO ref finished [took 56.4922s]
-10/11/23 17:01:53| INFO atc_mc finished [took 57.1146s]
-10/11/23 17:01:53| INFO mul3w_sld finished [took 70.4300s]
-10/11/23 17:02:03| INFO mul_sld finished [took 84.4971s]
-10/11/23 17:02:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 88.5686s]
-10/11/23 17:02:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:03:17| INFO ref finished [took 55.9443s]
-10/11/23 17:03:19| INFO mul3w_sld finished [took 68.1298s]
-10/11/23 17:03:21| INFO atc_mc finished [took 55.8708s]
-10/11/23 17:03:29| INFO mul_sld finished [took 81.8552s]
-10/11/23 17:03:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5029s]
-10/11/23 17:03:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:04:36| INFO ref finished [took 52.4327s]
-10/11/23 17:04:42| INFO mul3w_sld finished [took 65.1205s]
-10/11/23 17:04:44| INFO atc_mc finished [took 56.4258s]
-10/11/23 17:05:07| INFO mul_sld finished [took 95.0175s]
-10/11/23 17:05:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 98.2742s]
-----------------------------------------------------------------------------------------------------
-10/11/23 17:11:56| INFO dataset rcv1_CCAT_9prevs
-10/11/23 17:12:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:13:39| INFO ref finished [took 70.2028s]
-10/11/23 17:13:41| INFO mul3w_sld finished [took 92.9234s]
-10/11/23 17:13:43| INFO mul3wc_sld finished [took 81.4985s]
-10/11/23 17:13:47| INFO atc_mc finished [took 69.8737s]
-10/11/23 17:13:49| INFO mulc_sld finished [took 91.9609s]
-10/11/23 17:14:09| INFO mul_sld finished [took 125.3021s]
-10/11/23 17:14:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 128.4443s]
-10/11/23 17:14:09| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:15:49| INFO ref finished [took 69.9186s]
-10/11/23 17:15:52| INFO mul3w_sld finished [took 94.1565s]
-10/11/23 17:15:53| INFO mul3wc_sld finished [took 81.7286s]
-10/11/23 17:15:55| INFO atc_mc finished [took 68.0996s]
-10/11/23 17:15:59| INFO mulc_sld finished [took 93.4749s]
-10/11/23 17:16:02| INFO mul_sld finished [took 109.9866s]
-10/11/23 17:16:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.2243s]
-10/11/23 17:16:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:17:46| INFO ref finished [took 69.7954s]
-10/11/23 17:17:49| INFO mul3w_sld finished [took 97.4538s]
-10/11/23 17:17:52| INFO atc_mc finished [took 68.3256s]
-10/11/23 17:17:53| INFO mul3wc_sld finished [took 84.1359s]
-10/11/23 17:17:54| INFO mul_sld finished [took 107.4652s]
-10/11/23 17:17:55| INFO mulc_sld finished [took 95.2790s]
-10/11/23 17:17:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 112.5479s]
-10/11/23 17:17:55| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:19:33| INFO ref finished [took 69.0242s]
-10/11/23 17:19:37| INFO mul3w_sld finished [took 94.6726s]
-10/11/23 17:19:39| INFO mul3wc_sld finished [took 83.5757s]
-10/11/23 17:19:40| INFO atc_mc finished [took 70.0895s]
-10/11/23 17:19:42| INFO mul_sld finished [took 104.3169s]
-10/11/23 17:19:45| INFO mulc_sld finished [took 96.4947s]
-10/11/23 17:19:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 109.8588s]
-10/11/23 17:19:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:21:25| INFO ref finished [took 68.6827s]
-10/11/23 17:21:28| INFO mul3w_sld finished [took 95.7660s]
-10/11/23 17:21:33| INFO mul3wc_sld finished [took 84.6669s]
-10/11/23 17:21:34| INFO atc_mc finished [took 68.2059s]
-10/11/23 17:21:38| INFO mul_sld finished [took 109.7998s]
-10/11/23 17:21:41| INFO mulc_sld finished [took 100.2322s]
-10/11/23 17:21:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 116.3329s]
-10/11/23 17:21:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:23:20| INFO ref finished [took 68.4213s]
-10/11/23 17:23:21| INFO mul3w_sld finished [took 92.4175s]
-10/11/23 17:23:25| INFO mul3wc_sld finished [took 84.2143s]
-10/11/23 17:23:28| INFO atc_mc finished [took 70.9748s]
-10/11/23 17:23:33| INFO mul_sld finished [took 108.9404s]
-10/11/23 17:23:35| INFO mulc_sld finished [took 98.6542s]
-10/11/23 17:23:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 114.0658s]
-10/11/23 17:23:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:25:15| INFO ref finished [took 67.6212s]
-10/11/23 17:25:19| INFO mul3w_sld finished [took 94.4720s]
-10/11/23 17:25:23| INFO mul3wc_sld finished [took 84.2353s]
-10/11/23 17:25:24| INFO atc_mc finished [took 68.8926s]
-10/11/23 17:25:29| INFO mul_sld finished [took 110.0608s]
-10/11/23 17:25:31| INFO mulc_sld finished [took 98.8512s]
-10/11/23 17:25:31| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 116.1487s]
-10/11/23 17:25:31| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:27:13| INFO ref finished [took 67.6916s]
-10/11/23 17:27:14| INFO mul3wc_sld finished [took 77.9027s]
-10/11/23 17:27:16| INFO mul3w_sld finished [took 95.6551s]
-10/11/23 17:27:21| INFO atc_mc finished [took 69.1522s]
-10/11/23 17:27:25| INFO mul_sld finished [took 110.5946s]
-10/11/23 17:27:26| INFO mulc_sld finished [took 97.1366s]
-10/11/23 17:27:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 115.0205s]
-10/11/23 17:27:26| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:28:57| INFO ref finished [took 60.3214s]
-10/11/23 17:29:05| INFO mul3w_sld finished [took 89.8969s]
-10/11/23 17:29:08| INFO mul3wc_sld finished [took 79.4281s]
-10/11/23 17:29:09| INFO mulc_sld finished [took 89.2493s]
-10/11/23 17:29:10| INFO atc_mc finished [took 69.0056s]
-10/11/23 17:29:29| INFO mul_sld finished [took 119.2894s]
-10/11/23 17:29:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 122.1553s]
-----------------------------------------------------------------------------------------------------
-10/11/23 17:53:55| INFO dataset rcv1_CCAT_9prevs
-10/11/23 17:54:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:54:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:54:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:54:53| INFO ref finished [took 44.4485s]
-10/11/23 17:55:01| INFO atc_mc finished [took 49.8926s]
-10/11/23 17:55:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.0268s]
-10/11/23 17:55:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:55:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:55:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:55:54| INFO ref finished [took 44.7491s]
-10/11/23 17:56:02| INFO atc_mc finished [took 49.9022s]
-10/11/23 17:56:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 60.8386s]
-10/11/23 17:56:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:56:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:56:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:56:56| INFO ref finished [took 45.2058s]
-10/11/23 17:57:03| INFO atc_mc finished [took 49.0981s]
-10/11/23 17:57:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 61.1000s]
-10/11/23 17:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:57:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:57:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:57:54| INFO ref finished [took 44.3211s]
-10/11/23 17:58:01| INFO atc_mc finished [took 48.9814s]
-10/11/23 17:58:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 58.0909s]
-10/11/23 17:58:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:58:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:58:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:58:53| INFO ref finished [took 43.7895s]
-10/11/23 17:59:01| INFO atc_mc finished [took 49.8161s]
-10/11/23 17:59:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 60.3531s]
-10/11/23 17:59:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 17:59:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:59:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 17:59:53| INFO ref finished [took 43.8473s]
-10/11/23 18:00:02| INFO atc_mc finished [took 50.1003s]
-10/11/23 18:00:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.5473s]
-10/11/23 18:00:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:00:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:00:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:00:55| INFO ref finished [took 44.2168s]
-10/11/23 18:01:02| INFO atc_mc finished [took 49.0013s]
-10/11/23 18:01:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 60.5261s]
-10/11/23 18:01:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:01:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:01:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:01:55| INFO ref finished [took 44.0374s]
-10/11/23 18:02:02| INFO atc_mc finished [took 49.0107s]
-10/11/23 18:02:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 60.0171s]
-10/11/23 18:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 18:02:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:02:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
-10/11/23 18:02:55| INFO ref finished [took 44.8341s]
-10/11/23 18:03:02| INFO atc_mc finished [took 49.3663s]
-10/11/23 18:03:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 59.9146s]
-----------------------------------------------------------------------------------------------------
-10/11/23 18:25:20| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:25:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:25:33| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AttributeError' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 18:27:03| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:27:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-10/11/23 18:32:33| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:32:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:32:56| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AssertionError' and 'int'
-----------------------------------------------------------------------------------------------------
-10/11/23 18:34:35| INFO dataset rcv1_CCAT_1prevs
-10/11/23 18:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 18:36:25| INFO ref finished [took 96.5839s]
-10/11/23 18:44:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 599.7376s]
-10/11/23 18:45:34| INFO mul_sld_gs finished [took 649.9561s]
-10/11/23 18:45:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 654.0138s]
-----------------------------------------------------------------------------------------------------
-10/11/23 19:09:37| INFO dataset rcv1_CCAT_9prevs
-10/11/23 19:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:12:34| INFO ref finished [took 161.2859s]
-10/11/23 19:13:10| INFO atc_mc finished [took 195.4184s]
-10/11/23 19:23:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 799.2257s]
-10/11/23 19:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 920.3112s]
-10/11/23 19:25:20| INFO mul3w_sld_gs finished [took 930.7628s]
-10/11/23 19:25:54| INFO mul_sld_gs finished [took 968.7880s]
-10/11/23 19:25:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 972.0481s]
-10/11/23 19:25:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:29:20| INFO ref finished [took 194.4623s]
-10/11/23 19:29:41| INFO atc_mc finished [took 212.3133s]
-10/11/23 19:39:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 796.9196s]
-10/11/23 19:41:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 940.9938s]
-10/11/23 19:41:44| INFO mul3w_sld_gs finished [took 942.8448s]
-10/11/23 19:42:29| INFO mul_sld_gs finished [took 991.5975s]
-10/11/23 19:42:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 995.0756s]
-10/11/23 19:42:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-10/11/23 19:45:53| INFO ref finished [took 192.2438s]
-10/11/23 19:46:27| INFO atc_mc finished [took 222.4684s]
-10/11/23 19:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 811.9404s]
-10/11/23 19:58:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 944.2852s]
-10/11/23 19:58:26| INFO mul3w_sld_gs finished [took 949.1296s]
-10/11/23 19:59:09| INFO mul_sld_gs finished [took 995.5734s]
-10/11/23 19:59:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 999.2987s]
-10/11/23 19:59:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:02:30| INFO ref finished [took 192.8661s]
-10/11/23 20:02:59| INFO atc_mc finished [took 217.1095s]
-10/11/23 20:12:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 792.0336s]
-10/11/23 20:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 933.3629s]
-10/11/23 20:14:49| INFO mul3w_sld_gs finished [took 935.2472s]
-10/11/23 20:15:33| INFO mul_sld_gs finished [took 981.2718s]
-10/11/23 20:15:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 983.8857s]
-10/11/23 20:15:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:18:54| INFO ref finished [took 190.6586s]
-10/11/23 20:19:31| INFO atc_mc finished [took 222.0446s]
-10/11/23 20:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 794.2257s]
-10/11/23 20:31:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 930.8288s]
-10/11/23 20:31:12| INFO mul3w_sld_gs finished [took 932.7508s]
-10/11/23 20:31:58| INFO mul_sld_gs finished [took 982.4600s]
-10/11/23 20:31:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.3991s]
-10/11/23 20:31:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:35:16| INFO ref finished [took 187.4145s]
-10/11/23 20:35:52| INFO atc_mc finished [took 219.1775s]
-10/11/23 20:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 799.7247s]
-10/11/23 20:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 936.5460s]
-10/11/23 20:47:46| INFO mul3w_sld_gs finished [took 941.6249s]
-10/11/23 20:48:28| INFO mul_sld_gs finished [took 987.3566s]
-10/11/23 20:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 990.3392s]
-10/11/23 20:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-10/11/23 20:52:00| INFO ref finished [took 199.2882s]
-10/11/23 20:52:27| INFO atc_mc finished [took 221.3995s]
-10/11/23 21:01:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 794.5357s]
-10/11/23 21:03:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 916.6784s]
-10/11/23 21:04:04| INFO mul3w_sld_gs finished [took 928.2783s]
-10/11/23 21:04:45| INFO mul_sld_gs finished [took 972.9080s]
-10/11/23 21:04:45| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 976.3012s]
-10/11/23 21:04:45| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-10/11/23 21:07:55| INFO ref finished [took 179.6820s]
-10/11/23 21:08:25| INFO atc_mc finished [took 205.4880s]
-10/11/23 21:17:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 778.9722s]
-10/11/23 21:20:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 915.8827s]
-10/11/23 21:20:10| INFO mul3w_sld_gs finished [took 917.5008s]
-10/11/23 21:20:53| INFO mul_sld_gs finished [took 965.1015s]
-10/11/23 21:20:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 968.7572s]
-10/11/23 21:20:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-10/11/23 21:23:59| INFO ref finished [took 175.7336s]
-10/11/23 21:24:36| INFO atc_mc finished [took 208.4952s]
-10/11/23 21:34:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 780.9362s]
-10/11/23 21:35:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 902.5701s]
-10/11/23 21:36:12| INFO mul3w_sld_gs finished [took 911.8556s]
-10/11/23 21:36:47| INFO mul_sld_gs finished [took 950.1102s]
-10/11/23 21:36:47| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 953.3643s]
-----------------------------------------------------------------------------------------------------
-10/11/23 23:35:14| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:35:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:36:36| INFO ref finished [took 57.4602s]
-10/11/23 23:36:41| INFO mul3w_sld finished [took 72.3696s]
-10/11/23 23:36:43| INFO atc_mc finished [took 57.1442s]
-10/11/23 23:36:48| INFO mul_sld finished [took 84.9653s]
-10/11/23 23:36:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 88.9861s]
-10/11/23 23:36:48| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: file must have a 'write' attribute
-----------------------------------------------------------------------------------------------------
-10/11/23 23:40:17| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:40:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:41:49| INFO ref finished [took 68.3161s]
-10/11/23 23:41:53| INFO mul3w_sld finished [took 80.2113s]
-10/11/23 23:41:56| INFO atc_mc finished [took 67.4302s]
-10/11/23 23:42:01| INFO mul_sld finished [took 94.1596s]
-10/11/23 23:42:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 98.1999s]
-10/11/23 23:42:01| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: write() argument must be str, not bytes
-----------------------------------------------------------------------------------------------------
-10/11/23 23:46:43| INFO dataset rcv1_CCAT_1prevs
-10/11/23 23:46:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-10/11/23 23:48:04| INFO ref finished [took 56.6494s]
-10/11/23 23:48:10| INFO mul3w_sld finished [took 71.5272s]
-10/11/23 23:48:12| INFO atc_mc finished [took 56.8870s]
-10/11/23 23:48:15| INFO mul_sld finished [took 83.1487s]
-10/11/23 23:48:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 86.6542s]
-----------------------------------------------------------------------------------------------------
-11/11/23 02:18:21| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator mul3w_slds does not exist'
-11/11/23 02:18:21| ERROR Failed while saving configuration rcv1_CCAT_debug_gs of rcv1_CCAT_3prevs. Exception: local variable 'dr' referenced before assignment
-----------------------------------------------------------------------------------------------------
-11/11/23 02:20:09| INFO dataset rcv1_CCAT_3prevs
-11/11/23 02:20:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:21:26| INFO ref finished [took 54.1901s]
-11/11/23 02:21:33| INFO mul3w_sld finished [took 69.3537s]
-11/11/23 02:21:34| INFO atc_mc finished [took 56.0851s]
-11/11/23 02:21:37| INFO mul_sld finished [took 78.6476s]
-11/11/23 02:21:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs finished [took 82.3064s]
-11/11/23 02:21:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:22:46| INFO ref finished [took 53.7198s]
-11/11/23 02:22:52| INFO mul3w_sld finished [took 67.7595s]
-11/11/23 02:22:54| INFO atc_mc finished [took 57.2473s]
-11/11/23 02:23:00| INFO mul_sld finished [took 80.1637s]
-11/11/23 02:23:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 83.2895s]
-11/11/23 02:23:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs started
-11/11/23 02:24:11| INFO ref finished [took 53.3185s]
-11/11/23 02:24:16| INFO mul3w_sld finished [took 67.0687s]
-11/11/23 02:24:19| INFO atc_mc finished [took 56.5244s]
-11/11/23 02:24:26| INFO mul_sld finished [took 82.6075s]
-11/11/23 02:24:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs finished [took 85.5541s]
-----------------------------------------------------------------------------------------------------
-11/11/23 03:03:37| INFO dataset rcv1_CCAT_9prevs
-11/11/23 03:03:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:04:49| INFO ref finished [took 51.5735s]
-11/11/23 03:04:53| INFO mul3w_sld finished [took 62.2816s]
-11/11/23 03:04:57| INFO atc_mc finished [took 56.1819s]
-11/11/23 03:05:22| INFO mul_sld finished [took 96.8027s]
-11/11/23 03:05:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.0654s]
-11/11/23 03:05:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:06:32| INFO ref finished [took 53.7892s]
-11/11/23 03:06:37| INFO mul3w_sld finished [took 66.3243s]
-11/11/23 03:06:40| INFO atc_mc finished [took 57.0767s]
-11/11/23 03:06:48| INFO mul_sld finished [took 82.1666s]
-11/11/23 03:06:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 85.6326s]
-11/11/23 03:06:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:07:59| INFO ref finished [took 53.4098s]
-11/11/23 03:08:05| INFO mul3w_sld finished [took 67.3941s]
-11/11/23 03:08:06| INFO atc_mc finished [took 56.8497s]
-11/11/23 03:08:09| INFO mul_sld finished [took 77.4972s]
-11/11/23 03:08:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.1647s]
-11/11/23 03:08:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:09:18| INFO ref finished [took 54.4416s]
-11/11/23 03:09:23| INFO mul3w_sld finished [took 67.3565s]
-11/11/23 03:09:25| INFO atc_mc finished [took 57.5687s]
-11/11/23 03:09:29| INFO mul_sld finished [took 77.1110s]
-11/11/23 03:09:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8726s]
-11/11/23 03:09:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:10:38| INFO ref finished [took 54.2066s]
-11/11/23 03:10:44| INFO mul3w_sld finished [took 66.9062s]
-11/11/23 03:10:46| INFO atc_mc finished [took 57.1371s]
-11/11/23 03:10:52| INFO mul_sld finished [took 79.7498s]
-11/11/23 03:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.1506s]
-11/11/23 03:10:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:11:59| INFO ref finished [took 51.1698s]
-11/11/23 03:12:03| INFO mul3w_sld finished [took 63.7260s]
-11/11/23 03:12:07| INFO atc_mc finished [took 56.1393s]
-11/11/23 03:12:15| INFO mul_sld finished [took 79.3176s]
-11/11/23 03:12:15| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.4614s]
-11/11/23 03:12:15| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:13:23| INFO ref finished [took 51.5505s]
-11/11/23 03:13:28| INFO mul3w_sld finished [took 64.8809s]
-11/11/23 03:13:32| INFO atc_mc finished [took 56.2766s]
-11/11/23 03:13:39| INFO mul_sld finished [took 80.9284s]
-11/11/23 03:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2727s]
-11/11/23 03:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:14:50| INFO ref finished [took 54.6314s]
-11/11/23 03:14:55| INFO mul3w_sld finished [took 67.8281s]
-11/11/23 03:14:58| INFO atc_mc finished [took 57.4433s]
-11/11/23 03:15:04| INFO mul_sld finished [took 82.1945s]
-11/11/23 03:15:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5484s]
-11/11/23 03:15:04| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-11/11/23 03:16:12| INFO ref finished [took 54.0583s]
-11/11/23 03:16:19| INFO mul3w_sld finished [took 65.9654s]
-11/11/23 03:16:20| INFO atc_mc finished [took 56.7869s]
-11/11/23 03:16:42| INFO mul_sld finished [took 94.5979s]
-11/11/23 03:16:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 97.8705s]
-----------------------------------------------------------------------------------------------------
-11/11/23 14:55:30| INFO dataset rcv1_CCAT_9prevs
-11/11/23 14:55:35| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:56:42| INFO ref finished [took 51.5446s]
-11/11/23 14:56:45| INFO mul3w_sld finished [took 61.1724s]
-11/11/23 14:56:49| INFO atc_mc finished [took 55.8947s]
-11/11/23 14:57:16| INFO mul_sld finished [took 97.5932s]
-11/11/23 14:57:16| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9322s]
-11/11/23 14:57:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:58:25| INFO ref finished [took 52.3894s]
-11/11/23 14:58:32| INFO mul3w_sld finished [took 66.8082s]
-11/11/23 14:58:34| INFO atc_mc finished [took 57.1608s]
-11/11/23 14:58:43| INFO mul_sld finished [took 82.8613s]
-11/11/23 14:58:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 86.2458s]
-11/11/23 14:58:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-11/11/23 14:59:55| INFO ref finished [took 53.4860s]
-11/11/23 15:00:00| INFO mul3w_sld finished [took 68.6692s]
-11/11/23 15:00:02| INFO atc_mc finished [took 56.8460s]
-11/11/23 15:00:04| INFO mul_sld finished [took 77.8829s]
-11/11/23 15:00:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.6584s]
-11/11/23 15:00:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:01:12| INFO ref finished [took 52.5890s]
-11/11/23 15:01:18| INFO mul3w_sld finished [took 66.3191s]
-11/11/23 15:01:18| INFO atc_mc finished [took 55.8094s]
-11/11/23 15:01:23| INFO mul_sld finished [took 76.2650s]
-11/11/23 15:01:23| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 78.8604s]
-11/11/23 15:01:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:02:30| INFO ref finished [took 52.1273s]
-11/11/23 15:02:39| INFO mul3w_sld finished [took 67.7736s]
-11/11/23 15:02:41| INFO atc_mc finished [took 58.1392s]
-11/11/23 15:02:47| INFO mul_sld finished [took 80.6840s]
-11/11/23 15:02:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 84.0856s]
-11/11/23 15:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:03:54| INFO ref finished [took 51.3613s]
-11/11/23 15:03:59| INFO mul3w_sld finished [took 64.3562s]
-11/11/23 15:04:03| INFO atc_mc finished [took 57.0352s]
-11/11/23 15:04:10| INFO mul_sld finished [took 79.8549s]
-11/11/23 15:04:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.9290s]
-11/11/23 15:04:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:05:20| INFO ref finished [took 52.6105s]
-11/11/23 15:05:25| INFO mul3w_sld finished [took 66.7591s]
-11/11/23 15:05:27| INFO atc_mc finished [took 55.8870s]
-11/11/23 15:05:34| INFO mul_sld finished [took 80.9824s]
-11/11/23 15:05:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2673s]
-11/11/23 15:05:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:06:45| INFO ref finished [took 53.6830s]
-11/11/23 15:06:50| INFO mul3w_sld finished [took 67.4974s]
-11/11/23 15:06:53| INFO atc_mc finished [took 57.2897s]
-11/11/23 15:06:59| INFO mul_sld finished [took 81.3697s]
-11/11/23 15:06:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 84.7980s]
-11/11/23 15:06:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-11/11/23 15:08:08| INFO ref finished [took 54.0902s]
-11/11/23 15:08:14| INFO mul3w_sld finished [took 66.9136s]
-11/11/23 15:08:16| INFO atc_mc finished [took 57.8269s]
-11/11/23 15:08:39| INFO mul_sld finished [took 96.4137s]
-11/11/23 15:08:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 99.5541s]
-----------------------------------------------------------------------------------------------------
-11/11/23 18:04:49| INFO dataset imdb_9prevs
-11/11/23 18:05:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-11/11/23 18:05:30| INFO ref finished [took 26.1862s]
-11/11/23 18:05:37| INFO atc_mc finished [took 32.4255s]
-11/11/23 18:05:42| INFO mul3w_sld finished [took 38.9162s]
-11/11/23 18:06:19| INFO mul_sld finished [took 76.8053s]
-11/11/23 18:06:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 79.1732s]
-11/11/23 18:06:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-11/11/23 18:06:51| INFO ref finished [took 27.6356s]
-11/11/23 18:06:58| INFO atc_mc finished [took 33.5521s]
-11/11/23 18:07:01| INFO mul3w_sld finished [took 38.2698s]
-11/11/23 18:07:26| INFO mul_sld finished [took 63.9553s]
-11/11/23 18:07:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.8514s]
-11/11/23 18:07:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-11/11/23 18:08:02| INFO ref finished [took 27.3880s]
-11/11/23 18:08:09| INFO atc_mc finished [took 34.5060s]
-11/11/23 18:08:12| INFO mul3w_sld finished [took 38.3408s]
-11/11/23 18:08:23| INFO mul_sld finished [took 50.5943s]
-11/11/23 18:08:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 57.8801s]
-11/11/23 18:08:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-11/11/23 18:08:57| INFO ref finished [took 27.9013s]
-11/11/23 18:09:03| INFO atc_mc finished [took 33.7677s]
-11/11/23 18:09:06| INFO mul3w_sld finished [took 37.6649s]
-11/11/23 18:09:18| INFO mul_sld finished [took 51.5975s]
-11/11/23 18:09:18| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.8989s]
-11/11/23 18:09:18| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-11/11/23 18:09:53| INFO ref finished [took 28.6798s]
-11/11/23 18:10:00| INFO atc_mc finished [took 35.3206s]
-11/11/23 18:10:03| INFO mul3w_sld finished [took 38.9082s]
-11/11/23 18:10:15| INFO mul_sld finished [took 52.0709s]
-11/11/23 18:10:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 56.2785s]
-11/11/23 18:10:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-11/11/23 18:10:48| INFO ref finished [took 28.5387s]
-11/11/23 18:10:55| INFO atc_mc finished [took 34.9152s]
-11/11/23 18:10:58| INFO mul3w_sld finished [took 39.0343s]
-11/11/23 18:11:07| INFO mul_sld finished [took 49.9013s]
-11/11/23 18:11:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.8028s]
-11/11/23 18:11:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-11/11/23 18:11:43| INFO ref finished [took 29.2208s]
-11/11/23 18:11:50| INFO atc_mc finished [took 36.2494s]
-11/11/23 18:11:54| INFO mul3w_sld finished [took 39.4380s]
-11/11/23 18:12:02| INFO mul_sld finished [took 50.3782s]
-11/11/23 18:12:02| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.9711s]
-11/11/23 18:12:02| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-11/11/23 18:12:37| INFO ref finished [took 28.2535s]
-11/11/23 18:12:45| INFO atc_mc finished [took 34.9431s]
-11/11/23 18:12:47| INFO mul3w_sld finished [took 38.4049s]
-11/11/23 18:12:56| INFO mul_sld finished [took 48.3663s]
-11/11/23 18:12:56| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 53.7749s]
-11/11/23 18:12:56| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-11/11/23 18:13:28| INFO ref finished [took 27.5002s]
-11/11/23 18:13:35| INFO atc_mc finished [took 34.2726s]
-11/11/23 18:13:41| INFO mul3w_sld finished [took 41.9968s]
-11/11/23 18:13:54| INFO mul_sld finished [took 56.7537s]
-11/11/23 18:13:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 58.1750s]
-----------------------------------------------------------------------------------------------------
-14/11/23 10:19:57| INFO dataset rcv1_CCAT_9prevs
-14/11/23 10:23:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:24:11| INFO ref finished [took 33.7775s]
-14/11/23 10:24:13| INFO mul3w_sld finished [took 41.1206s]
-14/11/23 10:24:16| INFO atc_mc finished [took 35.9391s]
-14/11/23 10:24:24| INFO mul_sld finished [took 56.7171s]
-14/11/23 10:24:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 61.0575s]
-14/11/23 10:24:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:25:11| INFO ref finished [took 36.0009s]
-14/11/23 10:25:14| INFO mul3w_sld finished [took 43.1616s]
-14/11/23 10:25:16| INFO atc_mc finished [took 38.1922s]
-14/11/23 10:25:18| INFO mul_sld finished [took 51.2797s]
-14/11/23 10:25:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0564s]
-14/11/23 10:25:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:26:06| INFO ref finished [took 36.2124s]
-14/11/23 10:26:09| INFO mul3w_sld finished [took 44.2468s]
-14/11/23 10:26:10| INFO atc_mc finished [took 38.0879s]
-14/11/23 10:26:11| INFO mul_sld finished [took 49.8963s]
-14/11/23 10:26:11| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 52.9385s]
-14/11/23 10:26:11| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:26:55| INFO ref finished [took 35.2937s]
-14/11/23 10:26:59| INFO mul3w_sld finished [took 43.4896s]
-14/11/23 10:27:01| INFO atc_mc finished [took 37.9122s]
-14/11/23 10:27:02| INFO mul_sld finished [took 49.6822s]
-14/11/23 10:27:02| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.4715s]
-14/11/23 10:27:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:27:57| INFO ref finished [took 41.6534s]
-14/11/23 10:28:00| INFO mul3w_sld finished [took 50.9864s]
-14/11/23 10:28:01| INFO atc_mc finished [took 41.7816s]
-14/11/23 10:28:08| INFO mul_sld finished [took 62.3621s]
-14/11/23 10:28:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 65.6530s]
-14/11/23 10:28:08| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:29:00| INFO ref finished [took 41.6461s]
-14/11/23 10:29:03| INFO mul3w_sld finished [took 47.9558s]
-14/11/23 10:29:05| INFO atc_mc finished [took 43.4091s]
-14/11/23 10:29:09| INFO mul_sld finished [took 58.5413s]
-14/11/23 10:29:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.9454s]
-14/11/23 10:29:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:29:56| INFO ref finished [took 35.9344s]
-14/11/23 10:29:59| INFO mul3w_sld finished [took 42.5935s]
-14/11/23 10:30:00| INFO atc_mc finished [took 35.6671s]
-14/11/23 10:30:04| INFO mul_sld finished [took 52.3465s]
-14/11/23 10:30:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.9582s]
-14/11/23 10:30:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:30:47| INFO ref finished [took 32.7900s]
-14/11/23 10:30:50| INFO mul3w_sld finished [took 40.8869s]
-14/11/23 10:30:51| INFO atc_mc finished [took 35.1918s]
-14/11/23 10:30:54| INFO mul_sld finished [took 48.2179s]
-14/11/23 10:30:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 50.7051s]
-14/11/23 10:30:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:31:40| INFO ref finished [took 37.9607s]
-14/11/23 10:31:44| INFO mul3w_sld finished [took 44.8392s]
-14/11/23 10:31:45| INFO atc_mc finished [took 38.8935s]
-14/11/23 10:31:55| INFO mul_sld finished [took 58.2921s]
-14/11/23 10:31:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.6193s]
-----------------------------------------------------------------------------------------------------
-14/11/23 10:48:56| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 10:49:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:50:09| INFO ref finished [took 52.4488s]
-14/11/23 10:50:13| INFO mul3w_sld finished [took 61.4401s]
-14/11/23 10:50:16| INFO atc_mc finished [took 55.5122s]
-14/11/23 10:50:44| INFO mul_sld finished [took 96.9739s]
-14/11/23 10:50:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.2168s]
-14/11/23 10:50:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:51:53| INFO ref finished [took 51.8743s]
-14/11/23 10:51:58| INFO mul3w_sld finished [took 65.9840s]
-14/11/23 10:52:00| INFO atc_mc finished [took 56.0236s]
-14/11/23 10:52:08| INFO mul_sld finished [took 80.5319s]
-14/11/23 10:52:08| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 83.9911s]
-14/11/23 10:52:08| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:53:18| INFO ref finished [took 52.9983s]
-14/11/23 10:53:23| INFO mul3w_sld finished [took 66.2813s]
-14/11/23 10:53:27| INFO mul_sld finished [took 75.7298s]
-14/11/23 10:53:27| INFO atc_mc finished [took 57.5290s]
-14/11/23 10:53:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 79.4572s]
-14/11/23 10:53:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:54:36| INFO ref finished [took 53.6551s]
-14/11/23 10:54:42| INFO mul3w_sld finished [took 67.7717s]
-14/11/23 10:54:44| INFO atc_mc finished [took 58.2452s]
-14/11/23 10:54:47| INFO mul_sld finished [took 77.1280s]
-14/11/23 10:54:47| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8159s]
-14/11/23 10:54:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:55:57| INFO ref finished [took 53.0671s]
-14/11/23 10:56:02| INFO mul3w_sld finished [took 65.7727s]
-14/11/23 10:56:05| INFO atc_mc finished [took 56.9758s]
-14/11/23 10:56:09| INFO mul_sld finished [took 78.5383s]
-14/11/23 10:56:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 82.0972s]
-14/11/23 10:56:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:57:17| INFO ref finished [took 52.6539s]
-14/11/23 10:57:22| INFO mul3w_sld finished [took 64.6467s]
-14/11/23 10:57:28| INFO atc_mc finished [took 60.6980s]
-14/11/23 10:57:32| INFO mul_sld finished [took 79.6543s]
-14/11/23 10:57:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.6942s]
-14/11/23 10:57:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 10:58:41| INFO ref finished [took 52.3088s]
-14/11/23 10:58:46| INFO mul3w_sld finished [took 65.6132s]
-14/11/23 10:58:49| INFO atc_mc finished [took 56.5070s]
-14/11/23 10:58:56| INFO mul_sld finished [took 80.9730s]
-14/11/23 10:58:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.3301s]
-14/11/23 10:58:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 11:00:07| INFO ref finished [took 53.8347s]
-14/11/23 11:00:15| INFO mul3w_sld finished [took 70.7668s]
-14/11/23 11:00:18| INFO atc_mc finished [took 59.7136s]
-14/11/23 11:00:22| INFO mul_sld finished [took 81.8963s]
-14/11/23 11:00:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.4119s]
-14/11/23 11:00:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 11:01:29| INFO ref finished [took 52.4688s]
-14/11/23 11:01:35| INFO atc_mc finished [took 54.5078s]
-14/11/23 11:01:37| INFO mul3w_sld finished [took 67.0480s]
-14/11/23 11:02:02| INFO mul_sld finished [took 96.9095s]
-14/11/23 11:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 100.3294s]
-----------------------------------------------------------------------------------------------------
-14/11/23 11:13:59| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 11:14:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 11:15:53| INFO mul3w_sld finished [took 95.2635s]
-14/11/23 11:16:00| INFO mul3wc_sld finished [took 77.4014s]
-14/11/23 11:16:05| INFO mul_sld finished [took 112.5286s]
-14/11/23 11:16:16| INFO mulc_sld finished [took 99.6355s]
-14/11/23 11:17:21| INFO mul3wmc_sld finished [took 69.0500s]
-14/11/23 11:17:38| INFO mulmc_sld finished [took 93.9158s]
-14/11/23 11:18:49| INFO mul3wne_sld finished [took 65.1529s]
-14/11/23 11:18:50| INFO mulne_sld finished [took 85.0707s]
-----------------------------------------------------------------------------------------------------
-14/11/23 13:24:17| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 13:24:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 13:24:56| INFO ref finished [took 29.2725s]
-----------------------------------------------------------------------------------------------------
-14/11/23 13:45:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 13:45:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 13:45:43| INFO ref finished [took 28.7856s]
-----------------------------------------------------------------------------------------------------
-14/11/23 14:34:19| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 14:34:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-----------------------------------------------------------------------------------------------------
-14/11/23 14:35:02| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 14:35:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 14:35:43| INFO ref finished [took 32.5387s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:42:38| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:42:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:43:33| INFO ref finished [took 46.5477s]
-14/11/23 17:44:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00842) [took 120.4016s]
-14/11/23 17:45:15| INFO bin_sld_gs finished [took 151.0389s]
-14/11/23 17:45:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 153.3402s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:47:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:47:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:48:36| INFO ref finished [took 80.9696s]
-14/11/23 17:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 236.5057s]
-14/11/23 17:51:59| INFO bin_sld_gs finished [took 287.2511s]
-14/11/23 17:51:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 291.2278s]
-----------------------------------------------------------------------------------------------------
-14/11/23 17:55:25| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
-14/11/23 17:55:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-14/11/23 17:59:01| INFO ref finished [took 182.2461s]
-14/11/23 17:59:14| INFO bin_sld finished [took 219.3815s]
-14/11/23 17:59:45| INFO mul_sld finished [took 245.4107s]
-14/11/23 18:04:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 545.1706s]
-14/11/23 18:07:24| INFO bin_sld_gs finished [took 699.2500s]
-14/11/23 18:10:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 888.9296s]
-14/11/23 18:11:32| INFO mul_sld_gs finished [took 939.7703s]
-14/11/23 18:11:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 961.2148s]
-----------------------------------------------------------------------------------------------------
-14/11/23 19:01:44| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 19:01:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:02:30| INFO ref finished [took 62.8948s]
-14/11/23 19:02:39| WARNING Method bin_sld failed. Exception: [Errno 32] Broken pipe
-14/11/23 19:02:39| WARNING Dataset sample 0.10 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe
-14/11/23 19:03:04| INFO ref finished [took 61.0546s]
-14/11/23 19:03:10| INFO mul_sld finished [took 106.9317s]
-14/11/23 19:03:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 113.5282s]
-14/11/23 19:03:10| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:03:21| INFO atc_mc finished [took 72.3755s]
-14/11/23 19:03:26| INFO bin_sld finished [took 92.6645s]
-14/11/23 19:03:56| INFO mul_sld finished [took 117.9720s]
-14/11/23 19:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 126.7634s]
-14/11/23 19:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:04:29| INFO ref finished [took 64.2118s]
-14/11/23 19:04:41| INFO bin_sld finished [took 86.5721s]
-14/11/23 19:04:47| INFO mul_sld finished [took 87.2893s]
-14/11/23 19:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 97.5730s]
-14/11/23 19:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:05:28| INFO ref finished [took 74.1881s]
-14/11/23 19:05:38| INFO bin_sld finished [took 96.5640s]
-14/11/23 19:05:45| INFO atc_mc finished [took 82.5089s]
-14/11/23 19:05:50| INFO mul_sld finished [took 102.9937s]
-14/11/23 19:05:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.4486s]
-14/11/23 19:05:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:06:19| INFO ref finished [took 70.6959s]
-14/11/23 19:06:35| INFO bin_sld finished [took 102.0154s]
-14/11/23 19:06:35| INFO mul_sld finished [took 95.4393s]
-14/11/23 19:06:35| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 107.5858s]
-14/11/23 19:06:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:07:27| INFO ref finished [took 74.7147s]
-14/11/23 19:07:31| INFO bin_sld finished [took 96.6637s]
-14/11/23 19:07:36| INFO atc_mc finished [took 81.2520s]
-14/11/23 19:07:41| INFO mul_sld finished [took 99.5891s]
-14/11/23 19:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 111.1995s]
-14/11/23 19:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:08:14| INFO mul_sld finished [took 91.6290s]
-14/11/23 19:08:17| INFO ref finished [took 89.3877s]
-14/11/23 19:08:21| INFO bin_sld finished [took 102.8055s]
-14/11/23 19:08:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 106.3758s]
-14/11/23 19:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:09:20| INFO ref finished [took 86.5643s]
-14/11/23 19:09:21| INFO atc_mc finished [took 79.2297s]
-14/11/23 19:09:25| INFO bin_sld finished [took 100.9769s]
-14/11/23 19:09:26| INFO mul_sld finished [took 97.7833s]
-14/11/23 19:09:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 104.6995s]
-14/11/23 19:09:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:09:54| INFO ref finished [took 74.9119s]
-14/11/23 19:10:09| INFO mul_sld finished [took 96.2572s]
-14/11/23 19:10:20| INFO bin_sld finished [took 114.0767s]
-14/11/23 19:10:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 118.7633s]
-14/11/23 19:10:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:10:56| INFO ref finished [took 72.2158s]
-14/11/23 19:11:01| INFO bin_sld finished [took 90.7485s]
-14/11/23 19:11:05| INFO atc_mc finished [took 78.2709s]
-14/11/23 19:11:16| INFO mul_sld finished [took 100.8873s]
-14/11/23 19:11:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 110.8116s]
-14/11/23 19:11:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:11:52| INFO ref finished [took 73.7993s]
-14/11/23 19:12:01| INFO bin_sld finished [took 96.7293s]
-14/11/23 19:12:09| INFO mul_sld finished [took 98.4542s]
-14/11/23 19:12:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 108.9848s]
-14/11/23 19:12:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:12:46| INFO ref finished [took 75.7971s]
-14/11/23 19:12:53| INFO bin_sld finished [took 92.4683s]
-14/11/23 19:13:00| INFO atc_mc finished [took 85.1024s]
-14/11/23 19:13:12| INFO mul_sld finished [took 106.5708s]
-14/11/23 19:13:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 115.9514s]
-14/11/23 19:13:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:13:34| INFO ref finished [took 64.5123s]
-14/11/23 19:13:51| INFO bin_sld finished [took 97.2111s]
-14/11/23 19:13:58| INFO mul_sld finished [took 97.7685s]
-14/11/23 19:13:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 108.9796s]
-14/11/23 19:13:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:14:46| INFO ref finished [took 74.8559s]
-14/11/23 19:14:55| INFO atc_mc finished [took 79.5400s]
-14/11/23 19:15:04| INFO mul_sld finished [took 100.5167s]
-14/11/23 19:15:05| INFO bin_sld finished [took 108.6239s]
-14/11/23 19:15:05| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 112.7878s]
-14/11/23 19:15:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:15:27| INFO ref finished [took 70.2807s]
-14/11/23 19:15:50| INFO bin_sld finished [took 106.5730s]
-14/11/23 19:15:57| INFO mul_sld finished [took 107.4386s]
-14/11/23 19:15:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 118.9163s]
-14/11/23 19:15:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:16:44| INFO atc_mc finished [took 75.2460s]
-14/11/23 19:16:45| INFO ref finished [took 82.0378s]
-14/11/23 19:16:53| INFO bin_sld finished [took 103.3235s]
-14/11/23 19:16:55| INFO mul_sld finished [took 100.7315s]
-14/11/23 19:16:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 109.9435s]
-14/11/23 19:16:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:17:41| INFO ref finished [took 87.2553s]
-14/11/23 19:17:49| INFO bin_sld finished [took 107.7924s]
-14/11/23 19:17:55| INFO mul_sld finished [took 107.3243s]
-14/11/23 19:17:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 118.3043s]
-14/11/23 19:18:11| INFO ref finished [took 61.2118s]
-14/11/23 19:18:19| INFO atc_mc finished [took 65.0574s]
-14/11/23 19:18:43| INFO mul_sld finished [took 98.6543s]
-14/11/23 19:18:44| INFO bin_sld finished [took 105.3526s]
-14/11/23 19:18:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 109.2322s]
-----------------------------------------------------------------------------------------------------
-14/11/23 19:26:31| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-14/11/23 19:26:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:28:20| INFO mul3wc_sld finished [took 92.3747s]
-14/11/23 19:28:24| INFO mulc_sld finished [took 100.4775s]
-14/11/23 19:28:33| INFO mul3wmc_sld finished [took 85.8181s]
-14/11/23 19:28:34| INFO binc_sld finished [took 114.7100s]
-14/11/23 19:28:51| INFO mulmc_sld finished [took 108.7790s]
-14/11/23 19:28:52| INFO binmc_sld finished [took 115.7372s]
-14/11/23 19:33:06| INFO mulne_sld finished [took 276.9628s]
-14/11/23 19:33:20| INFO mul3wne_sld finished [took 280.4380s]
-14/11/23 19:33:56| INFO binne_sld finished [took 332.4569s]
-14/11/23 19:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 573.3959s]
-14/11/23 19:39:29| INFO ref finished [took 352.0854s]
-14/11/23 19:39:39| INFO kfcv finished [took 382.1024s]
-14/11/23 19:40:14| INFO atc_mc finished [took 365.5751s]
-14/11/23 19:43:09| INFO bin_sld_gs finished [took 863.6472s]
-14/11/23 19:43:51| INFO doc_feat finished [took 239.8335s]
-14/11/23 19:44:27| INFO atc_ne finished [took 287.6745s]
-14/11/23 19:47:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 1079.9167s]
-14/11/23 19:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 1203.3697s]
-14/11/23 19:49:12| INFO mul3w_sld_gs finished [took 1210.2260s]
-14/11/23 19:49:47| INFO mul_sld_gs finished [took 1251.9477s]
-14/11/23 19:49:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1390.9016s]
-14/11/23 19:49:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-14/11/23 19:51:36| INFO mul3wc_sld finished [took 96.6506s]
-14/11/23 19:51:39| INFO binc_sld finished [took 108.2730s]
-14/11/23 19:51:43| INFO mulc_sld finished [took 108.4953s]
-14/11/23 19:51:49| INFO mul3wmc_sld finished [took 87.7808s]
-14/11/23 19:52:01| INFO binmc_sld finished [took 113.2679s]
-14/11/23 19:52:06| INFO mulmc_sld finished [took 110.8055s]
-14/11/23 19:57:09| INFO mul3wne_sld finished [took 317.6225s]
-14/11/23 19:57:13| INFO binne_sld finished [took 333.0413s]
-14/11/23 19:57:37| INFO mulne_sld finished [took 351.3497s]
-14/11/23 20:03:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 699.7427s]
-14/11/23 20:03:47| INFO ref finished [took 370.6334s]
-14/11/23 20:04:03| INFO kfcv finished [took 401.3191s]
-14/11/23 20:04:32| INFO atc_mc finished [took 399.2837s]
-14/11/23 20:08:02| INFO doc_feat finished [took 229.6663s]
-14/11/23 20:08:45| INFO bin_sld_gs finished [took 1003.1597s]
-14/11/23 20:08:51| INFO atc_ne finished [took 293.3607s]
-14/11/23 20:10:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 1120.0893s]
-14/11/23 20:13:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 1258.1279s]
-14/11/23 20:13:13| INFO mul3w_sld_gs finished [took 1259.6078s]
-14/11/23 20:13:58| INFO mul_sld_gs finished [took 1309.2212s]
-14/11/23 20:13:58| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1450.4510s]
-14/11/23 20:13:58| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-14/11/23 20:15:51| INFO mul3wc_sld finished [took 99.3553s]
-14/11/23 20:15:51| INFO binc_sld finished [took 109.2750s]
-14/11/23 20:16:01| INFO mulc_sld finished [took 115.4819s]
-14/11/23 20:16:01| INFO binmc_sld finished [took 101.2430s]
-14/11/23 20:16:04| INFO mul3wmc_sld finished [took 89.6000s]
-14/11/23 20:16:12| INFO mulmc_sld finished [took 103.8880s]
-14/11/23 20:21:17| INFO mul3wne_sld finished [took 308.5733s]
-14/11/23 20:21:19| INFO binne_sld finished [took 324.9019s]
-14/11/23 20:21:22| INFO mulne_sld finished [took 321.5647s]
-14/11/23 20:28:08| INFO ref finished [took 384.4074s]
-14/11/23 20:28:45| INFO kfcv finished [took 436.1888s]
-14/11/23 20:29:13| INFO atc_mc finished [took 432.8089s]
-14/11/23 20:29:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 798.4766s]
-14/11/23 20:33:05| INFO doc_feat finished [took 244.0242s]
-14/11/23 20:33:35| INFO atc_ne finished [took 310.7955s]
-14/11/23 20:34:28| INFO bin_sld_gs finished [took 1091.2222s]
-14/11/23 20:35:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 1155.3395s]
-14/11/23 20:37:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 1284.9302s]
-14/11/23 20:37:59| INFO mul3w_sld_gs finished [took 1290.5377s]
-14/11/23 20:38:39| INFO mul_sld_gs finished [took 1335.1778s]
-14/11/23 20:38:39| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1480.9287s]
-14/11/23 20:38:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-14/11/23 20:40:23| INFO mul3wc_sld finished [took 94.6599s]
-14/11/23 20:40:23| INFO binc_sld finished [took 102.0587s]
-14/11/23 20:40:33| INFO mul3wmc_sld finished [took 84.7201s]
-14/11/23 20:40:33| INFO binmc_sld finished [took 96.8904s]
-14/11/23 20:40:35| INFO mulc_sld finished [took 111.4472s]
-14/11/23 20:40:53| INFO mulmc_sld finished [took 109.1562s]
-14/11/23 20:45:51| INFO binne_sld finished [took 324.7005s]
-14/11/23 20:45:52| INFO mul3wne_sld finished [took 313.2336s]
-14/11/23 20:46:07| INFO mulne_sld finished [took 335.4135s]
-14/11/23 20:52:52| INFO ref finished [took 398.1704s]
-14/11/23 20:52:58| INFO kfcv finished [took 417.6761s]
-14/11/23 20:53:36| INFO atc_mc finished [took 429.4704s]
-14/11/23 20:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 837.6243s]
-14/11/23 20:57:41| INFO doc_feat finished [took 269.3672s]
-14/11/23 20:58:30| INFO atc_ne finished [took 327.9274s]
-14/11/23 20:59:59| INFO bin_sld_gs finished [took 1152.3067s]
-14/11/23 21:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1142.9176s]
-14/11/23 21:02:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 1281.2276s]
-14/11/23 21:02:22| INFO mul3w_sld_gs finished [took 1284.0349s]
-14/11/23 21:03:03| INFO mul_sld_gs finished [took 1328.9541s]
-14/11/23 21:03:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1464.6965s]
-14/11/23 21:03:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:04:55| INFO binc_sld finished [took 108.5734s]
-14/11/23 21:04:55| INFO mul3wc_sld finished [took 99.6567s]
-14/11/23 21:05:05| INFO mul3wmc_sld finished [took 86.0588s]
-14/11/23 21:05:12| INFO binmc_sld finished [took 107.5432s]
-14/11/23 21:05:26| INFO mulc_sld finished [took 135.5975s]
-14/11/23 21:05:30| INFO mulmc_sld finished [took 116.7908s]
-14/11/23 21:10:00| INFO mul3wne_sld finished [took 287.9286s]
-14/11/23 21:10:32| INFO binne_sld finished [took 332.7960s]
-14/11/23 21:11:23| INFO mulne_sld finished [took 378.2024s]
-14/11/23 21:17:01| INFO kfcv finished [took 407.3015s]
-14/11/23 21:17:06| INFO ref finished [took 382.4695s]
-14/11/23 21:19:03| INFO atc_mc finished [took 446.8215s]
-14/11/23 21:19:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 858.8275s]
-14/11/23 21:22:10| INFO doc_feat finished [took 280.6127s]
-14/11/23 21:22:59| INFO atc_ne finished [took 343.6955s]
-14/11/23 21:24:47| INFO bin_sld_gs finished [took 1163.7924s]
-14/11/23 21:24:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 1161.4324s]
-14/11/23 21:27:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 1297.9378s]
-14/11/23 21:27:15| INFO mul3w_sld_gs finished [took 1299.2080s]
-14/11/23 21:27:58| INFO mul_sld_gs finished [took 1348.5513s]
-14/11/23 21:27:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1494.9074s]
-14/11/23 21:27:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:29:43| INFO mul3wc_sld finished [took 93.8390s]
-14/11/23 21:29:44| INFO binc_sld finished [took 102.2190s]
-14/11/23 21:29:57| INFO mul3wmc_sld finished [took 86.4636s]
-14/11/23 21:30:01| INFO binmc_sld finished [took 104.3854s]
-14/11/23 21:30:18| INFO mulc_sld finished [took 133.5627s]
-14/11/23 21:30:22| INFO mulmc_sld finished [took 116.7632s]
-14/11/23 21:34:55| INFO binne_sld finished [took 308.7808s]
-14/11/23 21:35:22| INFO mul3wne_sld finished [took 317.7170s]
-14/11/23 21:35:50| INFO mulne_sld finished [took 357.6758s]
-14/11/23 21:41:47| INFO kfcv finished [took 399.1353s]
-14/11/23 21:42:06| INFO ref finished [took 390.7932s]
-14/11/23 21:43:18| INFO atc_mc finished [took 434.1773s]
-14/11/23 21:43:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 821.2461s]
-14/11/23 21:46:49| INFO doc_feat finished [took 270.4518s]
-14/11/23 21:47:27| INFO atc_ne finished [took 328.7662s]
-14/11/23 21:48:39| INFO bin_sld_gs finished [took 1109.0259s]
-14/11/23 21:49:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 1135.9383s]
-14/11/23 21:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 1277.5504s]
-14/11/23 21:51:48| INFO mul3w_sld_gs finished [took 1280.0475s]
-14/11/23 21:52:30| INFO mul_sld_gs finished [took 1327.6769s]
-14/11/23 21:52:30| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1471.2217s]
-14/11/23 21:52:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-14/11/23 21:54:20| INFO mul3wc_sld finished [took 98.2355s]
-14/11/23 21:54:27| INFO binc_sld finished [took 114.3731s]
-14/11/23 21:54:28| INFO mul3wmc_sld finished [took 83.7334s]
-14/11/23 21:54:39| INFO binmc_sld finished [took 108.3863s]
-14/11/23 21:54:42| INFO mulc_sld finished [took 125.8758s]
-14/11/23 21:54:56| INFO mulmc_sld finished [took 117.2747s]
-14/11/23 21:59:35| INFO mul3wne_sld finished [took 298.2106s]
-14/11/23 21:59:58| INFO binne_sld finished [took 333.8597s]
-14/11/23 22:00:56| INFO mulne_sld finished [took 384.0404s]
-14/11/23 22:07:00| INFO kfcv finished [took 433.6072s]
-14/11/23 22:07:22| INFO ref finished [took 426.3478s]
-14/11/23 22:07:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 776.4638s]
-14/11/23 22:08:26| INFO atc_mc finished [took 435.5272s]
-14/11/23 22:11:43| INFO doc_feat finished [took 245.7887s]
-14/11/23 22:12:26| INFO atc_ne finished [took 310.0193s]
-14/11/23 22:13:00| INFO bin_sld_gs finished [took 1089.6057s]
-14/11/23 22:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 1131.5548s]
-14/11/23 22:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 1264.6121s]
-14/11/23 22:16:09| INFO mul3w_sld_gs finished [took 1268.0650s]
-14/11/23 22:16:56| INFO mul_sld_gs finished [took 1320.9599s]
-14/11/23 22:16:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1466.3731s]
-14/11/23 22:16:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-14/11/23 22:18:46| INFO mul3wc_sld finished [took 97.6416s]
-14/11/23 22:18:54| INFO mul3wmc_sld finished [took 82.3008s]
-14/11/23 22:18:55| INFO mulc_sld finished [took 111.4751s]
-14/11/23 22:19:04| INFO binc_sld finished [took 124.5108s]
-14/11/23 22:19:19| INFO mulmc_sld finished [took 113.0243s]
-14/11/23 22:19:28| INFO binmc_sld finished [took 130.6370s]
-14/11/23 22:23:46| INFO mul3wne_sld finished [took 281.8430s]
-14/11/23 22:24:41| INFO mulne_sld finished [took 342.5610s]
-14/11/23 22:24:49| INFO binne_sld finished [took 358.8204s]
-14/11/23 22:30:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 684.7556s]
-14/11/23 22:30:45| INFO kfcv finished [took 402.3518s]
-14/11/23 22:31:05| INFO ref finished [took 369.5388s]
-14/11/23 22:31:56| INFO atc_mc finished [took 406.8730s]
-14/11/23 22:35:08| INFO doc_feat finished [took 233.2618s]
-14/11/23 22:35:51| INFO atc_ne finished [took 295.6867s]
-14/11/23 22:36:09| INFO bin_sld_gs finished [took 1014.4266s]
-14/11/23 22:37:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 1086.3038s]
-14/11/23 22:39:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 1225.5406s]
-14/11/23 22:39:58| INFO mul3w_sld_gs finished [took 1224.0842s]
-14/11/23 22:40:39| INFO mul_sld_gs finished [took 1274.9578s]
-14/11/23 22:40:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1422.8807s]
-14/11/23 22:40:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-14/11/23 22:42:23| INFO mul3wc_sld finished [took 93.5814s]
-14/11/23 22:42:27| INFO mulc_sld finished [took 102.4895s]
-14/11/23 22:42:33| INFO mul3wmc_sld finished [took 82.3897s]
-14/11/23 22:42:42| INFO mulmc_sld finished [took 96.0158s]
-14/11/23 22:43:02| INFO binc_sld finished [took 139.9529s]
-14/11/23 22:43:17| INFO binmc_sld finished [took 139.9538s]
-14/11/23 22:46:47| INFO mul3wne_sld finished [took 248.1434s]
-14/11/23 22:47:19| INFO mulne_sld finished [took 285.8942s]
-14/11/23 22:48:38| INFO binne_sld finished [took 370.3696s]
-14/11/23 22:52:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 609.1783s]
-14/11/23 22:53:28| INFO ref finished [took 358.0507s]
-14/11/23 22:53:34| INFO kfcv finished [took 393.6008s]
-14/11/23 22:55:07| INFO atc_mc finished [took 375.6329s]
-14/11/23 22:57:43| INFO bin_sld_gs finished [took 893.1808s]
-14/11/23 22:57:52| INFO doc_feat finished [took 243.9139s]
-14/11/23 22:58:32| INFO atc_ne finished [took 293.7785s]
-14/11/23 23:01:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 1061.6503s]
-14/11/23 23:02:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 1186.1492s]
-14/11/23 23:03:12| INFO mul3w_sld_gs finished [took 1186.4216s]
-14/11/23 23:03:42| INFO mul_sld_gs finished [took 1234.0582s]
-14/11/23 23:03:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1382.7812s]
-----------------------------------------------------------------------------------------------------
-15/11/23 04:09:36| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
-15/11/23 04:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-15/11/23 04:11:22| INFO mul3w_sld finished [took 88.7088s]
-15/11/23 04:11:32| INFO mulc_sld finished [took 85.9098s]
-15/11/23 04:11:33| INFO mul3wc_sld finished [took 82.6034s]
-15/11/23 04:11:43| INFO bin_sld finished [took 117.9042s]
-15/11/23 04:11:51| INFO binc_sld finished [took 111.6971s]
-15/11/23 04:12:25| INFO mul_sld finished [took 157.1144s]
-15/11/23 04:13:17| INFO mul3wmc_sld finished [took 95.0918s]
-15/11/23 04:13:20| INFO binmc_sld finished [took 114.8857s]
-15/11/23 04:13:25| INFO mulmc_sld finished [took 109.3353s]
-15/11/23 04:13:27| INFO mulne_sld finished [took 88.7479s]
-15/11/23 04:13:50| INFO binne_sld finished [took 117.2911s]
-15/11/23 04:14:08| INFO mul3wne_sld finished [took 99.1483s]
-15/11/23 04:16:42| INFO kfcv finished [took 188.9529s]
-15/11/23 04:17:01| INFO ref finished [took 186.6000s]
-15/11/23 04:17:51| INFO atc_mc finished [took 217.5788s]
-15/11/23 04:20:59| INFO doc_feat finished [took 233.7094s]
-15/11/23 04:21:28| INFO atc_ne finished [took 278.6711s]
-15/11/23 04:37:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1468.5171s]
-15/11/23 04:42:14| INFO bin_sld_gs finished [took 1733.6356s]
-15/11/23 05:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 2860.2896s]
-15/11/23 05:03:36| INFO mul3w_sld_gs finished [took 3006.3117s]
-15/11/23 05:06:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00644) [took 3210.7878s]
-15/11/23 05:07:44| INFO mul_sld_gs finished [took 3259.2936s]
-15/11/23 05:07:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 3482.4827s]
-15/11/23 05:07:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-15/11/23 05:09:32| INFO mul3w_sld finished [took 95.2699s]
-15/11/23 05:09:40| INFO bin_sld finished [took 112.0420s]
-15/11/23 05:09:43| INFO mul3wc_sld finished [took 86.1229s]
-15/11/23 05:09:51| INFO mulc_sld finished [took 99.5516s]
-15/11/23 05:09:53| INFO binc_sld finished [took 108.5802s]
-15/11/23 05:10:07| INFO mul_sld finished [took 135.6335s]
-15/11/23 05:11:29| INFO mul3wmc_sld finished [took 99.5333s]
-15/11/23 05:11:29| INFO binmc_sld finished [took 113.4717s]
-15/11/23 05:11:32| INFO mulmc_sld finished [took 108.1948s]
-15/11/23 05:11:38| INFO mul3wne_sld finished [took 84.2389s]
-15/11/23 05:11:49| INFO binne_sld finished [took 106.8129s]
-15/11/23 05:11:53| INFO mulne_sld finished [took 105.1547s]
-15/11/23 05:15:20| INFO kfcv finished [took 215.0308s]
-15/11/23 05:15:31| INFO ref finished [took 214.0900s]
-15/11/23 05:15:54| INFO atc_mc finished [took 231.2363s]
-15/11/23 05:19:40| INFO doc_feat finished [took 239.3871s]
-15/11/23 05:20:33| INFO atc_ne finished [took 302.1281s]
-15/11/23 05:40:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00768) [took 1745.7769s]
-15/11/23 05:45:27| INFO bin_sld_gs finished [took 2033.7795s]
-15/11/23 06:00:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01546) [took 2947.0565s]
-15/11/23 06:03:19| INFO mul3w_sld_gs finished [took 3098.2737s]
-15/11/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01392) [took 3328.3200s]
-15/11/23 06:07:55| INFO mul_sld_gs finished [took 3377.9962s]
-15/11/23 06:07:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 3611.1710s]
-15/11/23 06:07:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-15/11/23 06:09:47| INFO bin_sld finished [took 108.5232s]
-15/11/23 06:09:47| INFO mul3w_sld finished [took 98.3871s]
-15/11/23 06:09:57| INFO mul_sld finished [took 114.3858s]
-15/11/23 06:10:01| INFO binc_sld finished [took 103.0382s]
-15/11/23 06:10:02| INFO mul3wc_sld finished [took 92.2713s]
-15/11/23 06:10:18| INFO mulc_sld finished [took 114.9183s]
-15/11/23 06:11:45| INFO mul3wmc_sld finished [took 100.2997s]
-15/11/23 06:11:45| INFO binmc_sld finished [took 113.0942s]
-15/11/23 06:11:49| INFO mulmc_sld finished [took 111.7305s]
-15/11/23 06:11:52| INFO mul3wne_sld finished [took 85.1683s]
-15/11/23 06:11:56| INFO binne_sld finished [took 101.2432s]
-15/11/23 06:12:06| INFO mulne_sld finished [took 103.3024s]
-15/11/23 06:15:34| INFO ref finished [took 204.4876s]
-15/11/23 06:15:36| INFO kfcv finished [took 214.3952s]
-15/11/23 06:16:07| INFO atc_mc finished [took 229.1752s]
-15/11/23 06:19:49| INFO doc_feat finished [took 234.5028s]
-15/11/23 06:20:36| INFO atc_ne finished [took 292.6994s]
-15/11/23 06:45:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00782) [took 2004.9336s]
-15/11/23 06:49:09| INFO bin_sld_gs finished [took 2240.1254s]
-15/11/23 06:58:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00842) [took 2821.0408s]
-15/11/23 07:01:12| INFO mul3w_sld_gs finished [took 2954.0182s]
-15/11/23 07:04:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00913) [took 3140.5123s]
-15/11/23 07:05:03| INFO mul_sld_gs finished [took 3190.0225s]
-15/11/23 07:05:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 3428.1935s]
-15/11/23 07:05:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-15/11/23 07:06:51| INFO mul3w_sld finished [took 97.2198s]
-15/11/23 07:06:51| INFO bin_sld finished [took 105.0070s]
-15/11/23 07:07:00| INFO mul3wc_sld finished [took 87.5219s]
-15/11/23 07:07:02| INFO binc_sld finished [took 99.6789s]
-15/11/23 07:07:03| INFO mul_sld finished [took 114.4032s]
-15/11/23 07:07:21| INFO mulc_sld finished [took 112.9915s]
-15/11/23 07:08:43| INFO mul3wmc_sld finished [took 96.6306s]
-15/11/23 07:08:43| INFO binmc_sld finished [took 109.2675s]
-15/11/23 07:08:49| INFO mulmc_sld finished [took 110.4332s]
-15/11/23 07:08:53| INFO mul3wne_sld finished [took 86.4177s]
-15/11/23 07:08:55| INFO binne_sld finished [took 102.8294s]
-15/11/23 07:09:08| INFO mulne_sld finished [took 108.4970s]
-15/11/23 07:12:07| INFO ref finished [took 183.8496s]
-15/11/23 07:12:10| INFO kfcv finished [took 193.2444s]
-15/11/23 07:12:44| INFO atc_mc finished [took 212.0704s]
-15/11/23 07:16:05| INFO doc_feat finished [took 224.3999s]
-15/11/23 07:16:57| INFO atc_ne finished [took 284.3214s]
-15/11/23 07:43:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 2093.3644s]
-15/11/23 07:48:41| INFO bin_sld_gs finished [took 2395.2270s]
-15/11/23 07:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 3032.5675s]
-15/11/23 08:01:49| INFO mul3w_sld_gs finished [took 3175.9059s]
-15/11/23 08:05:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 3427.9091s]
-15/11/23 08:06:45| INFO mul_sld_gs finished [took 3476.0947s]
-15/11/23 08:06:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 3701.6275s]
-15/11/23 08:06:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-15/11/23 08:08:35| INFO mul3w_sld finished [took 97.5756s]
-15/11/23 08:08:40| INFO bin_sld finished [took 112.1406s]
-15/11/23 08:08:46| INFO mul_sld finished [took 112.9392s]
-15/11/23 08:08:48| INFO mul3wc_sld finished [took 90.8200s]
-15/11/23 08:08:49| INFO binc_sld finished [took 103.4855s]
-15/11/23 08:09:13| INFO mulc_sld finished [took 120.6758s]
-15/11/23 08:10:30| INFO mul3wmc_sld finished [took 97.3327s]
-15/11/23 08:10:30| INFO binmc_sld finished [took 110.6134s]
-15/11/23 08:10:40| INFO binne_sld finished [took 100.3092s]
-15/11/23 08:10:42| INFO mulmc_sld finished [took 115.8021s]
-15/11/23 08:10:42| INFO mul3wne_sld finished [took 81.8762s]
-15/11/23 08:11:02| INFO mulne_sld finished [took 115.2696s]
-15/11/23 08:14:16| INFO ref finished [took 198.5631s]
-15/11/23 08:14:19| INFO kfcv finished [took 208.6101s]
-15/11/23 08:14:51| INFO atc_mc finished [took 221.8101s]
-15/11/23 08:18:33| INFO doc_feat finished [took 239.9441s]
-15/11/23 08:19:29| INFO atc_ne finished [took 304.1815s]
-15/11/23 08:45:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00653) [took 2100.3676s]
-15/11/23 08:50:08| INFO bin_sld_gs finished [took 2374.1135s]
-15/11/23 09:01:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 3031.7283s]
-15/11/23 09:03:48| INFO mul3w_sld_gs finished [took 3182.7798s]
-15/11/23 09:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00572) [took 3412.7180s]
-15/11/23 09:08:21| INFO mul_sld_gs finished [took 3463.0379s]
-15/11/23 09:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 3696.0639s]
-15/11/23 09:08:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-15/11/23 09:10:07| INFO mul3w_sld finished [took 94.7023s]
-15/11/23 09:10:13| INFO bin_sld finished [took 108.8303s]
-15/11/23 09:10:15| INFO mul3wc_sld finished [took 83.2103s]
-15/11/23 09:10:25| INFO binc_sld finished [took 104.6440s]
-15/11/23 09:10:39| INFO mul_sld finished [took 130.7224s]
-15/11/23 09:10:45| INFO mulc_sld finished [took 118.3404s]
-15/11/23 09:12:02| INFO binmc_sld finished [took 111.0720s]
-15/11/23 09:12:02| INFO mul3wmc_sld finished [took 99.4223s]
-15/11/23 09:12:16| INFO binne_sld finished [took 103.0191s]
-15/11/23 09:12:18| INFO mulmc_sld finished [took 121.1474s]
-15/11/23 09:12:19| INFO mul3wne_sld finished [took 87.9220s]
-15/11/23 09:12:47| INFO mulne_sld finished [took 124.4554s]
-15/11/23 09:15:56| INFO ref finished [took 201.4576s]
-15/11/23 09:16:00| INFO kfcv finished [took 214.6799s]
-15/11/23 09:16:51| INFO atc_mc finished [took 234.5041s]
-15/11/23 09:20:24| INFO doc_feat finished [took 251.4989s]
-15/11/23 09:21:32| INFO atc_ne finished [took 330.0316s]
-15/11/23 09:46:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00545) [took 2071.0225s]
-15/11/23 09:51:05| INFO bin_sld_gs finished [took 2340.1339s]
-15/11/23 10:02:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 2990.3765s]
-15/11/23 10:04:44| INFO mul3w_sld_gs finished [took 3143.3587s]
-15/11/23 10:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00632) [took 3383.0715s]
-15/11/23 10:09:22| INFO mul_sld_gs finished [took 3433.3077s]
-15/11/23 10:09:22| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 3660.8700s]
-15/11/23 10:09:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-15/11/23 10:11:13| INFO mul3w_sld finished [took 97.8066s]
-15/11/23 10:11:22| INFO mul3wc_sld finished [took 85.1817s]
-15/11/23 10:11:23| INFO bin_sld finished [took 117.3856s]
-15/11/23 10:11:36| INFO mul_sld finished [took 126.6567s]
-15/11/23 10:11:37| INFO binc_sld finished [took 114.3416s]
-15/11/23 10:11:50| INFO mulc_sld finished [took 120.0792s]
-15/11/23 10:13:11| INFO mul3wmc_sld finished [took 99.5610s]
-15/11/23 10:13:15| INFO binmc_sld finished [took 117.2023s]
-15/11/23 10:13:24| INFO mul3wne_sld finished [took 86.9684s]
-15/11/23 10:13:27| INFO mulmc_sld finished [took 121.0056s]
-15/11/23 10:13:47| INFO binne_sld finished [took 121.4703s]
-15/11/23 10:13:50| INFO mulne_sld finished [took 120.2871s]
-15/11/23 10:17:18| INFO kfcv finished [took 223.9378s]
-15/11/23 10:17:25| INFO ref finished [took 211.1518s]
-15/11/23 10:18:01| INFO atc_mc finished [took 239.7622s]
-15/11/23 10:21:37| INFO doc_feat finished [took 241.2226s]
-15/11/23 10:22:45| INFO atc_ne finished [took 315.9710s]
-15/11/23 10:46:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1984.0491s]
-15/11/23 10:51:04| INFO bin_sld_gs finished [took 2269.6145s]
-15/11/23 11:03:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.01075) [took 2991.1006s]
-15/11/23 11:05:50| INFO mul3w_sld_gs finished [took 3141.4667s]
-15/11/23 11:09:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00765) [took 3353.9196s]
-15/11/23 11:10:06| INFO mul_sld_gs finished [took 3406.0194s]
-15/11/23 11:10:06| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 3643.7925s]
-15/11/23 11:10:06| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-15/11/23 11:11:55| INFO mul3w_sld finished [took 97.3529s]
-15/11/23 11:12:04| INFO mul3wc_sld finished [took 83.6839s]
-15/11/23 11:12:09| INFO mul_sld finished [took 116.4522s]
-15/11/23 11:12:27| INFO mulc_sld finished [took 112.8964s]
-15/11/23 11:12:27| INFO bin_sld finished [took 138.0403s]
-15/11/23 11:12:36| INFO binc_sld finished [took 128.2516s]
-15/11/23 11:13:52| INFO mul3wmc_sld finished [took 95.1805s]
-15/11/23 11:14:04| INFO binmc_sld finished [took 123.8704s]
-15/11/23 11:14:05| INFO mulmc_sld finished [took 116.3404s]
-15/11/23 11:14:05| INFO mul3wne_sld finished [took 82.2907s]
-15/11/23 11:14:25| INFO mulne_sld finished [took 108.4966s]
-15/11/23 11:14:43| INFO binne_sld finished [took 132.0226s]
-15/11/23 11:17:39| INFO kfcv finished [took 202.2084s]
-15/11/23 11:17:49| INFO ref finished [took 195.5469s]
-15/11/23 11:18:43| INFO atc_mc finished [took 228.9629s]
-15/11/23 11:21:52| INFO doc_feat finished [took 233.8964s]
-15/11/23 11:22:53| INFO atc_ne finished [took 304.7668s]
-15/11/23 11:43:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00894) [took 1774.3149s]
-15/11/23 11:49:44| INFO bin_sld_gs finished [took 2147.2786s]
-15/11/23 12:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01116) [took 2900.2367s]
-15/11/23 12:05:13| INFO mul3w_sld_gs finished [took 3061.0453s]
-15/11/23 12:08:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01595) [took 3271.9846s]
-15/11/23 12:09:30| INFO mul_sld_gs finished [took 3322.2576s]
-15/11/23 12:09:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 3563.8652s]
-15/11/23 12:09:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-15/11/23 12:11:15| INFO mul3w_sld finished [took 93.4086s]
-15/11/23 12:11:22| INFO mul3wc_sld finished [took 82.2547s]
-15/11/23 12:11:26| INFO mulc_sld finished [took 91.6249s]
-15/11/23 12:11:49| INFO bin_sld finished [took 136.0271s]
-15/11/23 12:11:59| INFO binc_sld finished [took 130.9645s]
-15/11/23 12:12:00| INFO mul_sld finished [took 143.5693s]
-15/11/23 12:13:05| INFO mul3wmc_sld finished [took 92.8853s]
-15/11/23 12:13:07| INFO mulmc_sld finished [took 101.3403s]
-15/11/23 12:13:30| INFO binmc_sld finished [took 130.9471s]
-15/11/23 12:13:40| INFO mul3wne_sld finished [took 92.3468s]
-15/11/23 12:14:02| INFO mulne_sld finished [took 119.4438s]
-15/11/23 12:14:39| INFO binne_sld finished [took 166.4648s]
-15/11/23 12:17:32| INFO kfcv finished [took 222.7909s]
-15/11/23 12:17:32| INFO ref finished [took 202.4387s]
-15/11/23 12:18:45| INFO atc_mc finished [took 237.6597s]
-15/11/23 12:21:43| INFO doc_feat finished [took 233.6943s]
-15/11/23 12:22:38| INFO atc_ne finished [took 295.3503s]
-15/11/23 12:40:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00604) [took 1611.8802s]
-15/11/23 12:44:27| INFO bin_sld_gs finished [took 1877.6335s]
-15/11/23 13:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00830) [took 2816.9939s]
-15/11/23 13:03:06| INFO mul3w_sld_gs finished [took 2970.1184s]
-15/11/23 13:05:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00808) [took 3160.5303s]
-15/11/23 13:06:41| INFO mul_sld_gs finished [took 3207.3902s]
-15/11/23 13:06:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 3431.3826s]
-----------------------------------------------------------------------------------------------------
-16/11/23 01:41:52| INFO dataset imdb_9prevs [pool size: 6]
-16/11/23 01:42:02| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-16/11/23 01:43:05| INFO mul3wc_sld finished [took 52.0536s]
-16/11/23 01:43:09| INFO mul3w_sld finished [took 60.9362s]
-16/11/23 01:43:10| INFO mulc_sld finished [took 59.0440s]
-16/11/23 01:43:43| INFO bin_sld finished [took 98.1298s]
-16/11/23 01:43:46| INFO binc_sld finished [took 96.5629s]
-16/11/23 01:44:03| INFO mul3wmc_sld finished [took 50.6276s]
-16/11/23 01:44:16| INFO mulmc_sld finished [took 63.4763s]
-16/11/23 01:44:21| INFO mul_sld finished [took 134.7989s]
-16/11/23 01:44:41| INFO mulne_sld finished [took 52.4496s]
-16/11/23 01:44:44| INFO binmc_sld finished [took 97.5368s]
-16/11/23 01:44:49| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-16/11/23 01:44:59| INFO mul3wne_sld finished [took 54.6499s]
-16/11/23 01:45:35| INFO ref finished [took 42.5397s]
-16/11/23 01:45:38| INFO binne_sld finished [took 112.7650s]
-16/11/23 01:45:45| INFO kfcv finished [took 56.9711s]
-16/11/23 01:46:14| INFO atc_mc finished [took 72.1811s]
-16/11/23 01:46:19| INFO doc_feat finished [took 36.3270s]
-16/11/23 01:46:48| INFO atc_ne finished [took 69.8183s]
-16/11/23 02:24:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00903) [took 2395.9946s]
-16/11/23 02:25:41| INFO mul3w_sld_gs finished [took 2456.7601s]
-16/11/23 02:28:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02849) [took 2621.9346s]
-16/11/23 02:28:29| INFO mul_sld_gs finished [took 2645.3250s]
-16/11/23 02:28:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 2786.5917s]
-16/11/23 02:28:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-16/11/23 02:29:35| INFO mul3w_sld finished [took 59.4041s]
-16/11/23 02:29:37| INFO mul3wc_sld finished [took 55.5888s]
-16/11/23 02:30:08| INFO mulc_sld finished [took 88.5847s]
-16/11/23 02:30:14| INFO binc_sld finished [took 95.6538s]
-16/11/23 02:30:19| INFO bin_sld finished [took 108.7983s]
-16/11/23 02:30:33| INFO mul_sld finished [took 117.5645s]
-16/11/23 02:31:05| INFO mulmc_sld finished [took 85.6571s]
-16/11/23 02:31:08| INFO mul3wmc_sld finished [took 57.8278s]
-16/11/23 02:31:13| INFO binmc_sld finished [took 96.4955s]
-16/11/23 02:31:22| INFO mul3wne_sld finished [took 45.4811s]
-16/11/23 02:32:05| INFO binne_sld finished [took 107.5387s]
-16/11/23 02:32:13| INFO kfcv finished [took 49.2775s]
-16/11/23 02:32:17| INFO mulne_sld finished [took 113.6025s]
-16/11/23 02:33:08| INFO ref finished [took 58.9272s]
-16/11/23 02:33:32| INFO atc_mc finished [took 75.4368s]
-16/11/23 02:33:43| INFO atc_ne finished [took 82.9640s]
-16/11/23 02:33:49| INFO doc_feat finished [took 36.9348s]
-16/11/23 02:57:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00923) [took 1584.0632s]
-16/11/23 03:00:00| INFO bin_sld_gs finished [took 1732.0792s]
-16/11/23 03:20:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01100) [took 2928.3099s]
-16/11/23 03:20:57| INFO mul3w_sld_gs finished [took 2981.6413s]
-16/11/23 03:25:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01306) [took 3259.2528s]
-16/11/23 03:26:15| INFO mul_sld_gs finished [took 3304.6561s]
-16/11/23 03:26:15| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 3465.8522s]
-16/11/23 03:26:15| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-16/11/23 03:27:31| INFO mul3w_sld finished [took 61.9412s]
-16/11/23 03:27:31| INFO mul3wc_sld finished [took 58.6905s]
-16/11/23 03:27:52| INFO binc_sld finished [took 82.0447s]
-16/11/23 03:27:58| INFO bin_sld finished [took 94.1580s]
-16/11/23 03:28:04| INFO mulc_sld finished [took 90.5984s]
-16/11/23 03:28:09| INFO mul_sld finished [took 101.8637s]
-16/11/23 03:28:53| INFO mul3wmc_sld finished [took 57.4945s]
-16/11/23 03:28:53| INFO binmc_sld finished [took 77.5877s]
-16/11/23 03:29:00| INFO mulmc_sld finished [took 84.3274s]
-16/11/23 03:29:09| INFO mul3wne_sld finished [took 54.8730s]
-16/11/23 03:29:32| INFO binne_sld finished [took 87.5643s]
-16/11/23 03:29:41| INFO mulne_sld finished [took 91.4135s]
-16/11/23 03:30:27| INFO kfcv finished [took 73.3328s]
-16/11/23 03:30:40| INFO ref finished [took 62.1756s]
-16/11/23 03:31:11| INFO atc_mc finished [took 84.1784s]
-16/11/23 03:31:17| INFO doc_feat finished [took 30.8553s]
-16/11/23 03:31:44| INFO atc_ne finished [took 70.9733s]
-16/11/23 03:58:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01043) [took 1796.0637s]
-16/11/23 04:00:51| INFO bin_sld_gs finished [took 1913.9550s]
-16/11/23 04:17:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00927) [took 2911.5422s]
-16/11/23 04:18:31| INFO mul3w_sld_gs finished [took 2967.7992s]
-16/11/23 04:24:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00960) [took 3306.6687s]
-16/11/23 04:24:28| INFO mul_sld_gs finished [took 3330.5210s]
-16/11/23 04:24:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 3493.3809s]
-16/11/23 04:24:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-16/11/23 04:25:38| INFO mul3w_sld finished [took 60.6976s]
-16/11/23 04:25:45| INFO mul3wc_sld finished [took 63.2605s]
-16/11/23 04:25:54| INFO binc_sld finished [took 76.0740s]
-16/11/23 04:25:57| INFO bin_sld finished [took 85.3429s]
-16/11/23 04:26:15| INFO mulc_sld finished [took 94.3880s]
-16/11/23 04:26:18| INFO mul_sld finished [took 103.0893s]
-16/11/23 04:26:58| INFO binmc_sld finished [took 77.3293s]
-16/11/23 04:27:00| INFO mul3wmc_sld finished [took 62.1844s]
-16/11/23 04:27:13| INFO mulmc_sld finished [took 86.0097s]
-16/11/23 04:27:13| INFO mul3wne_sld finished [took 51.9375s]
-16/11/23 04:27:17| INFO binne_sld finished [took 74.9333s]
-16/11/23 04:27:48| INFO mulne_sld finished [took 90.7497s]
-16/11/23 04:28:12| INFO ref finished [took 50.5309s]
-16/11/23 04:28:23| INFO kfcv finished [took 66.5648s]
-16/11/23 04:29:07| INFO doc_feat finished [took 40.7631s]
-16/11/23 04:29:12| INFO atc_mc finished [took 80.9626s]
-16/11/23 04:29:26| INFO atc_ne finished [took 69.3417s]
-16/11/23 04:59:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01178) [took 1978.0762s]
-16/11/23 05:02:04| INFO bin_sld_gs finished [took 2102.6212s]
-16/11/23 05:16:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01298) [took 2973.2311s]
-16/11/23 05:17:46| INFO mul3w_sld_gs finished [took 3030.1211s]
-16/11/23 05:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01027) [took 3333.3306s]
-16/11/23 05:22:59| INFO mul_sld_gs finished [took 3356.7777s]
-16/11/23 05:22:59| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 3511.1629s]
-16/11/23 05:23:00| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-16/11/23 05:24:12| INFO mul3w_sld finished [took 64.1661s]
-16/11/23 05:24:13| INFO mul3wc_sld finished [took 60.3990s]
-16/11/23 05:24:26| INFO binc_sld finished [took 77.9600s]
-16/11/23 05:24:31| INFO bin_sld finished [took 86.7545s]
-16/11/23 05:24:48| INFO mulc_sld finished [took 96.2658s]
-16/11/23 05:24:48| INFO mul_sld finished [took 102.0261s]
-16/11/23 05:25:28| INFO mul3wmc_sld finished [took 59.0775s]
-16/11/23 05:25:32| INFO binmc_sld finished [took 76.8692s]
-16/11/23 05:25:42| INFO mulmc_sld finished [took 85.7625s]
-16/11/23 05:25:43| INFO binne_sld finished [took 66.8000s]
-16/11/23 05:25:43| INFO mul3wne_sld finished [took 51.4845s]
-16/11/23 05:26:24| INFO mulne_sld finished [took 92.5383s]
-16/11/23 05:26:40| INFO ref finished [took 52.7780s]
-16/11/23 05:26:51| INFO kfcv finished [took 64.2859s]
-16/11/23 05:27:29| INFO doc_feat finished [took 36.1107s]
-16/11/23 05:27:39| INFO atc_mc finished [took 70.3112s]
-16/11/23 05:27:48| INFO atc_ne finished [took 64.8853s]
-16/11/23 05:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00940) [took 1983.2246s]
-16/11/23 06:00:33| INFO bin_sld_gs finished [took 2102.9532s]
-16/11/23 06:14:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 2946.7034s]
-16/11/23 06:15:47| INFO mul3w_sld_gs finished [took 3001.8138s]
-16/11/23 06:21:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 3347.5309s]
-16/11/23 06:21:48| INFO mul_sld_gs finished [took 3374.2944s]
-16/11/23 06:21:48| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 3528.9544s]
-16/11/23 06:21:48| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-16/11/23 06:22:59| INFO mul3w_sld finished [took 63.3509s]
-16/11/23 06:23:02| INFO mul3wc_sld finished [took 61.8792s]
-16/11/23 06:23:12| INFO binc_sld finished [took 76.5227s]
-16/11/23 06:23:15| INFO bin_sld finished [took 83.6122s]
-16/11/23 06:23:33| INFO mulc_sld finished [took 94.9601s]
-16/11/23 06:23:34| INFO mul_sld finished [took 101.2373s]
-16/11/23 06:24:17| INFO mul3wmc_sld finished [took 62.1078s]
-16/11/23 06:24:22| INFO binmc_sld finished [took 81.2689s]
-16/11/23 06:24:28| INFO mulmc_sld finished [took 83.1038s]
-16/11/23 06:24:34| INFO mul3wne_sld finished [took 56.7140s]
-16/11/23 06:24:42| INFO binne_sld finished [took 82.0239s]
-16/11/23 06:24:52| INFO mulne_sld finished [took 76.4741s]
-16/11/23 06:25:36| INFO ref finished [took 52.2184s]
-16/11/23 06:25:45| INFO kfcv finished [took 69.5024s]
-16/11/23 06:26:14| INFO atc_mc finished [took 80.1897s]
-16/11/23 06:26:20| INFO doc_feat finished [took 32.5290s]
-16/11/23 06:26:46| INFO atc_ne finished [took 65.7763s]
-16/11/23 06:57:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01142) [took 1971.9770s]
-16/11/23 06:59:23| INFO bin_sld_gs finished [took 2103.8434s]
-16/11/23 07:14:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01222) [took 2983.1039s]
-16/11/23 07:15:09| INFO mul3w_sld_gs finished [took 3038.7610s]
-16/11/23 07:20:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00979) [took 3352.7055s]
-16/11/23 07:20:41| INFO mul_sld_gs finished [took 3377.4928s]
-16/11/23 07:20:41| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 3532.7431s]
-16/11/23 07:20:41| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-16/11/23 07:21:56| INFO mul3w_sld finished [took 63.2958s]
-16/11/23 07:21:58| INFO mul3wc_sld finished [took 63.2953s]
-16/11/23 07:22:13| INFO bin_sld finished [took 88.6044s]
-16/11/23 07:22:13| INFO binc_sld finished [took 80.0413s]
-16/11/23 07:22:24| INFO mulc_sld finished [took 91.1407s]
-16/11/23 07:22:29| INFO mul_sld finished [took 98.7974s]
-16/11/23 07:23:15| INFO binmc_sld finished [took 76.3360s]
-16/11/23 07:23:15| INFO mul3wmc_sld finished [took 56.3690s]
-16/11/23 07:23:23| INFO mulmc_sld finished [took 81.9523s]
-16/11/23 07:23:24| INFO mul3wne_sld finished [took 50.4491s]
-16/11/23 07:23:37| INFO binne_sld finished [took 78.7797s]
-16/11/23 07:23:48| INFO mulne_sld finished [took 79.7318s]
-16/11/23 07:24:35| INFO ref finished [took 53.0934s]
-16/11/23 07:24:41| INFO kfcv finished [took 71.1928s]
-16/11/23 07:25:11| INFO atc_mc finished [took 78.8140s]
-16/11/23 07:25:15| INFO doc_feat finished [took 30.5960s]
-16/11/23 07:25:42| INFO atc_ne finished [took 62.0156s]
-16/11/23 07:55:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.02194) [took 1907.4165s]
-16/11/23 07:56:40| INFO bin_sld_gs finished [took 2002.4114s]
-16/11/23 08:12:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01262) [took 2948.5332s]
-16/11/23 08:13:35| INFO mul3w_sld_gs finished [took 3007.2804s]
-16/11/23 08:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00906) [took 3318.4935s]
-16/11/23 08:19:01| INFO mul_sld_gs finished [took 3341.9666s]
-16/11/23 08:19:01| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 3499.3833s]
-16/11/23 08:19:01| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-16/11/23 08:20:11| INFO mul3w_sld finished [took 62.2055s]
-16/11/23 08:20:16| INFO mul3wc_sld finished [took 59.0412s]
-16/11/23 08:20:35| INFO mulc_sld finished [took 80.2908s]
-16/11/23 08:20:37| INFO mul_sld finished [took 87.6275s]
-16/11/23 08:20:55| INFO binc_sld finished [took 104.4525s]
-16/11/23 08:20:57| INFO bin_sld finished [took 112.2536s]
-16/11/23 08:21:36| INFO mul3wmc_sld finished [took 57.9849s]
-16/11/23 08:21:36| INFO mulmc_sld finished [took 77.0009s]
-16/11/23 08:21:49| INFO mul3wne_sld finished [took 48.3533s]
-16/11/23 08:21:50| INFO binmc_sld finished [took 95.9056s]
-16/11/23 08:22:09| INFO mulne_sld finished [took 71.4848s]
-16/11/23 08:22:18| INFO binne_sld finished [took 97.3612s]
-16/11/23 08:22:42| INFO kfcv finished [took 48.8032s]
-16/11/23 08:22:51| INFO ref finished [took 38.1551s]
-16/11/23 08:23:17| INFO atc_mc finished [took 56.6460s]
-16/11/23 08:23:31| INFO doc_feat finished [took 36.4927s]
-16/11/23 08:24:00| INFO atc_ne finished [took 73.9113s]
-16/11/23 08:49:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01472) [took 1698.7367s]
-16/11/23 08:53:06| INFO bin_sld_gs finished [took 1886.8326s]
-16/11/23 09:10:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00855) [took 2896.0308s]
-16/11/23 09:11:01| INFO mul3w_sld_gs finished [took 2949.8681s]
-16/11/23 09:15:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00808) [took 3242.1207s]
-16/11/23 09:16:06| INFO mul_sld_gs finished [took 3265.5376s]
-16/11/23 09:16:06| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 3424.9338s]
-16/11/23 09:16:06| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-16/11/23 09:17:13| INFO mulc_sld finished [took 57.9910s]
-16/11/23 09:17:13| INFO mul3wc_sld finished [took 57.4116s]
-16/11/23 09:17:18| INFO mul3w_sld finished [took 67.2150s]
-16/11/23 09:17:36| INFO bin_sld finished [took 88.2137s]
-16/11/23 09:17:41| INFO binc_sld finished [took 88.0308s]
-16/11/23 09:17:59| INFO mul_sld finished [took 109.6367s]
-16/11/23 09:18:24| INFO mul3wmc_sld finished [took 63.4130s]
-16/11/23 09:18:26| INFO mulmc_sld finished [took 69.5044s]
-16/11/23 09:18:34| INFO binmc_sld finished [took 79.5843s]
-16/11/23 09:18:38| INFO mulne_sld finished [took 54.5641s]
-16/11/23 09:18:50| INFO binne_sld finished [took 71.6646s]
-16/11/23 09:18:53| INFO mul3wne_sld finished [took 51.8810s]
-16/11/23 09:19:02| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 09:19:28| INFO kfcv finished [took 49.1535s]
-16/11/23 09:19:41| INFO ref finished [took 48.1446s]
-16/11/23 09:20:02| INFO atc_mc finished [took 67.2438s]
-16/11/23 09:20:08| INFO doc_feat finished [took 36.3265s]
-16/11/23 09:20:14| INFO atc_ne finished [took 69.7821s]
-16/11/23 09:58:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00920) [took 2419.8040s]
-16/11/23 09:59:52| INFO mul3w_sld_gs finished [took 2476.0211s]
-16/11/23 10:01:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.04211) [took 2586.6891s]
-16/11/23 10:01:54| INFO mul_sld_gs finished [took 2606.3800s]
-16/11/23 10:01:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 2748.8348s]
-----------------------------------------------------------------------------------------------------
-16/11/23 14:21:16| INFO dataset rcv1_GCAT_9prevs [pool size: 6]
-16/11/23 14:21:21| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
-16/11/23 14:22:53| INFO bin_sld finished [took 88.6548s]
-16/11/23 14:23:06| INFO mul3w_sld finished [took 95.0373s]
-16/11/23 14:23:08| INFO mul3wc_sld finished [took 81.4332s]
-16/11/23 14:23:11| INFO binc_sld finished [took 93.5790s]
-16/11/23 14:23:52| INFO mul_sld finished [took 145.1238s]
-16/11/23 14:23:54| INFO mulc_sld finished [took 131.9848s]
-16/11/23 14:24:32| INFO binmc_sld finished [took 95.7012s]
-16/11/23 14:24:46| INFO binne_sld finished [took 83.4026s]
-16/11/23 14:24:47| INFO mul3wmc_sld finished [took 92.9080s]
-16/11/23 14:25:04| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-16/11/23 14:25:51| INFO mul3wne_sld finished [took 111.1272s]
-16/11/23 14:26:13| INFO mulmc_sld finished [took 184.3841s]
-16/11/23 14:27:02| INFO mulne_sld finished [took 187.5049s]
-16/11/23 14:27:30| INFO kfcv finished [took 141.9976s]
-16/11/23 14:28:32| INFO ref finished [took 154.6723s]
-16/11/23 14:29:12| INFO atc_mc finished [took 173.3382s]
-16/11/23 14:30:04| INFO atc_ne finished [took 177.8409s]
-16/11/23 14:30:19| INFO doc_feat finished [took 162.3897s]
-16/11/23 15:00:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00594) [took 2128.6994s]
-16/11/23 15:03:10| INFO mul3w_sld_gs finished [took 2295.6888s]
-16/11/23 15:04:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00899) [took 2361.0300s]
-16/11/23 15:04:58| INFO mul_sld_gs finished [took 2408.3644s]
-16/11/23 15:04:58| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 2616.5518s]
-16/11/23 15:04:58| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
-16/11/23 15:06:39| INFO mul3w_sld finished [took 91.0640s]
-16/11/23 15:06:48| INFO mul3wc_sld finished [took 83.1946s]
-16/11/23 15:06:59| INFO bin_sld finished [took 118.7498s]
-16/11/23 15:07:18| INFO binc_sld finished [took 123.1208s]
-16/11/23 15:07:26| INFO mul_sld finished [took 142.5062s]
-16/11/23 15:07:51| INFO mulc_sld finished [took 152.3357s]
-16/11/23 15:08:30| INFO mul3wmc_sld finished [took 87.0734s]
-16/11/23 15:08:47| INFO binmc_sld finished [took 124.3369s]
-16/11/23 15:09:31| INFO mul3wne_sld finished [took 96.2124s]
-16/11/23 15:09:33| INFO binne_sld finished [took 131.0517s]
-16/11/23 15:10:00| INFO mulmc_sld finished [took 189.0944s]
-16/11/23 15:10:46| INFO mulne_sld finished [took 196.4156s]
-16/11/23 15:13:17| INFO kfcv finished [took 215.7681s]
-16/11/23 15:13:31| INFO ref finished [took 201.8680s]
-16/11/23 15:15:00| INFO atc_mc finished [took 247.6742s]
-16/11/23 15:17:54| INFO doc_feat finished [took 253.5433s]
-16/11/23 15:18:32| INFO atc_ne finished [took 305.6524s]
-16/11/23 15:32:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00813) [took 1430.7616s]
-16/11/23 15:37:00| INFO bin_sld_gs finished [took 1706.3685s]
-16/11/23 15:52:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 2552.1166s]
-16/11/23 15:54:41| INFO mul3w_sld_gs finished [took 2705.3158s]
-16/11/23 15:57:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01072) [took 2894.5232s]
-16/11/23 15:57:53| INFO mul_sld_gs finished [took 2941.9716s]
-16/11/23 15:57:53| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 3175.6190s]
-16/11/23 15:57:53| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
-16/11/23 15:59:38| INFO mul3w_sld finished [took 93.7434s]
-16/11/23 15:59:44| INFO bin_sld finished [took 107.9101s]
-16/11/23 15:59:48| INFO mul3wc_sld finished [took 86.7015s]
-16/11/23 15:59:57| INFO binc_sld finished [took 106.2803s]
-16/11/23 16:00:16| INFO mul_sld finished [took 136.2905s]
-16/11/23 16:00:17| INFO mulc_sld finished [took 121.5525s]
-16/11/23 16:01:26| INFO binmc_sld finished [took 104.9635s]
-16/11/23 16:01:27| INFO mul3wmc_sld finished [took 92.9624s]
-16/11/23 16:01:46| INFO mulmc_sld finished [took 118.3555s]
-16/11/23 16:01:56| INFO binne_sld finished [took 112.2079s]
-16/11/23 16:02:01| INFO mul3wne_sld finished [took 95.8018s]
-16/11/23 16:03:05| INFO mulne_sld finished [took 165.3611s]
-16/11/23 16:05:44| INFO ref finished [took 211.7132s]
-16/11/23 16:05:53| INFO kfcv finished [took 230.1205s]
-16/11/23 16:07:36| INFO atc_mc finished [took 265.8123s]
-16/11/23 16:10:22| INFO doc_feat finished [took 261.2474s]
-16/11/23 16:11:23| INFO atc_ne finished [took 328.7484s]
-16/11/23 16:28:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00490) [took 1615.2711s]
-16/11/23 16:33:13| INFO bin_sld_gs finished [took 1903.7955s]
-16/11/23 16:45:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00586) [took 2639.8238s]
-16/11/23 16:48:38| INFO mul3w_sld_gs finished [took 2806.0181s]
-16/11/23 16:50:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2955.8247s]
-16/11/23 16:51:38| INFO mul_sld_gs finished [took 3004.3991s]
-16/11/23 16:51:38| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 3224.9999s]
-16/11/23 16:51:38| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
-16/11/23 16:53:24| INFO mul3w_sld finished [took 95.3368s]
-16/11/23 16:53:26| INFO mul3wc_sld finished [took 79.1479s]
-16/11/23 16:53:27| INFO bin_sld finished [took 105.5351s]
-16/11/23 16:53:40| INFO binc_sld finished [took 103.3716s]
-16/11/23 16:53:44| INFO mul_sld finished [took 119.4244s]
-16/11/23 16:53:58| INFO mulc_sld finished [took 116.8956s]
-16/11/23 16:55:13| INFO mul3wmc_sld finished [took 95.5683s]
-16/11/23 16:55:15| INFO binmc_sld finished [took 107.8645s]
-16/11/23 16:55:23| INFO mulmc_sld finished [took 111.0128s]
-16/11/23 16:55:34| INFO mul3wne_sld finished [took 90.0187s]
-16/11/23 16:55:34| INFO binne_sld finished [took 108.4171s]
-16/11/23 16:55:49| INFO mulne_sld finished [took 117.4212s]
-16/11/23 16:59:01| INFO ref finished [took 194.9159s]
-16/11/23 16:59:16| INFO kfcv finished [took 218.0677s]
-16/11/23 16:59:35| INFO atc_mc finished [took 218.0287s]
-16/11/23 17:03:29| INFO doc_feat finished [took 245.5964s]
-16/11/23 17:04:05| INFO atc_ne finished [took 298.2064s]
-16/11/23 17:24:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00601) [took 1736.9621s]
-16/11/23 17:28:33| INFO bin_sld_gs finished [took 1996.7601s]
-16/11/23 17:42:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00662) [took 2822.6693s]
-16/11/23 17:45:02| INFO mul3w_sld_gs finished [took 2974.7642s]
-16/11/23 17:48:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00692) [took 3169.2842s]
-16/11/23 17:49:04| INFO mul_sld_gs finished [took 3224.0022s]
-16/11/23 17:49:04| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 3446.0325s]
-16/11/23 17:49:04| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
-16/11/23 17:50:53| INFO bin_sld finished [took 105.3870s]
-16/11/23 17:50:58| INFO mul3w_sld finished [took 102.0855s]
-16/11/23 17:51:00| INFO mul_sld finished [took 109.0567s]
-16/11/23 17:51:02| INFO mul3wc_sld finished [took 91.8248s]
-16/11/23 17:51:19| INFO mulc_sld finished [took 112.3382s]
-16/11/23 17:51:20| INFO binc_sld finished [took 117.5797s]
-16/11/23 17:52:45| INFO binmc_sld finished [took 109.1693s]
-16/11/23 17:52:50| INFO binne_sld finished [took 96.0562s]
-16/11/23 17:52:53| INFO mulmc_sld finished [took 111.8330s]
-16/11/23 17:52:56| INFO mul3wmc_sld finished [took 109.4199s]
-16/11/23 17:52:56| INFO mul3wne_sld finished [took 89.3891s]
-16/11/23 17:53:08| INFO mulne_sld finished [took 105.7728s]
-16/11/23 17:56:10| INFO kfcv finished [took 188.6544s]
-16/11/23 17:56:18| INFO ref finished [took 189.7353s]
-16/11/23 17:56:48| INFO atc_mc finished [took 215.3244s]
-16/11/23 17:59:58| INFO doc_feat finished [took 212.4369s]
-16/11/23 18:00:43| INFO atc_ne finished [took 265.3340s]
-16/11/23 18:23:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00738) [took 1843.0911s]
-16/11/23 18:27:42| INFO bin_sld_gs finished [took 2093.6915s]
-16/11/23 18:39:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00642) [took 2792.6151s]
-16/11/23 18:42:13| INFO mul3w_sld_gs finished [took 2955.6642s]
-16/11/23 18:45:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00797) [took 3154.7812s]
-16/11/23 18:46:28| INFO mul_sld_gs finished [took 3215.8248s]
-16/11/23 18:46:28| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 3443.8419s]
-16/11/23 18:46:28| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
-16/11/23 18:48:16| INFO mul3w_sld finished [took 96.2413s]
-16/11/23 18:48:16| INFO bin_sld finished [took 104.5256s]
-16/11/23 18:48:23| INFO mul_sld finished [took 108.5891s]
-16/11/23 18:48:26| INFO mul3wc_sld finished [took 90.0622s]
-16/11/23 18:48:27| INFO binc_sld finished [took 100.6930s]
-16/11/23 18:48:46| INFO mulc_sld finished [took 114.6963s]
-16/11/23 18:50:05| INFO mul3wmc_sld finished [took 96.4749s]
-16/11/23 18:50:06| INFO mulmc_sld finished [took 102.3350s]
-16/11/23 18:50:06| INFO binmc_sld finished [took 107.4522s]
-16/11/23 18:50:21| INFO mul3wne_sld finished [took 88.3996s]
-16/11/23 18:50:21| INFO binne_sld finished [took 104.5638s]
-16/11/23 18:50:29| INFO mulne_sld finished [took 106.6627s]
-16/11/23 18:54:07| INFO ref finished [took 214.0740s]
-16/11/23 18:54:16| INFO kfcv finished [took 231.4034s]
-16/11/23 18:54:37| INFO atc_mc finished [took 238.6731s]
-16/11/23 18:58:07| INFO doc_feat finished [took 221.8803s]
-16/11/23 18:58:56| INFO atc_ne finished [took 280.8503s]
-16/11/23 19:18:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00635) [took 1728.0089s]
-16/11/23 19:21:51| INFO bin_sld_gs finished [took 1902.6033s]
-16/11/23 19:37:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00694) [took 2809.7462s]
-16/11/23 19:39:39| INFO mul3w_sld_gs finished [took 2963.5415s]
-16/11/23 19:43:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 3181.2806s]
-16/11/23 19:44:02| INFO mul_sld_gs finished [took 3229.9580s]
-16/11/23 19:44:02| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 3453.9005s]
-16/11/23 19:44:02| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
-16/11/23 19:45:49| INFO bin_sld finished [took 104.3048s]
-16/11/23 19:45:50| INFO mul3w_sld finished [took 96.6324s]
-16/11/23 19:45:55| INFO mul3wc_sld finished [took 84.4478s]
-16/11/23 19:46:00| INFO binc_sld finished [took 100.3008s]
-16/11/23 19:46:01| INFO mul_sld finished [took 112.8325s]
-16/11/23 19:46:16| INFO mulc_sld finished [took 110.1737s]
-16/11/23 19:47:39| INFO binmc_sld finished [took 106.5375s]
-16/11/23 19:47:39| INFO mul3wmc_sld finished [took 95.4356s]
-16/11/23 19:47:47| INFO mulmc_sld finished [took 109.1439s]
-16/11/23 19:47:49| INFO mul3wne_sld finished [took 87.3065s]
-16/11/23 19:47:53| INFO binne_sld finished [took 102.9195s]
-16/11/23 19:48:04| INFO mulne_sld finished [took 108.1022s]
-16/11/23 19:51:25| INFO ref finished [took 201.8526s]
-16/11/23 19:51:27| INFO kfcv finished [took 211.2329s]
-16/11/23 19:51:54| INFO atc_mc finished [took 224.3877s]
-16/11/23 19:55:35| INFO doc_feat finished [took 234.5270s]
-16/11/23 19:56:23| INFO atc_ne finished [took 289.7071s]
-16/11/23 20:14:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00795) [took 1590.3062s]
-16/11/23 20:18:41| INFO bin_sld_gs finished [took 1859.0899s]
-16/11/23 20:32:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00709) [took 2650.3720s]
-16/11/23 20:34:32| INFO mul3w_sld_gs finished [took 2801.0407s]
-16/11/23 20:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00957) [took 3022.5954s]
-16/11/23 20:39:05| INFO mul_sld_gs finished [took 3078.5392s]
-16/11/23 20:39:05| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 3302.7956s]
-16/11/23 20:39:05| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
-16/11/23 20:40:54| INFO mul3w_sld finished [took 98.0452s]
-16/11/23 20:40:56| INFO bin_sld finished [took 107.5445s]
-16/11/23 20:40:58| INFO mul_sld finished [took 106.4165s]
-16/11/23 20:41:00| INFO mul3wc_sld finished [took 86.5722s]
-16/11/23 20:41:03| INFO mulc_sld finished [took 95.1580s]
-16/11/23 20:41:05| INFO binc_sld finished [took 102.2421s]
-16/11/23 20:42:42| INFO mul3wmc_sld finished [took 93.9125s]
-16/11/23 20:42:47| INFO binmc_sld finished [took 108.5036s]
-16/11/23 20:42:47| INFO mulmc_sld finished [took 103.7587s]
-16/11/23 20:42:59| INFO binne_sld finished [took 102.6437s]
-16/11/23 20:43:00| INFO mul3wne_sld finished [took 93.7038s]
-16/11/23 20:43:00| INFO mulne_sld finished [took 99.6007s]
-16/11/23 20:46:27| INFO kfcv finished [took 203.0387s]
-16/11/23 20:46:38| INFO ref finished [took 208.0952s]
-16/11/23 20:47:10| INFO atc_mc finished [took 232.6684s]
-16/11/23 20:50:52| INFO doc_feat finished [took 246.0529s]
-16/11/23 20:51:37| INFO atc_ne finished [took 299.4447s]
-16/11/23 21:08:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00519) [took 1519.7099s]
-16/11/23 21:12:39| INFO bin_sld_gs finished [took 1794.1688s]
-16/11/23 21:27:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2663.8170s]
-16/11/23 21:29:56| INFO mul3w_sld_gs finished [took 2820.7519s]
-16/11/23 21:33:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00683) [took 3011.8521s]
-16/11/23 21:33:50| INFO mul_sld_gs finished [took 3059.9400s]
-16/11/23 21:33:50| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 3285.3316s]
-16/11/23 21:33:50| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
-16/11/23 21:33:53| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:34:05| WARNING Method binc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:34:19| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:39| INFO mul3w_sld finished [took 98.7602s]
-16/11/23 21:35:39| INFO mul_sld finished [took 103.7145s]
-16/11/23 21:35:42| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:50| INFO mulc_sld finished [took 102.6230s]
-16/11/23 21:35:57| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/11/23 21:35:58| INFO mul3wc_sld finished [took 105.1403s]
-16/11/23 21:36:04| INFO mulmc_sld finished [took 100.7423s]
-16/11/23 21:36:07| INFO mul3wmc_sld finished [took 98.8636s]
-16/11/23 21:38:14| INFO mulne_sld finished [took 148.5199s]
-16/11/23 21:38:17| INFO mul3wne_sld finished [took 145.4881s]
-16/11/23 21:38:28| INFO ref finished [took 134.3960s]
-16/11/23 21:38:31| INFO kfcv finished [took 142.6570s]
-16/11/23 21:41:14| INFO doc_feat finished [took 157.9450s]
-16/11/23 21:41:44| INFO atc_mc finished [took 203.3255s]
-16/11/23 21:41:51| INFO atc_ne finished [took 203.8327s]
-16/11/23 22:12:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 2163.0336s]
-16/11/23 22:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00681) [took 2228.3043s]
-16/11/23 22:13:42| INFO mul_sld_gs finished [took 2261.0782s]
-16/11/23 22:14:01| INFO mul3w_sld_gs finished [took 2276.1848s]
-16/11/23 22:14:01| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 2410.7936s]
-----------------------------------------------------------------------------------------------------
-17/11/23 00:17:43| INFO dataset cifar10_9prevs [pool size: 6]
-----------------------------------------------------------------------------------------------------
-17/11/23 00:17:43| ERROR Evaluation over cifar10_9prevs failed. Exception: 'cifar10'
-17/11/23 00:17:43| INFO dataset None_9prevs [pool size: 6]
-17/11/23 00:17:43| ERROR Evaluation over None_9prevs failed. Exception: None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:26:17| INFO dataset cifar10_9prevs [pool size: 6]
-17/11/23 00:26:27| ERROR Evaluation over cifar10_9prevs failed. Exception: Invalid target None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:26:27| INFO dataset None_9prevs [pool size: 6]
-17/11/23 00:26:27| ERROR Evaluation over None_9prevs failed. Exception: None
-----------------------------------------------------------------------------------------------------
-17/11/23 00:27:22| INFO dataset cifar10_9prevs [pool size: 6]
-17/11/23 00:27:22| INFO Dataset sample 0.10 of dataset cifar10_9prevs started
-17/11/23 00:33:31| INFO mul3w_sld finished [took 362.5471s]
-17/11/23 00:33:34| INFO mul_sld finished [took 366.1400s]
-17/11/23 00:33:35| INFO mul3wc_sld finished [took 359.1144s]
-17/11/23 00:33:44| INFO mulc_sld finished [took 371.9626s]
-17/11/23 00:35:11| INFO bin_sld finished [took 464.3401s]
-17/11/23 00:35:27| INFO binc_sld finished [took 475.4022s]
-17/11/23 00:39:49| INFO mul3wmc_sld finished [took 367.0255s]
-17/11/23 00:39:57| INFO mulmc_sld finished [took 375.1649s]
-17/11/23 00:41:27| INFO binmc_sld finished [took 467.0111s]
-17/11/23 00:41:28| INFO mulne_sld finished [took 369.7366s]
-17/11/23 00:41:32| INFO binne_sld finished [took 458.9936s]
-17/11/23 00:41:37| INFO mul3wne_sld finished [took 361.6084s]
-17/11/23 00:43:15| INFO ref finished [took 190.5495s]
-17/11/23 00:43:31| INFO kfcv finished [took 215.2674s]
-17/11/23 00:43:36| INFO doc_feat finished [took 118.4456s]
-17/11/23 00:44:15| INFO atc_mc finished [took 160.9249s]
-17/11/23 00:44:15| INFO atc_ne finished [took 159.9385s]
-17/11/23 00:44:15| INFO Dataset sample 0.10 of dataset cifar10_9prevs finished [took 1012.8461s]
-17/11/23 00:44:15| INFO Dataset sample 0.20 of dataset cifar10_9prevs started
-17/11/23 00:50:27| INFO mul_sld finished [took 366.0707s]
-17/11/23 00:50:28| INFO mul3w_sld finished [took 365.6065s]
-17/11/23 00:50:31| INFO mul3wc_sld finished [took 362.9477s]
-17/11/23 00:50:31| INFO mulc_sld finished [took 364.9257s]
-17/11/23 00:52:12| INFO bin_sld finished [took 472.1942s]
-17/11/23 00:52:16| INFO binc_sld finished [took 472.4121s]
-17/11/23 00:56:42| INFO mulmc_sld finished [took 367.5155s]
-17/11/23 00:56:51| INFO mul3wmc_sld finished [took 373.2881s]
-17/11/23 00:58:26| INFO mulne_sld finished [took 367.2225s]
-17/11/23 00:58:27| INFO binmc_sld finished [took 472.0411s]
-17/11/23 00:58:27| INFO binne_sld finished [took 467.1662s]
-17/11/23 00:58:28| INFO mul3wne_sld finished [took 363.4496s]
-17/11/23 01:00:18| INFO ref finished [took 199.9343s]
-17/11/23 01:00:26| INFO kfcv finished [took 216.6640s]
-17/11/23 01:00:34| INFO doc_feat finished [took 120.3543s]
-17/11/23 01:01:12| INFO atc_mc finished [took 160.7700s]
-17/11/23 01:01:13| INFO atc_ne finished [took 160.5243s]
-17/11/23 01:01:13| INFO Dataset sample 0.20 of dataset cifar10_9prevs finished [took 1017.4067s]
-17/11/23 01:01:13| INFO Dataset sample 0.30 of dataset cifar10_9prevs started
-17/11/23 01:07:20| INFO mul3w_sld finished [took 360.7347s]
-17/11/23 01:07:34| INFO mul3wc_sld finished [took 368.1456s]
-17/11/23 01:07:35| INFO mul_sld finished [took 376.7808s]
-17/11/23 01:07:43| INFO mulc_sld finished [took 378.9889s]
-17/11/23 01:09:07| INFO bin_sld finished [took 470.8715s]
-17/11/23 01:09:12| INFO binc_sld finished [took 469.9285s]
-17/11/23 01:13:56| INFO mul3wmc_sld finished [took 374.7209s]
-17/11/23 01:13:59| INFO mulmc_sld finished [took 378.7659s]
-17/11/23 01:15:15| INFO binmc_sld finished [took 466.9705s]
-17/11/23 01:15:25| INFO mul3wne_sld finished [took 365.9600s]
-17/11/23 01:15:27| INFO mulne_sld finished [took 374.0756s]
-17/11/23 01:15:38| INFO binne_sld finished [took 467.1248s]
-17/11/23 01:17:18| INFO ref finished [took 191.6057s]
-17/11/23 01:17:38| INFO kfcv finished [took 214.7635s]
-17/11/23 01:17:38| INFO doc_feat finished [took 124.1322s]
-17/11/23 01:18:15| INFO atc_mc finished [took 172.7688s]
-17/11/23 01:18:16| INFO atc_ne finished [took 164.4646s]
-17/11/23 01:18:16| INFO Dataset sample 0.30 of dataset cifar10_9prevs finished [took 1022.8196s]
-17/11/23 01:18:16| INFO Dataset sample 0.40 of dataset cifar10_9prevs started
-17/11/23 01:24:27| INFO mul3w_sld finished [took 364.9502s]
-17/11/23 01:24:30| INFO mul3wc_sld finished [took 361.5481s]
-17/11/23 01:24:34| INFO mul_sld finished [took 373.4501s]
-17/11/23 01:24:47| INFO mulc_sld finished [took 380.7574s]
-17/11/23 01:26:00| INFO bin_sld finished [took 461.5564s]
-17/11/23 01:26:16| INFO binc_sld finished [took 470.6275s]
-17/11/23 01:30:49| INFO mul3wmc_sld finished [took 366.5137s]
-17/11/23 01:30:54| INFO mulmc_sld finished [took 376.5820s]
-17/11/23 01:32:25| INFO binmc_sld finished [took 470.6779s]
-17/11/23 01:32:27| INFO mulne_sld finished [took 379.1840s]
-17/11/23 01:32:29| INFO mul3wne_sld finished [took 364.8697s]
-17/11/23 01:32:43| INFO binne_sld finished [took 467.0905s]
-17/11/23 01:34:20| INFO ref finished [took 198.0968s]
-17/11/23 01:34:25| INFO kfcv finished [took 210.2288s]
-17/11/23 01:34:35| INFO doc_feat finished [took 119.0931s]
-17/11/23 01:35:15| INFO atc_ne finished [took 160.9952s]
-17/11/23 01:35:15| INFO atc_mc finished [took 162.8327s]
-17/11/23 01:35:15| INFO Dataset sample 0.40 of dataset cifar10_9prevs finished [took 1019.5153s]
-17/11/23 01:35:15| INFO Dataset sample 0.50 of dataset cifar10_9prevs started
-17/11/23 01:41:24| INFO mul3w_sld finished [took 361.8849s]
-17/11/23 01:41:29| INFO mul3wc_sld finished [took 361.0073s]
-17/11/23 01:41:35| INFO mul_sld finished [took 373.9151s]
-17/11/23 01:41:40| INFO mulc_sld finished [took 373.6867s]
-17/11/23 01:43:13| INFO bin_sld finished [took 474.6980s]
-17/11/23 01:43:17| INFO binc_sld finished [took 471.8642s]
-17/11/23 01:47:40| INFO mul3wmc_sld finished [took 357.8822s]
-17/11/23 01:47:54| INFO mulmc_sld finished [took 378.1199s]
-17/11/23 01:49:16| INFO binmc_sld finished [took 464.5629s]
-17/11/23 01:49:26| INFO mul3wne_sld finished [took 362.0620s]
-17/11/23 01:49:38| INFO mulne_sld finished [took 377.6352s]
-17/11/23 01:49:40| INFO binne_sld finished [took 472.7394s]
-17/11/23 01:51:17| INFO ref finished [took 195.8803s]
-17/11/23 01:51:21| INFO kfcv finished [took 215.9394s]
-17/11/23 01:51:38| INFO doc_feat finished [took 113.6860s]
-17/11/23 01:52:09| INFO atc_mc finished [took 165.6360s]
-17/11/23 01:52:12| INFO atc_ne finished [took 158.8503s]
-17/11/23 01:52:12| INFO Dataset sample 0.50 of dataset cifar10_9prevs finished [took 1016.9900s]
-17/11/23 01:52:12| INFO Dataset sample 0.60 of dataset cifar10_9prevs started
-17/11/23 01:58:23| INFO mul3w_sld finished [took 362.5835s]
-17/11/23 01:58:29| INFO mul3wc_sld finished [took 363.7016s]
-17/11/23 01:58:35| INFO mul_sld finished [took 376.9899s]
-17/11/23 01:58:48| INFO mulc_sld finished [took 385.0957s]
-17/11/23 01:59:53| INFO bin_sld finished [took 455.9553s]
-17/11/23 02:00:09| INFO binc_sld finished [took 467.7243s]
-17/11/23 02:04:44| INFO mul3wmc_sld finished [took 362.3355s]
-17/11/23 02:05:03| INFO mulmc_sld finished [took 386.4009s]
-17/11/23 02:06:14| INFO mul3wne_sld finished [took 356.2795s]
-17/11/23 02:06:14| INFO binmc_sld finished [took 464.1669s]
-17/11/23 02:06:26| INFO mulne_sld finished [took 385.2228s]
-17/11/23 02:06:47| INFO binne_sld finished [took 469.7961s]
-17/11/23 02:08:26| INFO ref finished [took 195.0417s]
-17/11/23 02:08:38| INFO kfcv finished [took 227.1281s]
-17/11/23 02:08:41| INFO doc_feat finished [took 128.7433s]
-17/11/23 02:09:11| INFO atc_mc finished [took 170.3742s]
-17/11/23 02:09:13| INFO atc_ne finished [took 171.4339s]
-17/11/23 02:09:13| INFO Dataset sample 0.60 of dataset cifar10_9prevs finished [took 1021.0613s]
-17/11/23 02:09:13| INFO Dataset sample 0.70 of dataset cifar10_9prevs started
-17/11/23 02:15:21| INFO mul3w_sld finished [took 360.8736s]
-17/11/23 02:15:22| INFO mul_sld finished [took 363.6183s]
-17/11/23 02:15:35| INFO mul3wc_sld finished [took 368.7025s]
-17/11/23 02:15:48| INFO mulc_sld finished [took 384.7188s]
-17/11/23 02:17:06| INFO bin_sld finished [took 468.5609s]
-17/11/23 02:17:10| INFO binc_sld finished [took 468.7945s]
-17/11/23 02:21:46| INFO mulmc_sld finished [took 376.1202s]
-17/11/23 02:21:51| INFO mul3wmc_sld finished [took 369.8071s]
-17/11/23 02:23:10| INFO binmc_sld finished [took 461.5893s]
-17/11/23 02:23:21| INFO mul3wne_sld finished [took 363.3832s]
-17/11/23 02:23:28| INFO mulne_sld finished [took 375.5855s]
-17/11/23 02:23:33| INFO binne_sld finished [took 457.7804s]
-17/11/23 02:25:13| INFO ref finished [took 194.8222s]
-17/11/23 02:25:30| INFO kfcv finished [took 218.1632s]
-17/11/23 02:25:33| INFO doc_feat finished [took 118.6010s]
-17/11/23 02:26:08| INFO atc_mc finished [took 171.6985s]
-17/11/23 02:26:10| INFO atc_ne finished [took 162.3306s]
-17/11/23 02:26:10| INFO Dataset sample 0.70 of dataset cifar10_9prevs finished [took 1016.8836s]
-17/11/23 02:26:10| INFO Dataset sample 0.80 of dataset cifar10_9prevs started
-17/11/23 02:32:25| INFO mul3w_sld finished [took 367.5189s]
-17/11/23 02:32:28| INFO mul_sld finished [took 372.0938s]
-17/11/23 02:32:29| INFO mul3wc_sld finished [took 366.7273s]
-17/11/23 02:32:38| INFO mulc_sld finished [took 377.8593s]
-17/11/23 02:34:02| INFO binc_sld finished [took 462.7515s]
-17/11/23 02:34:07| INFO bin_sld finished [took 473.4778s]
-17/11/23 02:38:43| INFO mul3wmc_sld finished [took 366.3960s]
-17/11/23 02:38:52| INFO mulmc_sld finished [took 376.8004s]
-17/11/23 02:40:20| INFO mul3wne_sld finished [took 365.8059s]
-17/11/23 02:40:21| INFO mulne_sld finished [took 372.6814s]
-17/11/23 02:40:22| INFO binmc_sld finished [took 471.0565s]
-17/11/23 02:40:31| INFO binne_sld finished [took 465.3675s]
-17/11/23 02:42:14| INFO ref finished [took 195.7012s]
-17/11/23 02:42:33| INFO doc_feat finished [took 124.4406s]
-17/11/23 02:42:33| INFO kfcv finished [took 222.4725s]
-17/11/23 02:43:12| INFO atc_mc finished [took 165.6840s]
-17/11/23 02:43:12| INFO atc_ne finished [took 165.1241s]
-17/11/23 02:43:12| INFO Dataset sample 0.80 of dataset cifar10_9prevs finished [took 1022.0561s]
-17/11/23 02:43:12| INFO Dataset sample 0.90 of dataset cifar10_9prevs started
-17/11/23 02:49:26| INFO mul_sld finished [took 367.6211s]
-17/11/23 02:49:27| INFO mul3w_sld finished [took 366.0576s]
-17/11/23 02:49:29| INFO mul3wc_sld finished [took 365.1774s]
-17/11/23 02:49:32| INFO mulc_sld finished [took 369.1540s]
-17/11/23 02:51:02| INFO bin_sld finished [took 466.4912s]
-17/11/23 02:51:11| INFO binc_sld finished [took 469.1844s]
-17/11/23 02:55:47| INFO mulmc_sld finished [took 373.0358s]
-17/11/23 02:55:48| INFO mul3wmc_sld finished [took 371.0762s]
-17/11/23 02:57:18| INFO binmc_sld finished [took 465.6963s]
-17/11/23 02:57:20| INFO mul3wne_sld finished [took 363.0469s]
-17/11/23 02:57:24| INFO mulne_sld finished [took 375.0791s]
-17/11/23 02:57:26| INFO binne_sld finished [took 466.2160s]
-17/11/23 02:59:11| INFO ref finished [took 195.2301s]
-17/11/23 02:59:33| INFO kfcv finished [took 219.3142s]
-17/11/23 02:59:34| INFO doc_feat finished [took 125.3886s]
-17/11/23 03:00:10| INFO atc_ne finished [took 162.9297s]
-17/11/23 03:00:10| INFO atc_mc finished [took 165.2833s]
-17/11/23 03:00:10| INFO Dataset sample 0.90 of dataset cifar10_9prevs finished [took 1018.2199s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:24:33| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:24:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:24:51| WARNING Method doc failed. Exception: Classification metrics can't handle a mix of binary and continuous targets
-19/11/23 14:24:57| INFO ref finished [took 9.6619s]
-19/11/23 14:24:59| INFO atc_mc finished [took 11.3035s]
-19/11/23 14:24:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.1901s]
-19/11/23 14:24:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-19/11/23 14:26:50| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:26:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:27:16| INFO ref finished [took 14.7925s]
-19/11/23 14:27:21| INFO atc_mc finished [took 19.3715s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:27:45| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:27:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:28:01| INFO ref finished [took 9.2258s]
-19/11/23 14:28:02| INFO doc finished [took 8.0663s]
-19/11/23 14:28:05| INFO atc_mc finished [took 11.9090s]
-19/11/23 14:28:05| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.2098s]
-19/11/23 14:28:05| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 14:28:15| INFO ref finished [took 9.5284s]
-19/11/23 14:28:16| INFO doc finished [took 9.0860s]
-19/11/23 14:28:18| INFO atc_mc finished [took 12.1072s]
-19/11/23 14:28:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 13.5153s]
-19/11/23 14:28:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 14:28:30| INFO doc finished [took 8.0385s]
-19/11/23 14:28:30| INFO ref finished [took 8.9388s]
-19/11/23 14:28:33| INFO atc_mc finished [took 11.6125s]
-19/11/23 14:28:33| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 14.4884s]
-19/11/23 14:28:33| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 14:28:44| INFO doc finished [took 8.9141s]
-19/11/23 14:28:44| INFO ref finished [took 9.3807s]
-19/11/23 14:28:47| INFO atc_mc finished [took 12.0032s]
-19/11/23 14:28:47| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 13.8506s]
-19/11/23 14:28:47| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 14:28:57| INFO doc finished [took 8.5278s]
-19/11/23 14:28:57| INFO ref finished [took 9.2175s]
-19/11/23 14:29:01| INFO atc_mc finished [took 12.0235s]
-19/11/23 14:29:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 13.9145s]
-19/11/23 14:29:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 14:29:11| INFO ref finished [took 9.5783s]
-19/11/23 14:29:11| INFO doc finished [took 8.6809s]
-19/11/23 14:29:15| INFO atc_mc finished [took 12.5512s]
-19/11/23 14:29:15| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 14.0750s]
-19/11/23 14:29:15| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 14:29:25| INFO doc finished [took 8.5566s]
-19/11/23 14:29:26| INFO ref finished [took 9.4741s]
-19/11/23 14:29:29| INFO atc_mc finished [took 11.9948s]
-19/11/23 14:29:29| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 13.9351s]
-19/11/23 14:29:29| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 14:29:39| INFO ref finished [took 9.1498s]
-19/11/23 14:29:40| INFO doc finished [took 8.8862s]
-19/11/23 14:29:42| INFO atc_mc finished [took 11.8499s]
-19/11/23 14:29:42| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 13.8319s]
-19/11/23 14:29:42| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 14:29:53| INFO ref finished [took 9.1983s]
-19/11/23 14:29:53| INFO doc finished [took 8.4498s]
-19/11/23 14:29:56| INFO atc_mc finished [took 11.8080s]
-19/11/23 14:29:56| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 13.2720s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:34:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 14:35:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:36:23| INFO ref finished [took 64.2691s]
-19/11/23 14:36:24| INFO doc finished [took 59.7001s]
-19/11/23 14:36:29| INFO atc_mc finished [took 68.1734s]
-19/11/23 14:36:32| INFO binc_sld finished [took 86.1125s]
-19/11/23 14:36:35| INFO binmc_sld finished [took 85.8409s]
-19/11/23 14:36:38| INFO binne_sld finished [took 84.8886s]
-19/11/23 14:36:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 95.7847s]
-19/11/23 14:36:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:38:00| INFO ref finished [took 65.1577s]
-19/11/23 14:38:01| INFO doc finished [took 59.7737s]
-19/11/23 14:38:08| INFO binc_sld finished [took 85.6240s]
-19/11/23 14:38:08| INFO atc_mc finished [took 70.3675s]
-19/11/23 14:38:11| INFO binmc_sld finished [took 84.9437s]
-19/11/23 14:38:12| INFO binne_sld finished [took 82.0087s]
-19/11/23 14:38:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 93.4055s]
-19/11/23 14:38:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:39:36| INFO ref finished [took 66.6877s]
-19/11/23 14:39:37| INFO doc finished [took 60.2549s]
-19/11/23 14:39:41| INFO binc_sld finished [took 85.5905s]
-19/11/23 14:39:42| INFO atc_mc finished [took 68.3105s]
-19/11/23 14:39:45| INFO binmc_sld finished [took 85.0408s]
-19/11/23 14:39:46| INFO binne_sld finished [took 81.7190s]
-19/11/23 14:39:46| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 94.2745s]
-19/11/23 14:39:46| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:41:05| INFO ref finished [took 64.8656s]
-19/11/23 14:41:05| INFO doc finished [took 60.2541s]
-19/11/23 14:41:10| INFO binc_sld finished [took 81.1590s]
-19/11/23 14:41:11| INFO binmc_sld finished [took 78.8047s]
-19/11/23 14:41:11| INFO atc_mc finished [took 68.8821s]
-19/11/23 14:41:15| INFO binne_sld finished [took 78.7655s]
-19/11/23 14:41:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 88.3294s]
-19/11/23 14:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:42:36| INFO ref finished [took 65.1484s]
-19/11/23 14:42:38| INFO doc finished [took 59.7806s]
-19/11/23 14:42:44| INFO binc_sld finished [took 86.1414s]
-19/11/23 14:42:45| INFO atc_mc finished [took 70.8035s]
-19/11/23 14:42:46| INFO binmc_sld finished [took 83.9061s]
-19/11/23 14:42:47| INFO binne_sld finished [took 81.5603s]
-19/11/23 14:42:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 92.9383s]
-19/11/23 14:42:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:44:07| INFO ref finished [took 65.0701s]
-19/11/23 14:44:10| INFO doc finished [took 61.4157s]
-19/11/23 14:44:16| INFO atc_mc finished [took 70.1925s]
-19/11/23 14:44:16| INFO binmc_sld finished [took 82.1601s]
-19/11/23 14:44:18| INFO binne_sld finished [took 79.8115s]
-19/11/23 14:44:21| INFO binc_sld finished [took 90.0953s]
-19/11/23 14:44:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 93.0801s]
-19/11/23 14:44:21| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:45:44| INFO ref finished [took 66.5430s]
-19/11/23 14:45:46| INFO doc finished [took 59.8701s]
-19/11/23 14:45:53| INFO binc_sld finished [took 89.1013s]
-19/11/23 14:45:53| INFO atc_mc finished [took 71.5063s]
-19/11/23 14:45:55| INFO binmc_sld finished [took 87.5898s]
-19/11/23 14:46:00| INFO binne_sld finished [took 87.3623s]
-19/11/23 14:46:00| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 99.1819s]
-19/11/23 14:46:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:47:21| INFO ref finished [took 65.4252s]
-19/11/23 14:47:21| INFO doc finished [took 58.9747s]
-19/11/23 14:47:29| INFO atc_mc finished [took 70.1565s]
-19/11/23 14:47:35| INFO binc_sld finished [took 92.3164s]
-19/11/23 14:47:38| INFO binmc_sld finished [took 92.1430s]
-19/11/23 14:47:42| INFO binne_sld finished [took 91.0357s]
-19/11/23 14:47:42| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 101.8390s]
-19/11/23 14:47:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 14:49:00| INFO ref finished [took 63.8495s]
-19/11/23 14:49:02| INFO doc finished [took 58.6434s]
-19/11/23 14:49:09| INFO atc_mc finished [took 69.2980s]
-19/11/23 14:49:22| INFO binc_sld finished [took 96.9013s]
-19/11/23 14:49:25| INFO binmc_sld finished [took 96.6175s]
-19/11/23 14:49:27| INFO binne_sld finished [took 94.8655s]
-19/11/23 14:49:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 105.2049s]
-----------------------------------------------------------------------------------------------------
-19/11/23 14:49:27| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 14:49:36| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 14:50:09| INFO doc finished [took 19.5809s]
-19/11/23 14:50:09| INFO ref finished [took 24.1516s]
-19/11/23 14:50:15| INFO atc_mc finished [took 27.1919s]
-19/11/23 14:50:42| INFO binne_sld finished [took 58.2923s]
-19/11/23 14:50:42| INFO binc_sld finished [took 63.9055s]
-19/11/23 14:50:42| INFO binmc_sld finished [took 61.6505s]
-19/11/23 14:50:42| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 66.0254s]
-19/11/23 14:50:42| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 14:51:15| INFO doc finished [took 19.1016s]
-19/11/23 14:51:16| INFO ref finished [took 22.6889s]
-19/11/23 14:51:23| INFO atc_mc finished [took 30.1294s]
-19/11/23 14:51:47| INFO binc_sld finished [took 61.9672s]
-19/11/23 14:51:48| INFO binmc_sld finished [took 59.3158s]
-19/11/23 14:51:49| INFO binne_sld finished [took 56.7360s]
-19/11/23 14:51:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.5519s]
-19/11/23 14:51:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 14:52:28| INFO doc finished [took 20.8939s]
-19/11/23 14:52:29| INFO ref finished [took 23.7440s]
-19/11/23 14:52:36| INFO atc_mc finished [took 27.5318s]
-19/11/23 14:52:47| INFO binc_sld finished [took 48.9803s]
-19/11/23 14:52:47| INFO binmc_sld finished [took 46.5365s]
-19/11/23 14:52:50| INFO binne_sld finished [took 46.3265s]
-19/11/23 14:52:50| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.9812s]
-19/11/23 14:52:50| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 14:53:24| INFO doc finished [took 20.1482s]
-19/11/23 14:53:25| INFO ref finished [took 23.4442s]
-19/11/23 14:53:31| INFO atc_mc finished [took 27.5411s]
-19/11/23 14:53:41| INFO binmc_sld finished [took 44.5925s]
-19/11/23 14:53:41| INFO binc_sld finished [took 49.9717s]
-19/11/23 14:53:43| INFO binne_sld finished [took 44.0668s]
-19/11/23 14:53:43| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 53.0919s]
-19/11/23 14:53:43| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 14:54:17| INFO doc finished [took 20.6547s]
-19/11/23 14:54:18| INFO ref finished [took 23.8148s]
-19/11/23 14:54:25| INFO atc_mc finished [took 29.5162s]
-19/11/23 14:54:32| INFO binc_sld finished [took 45.8337s]
-19/11/23 14:54:33| INFO binmc_sld finished [took 43.4472s]
-19/11/23 14:54:33| INFO binne_sld finished [took 43.8684s]
-19/11/23 14:54:33| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 50.3850s]
-19/11/23 14:54:33| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 14:55:06| INFO doc finished [took 21.1195s]
-19/11/23 14:55:07| INFO ref finished [took 23.9974s]
-19/11/23 14:55:14| INFO atc_mc finished [took 30.3238s]
-19/11/23 14:55:23| INFO binmc_sld finished [took 45.4348s]
-19/11/23 14:55:24| INFO binc_sld finished [took 47.9950s]
-19/11/23 14:55:24| INFO binne_sld finished [took 43.2968s]
-19/11/23 14:55:24| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.6027s]
-19/11/23 14:55:24| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 14:55:59| INFO doc finished [took 19.7075s]
-19/11/23 14:55:59| INFO ref finished [took 23.0012s]
-19/11/23 14:56:06| INFO atc_mc finished [took 28.0330s]
-19/11/23 14:56:16| INFO binc_sld finished [took 46.8877s]
-19/11/23 14:56:17| INFO binmc_sld finished [took 44.8911s]
-19/11/23 14:56:17| INFO binne_sld finished [took 45.2267s]
-19/11/23 14:56:17| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 52.7128s]
-19/11/23 14:56:17| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 14:56:51| INFO doc finished [took 20.4839s]
-19/11/23 14:56:51| INFO ref finished [took 22.6835s]
-19/11/23 14:56:58| INFO atc_mc finished [took 28.1940s]
-19/11/23 14:57:18| INFO binmc_sld finished [took 55.0991s]
-19/11/23 14:57:18| INFO binc_sld finished [took 54.6661s]
-19/11/23 14:57:19| INFO binne_sld finished [took 52.9899s]
-19/11/23 14:57:19| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.2310s]
-19/11/23 14:57:19| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 14:57:50| INFO doc finished [took 20.7507s]
-19/11/23 14:57:50| INFO ref finished [took 24.1299s]
-19/11/23 14:57:59| INFO atc_mc finished [took 30.4774s]
-19/11/23 14:58:11| INFO binne_sld finished [took 45.6334s]
-19/11/23 14:58:11| INFO binmc_sld finished [took 47.5899s]
-19/11/23 14:58:12| INFO binc_sld finished [took 50.8085s]
-19/11/23 14:58:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 53.3934s]
-----------------------------------------------------------------------------------------------------
-19/11/23 16:45:51| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 16:46:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 16:46:30| INFO doc finished [took 18.2413s]
-19/11/23 16:46:31| INFO ref finished [took 22.6817s]
-19/11/23 16:46:38| INFO atc_mc finished [took 26.6918s]
-19/11/23 16:47:02| INFO binmc_sld finished [took 59.1542s]
-19/11/23 16:47:03| INFO binne_sld finished [took 56.5118s]
-19/11/23 16:47:04| INFO binc_sld finished [took 61.5650s]
-19/11/23 16:47:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 64.0919s]
-19/11/23 16:47:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 16:47:36| INFO doc finished [took 22.1336s]
-19/11/23 16:47:37| INFO ref finished [took 22.9951s]
-19/11/23 16:47:42| INFO atc_mc finished [took 29.0117s]
-19/11/23 16:48:08| INFO binmc_sld finished [took 58.5071s]
-19/11/23 16:48:09| INFO binc_sld finished [took 60.8304s]
-19/11/23 16:48:10| INFO binne_sld finished [took 57.2976s]
-19/11/23 16:48:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.0747s]
-19/11/23 16:48:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 16:48:48| INFO doc finished [took 21.4406s]
-19/11/23 16:48:49| INFO ref finished [took 23.6459s]
-19/11/23 16:48:56| INFO atc_mc finished [took 29.7807s]
-19/11/23 16:49:09| INFO binc_sld finished [took 49.0549s]
-19/11/23 16:49:10| INFO binmc_sld finished [took 48.0159s]
-19/11/23 16:49:11| INFO binne_sld finished [took 46.2107s]
-19/11/23 16:49:11| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.7070s]
-19/11/23 16:49:11| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 16:49:44| INFO doc finished [took 21.4574s]
-19/11/23 16:49:45| INFO ref finished [took 23.4747s]
-19/11/23 16:49:51| INFO atc_mc finished [took 28.4928s]
-19/11/23 16:50:03| INFO binmc_sld finished [took 44.8219s]
-19/11/23 16:50:03| INFO binc_sld finished [took 50.0285s]
-19/11/23 16:50:03| INFO binne_sld finished [took 42.7802s]
-19/11/23 16:50:03| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.1849s]
-19/11/23 16:50:03| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 16:50:37| INFO doc finished [took 21.7813s]
-19/11/23 16:50:37| INFO ref finished [took 24.9412s]
-19/11/23 16:50:45| INFO atc_mc finished [took 29.1503s]
-19/11/23 16:50:53| INFO binmc_sld finished [took 42.5583s]
-19/11/23 16:50:54| INFO binc_sld finished [took 45.0347s]
-19/11/23 16:50:55| INFO binne_sld finished [took 43.5459s]
-19/11/23 16:50:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.8091s]
-19/11/23 16:50:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 16:51:28| INFO doc finished [took 21.8803s]
-19/11/23 16:51:29| INFO ref finished [took 25.6668s]
-19/11/23 16:51:36| INFO atc_mc finished [took 30.9659s]
-19/11/23 16:51:45| INFO binmc_sld finished [took 46.8038s]
-19/11/23 16:51:46| INFO binne_sld finished [took 44.0383s]
-19/11/23 16:51:46| INFO binc_sld finished [took 48.7870s]
-19/11/23 16:51:46| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 51.3499s]
-19/11/23 16:51:46| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 16:52:20| INFO doc finished [took 21.2332s]
-19/11/23 16:52:21| INFO ref finished [took 23.0943s]
-19/11/23 16:52:28| INFO atc_mc finished [took 29.3320s]
-19/11/23 16:52:39| INFO binmc_sld finished [took 44.3370s]
-19/11/23 16:52:39| INFO binne_sld finished [took 43.0368s]
-19/11/23 16:52:39| INFO binc_sld finished [took 46.1570s]
-19/11/23 16:52:39| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1689s]
-19/11/23 16:52:39| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 16:53:14| INFO doc finished [took 20.1698s]
-19/11/23 16:53:14| INFO ref finished [took 23.2513s]
-19/11/23 16:53:21| INFO atc_mc finished [took 27.5763s]
-19/11/23 16:53:42| INFO binne_sld finished [took 52.5427s]
-19/11/23 16:53:42| INFO binc_sld finished [took 58.8222s]
-19/11/23 16:53:43| INFO binmc_sld finished [took 58.1268s]
-19/11/23 16:53:43| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 63.8906s]
-19/11/23 16:53:43| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 16:54:14| INFO doc finished [took 20.3544s]
-19/11/23 16:54:15| INFO ref finished [took 23.0896s]
-19/11/23 16:54:22| INFO atc_mc finished [took 29.7740s]
-19/11/23 16:54:33| INFO binne_sld finished [took 46.2084s]
-19/11/23 16:54:34| INFO binc_sld finished [took 47.9653s]
-19/11/23 16:54:35| INFO binmc_sld finished [took 46.9666s]
-19/11/23 16:54:35| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.7033s]
-----------------------------------------------------------------------------------------------------
-19/11/23 17:08:02| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:08:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:08:13| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:15| WARNING Method binmc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:16| WARNING Method binne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-19/11/23 17:08:33| INFO doc finished [took 15.0248s]
-19/11/23 17:08:34| INFO ref finished [took 16.4152s]
-19/11/23 17:08:40| INFO atc_mc finished [took 21.6936s]
-19/11/23 17:08:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 28.0926s]
-19/11/23 17:08:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:08:44| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
-----------------------------------------------------------------------------------------------------
-19/11/23 17:10:01| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:10:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:10:25| WARNING Method binmc_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:25| WARNING Method binc_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:25| WARNING Method binne_sld failed. Exception: fun: -595.6846992664824
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 3535
- nit: 347
- njev: 3535
- status: 2
- success: False
- x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
-19/11/23 17:10:33| INFO doc finished [took 15.6859s]
-19/11/23 17:10:34| INFO ref finished [took 17.7471s]
-19/11/23 17:10:40| INFO atc_mc finished [took 22.6711s]
-19/11/23 17:10:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 29.2489s]
-19/11/23 17:10:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:10:48| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:10:48| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:10:48| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
-19/11/23 17:11:03| INFO doc finished [took 15.0399s]
-19/11/23 17:11:04| INFO ref finished [took 16.4090s]
-19/11/23 17:11:10| INFO atc_mc finished [took 21.7411s]
-19/11/23 17:11:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 29.9082s]
-19/11/23 17:11:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 17:11:23| WARNING Method binc_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-19/11/23 17:11:24| WARNING Method binmc_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-19/11/23 17:11:24| WARNING Method binne_sld failed. Exception: fun: -306.66614994535826
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
- jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
- message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
- nfev: 336
- nit: 66
- njev: 336
- status: 2
- success: False
- x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
-----------------------------------------------------------------------------------------------------
-19/11/23 17:18:11| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 17:18:18| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 17:18:37| INFO ref finished [took 14.5211s]
-19/11/23 17:18:37| INFO doc finished [took 14.4497s]
-19/11/23 17:18:41| INFO atc_mc finished [took 18.3791s]
-19/11/23 17:21:43| INFO binne_sld finished [took 202.4055s]
-19/11/23 17:21:44| INFO binmc_sld finished [took 204.2414s]
-19/11/23 17:21:44| INFO binc_sld finished [took 204.7832s]
-19/11/23 17:21:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 206.1211s]
-19/11/23 17:21:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 17:22:03| INFO doc finished [took 14.4127s]
-19/11/23 17:22:04| INFO ref finished [took 15.0942s]
-19/11/23 17:22:07| INFO atc_mc finished [took 18.4444s]
-19/11/23 17:25:04| INFO binmc_sld finished [took 196.8827s]
-19/11/23 17:25:04| INFO binc_sld finished [took 198.9891s]
-19/11/23 17:25:08| INFO binne_sld finished [took 200.2195s]
-19/11/23 17:25:08| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 203.8433s]
-19/11/23 17:25:08| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 17:25:29| INFO doc finished [took 14.1024s]
-19/11/23 17:25:30| INFO ref finished [took 15.3842s]
-19/11/23 17:25:34| INFO atc_mc finished [took 18.9399s]
-19/11/23 17:28:27| INFO binne_sld finished [took 193.7037s]
-19/11/23 17:28:28| INFO binmc_sld finished [took 195.6142s]
-19/11/23 17:28:28| INFO binc_sld finished [took 196.9330s]
-19/11/23 17:28:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 200.5471s]
-19/11/23 17:28:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 17:28:48| INFO doc finished [took 14.2358s]
-19/11/23 17:28:48| INFO ref finished [took 15.6814s]
-19/11/23 17:28:52| INFO atc_mc finished [took 18.8594s]
-19/11/23 17:31:01| INFO binmc_sld finished [took 150.0442s]
-19/11/23 17:31:01| INFO binc_sld finished [took 151.2891s]
-19/11/23 17:31:02| INFO binne_sld finished [took 150.5066s]
-19/11/23 17:31:02| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 153.8395s]
-19/11/23 17:31:02| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 17:31:24| INFO doc finished [took 14.2196s]
-19/11/23 17:31:24| INFO ref finished [took 16.5732s]
-19/11/23 17:31:28| INFO atc_mc finished [took 18.5824s]
-19/11/23 17:34:43| INFO binmc_sld finished [took 215.0384s]
-19/11/23 17:34:44| INFO binc_sld finished [took 216.3005s]
-19/11/23 17:34:46| INFO binne_sld finished [took 217.6596s]
-19/11/23 17:34:46| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 223.8441s]
-19/11/23 17:34:46| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 17:35:06| INFO doc finished [took 14.7948s]
-19/11/23 17:35:06| INFO ref finished [took 15.4628s]
-19/11/23 17:35:10| INFO atc_mc finished [took 19.3333s]
-19/11/23 17:37:07| INFO binc_sld finished [took 139.3169s]
-19/11/23 17:37:07| INFO binmc_sld finished [took 138.4585s]
-19/11/23 17:37:07| INFO binne_sld finished [took 137.4471s]
-19/11/23 17:37:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 141.2550s]
-19/11/23 17:37:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 17:37:27| INFO doc finished [took 13.7406s]
-19/11/23 17:37:27| INFO ref finished [took 14.9072s]
-19/11/23 17:37:30| INFO atc_mc finished [took 17.4337s]
-19/11/23 17:39:51| INFO binc_sld finished [took 161.0455s]
-19/11/23 17:39:51| INFO binmc_sld finished [took 159.9109s]
-19/11/23 17:39:52| INFO binne_sld finished [took 160.1666s]
-19/11/23 17:39:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 164.4163s]
-19/11/23 17:39:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 17:40:13| INFO doc finished [took 12.7364s]
-19/11/23 17:40:13| INFO ref finished [took 14.2557s]
-19/11/23 17:40:17| INFO atc_mc finished [took 17.4469s]
-19/11/23 17:43:37| INFO binmc_sld finished [took 220.6302s]
-19/11/23 17:43:38| INFO binc_sld finished [took 223.2326s]
-19/11/23 17:43:39| INFO binne_sld finished [took 220.9998s]
-19/11/23 17:43:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 227.0679s]
-19/11/23 17:43:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 17:43:56| INFO doc finished [took 12.2417s]
-19/11/23 17:43:56| INFO ref finished [took 13.5553s]
-19/11/23 17:44:00| INFO atc_mc finished [took 16.9343s]
-19/11/23 17:47:20| INFO binmc_sld finished [took 218.6766s]
-19/11/23 17:47:21| INFO binne_sld finished [took 218.7460s]
-19/11/23 17:47:21| INFO binc_sld finished [took 219.2882s]
-19/11/23 17:47:21| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 222.2446s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:11:10| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:11:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:11:50| INFO doc finished [took 19.2949s]
-19/11/23 18:11:51| INFO ref finished [took 22.4626s]
-19/11/23 18:11:57| INFO atc_mc finished [took 26.6490s]
-19/11/23 18:12:22| INFO binc_sld finished [took 60.8780s]
-19/11/23 18:12:23| INFO binne_sld finished [took 56.4074s]
-19/11/23 18:12:23| INFO binmc_sld finished [took 60.0194s]
-19/11/23 18:12:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.4951s]
-19/11/23 18:12:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:12:54| INFO doc finished [took 20.2041s]
-19/11/23 18:12:55| INFO ref finished [took 21.9111s]
-19/11/23 18:13:02| INFO atc_mc finished [took 28.4243s]
-19/11/23 18:13:28| INFO binc_sld finished [took 61.4722s]
-19/11/23 18:13:28| INFO binne_sld finished [took 56.5862s]
-19/11/23 18:13:28| INFO binmc_sld finished [took 60.8506s]
-19/11/23 18:13:28| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 65.3685s]
-19/11/23 18:13:28| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:14:07| INFO doc finished [took 20.6297s]
-19/11/23 18:14:08| INFO ref finished [took 24.3863s]
-19/11/23 18:14:15| INFO atc_mc finished [took 28.5844s]
-19/11/23 18:14:27| INFO binc_sld finished [took 50.1406s]
-19/11/23 18:14:28| INFO binmc_sld finished [took 47.5910s]
-19/11/23 18:14:28| INFO binne_sld finished [took 44.6222s]
-19/11/23 18:14:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.8974s]
-19/11/23 18:14:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:15:04| INFO doc finished [took 21.0882s]
-19/11/23 18:15:04| INFO ref finished [took 24.8715s]
-19/11/23 18:15:11| INFO atc_mc finished [took 31.0063s]
-19/11/23 18:15:20| INFO binmc_sld finished [took 45.5985s]
-19/11/23 18:15:22| INFO binne_sld finished [took 43.6949s]
-19/11/23 18:15:22| INFO binc_sld finished [took 48.0274s]
-19/11/23 18:15:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.1688s]
-19/11/23 18:15:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:15:57| INFO doc finished [took 21.6275s]
-19/11/23 18:15:57| INFO ref finished [took 24.0525s]
-19/11/23 18:16:04| INFO atc_mc finished [took 30.9620s]
-19/11/23 18:16:12| INFO binmc_sld finished [took 45.5321s]
-19/11/23 18:16:13| INFO binc_sld finished [took 44.3017s]
-19/11/23 18:16:14| INFO binne_sld finished [took 41.6713s]
-19/11/23 18:16:14| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.3922s]
-19/11/23 18:16:14| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:16:46| INFO doc finished [took 21.6048s]
-19/11/23 18:16:47| INFO ref finished [took 23.5465s]
-19/11/23 18:16:53| INFO atc_mc finished [took 29.2836s]
-19/11/23 18:17:03| INFO binc_sld finished [took 46.5709s]
-19/11/23 18:17:03| INFO binmc_sld finished [took 45.1560s]
-19/11/23 18:17:04| INFO binne_sld finished [took 43.6591s]
-19/11/23 18:17:04| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.1296s]
-19/11/23 18:17:04| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:17:39| INFO doc finished [took 21.3066s]
-19/11/23 18:17:39| INFO ref finished [took 25.8099s]
-19/11/23 18:17:46| INFO atc_mc finished [took 29.8067s]
-19/11/23 18:17:56| INFO binmc_sld finished [took 44.9994s]
-19/11/23 18:17:56| INFO binc_sld finished [took 46.5171s]
-19/11/23 18:17:57| INFO binne_sld finished [took 43.0452s]
-19/11/23 18:17:57| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1428s]
-19/11/23 18:17:57| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:18:32| INFO doc finished [took 19.9936s]
-19/11/23 18:18:32| INFO ref finished [took 22.4799s]
-19/11/23 18:18:39| INFO atc_mc finished [took 29.1331s]
-19/11/23 18:18:59| INFO binne_sld finished [took 51.5866s]
-19/11/23 18:18:59| INFO binc_sld finished [took 56.4713s]
-19/11/23 18:19:00| INFO binmc_sld finished [took 54.8087s]
-19/11/23 18:19:00| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.7750s]
-19/11/23 18:19:00| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:19:31| INFO doc finished [took 20.4376s]
-19/11/23 18:19:32| INFO ref finished [took 24.4953s]
-19/11/23 18:19:38| INFO atc_mc finished [took 28.3290s]
-19/11/23 18:19:50| INFO binc_sld finished [took 47.1278s]
-19/11/23 18:19:51| INFO binne_sld finished [took 45.4607s]
-19/11/23 18:19:51| INFO binmc_sld finished [took 47.4927s]
-19/11/23 18:19:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.2145s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:22:04| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:22:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:22:43| INFO doc finished [took 17.8801s]
-19/11/23 18:22:43| INFO ref finished [took 20.9234s]
-19/11/23 18:22:50| INFO atc_mc finished [took 24.8799s]
-19/11/23 18:23:14| INFO binc_sld finished [took 58.2597s]
-19/11/23 18:23:14| INFO binne_sld finished [took 56.1394s]
-19/11/23 18:23:15| INFO binmc_sld finished [took 57.0692s]
-19/11/23 18:23:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 61.6783s]
-19/11/23 18:23:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:23:45| INFO doc finished [took 18.1790s]
-19/11/23 18:23:46| INFO ref finished [took 20.3359s]
-19/11/23 18:23:53| INFO atc_mc finished [took 26.7497s]
-19/11/23 18:24:13| INFO binne_sld finished [took 50.4215s]
-19/11/23 18:24:16| INFO binmc_sld finished [took 54.7121s]
-19/11/23 18:24:17| INFO binc_sld finished [took 57.3442s]
-19/11/23 18:24:17| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 61.2930s]
-19/11/23 18:24:17| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:24:55| INFO doc finished [took 19.6176s]
-19/11/23 18:24:56| INFO ref finished [took 23.6219s]
-19/11/23 18:25:02| INFO atc_mc finished [took 27.2067s]
-19/11/23 18:25:18| INFO binc_sld finished [took 52.8540s]
-19/11/23 18:25:19| INFO binmc_sld finished [took 51.7882s]
-19/11/23 18:25:22| INFO binne_sld finished [took 50.3933s]
-19/11/23 18:25:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 64.8360s]
-19/11/23 18:25:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:25:57| INFO doc finished [took 22.1598s]
-19/11/23 18:25:57| INFO ref finished [took 25.0719s]
-19/11/23 18:26:03| INFO atc_mc finished [took 29.5892s]
-19/11/23 18:26:17| INFO binmc_sld finished [took 47.3350s]
-19/11/23 18:26:17| INFO binc_sld finished [took 49.8096s]
-19/11/23 18:26:22| INFO binne_sld finished [took 51.0971s]
-19/11/23 18:26:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 60.1661s]
-19/11/23 18:26:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:26:56| INFO doc finished [took 22.1252s]
-19/11/23 18:26:56| INFO ref finished [took 24.0740s]
-19/11/23 18:27:02| INFO atc_mc finished [took 30.7025s]
-19/11/23 18:27:14| INFO binmc_sld finished [took 44.1819s]
-19/11/23 18:27:14| INFO binc_sld finished [took 48.4355s]
-19/11/23 18:27:17| INFO binne_sld finished [took 46.2974s]
-19/11/23 18:27:17| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 55.5199s]
-19/11/23 18:27:17| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:27:51| INFO doc finished [took 22.4606s]
-19/11/23 18:27:51| INFO ref finished [took 24.8789s]
-19/11/23 18:27:58| INFO atc_mc finished [took 29.1385s]
-19/11/23 18:28:09| INFO binc_sld finished [took 49.6116s]
-19/11/23 18:28:10| INFO binmc_sld finished [took 48.6527s]
-19/11/23 18:28:12| INFO binne_sld finished [took 46.0670s]
-19/11/23 18:28:12| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 54.4336s]
-19/11/23 18:28:12| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:28:46| INFO doc finished [took 21.2565s]
-19/11/23 18:28:46| INFO ref finished [took 23.8927s]
-19/11/23 18:28:53| INFO atc_mc finished [took 30.5197s]
-19/11/23 18:29:05| INFO binc_sld finished [took 48.6775s]
-19/11/23 18:29:06| INFO binmc_sld finished [took 45.3035s]
-19/11/23 18:29:09| INFO binne_sld finished [took 47.1706s]
-19/11/23 18:29:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 57.2739s]
-19/11/23 18:29:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:29:42| INFO doc finished [took 18.5240s]
-19/11/23 18:29:43| INFO ref finished [took 21.8903s]
-19/11/23 18:29:50| INFO atc_mc finished [took 26.2267s]
-19/11/23 18:30:08| INFO binmc_sld finished [took 51.8406s]
-19/11/23 18:30:09| INFO binne_sld finished [took 51.0767s]
-19/11/23 18:30:09| INFO binc_sld finished [took 56.6035s]
-19/11/23 18:30:09| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 60.1379s]
-19/11/23 18:30:09| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:30:40| INFO doc finished [took 21.5119s]
-19/11/23 18:30:41| INFO ref finished [took 23.5824s]
-19/11/23 18:30:47| INFO atc_mc finished [took 29.6170s]
-19/11/23 18:30:58| INFO binne_sld finished [took 45.4093s]
-19/11/23 18:30:59| INFO binc_sld finished [took 47.0583s]
-19/11/23 18:31:00| INFO binmc_sld finished [took 46.4880s]
-19/11/23 18:31:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.3101s]
-----------------------------------------------------------------------------------------------------
-19/11/23 18:39:38| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 18:39:47| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 18:40:47| INFO doc finished [took 42.0612s]
-19/11/23 18:40:49| INFO ref finished [took 46.7424s]
-19/11/23 18:40:53| INFO mulc_sld finished [took 61.5488s]
-19/11/23 18:40:59| INFO atc_mc finished [took 55.2418s]
-19/11/23 18:41:00| INFO mulmc_sld finished [took 64.4950s]
-19/11/23 18:41:01| INFO mulne_sld finished [took 58.9139s]
-19/11/23 18:41:14| INFO binc_sld finished [took 84.0531s]
-19/11/23 18:41:15| INFO binmc_sld finished [took 81.1781s]
-19/11/23 18:41:22| INFO binne_sld finished [took 84.2111s]
-19/11/23 18:41:22| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 94.8732s]
-19/11/23 18:41:22| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 18:42:18| INFO ref finished [took 38.0069s]
-19/11/23 18:42:26| INFO doc finished [took 43.4832s]
-19/11/23 18:42:32| INFO atc_mc finished [took 50.7452s]
-19/11/23 18:42:34| INFO mulmc_sld finished [took 61.3979s]
-19/11/23 18:42:37| INFO mulne_sld finished [took 59.6374s]
-19/11/23 18:42:41| INFO mulc_sld finished [took 74.7355s]
-19/11/23 18:42:52| INFO binc_sld finished [took 86.2241s]
-19/11/23 18:42:58| INFO binmc_sld finished [took 88.8853s]
-19/11/23 18:42:58| INFO binne_sld finished [took 83.2734s]
-19/11/23 18:42:58| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 95.8377s]
-19/11/23 18:42:58| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 18:44:10| INFO ref finished [took 47.2416s]
-19/11/23 18:44:17| INFO doc finished [took 52.8857s]
-19/11/23 18:44:31| INFO mulne_sld finished [took 71.8977s]
-19/11/23 18:44:32| INFO atc_mc finished [took 69.6723s]
-19/11/23 18:44:37| INFO mulc_sld finished [took 82.9713s]
-19/11/23 18:44:41| INFO binc_sld finished [took 93.7943s]
-19/11/23 18:44:41| INFO mulmc_sld finished [took 83.5402s]
-19/11/23 18:44:42| INFO binmc_sld finished [took 85.3519s]
-19/11/23 18:44:43| INFO binne_sld finished [took 81.3494s]
-19/11/23 18:44:43| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 104.5215s]
-19/11/23 18:44:43| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 18:45:48| INFO ref finished [took 47.7744s]
-19/11/23 18:45:55| INFO doc finished [took 51.7180s]
-19/11/23 18:46:04| INFO atc_mc finished [took 63.3996s]
-19/11/23 18:46:12| INFO mulne_sld finished [took 73.6585s]
-19/11/23 18:46:12| INFO binc_sld finished [took 84.5622s]
-19/11/23 18:46:18| INFO binmc_sld finished [took 83.3563s]
-19/11/23 18:46:19| INFO mulmc_sld finished [took 85.3198s]
-19/11/23 18:46:20| INFO mulc_sld finished [took 91.3679s]
-19/11/23 18:46:20| INFO binne_sld finished [took 87.1135s]
-19/11/23 18:46:20| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 97.6831s]
-19/11/23 18:46:20| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 18:47:35| INFO doc finished [took 55.1571s]
-19/11/23 18:47:36| INFO ref finished [took 58.1473s]
-19/11/23 18:47:45| INFO atc_mc finished [took 66.0453s]
-19/11/23 18:47:50| INFO binc_sld finished [took 84.3122s]
-19/11/23 18:47:50| INFO mulmc_sld finished [took 75.7539s]
-19/11/23 18:47:51| INFO mulne_sld finished [took 75.6100s]
-19/11/23 18:47:59| INFO mulc_sld finished [took 89.6988s]
-19/11/23 18:47:59| INFO binmc_sld finished [took 90.0782s]
-19/11/23 18:48:01| INFO binne_sld finished [took 86.9830s]
-19/11/23 18:48:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 100.4602s]
-19/11/23 18:48:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 18:49:13| INFO doc finished [took 54.5038s]
-19/11/23 18:49:15| INFO ref finished [took 59.5989s]
-19/11/23 18:49:15| INFO atc_mc finished [took 58.0249s]
-19/11/23 18:49:28| INFO mulc_sld finished [took 79.6772s]
-19/11/23 18:49:28| INFO binmc_sld finished [took 78.3720s]
-19/11/23 18:49:33| INFO mulmc_sld finished [took 80.8972s]
-19/11/23 18:49:35| INFO mulne_sld finished [took 81.2188s]
-19/11/23 18:49:36| INFO binc_sld finished [took 90.8013s]
-19/11/23 18:49:39| INFO binne_sld finished [took 86.7514s]
-19/11/23 18:49:39| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 98.4566s]
-19/11/23 18:49:39| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 18:50:47| INFO doc finished [took 46.4536s]
-19/11/23 18:50:48| INFO ref finished [took 48.6087s]
-19/11/23 18:51:10| INFO atc_mc finished [took 70.4374s]
-19/11/23 18:51:11| INFO mulc_sld finished [took 81.7437s]
-19/11/23 18:51:11| INFO mulmc_sld finished [took 78.5972s]
-19/11/23 18:51:12| INFO mulne_sld finished [took 75.4022s]
-19/11/23 18:51:15| INFO binne_sld finished [took 80.7768s]
-19/11/23 18:51:15| INFO binmc_sld finished [took 84.9707s]
-19/11/23 18:51:22| INFO binc_sld finished [took 96.4131s]
-19/11/23 18:51:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 102.6423s]
-19/11/23 18:51:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 18:52:35| INFO doc finished [took 51.5735s]
-19/11/23 18:52:35| INFO ref finished [took 54.3748s]
-19/11/23 18:52:43| INFO atc_mc finished [took 60.6528s]
-19/11/23 18:52:44| INFO mulc_sld finished [took 74.2069s]
-19/11/23 18:52:52| INFO mulmc_sld finished [took 76.6810s]
-19/11/23 18:52:54| INFO mulne_sld finished [took 75.4376s]
-19/11/23 18:52:58| INFO binc_sld finished [took 90.4086s]
-19/11/23 18:52:58| INFO binne_sld finished [took 80.3181s]
-19/11/23 18:53:07| INFO binmc_sld finished [took 94.3656s]
-19/11/23 18:53:07| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 105.5271s]
-19/11/23 18:53:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 18:54:15| INFO ref finished [took 54.6314s]
-19/11/23 18:54:15| INFO doc finished [took 50.8868s]
-19/11/23 18:54:16| INFO atc_mc finished [took 55.1184s]
-19/11/23 18:54:21| INFO mulne_sld finished [took 62.5328s]
-19/11/23 18:54:29| INFO binc_sld finished [took 79.6967s]
-19/11/23 18:54:30| INFO mulc_sld finished [took 75.0899s]
-19/11/23 18:54:30| INFO mulmc_sld finished [took 74.2348s]
-19/11/23 18:54:37| INFO binne_sld finished [took 78.3799s]
-19/11/23 18:54:38| INFO binmc_sld finished [took 83.6068s]
-19/11/23 18:54:38| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 90.2295s]
-----------------------------------------------------------------------------------------------------
-19/11/23 19:19:01| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 19:19:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 19:19:25| WARNING Method bints_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
-19/11/23 19:19:29| WARNING Method mults_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
-----------------------------------------------------------------------------------------------------
-19/11/23 19:22:41| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 19:22:50| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 19:23:05| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:23:08| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:23:48| INFO ref finished [took 39.0140s]
-19/11/23 19:23:54| INFO doc finished [took 39.8326s]
-19/11/23 19:24:03| INFO atc_mc finished [took 51.9025s]
-19/11/23 19:24:03| INFO mulc_sld finished [took 69.4163s]
-19/11/23 19:24:11| INFO mulne_sld finished [took 68.3830s]
-19/11/23 19:24:22| INFO binc_sld finished [took 89.4825s]
-19/11/23 19:24:28| INFO binmc_sld finished [took 92.0946s]
-19/11/23 19:24:29| INFO binne_sld finished [took 88.7162s]
-19/11/23 19:24:44| INFO mulmc_sld finished [took 107.4107s]
-19/11/23 19:24:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.4918s]
-19/11/23 19:24:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 19:25:01| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:25:04| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
-19/11/23 19:25:55| INFO doc finished [took 43.6512s]
-19/11/23 19:25:56| INFO ref finished [took 49.4358s]
-19/11/23 19:26:04| INFO atc_mc finished [took 55.3730s]
-19/11/23 19:26:24| INFO binmc_sld finished [took 93.3904s]
-19/11/23 19:26:25| INFO binne_sld finished [took 89.5951s]
-19/11/23 19:26:27| INFO mulne_sld finished [took 88.8770s]
-19/11/23 19:26:33| INFO mulc_sld finished [took 104.6236s]
-19/11/23 19:26:33| INFO binc_sld finished [took 106.6419s]
-19/11/23 19:26:35| INFO mulmc_sld finished [took 102.2352s]
-19/11/23 19:26:35| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 110.9123s]
-19/11/23 19:26:35| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-19/11/23 19:41:08| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 19:41:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:41:17| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:19| WARNING Method mulc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:22| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:24| WARNING Method mulmc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:26| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-19/11/23 19:41:29| WARNING Method mulne_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
-----------------------------------------------------------------------------------------------------
-19/11/23 19:43:25| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 19:43:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:45:29| INFO mulmc_sld finished [took 101.0113s]
-19/11/23 19:45:33| INFO atc_mc finished [took 81.8134s]
-19/11/23 19:45:39| INFO binne_sld finished [took 106.6186s]
-19/11/23 19:45:48| INFO mulc_sld finished [took 131.4954s]
-19/11/23 19:45:52| INFO ref finished [took 107.0774s]
-19/11/23 19:45:54| INFO doc finished [took 99.5317s]
-19/11/23 19:45:58| INFO binc_sld finished [took 144.6321s]
-19/11/23 19:46:01| INFO mulne_sld finished [took 121.0649s]
-19/11/23 19:46:04| INFO binmc_sld finished [took 142.0601s]
-19/11/23 19:46:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 153.6601s]
-19/11/23 19:46:04| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:48:11| INFO mulmc_sld finished [took 107.2992s]
-19/11/23 19:48:15| INFO mulne_sld finished [took 95.8040s]
-19/11/23 19:48:18| INFO binne_sld finished [took 108.0761s]
-19/11/23 19:48:36| INFO ref finished [took 110.3294s]
-19/11/23 19:48:36| INFO doc finished [took 98.2332s]
-19/11/23 19:48:36| INFO mulc_sld finished [took 145.0524s]
-19/11/23 19:48:39| INFO binc_sld finished [took 151.4444s]
-19/11/23 19:48:44| INFO atc_mc finished [took 111.2407s]
-19/11/23 19:48:45| INFO binmc_sld finished [took 148.2457s]
-19/11/23 19:48:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 161.0611s]
-19/11/23 19:48:45| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:50:50| INFO ref finished [took 81.0260s]
-19/11/23 19:50:51| INFO doc finished [took 68.9712s]
-19/11/23 19:50:58| INFO binne_sld finished [took 104.8960s]
-19/11/23 19:51:20| INFO binc_sld finished [took 151.0900s]
-19/11/23 19:51:20| INFO mulc_sld finished [took 147.5938s]
-19/11/23 19:51:22| INFO binmc_sld finished [took 143.5357s]
-19/11/23 19:51:25| INFO atc_mc finished [took 107.7969s]
-19/11/23 19:51:26| INFO mulmc_sld finished [took 139.7868s]
-19/11/23 19:51:29| INFO mulne_sld finished [took 128.2238s]
-19/11/23 19:51:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 163.5587s]
-19/11/23 19:51:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:53:25| INFO doc finished [took 68.5324s]
-19/11/23 19:53:32| INFO binne_sld finished [took 99.8498s]
-19/11/23 19:53:40| INFO mulc_sld finished [took 125.1210s]
-19/11/23 19:53:48| INFO mulmc_sld finished [took 120.8493s]
-19/11/23 19:53:55| INFO binc_sld finished [took 143.1980s]
-19/11/23 19:53:59| INFO ref finished [took 113.1608s]
-19/11/23 19:54:01| INFO binmc_sld finished [took 141.3867s]
-19/11/23 19:54:05| INFO mulne_sld finished [took 124.9688s]
-19/11/23 19:54:06| INFO atc_mc finished [took 115.1550s]
-19/11/23 19:54:06| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 157.4892s]
-19/11/23 19:54:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:56:06| INFO ref finished [took 76.5257s]
-19/11/23 19:56:13| INFO binmc_sld finished [took 114.0996s]
-19/11/23 19:56:19| INFO mulne_sld finished [took 97.5415s]
-19/11/23 19:56:35| INFO doc finished [took 95.5446s]
-19/11/23 19:56:38| INFO binc_sld finished [took 148.1309s]
-19/11/23 19:56:42| INFO mulc_sld finished [took 148.3328s]
-19/11/23 19:56:44| INFO binne_sld finished [took 130.8020s]
-19/11/23 19:56:47| INFO mulmc_sld finished [took 139.5310s]
-19/11/23 19:56:47| INFO atc_mc finished [took 111.4280s]
-19/11/23 19:56:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 161.1824s]
-19/11/23 19:56:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 19:58:51| INFO doc finished [took 70.6697s]
-19/11/23 19:58:54| INFO binmc_sld finished [took 115.2236s]
-19/11/23 19:58:58| INFO mulmc_sld finished [took 111.5674s]
-19/11/23 19:59:14| INFO ref finished [took 106.0625s]
-19/11/23 19:59:17| INFO binc_sld finished [took 146.4685s]
-19/11/23 19:59:22| INFO mulc_sld finished [took 148.1159s]
-19/11/23 19:59:27| INFO atc_mc finished [took 112.5389s]
-19/11/23 19:59:27| INFO binne_sld finished [took 134.9076s]
-19/11/23 19:59:32| INFO mulne_sld finished [took 131.3486s]
-19/11/23 19:59:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 164.7187s]
-19/11/23 19:59:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:01:42| INFO atc_mc finished [took 81.5536s]
-19/11/23 20:01:42| INFO binmc_sld finished [took 118.9289s]
-19/11/23 20:01:45| INFO mulne_sld finished [took 97.3116s]
-19/11/23 20:02:04| INFO ref finished [took 110.9748s]
-19/11/23 20:02:06| INFO doc finished [took 98.8829s]
-19/11/23 20:02:11| INFO mulc_sld finished [took 151.1318s]
-19/11/23 20:02:11| INFO mulmc_sld finished [took 139.3934s]
-19/11/23 20:02:12| INFO binc_sld finished [took 156.7129s]
-19/11/23 20:02:22| INFO binne_sld finished [took 141.8948s]
-19/11/23 20:02:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 169.8505s]
-19/11/23 20:02:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:04:32| INFO mulmc_sld finished [took 107.9326s]
-19/11/23 20:04:37| INFO binc_sld finished [took 131.3714s]
-19/11/23 20:04:41| INFO binmc_sld finished [took 126.9400s]
-19/11/23 20:04:53| INFO ref finished [took 109.4238s]
-19/11/23 20:04:56| INFO mulc_sld finished [took 146.6672s]
-19/11/23 20:04:58| INFO doc finished [took 102.6548s]
-19/11/23 20:05:05| INFO mulne_sld finished [took 128.6264s]
-19/11/23 20:05:07| INFO atc_mc finished [took 115.3303s]
-19/11/23 20:05:16| INFO binne_sld finished [took 148.5048s]
-19/11/23 20:05:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 173.9456s]
-19/11/23 20:05:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:07:13| INFO mulc_sld finished [took 110.4290s]
-19/11/23 20:07:22| INFO atc_mc finished [took 79.8260s]
-19/11/23 20:07:37| INFO binc_sld finished [took 138.4056s]
-19/11/23 20:07:40| INFO ref finished [took 103.9488s]
-19/11/23 20:07:41| INFO doc finished [took 93.9011s]
-19/11/23 20:07:51| INFO mulne_sld finished [took 121.3413s]
-19/11/23 20:07:51| INFO mulmc_sld finished [took 135.1729s]
-19/11/23 20:08:08| INFO binne_sld finished [took 147.2318s]
-19/11/23 20:08:11| INFO binmc_sld finished [took 162.3291s]
-19/11/23 20:08:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 174.6774s]
-----------------------------------------------------------------------------------------------------
-19/11/23 20:08:11| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 20:08:20| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 20:09:20| INFO atc_mc finished [took 42.8710s]
-19/11/23 20:09:21| INFO ref finished [took 43.6417s]
-19/11/23 20:09:21| INFO doc finished [took 41.3836s]
-19/11/23 20:09:27| INFO mulmc_sld finished [took 58.4929s]
-19/11/23 20:09:32| INFO mulne_sld finished [took 57.5357s]
-19/11/23 20:09:33| INFO mulc_sld finished [took 69.2991s]
-19/11/23 20:09:46| INFO binc_sld finished [took 84.1147s]
-19/11/23 20:09:55| INFO binne_sld finished [took 84.5281s]
-19/11/23 20:09:55| INFO binmc_sld finished [took 89.1542s]
-19/11/23 20:09:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 95.2448s]
-19/11/23 20:09:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 20:10:59| INFO ref finished [took 47.3966s]
-19/11/23 20:11:00| INFO atc_mc finished [took 43.9834s]
-19/11/23 20:11:00| INFO doc finished [took 44.0074s]
-19/11/23 20:11:07| INFO mulc_sld finished [took 66.6602s]
-19/11/23 20:11:13| INFO mulne_sld finished [took 61.4361s]
-19/11/23 20:11:14| INFO mulmc_sld finished [took 68.6355s]
-19/11/23 20:11:26| INFO binc_sld finished [took 87.7194s]
-19/11/23 20:11:34| INFO binne_sld finished [took 86.6534s]
-19/11/23 20:11:34| INFO binmc_sld finished [took 92.6218s]
-19/11/23 20:11:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 98.9725s]
-19/11/23 20:11:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 20:12:55| INFO doc finished [took 51.2553s]
-19/11/23 20:12:56| INFO ref finished [took 56.6532s]
-19/11/23 20:13:08| INFO mulne_sld finished [took 71.5676s]
-19/11/23 20:13:09| INFO atc_mc finished [took 67.1399s]
-19/11/23 20:13:14| INFO binne_sld finished [took 79.5664s]
-19/11/23 20:13:14| INFO mulmc_sld finished [took 82.4176s]
-19/11/23 20:13:15| INFO mulc_sld finished [took 84.7426s]
-19/11/23 20:13:16| INFO binc_sld finished [took 88.8689s]
-19/11/23 20:13:18| INFO binmc_sld finished [took 89.5081s]
-19/11/23 20:13:18| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 103.5502s]
-19/11/23 20:13:18| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 20:14:31| INFO doc finished [took 50.8739s]
-19/11/23 20:14:32| INFO atc_mc finished [took 53.2467s]
-19/11/23 20:14:32| INFO ref finished [took 55.4985s]
-19/11/23 20:14:46| INFO binne_sld finished [took 73.5470s]
-19/11/23 20:14:49| INFO mulne_sld finished [took 73.8855s]
-19/11/23 20:14:52| INFO binc_sld finished [took 91.0872s]
-19/11/23 20:14:53| INFO binmc_sld finished [took 85.1854s]
-19/11/23 20:14:53| INFO mulmc_sld finished [took 83.0024s]
-19/11/23 20:14:53| INFO mulc_sld finished [took 89.6033s]
-19/11/23 20:14:53| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 95.5020s]
-19/11/23 20:14:53| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 20:16:08| INFO doc finished [took 52.8491s]
-19/11/23 20:16:08| INFO ref finished [took 54.9432s]
-19/11/23 20:16:19| INFO binmc_sld finished [took 79.4615s]
-19/11/23 20:16:21| INFO atc_mc finished [took 68.1066s]
-19/11/23 20:16:21| INFO mulmc_sld finished [took 78.4218s]
-19/11/23 20:16:22| INFO mulc_sld finished [took 84.7562s]
-19/11/23 20:16:26| INFO binc_sld finished [took 90.4883s]
-19/11/23 20:16:27| INFO binne_sld finished [took 80.6932s]
-19/11/23 20:16:32| INFO mulne_sld finished [took 82.1265s]
-19/11/23 20:16:32| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 98.3945s]
-19/11/23 20:16:32| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 20:17:45| INFO ref finished [took 55.6285s]
-19/11/23 20:17:45| INFO atc_mc finished [took 56.0716s]
-19/11/23 20:17:45| INFO doc finished [took 54.1295s]
-19/11/23 20:17:57| INFO binmc_sld finished [took 77.2017s]
-19/11/23 20:17:59| INFO mulne_sld finished [took 74.2482s]
-19/11/23 20:18:03| INFO mulmc_sld finished [took 81.3975s]
-19/11/23 20:18:04| INFO binc_sld finished [took 90.5582s]
-19/11/23 20:18:05| INFO mulc_sld finished [took 88.7117s]
-19/11/23 20:18:06| INFO binne_sld finished [took 82.0301s]
-19/11/23 20:18:06| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 93.8647s]
-19/11/23 20:18:06| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 20:19:21| INFO doc finished [took 51.5947s]
-19/11/23 20:19:23| INFO ref finished [took 55.6575s]
-19/11/23 20:19:34| INFO mulc_sld finished [took 83.2674s]
-19/11/23 20:19:36| INFO atc_mc finished [took 67.2435s]
-19/11/23 20:19:36| INFO binmc_sld finished [took 80.0895s]
-19/11/23 20:19:37| INFO binne_sld finished [took 75.4826s]
-19/11/23 20:19:41| INFO mulne_sld finished [took 76.1622s]
-19/11/23 20:19:41| INFO binc_sld finished [took 92.3857s]
-19/11/23 20:19:44| INFO mulmc_sld finished [took 84.9288s]
-19/11/23 20:19:44| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 97.9102s]
-19/11/23 20:19:44| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 20:20:56| INFO doc finished [took 50.9169s]
-19/11/23 20:20:57| INFO ref finished [took 54.3907s]
-19/11/23 20:21:03| INFO atc_mc finished [took 59.3513s]
-19/11/23 20:21:08| INFO mulmc_sld finished [took 69.9581s]
-19/11/23 20:21:15| INFO mulc_sld finished [took 83.7655s]
-19/11/23 20:21:16| INFO mulne_sld finished [took 74.0565s]
-19/11/23 20:21:19| INFO binmc_sld finished [took 85.6575s]
-19/11/23 20:21:21| INFO binc_sld finished [took 92.1814s]
-19/11/23 20:21:27| INFO binne_sld finished [took 87.6698s]
-19/11/23 20:21:27| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 103.4096s]
-19/11/23 20:21:27| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 20:22:26| INFO ref finished [took 43.5365s]
-19/11/23 20:22:26| INFO doc finished [took 42.2749s]
-19/11/23 20:22:45| INFO mulne_sld finished [took 64.7371s]
-19/11/23 20:22:46| INFO mulc_sld finished [took 75.7984s]
-19/11/23 20:22:47| INFO atc_mc finished [took 63.9119s]
-19/11/23 20:22:48| INFO binc_sld finished [took 79.1970s]
-19/11/23 20:22:53| INFO mulmc_sld finished [took 78.7171s]
-19/11/23 20:22:53| INFO binne_sld finished [took 76.0629s]
-19/11/23 20:22:53| INFO binmc_sld finished [took 79.2422s]
-19/11/23 20:22:53| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 86.0248s]
-----------------------------------------------------------------------------------------------------
-19/11/23 20:57:17| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 20:57:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 20:59:30| INFO ref finished [took 78.3554s]
-19/11/23 20:59:48| INFO atc_mc finished [took 89.6456s]
-19/11/23 21:00:10| INFO binc_sld finished [took 165.0292s]
-19/11/23 21:00:13| INFO mulc_sld finished [took 163.4647s]
-19/11/23 21:00:13| INFO mulis_sld finished [took 127.4467s]
-19/11/23 21:00:23| INFO mulmc_sld finished [took 162.1337s]
-19/11/23 21:00:23| INFO mulne_sld finished [took 152.7607s]
-19/11/23 21:00:25| INFO binis_sld finished [took 146.5875s]
-19/11/23 21:00:27| INFO binmc_sld finished [took 172.9657s]
-19/11/23 21:00:30| INFO binne_sld finished [took 165.1468s]
-19/11/23 21:00:39| INFO doc finished [took 63.7435s]
-19/11/23 21:00:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 196.9654s]
-19/11/23 21:00:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:03:10| INFO binne_sld finished [took 127.2992s]
-19/11/23 21:03:12| INFO binis_sld finished [took 111.2641s]
-19/11/23 21:03:26| INFO ref finished [took 111.9644s]
-19/11/23 21:03:37| INFO binmc_sld finished [took 166.6270s]
-19/11/23 21:03:38| INFO atc_mc finished [took 116.7918s]
-19/11/23 21:03:39| INFO mulc_sld finished [took 173.4535s]
-19/11/23 21:03:42| INFO binc_sld finished [took 179.9198s]
-19/11/23 21:03:44| INFO mulmc_sld finished [took 166.2971s]
-19/11/23 21:03:47| INFO mulis_sld finished [took 138.2204s]
-19/11/23 21:03:49| INFO mulne_sld finished [took 158.0875s]
-19/11/23 21:04:07| INFO doc finished [took 51.6344s]
-19/11/23 21:04:07| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 207.9590s]
-19/11/23 21:04:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:06:24| INFO ref finished [took 77.6894s]
-19/11/23 21:06:47| INFO binis_sld finished [took 115.7259s]
-19/11/23 21:07:06| INFO binc_sld finished [took 175.8364s]
-19/11/23 21:07:09| INFO binne_sld finished [took 154.7778s]
-19/11/23 21:07:14| INFO mulne_sld finished [took 149.9715s]
-19/11/23 21:07:16| INFO mulmc_sld finished [took 168.3360s]
-19/11/23 21:07:18| INFO mulc_sld finished [took 184.0222s]
-19/11/23 21:07:20| INFO binmc_sld finished [took 179.4936s]
-19/11/23 21:07:23| INFO mulis_sld finished [took 143.9927s]
-19/11/23 21:07:26| INFO atc_mc finished [took 131.6257s]
-19/11/23 21:07:33| INFO doc finished [took 62.9090s]
-19/11/23 21:07:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 206.3195s]
-19/11/23 21:07:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:09:53| INFO mulc_sld finished [took 133.5063s]
-19/11/23 21:09:55| INFO mulis_sld finished [took 98.2986s]
-19/11/23 21:10:10| INFO binc_sld finished [took 154.4466s]
-19/11/23 21:10:21| INFO binmc_sld finished [took 158.6595s]
-19/11/23 21:10:29| INFO atc_mc finished [took 121.3342s]
-19/11/23 21:10:30| INFO binis_sld finished [took 140.8381s]
-19/11/23 21:10:30| INFO mulmc_sld finished [took 162.2964s]
-19/11/23 21:10:35| INFO ref finished [took 131.6754s]
-19/11/23 21:10:35| INFO mulne_sld finished [took 153.4051s]
-19/11/23 21:10:40| INFO binne_sld finished [took 164.0910s]
-19/11/23 21:10:58| INFO doc finished [took 62.0151s]
-19/11/23 21:10:58| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 204.4837s]
-19/11/23 21:10:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:13:19| INFO binmc_sld finished [took 129.2896s]
-19/11/23 21:13:29| INFO mulne_sld finished [took 116.7361s]
-19/11/23 21:13:52| INFO ref finished [took 116.4011s]
-19/11/23 21:13:52| INFO mulmc_sld finished [took 155.0571s]
-19/11/23 21:13:55| INFO binc_sld finished [took 174.5466s]
-19/11/23 21:14:03| INFO mulc_sld finished [took 179.0632s]
-19/11/23 21:14:06| INFO binis_sld finished [took 146.8596s]
-19/11/23 21:14:10| INFO binne_sld finished [took 165.9503s]
-19/11/23 21:14:12| INFO atc_mc finished [took 128.9594s]
-19/11/23 21:14:13| INFO mulis_sld finished [took 146.6789s]
-19/11/23 21:14:28| INFO doc finished [took 63.8432s]
-19/11/23 21:14:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 210.3550s]
-19/11/23 21:14:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:16:47| INFO mulc_sld finished [took 132.6163s]
-19/11/23 21:17:00| INFO ref finished [took 98.0365s]
-19/11/23 21:17:18| INFO binis_sld finished [took 131.4635s]
-19/11/23 21:17:23| INFO binc_sld finished [took 172.4939s]
-19/11/23 21:17:24| INFO mulmc_sld finished [took 157.0995s]
-19/11/23 21:17:25| INFO atc_mc finished [took 117.3192s]
-19/11/23 21:17:29| INFO binne_sld finished [took 157.4816s]
-19/11/23 21:17:30| INFO binmc_sld finished [took 170.1259s]
-19/11/23 21:17:41| INFO mulne_sld finished [took 161.4529s]
-19/11/23 21:17:44| INFO mulis_sld finished [took 150.9906s]
-19/11/23 21:17:57| INFO doc finished [took 65.7072s]
-19/11/23 21:17:57| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 208.4920s]
-19/11/23 21:17:57| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:20:17| INFO mulc_sld finished [took 133.3883s]
-19/11/23 21:20:23| INFO mulmc_sld finished [took 128.0340s]
-19/11/23 21:20:57| INFO binmc_sld finished [took 167.3222s]
-19/11/23 21:20:59| INFO atc_mc finished [took 120.6819s]
-19/11/23 21:21:03| INFO ref finished [took 129.2912s]
-19/11/23 21:21:03| INFO binc_sld finished [took 182.9861s]
-19/11/23 21:21:03| INFO binne_sld finished [took 159.2750s]
-19/11/23 21:21:12| INFO mulne_sld finished [took 159.7806s]
-19/11/23 21:21:16| INFO mulis_sld finished [took 148.8817s]
-19/11/23 21:21:17| INFO binis_sld finished [took 158.1950s]
-19/11/23 21:21:33| INFO doc finished [took 68.8378s]
-19/11/23 21:21:33| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 216.1500s]
-19/11/23 21:21:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:24:03| INFO binmc_sld finished [took 137.6415s]
-19/11/23 21:24:09| INFO binne_sld finished [took 128.6696s]
-19/11/23 21:24:35| INFO mulmc_sld finished [took 162.8192s]
-19/11/23 21:24:39| INFO mulc_sld finished [took 178.9714s]
-19/11/23 21:24:39| INFO ref finished [took 129.2943s]
-19/11/23 21:24:44| INFO mulne_sld finished [took 155.2228s]
-19/11/23 21:24:47| INFO atc_mc finished [took 131.9586s]
-19/11/23 21:24:48| INFO binc_sld finished [took 191.9467s]
-19/11/23 21:24:48| INFO binis_sld finished [took 151.9338s]
-19/11/23 21:24:53| INFO mulis_sld finished [took 152.8830s]
-19/11/23 21:25:05| INFO doc finished [took 54.8910s]
-19/11/23 21:25:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 212.4719s]
-19/11/23 21:25:05| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 21:27:20| INFO mulmc_sld finished [took 115.5754s]
-19/11/23 21:27:49| INFO atc_mc finished [took 103.8399s]
-19/11/23 21:27:58| INFO mulis_sld finished [took 125.9920s]
-19/11/23 21:28:02| INFO mulc_sld finished [took 169.6572s]
-19/11/23 21:28:08| INFO ref finished [took 130.1773s]
-19/11/23 21:28:08| INFO mulne_sld finished [took 150.0584s]
-19/11/23 21:28:18| INFO binis_sld finished [took 154.4569s]
-19/11/23 21:28:19| INFO binc_sld finished [took 190.2244s]
-19/11/23 21:28:26| INFO binmc_sld finished [took 189.5683s]
-19/11/23 21:28:28| INFO binne_sld finished [took 178.2303s]
-19/11/23 21:28:31| INFO doc finished [took 65.7981s]
-19/11/23 21:28:31| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 205.5493s]
-----------------------------------------------------------------------------------------------------
-19/11/23 21:28:31| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 21:28:40| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 21:29:51| INFO ref finished [took 50.4272s]
-19/11/23 21:29:59| INFO mulc_sld finished [took 74.7205s]
-19/11/23 21:30:06| INFO atc_mc finished [took 63.0406s]
-19/11/23 21:30:11| INFO mulmc_sld finished [took 81.8438s]
-19/11/23 21:30:12| INFO mulne_sld finished [took 77.0307s]
-19/11/23 21:30:13| INFO mulis_sld finished [took 73.0118s]
-19/11/23 21:30:13| INFO doc finished [took 19.4343s]
-19/11/23 21:30:21| INFO binmc_sld finished [took 94.8168s]
-19/11/23 21:30:31| INFO binne_sld finished [took 99.1648s]
-19/11/23 21:30:35| INFO binc_sld finished [took 112.6532s]
-19/11/23 21:30:36| INFO binis_sld finished [took 100.2292s]
-19/11/23 21:30:36| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 115.5824s]
-19/11/23 21:30:36| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 21:31:50| INFO atc_mc finished [took 49.8183s]
-19/11/23 21:31:55| INFO ref finished [took 56.5151s]
-19/11/23 21:32:08| INFO mulc_sld finished [took 87.6034s]
-19/11/23 21:32:14| INFO doc finished [took 20.6844s]
-19/11/23 21:32:15| INFO mulmc_sld finished [took 88.9910s]
-19/11/23 21:32:16| INFO mulne_sld finished [took 83.4857s]
-19/11/23 21:32:17| INFO mulis_sld finished [took 81.0790s]
-19/11/23 21:32:30| INFO binis_sld finished [took 97.4270s]
-19/11/23 21:32:31| INFO binc_sld finished [took 112.3975s]
-19/11/23 21:32:36| INFO binne_sld finished [took 107.3596s]
-19/11/23 21:32:38| INFO binmc_sld finished [took 115.6329s]
-19/11/23 21:32:38| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 122.6224s]
-19/11/23 21:32:38| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 21:34:09| INFO atc_mc finished [took 57.3192s]
-19/11/23 21:34:11| INFO ref finished [took 61.0477s]
-19/11/23 21:34:33| INFO mulc_sld finished [took 99.3741s]
-19/11/23 21:34:35| INFO mulis_sld finished [took 88.2377s]
-19/11/23 21:34:38| INFO binis_sld finished [took 93.0999s]
-19/11/23 21:34:42| INFO doc finished [took 28.9710s]
-19/11/23 21:34:43| INFO mulmc_sld finished [took 103.7833s]
-19/11/23 21:34:43| INFO mulne_sld finished [took 99.9399s]
-19/11/23 21:34:43| INFO binne_sld finished [took 101.5580s]
-19/11/23 21:34:45| INFO binc_sld finished [took 116.3224s]
-19/11/23 21:34:46| INFO binmc_sld finished [took 110.8746s]
-19/11/23 21:34:46| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 127.1195s]
-19/11/23 21:34:46| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 21:36:11| INFO ref finished [took 61.2011s]
-19/11/23 21:36:26| INFO binis_sld finished [took 80.8416s]
-19/11/23 21:36:27| INFO atc_mc finished [took 74.7702s]
-19/11/23 21:36:31| INFO mulis_sld finished [took 84.8961s]
-19/11/23 21:36:36| INFO mulmc_sld finished [took 97.6370s]
-19/11/23 21:36:39| INFO binc_sld finished [took 110.2617s]
-19/11/23 21:36:39| INFO binmc_sld finished [took 105.0029s]
-19/11/23 21:36:41| INFO doc finished [took 26.6310s]
-19/11/23 21:36:42| INFO mulne_sld finished [took 101.0516s]
-19/11/23 21:36:43| INFO mulc_sld finished [took 110.1464s]
-19/11/23 21:36:44| INFO binne_sld finished [took 104.4633s]
-19/11/23 21:36:44| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.4187s]
-19/11/23 21:36:44| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 21:38:12| INFO ref finished [took 65.1384s]
-19/11/23 21:38:27| INFO atc_mc finished [took 78.4825s]
-19/11/23 21:38:28| INFO binc_sld finished [took 100.1460s]
-19/11/23 21:38:34| INFO mulis_sld finished [took 88.9251s]
-19/11/23 21:38:37| INFO binne_sld finished [took 96.0846s]
-19/11/23 21:38:38| INFO binis_sld finished [took 97.0118s]
-19/11/23 21:38:41| INFO binmc_sld finished [took 108.8367s]
-19/11/23 21:38:42| INFO mulmc_sld finished [took 105.1525s]
-19/11/23 21:38:42| INFO doc finished [took 27.0436s]
-19/11/23 21:38:43| INFO mulc_sld finished [took 110.4750s]
-19/11/23 21:38:44| INFO mulne_sld finished [took 105.2200s]
-19/11/23 21:38:44| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 120.4324s]
-19/11/23 21:38:44| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 21:40:09| INFO ref finished [took 65.4233s]
-19/11/23 21:40:15| INFO atc_mc finished [took 69.0464s]
-19/11/23 21:40:33| INFO mulmc_sld finished [took 97.5977s]
-19/11/23 21:40:33| INFO binc_sld finished [took 104.8976s]
-19/11/23 21:40:34| INFO binmc_sld finished [took 101.8083s]
-19/11/23 21:40:35| INFO mulc_sld finished [took 102.8695s]
-19/11/23 21:40:40| INFO binis_sld finished [took 99.0209s]
-19/11/23 21:40:40| INFO doc finished [took 27.9021s]
-19/11/23 21:40:41| INFO mulis_sld finished [took 100.4251s]
-19/11/23 21:40:42| INFO binne_sld finished [took 105.0386s]
-19/11/23 21:40:42| INFO mulne_sld finished [took 100.8476s]
-19/11/23 21:40:42| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 117.5148s]
-19/11/23 21:40:42| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 21:42:08| INFO ref finished [took 62.0037s]
-19/11/23 21:42:20| INFO atc_mc finished [took 70.1705s]
-19/11/23 21:42:24| INFO binis_sld finished [took 82.8894s]
-19/11/23 21:42:34| INFO mulis_sld finished [took 89.8038s]
-19/11/23 21:42:35| INFO mulmc_sld finished [took 97.9076s]
-19/11/23 21:42:36| INFO binne_sld finished [took 100.0978s]
-19/11/23 21:42:36| INFO doc finished [took 24.9222s]
-19/11/23 21:42:37| INFO binc_sld finished [took 109.6589s]
-19/11/23 21:42:39| INFO mulc_sld finished [took 103.9596s]
-19/11/23 21:42:39| INFO binmc_sld finished [took 105.3642s]
-19/11/23 21:42:40| INFO mulne_sld finished [took 100.2645s]
-19/11/23 21:42:40| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 117.8442s]
-19/11/23 21:42:40| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 21:44:03| INFO ref finished [took 56.9652s]
-19/11/23 21:44:19| INFO mulc_sld finished [took 87.7781s]
-19/11/23 21:44:20| INFO atc_mc finished [took 77.1959s]
-19/11/23 21:44:20| INFO mulne_sld finished [took 83.1022s]
-19/11/23 21:44:25| INFO mulis_sld finished [took 81.4471s]
-19/11/23 21:44:28| INFO doc finished [took 19.7610s]
-19/11/23 21:44:28| INFO mulmc_sld finished [took 95.2999s]
-19/11/23 21:44:42| INFO binc_sld finished [took 114.8740s]
-19/11/23 21:44:43| INFO binne_sld finished [took 107.2033s]
-19/11/23 21:44:43| INFO binmc_sld finished [took 111.7488s]
-19/11/23 21:44:44| INFO binis_sld finished [took 106.4660s]
-19/11/23 21:44:44| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 123.9218s]
-19/11/23 21:44:44| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 21:45:59| INFO ref finished [took 56.4238s]
-19/11/23 21:46:03| INFO atc_mc finished [took 58.2518s]
-19/11/23 21:46:12| INFO mulne_sld finished [took 76.2745s]
-19/11/23 21:46:22| INFO doc finished [took 21.0804s]
-19/11/23 21:46:22| INFO mulmc_sld finished [took 91.9655s]
-19/11/23 21:46:23| INFO mulis_sld finished [took 81.0249s]
-19/11/23 21:46:24| INFO mulc_sld finished [took 96.4227s]
-19/11/23 21:46:25| INFO binc_sld finished [took 98.2682s]
-19/11/23 21:46:25| INFO binis_sld finished [took 86.1151s]
-19/11/23 21:46:29| INFO binmc_sld finished [took 99.3170s]
-19/11/23 21:46:31| INFO binne_sld finished [took 98.4855s]
-19/11/23 21:46:31| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 107.6487s]
-----------------------------------------------------------------------------------------------------
-19/11/23 22:22:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-19/11/23 22:23:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:25:15| INFO binc_sld finished [took 129.1322s]
-19/11/23 22:25:39| INFO atc_mc finished [took 98.4149s]
-19/11/23 22:25:40| INFO ref finished [took 106.3883s]
-19/11/23 22:25:51| INFO mulc_sld finished [took 161.1160s]
-19/11/23 22:26:01| INFO mulne_sld finished [took 147.4557s]
-19/11/23 22:26:03| INFO binmc_sld finished [took 167.9854s]
-19/11/23 22:26:05| INFO binne_sld finished [took 156.5914s]
-19/11/23 22:26:06| INFO mulmc_sld finished [took 163.4848s]
-19/11/23 22:26:10| INFO mulis_sld finished [took 141.5419s]
-19/11/23 22:26:16| INFO binis_sld finished [took 155.6666s]
-19/11/23 22:26:20| INFO doc finished [took 60.2922s]
-19/11/23 22:26:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.0194s]
-19/11/23 22:26:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:28:37| INFO mulc_sld finished [took 129.8622s]
-19/11/23 22:28:54| INFO binne_sld finished [took 128.8514s]
-19/11/23 22:29:15| INFO binc_sld finished [took 171.4765s]
-19/11/23 22:29:22| INFO mulis_sld finished [took 130.4361s]
-19/11/23 22:29:25| INFO mulmc_sld finished [took 165.4654s]
-19/11/23 22:29:28| INFO binmc_sld finished [took 175.8247s]
-19/11/23 22:29:30| INFO ref finished [took 131.0062s]
-19/11/23 22:29:30| INFO atc_mc finished [took 124.2880s]
-19/11/23 22:29:30| INFO binis_sld finished [took 147.6054s]
-19/11/23 22:29:32| INFO mulne_sld finished [took 159.6505s]
-19/11/23 22:29:51| INFO doc finished [took 69.3481s]
-19/11/23 22:29:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 210.9860s]
-19/11/23 22:29:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:32:12| INFO binmc_sld finished [took 129.4468s]
-19/11/23 22:32:25| INFO mulc_sld finished [took 147.0219s]
-19/11/23 22:32:50| INFO atc_mc finished [took 111.0961s]
-19/11/23 22:32:52| INFO mulmc_sld finished [took 160.8192s]
-19/11/23 22:32:55| INFO binc_sld finished [took 179.9674s]
-19/11/23 22:32:59| INFO mulne_sld finished [took 150.9486s]
-19/11/23 22:33:00| INFO ref finished [took 127.5009s]
-19/11/23 22:33:05| INFO mulis_sld finished [took 141.6217s]
-19/11/23 22:33:07| INFO binis_sld finished [took 152.4593s]
-19/11/23 22:33:07| INFO binne_sld finished [took 166.1683s]
-19/11/23 22:33:27| INFO doc finished [took 68.8522s]
-19/11/23 22:33:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 216.4527s]
-19/11/23 22:33:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:35:37| INFO mulc_sld finished [took 123.6475s]
-19/11/23 22:35:37| INFO binc_sld finished [took 127.5072s]
-19/11/23 22:36:19| INFO mulne_sld finished [took 142.2771s]
-19/11/23 22:36:21| INFO mulis_sld finished [took 132.5661s]
-19/11/23 22:36:25| INFO binmc_sld finished [took 168.5926s]
-19/11/23 22:36:26| INFO ref finished [took 132.3914s]
-19/11/23 22:36:31| INFO mulmc_sld finished [took 167.8198s]
-19/11/23 22:36:32| INFO binne_sld finished [took 162.6281s]
-19/11/23 22:36:35| INFO binis_sld finished [took 153.0444s]
-19/11/23 22:36:36| INFO atc_mc finished [took 135.9492s]
-19/11/23 22:36:42| INFO doc finished [took 61.4758s]
-19/11/23 22:36:42| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 194.6943s]
-19/11/23 22:36:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:38:58| INFO binc_sld finished [took 133.4451s]
-19/11/23 22:39:10| INFO binne_sld finished [took 120.8179s]
-19/11/23 22:39:41| INFO mulmc_sld finished [took 159.2727s]
-19/11/23 22:39:42| INFO binmc_sld finished [took 167.6777s]
-19/11/23 22:39:43| INFO mulne_sld finished [took 147.3838s]
-19/11/23 22:39:45| INFO mulc_sld finished [took 175.9019s]
-19/11/23 22:39:54| INFO ref finished [took 134.9599s]
-19/11/23 22:39:57| INFO binis_sld finished [took 153.5279s]
-19/11/23 22:39:57| INFO mulis_sld finished [took 144.8783s]
-19/11/23 22:39:57| INFO atc_mc finished [took 132.6237s]
-19/11/23 22:40:06| INFO doc finished [took 62.4116s]
-19/11/23 22:40:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 203.8055s]
-19/11/23 22:40:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:42:20| INFO ref finished [took 80.2118s]
-19/11/23 22:42:34| INFO binmc_sld finished [took 137.4630s]
-19/11/23 22:42:54| INFO mulne_sld finished [took 135.8773s]
-19/11/23 22:43:07| INFO binc_sld finished [took 177.8178s]
-19/11/23 22:43:10| INFO mulmc_sld finished [took 167.2970s]
-19/11/23 22:43:13| INFO mulis_sld finished [took 138.8627s]
-19/11/23 22:43:14| INFO mulc_sld finished [took 181.4380s]
-19/11/23 22:43:19| INFO binis_sld finished [took 153.7400s]
-19/11/23 22:43:19| INFO atc_mc finished [took 132.1135s]
-19/11/23 22:43:19| INFO binne_sld finished [took 170.9560s]
-19/11/23 22:43:26| INFO doc finished [took 62.2554s]
-19/11/23 22:43:26| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 200.3963s]
-19/11/23 22:43:26| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:45:54| INFO mulne_sld finished [took 114.6190s]
-19/11/23 22:45:57| INFO binne_sld finished [took 123.4212s]
-19/11/23 22:46:22| INFO ref finished [took 119.4471s]
-19/11/23 22:46:26| INFO binmc_sld finished [took 166.6077s]
-19/11/23 22:46:32| INFO atc_mc finished [took 121.5630s]
-19/11/23 22:46:33| INFO mulc_sld finished [took 178.6990s]
-19/11/23 22:46:34| INFO binc_sld finished [took 184.6601s]
-19/11/23 22:46:35| INFO mulmc_sld finished [took 168.5104s]
-19/11/23 22:46:44| INFO binis_sld finished [took 156.3966s]
-19/11/23 22:46:48| INFO mulis_sld finished [took 152.3326s]
-19/11/23 22:47:02| INFO doc finished [took 62.5640s]
-19/11/23 22:47:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 215.9087s]
-19/11/23 22:47:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:49:27| INFO binc_sld finished [took 141.5216s]
-19/11/23 22:49:48| INFO mulmc_sld finished [took 147.1459s]
-19/11/23 22:49:49| INFO binmc_sld finished [took 155.2035s]
-19/11/23 22:49:51| INFO ref finished [took 111.7958s]
-19/11/23 22:50:09| INFO mulc_sld finished [took 180.2681s]
-19/11/23 22:50:10| INFO mulne_sld finished [took 151.9164s]
-19/11/23 22:50:15| INFO mulis_sld finished [took 141.5046s]
-19/11/23 22:50:16| INFO atc_mc finished [took 129.3113s]
-19/11/23 22:50:20| INFO binne_sld finished [took 171.1039s]
-19/11/23 22:50:22| INFO binis_sld finished [took 155.6246s]
-19/11/23 22:50:40| INFO doc finished [took 66.7235s]
-19/11/23 22:50:40| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 217.9236s]
-19/11/23 22:50:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-19/11/23 22:53:02| INFO atc_mc finished [took 82.0527s]
-19/11/23 22:53:31| INFO mulc_sld finished [took 163.7655s]
-19/11/23 22:53:33| INFO mulmc_sld finished [took 154.1738s]
-19/11/23 22:53:34| INFO binis_sld finished [took 135.3414s]
-19/11/23 22:53:42| INFO binc_sld finished [took 178.5202s]
-19/11/23 22:53:42| INFO ref finished [took 129.0759s]
-19/11/23 22:53:45| INFO mulne_sld finished [took 153.0960s]
-19/11/23 22:53:49| INFO mulis_sld finished [took 142.1736s]
-19/11/23 22:53:51| INFO binne_sld finished [took 166.5534s]
-19/11/23 22:54:04| INFO binmc_sld finished [took 191.9529s]
-19/11/23 22:54:10| INFO doc finished [took 62.3344s]
-19/11/23 22:54:10| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 209.5554s]
-----------------------------------------------------------------------------------------------------
-19/11/23 22:54:10| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 22:54:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 22:55:28| INFO ref finished [took 46.9804s]
-19/11/23 22:55:41| INFO atc_mc finished [took 61.9001s]
-19/11/23 22:55:45| INFO mulne_sld finished [took 72.7345s]
-19/11/23 22:55:50| INFO mulc_sld finished [took 87.0696s]
-19/11/23 22:55:52| INFO mulis_sld finished [took 72.9158s]
-19/11/23 22:55:53| INFO mulmc_sld finished [took 84.5306s]
-19/11/23 22:55:58| INFO doc finished [took 26.5312s]
-19/11/23 22:56:11| INFO binmc_sld finished [took 105.9322s]
-19/11/23 22:56:13| INFO binis_sld finished [took 98.1745s]
-19/11/23 22:56:13| INFO binc_sld finished [took 112.1304s]
-19/11/23 22:56:16| INFO binne_sld finished [took 104.6899s]
-19/11/23 22:56:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 116.4671s]
-19/11/23 22:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 22:57:32| INFO ref finished [took 57.2237s]
-19/11/23 22:57:49| INFO atc_mc finished [took 70.2037s]
-19/11/23 22:57:49| INFO mulis_sld finished [took 73.1319s]
-19/11/23 22:57:50| INFO mulc_sld finished [took 88.8184s]
-19/11/23 22:57:52| INFO mulmc_sld finished [took 86.8438s]
-19/11/23 22:57:56| INFO mulne_sld finished [took 83.8710s]
-19/11/23 22:58:00| INFO doc finished [took 24.8736s]
-19/11/23 22:58:09| INFO binc_sld finished [took 112.3926s]
-19/11/23 22:58:14| INFO binis_sld finished [took 103.0163s]
-19/11/23 22:58:15| INFO binmc_sld finished [took 110.9999s]
-19/11/23 22:58:19| INFO binne_sld finished [took 109.0081s]
-19/11/23 22:58:19| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 123.6155s]
-19/11/23 22:58:19| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 22:59:53| INFO ref finished [took 61.5740s]
-19/11/23 23:00:09| INFO atc_mc finished [took 77.6175s]
-19/11/23 23:00:17| INFO mulc_sld finished [took 100.0119s]
-19/11/23 23:00:19| INFO binc_sld finished [took 107.8103s]
-19/11/23 23:00:20| INFO binis_sld finished [took 95.0204s]
-19/11/23 23:00:20| INFO mulne_sld finished [took 93.2351s]
-19/11/23 23:00:22| INFO mulmc_sld finished [took 100.3697s]
-19/11/23 23:00:25| INFO mulis_sld finished [took 95.2971s]
-19/11/23 23:00:25| INFO doc finished [took 28.5834s]
-19/11/23 23:00:26| INFO binne_sld finished [took 101.1262s]
-19/11/23 23:00:28| INFO binmc_sld finished [took 115.3334s]
-19/11/23 23:00:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 128.8446s]
-19/11/23 23:00:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 23:01:53| INFO ref finished [took 60.4760s]
-19/11/23 23:02:04| INFO atc_mc finished [took 71.8869s]
-19/11/23 23:02:19| INFO mulis_sld finished [took 90.2395s]
-19/11/23 23:02:21| INFO mulc_sld finished [took 108.2449s]
-19/11/23 23:02:23| INFO binis_sld finished [took 95.0622s]
-19/11/23 23:02:24| INFO binne_sld finished [took 99.2611s]
-19/11/23 23:02:24| INFO mulmc_sld finished [took 106.0399s]
-19/11/23 23:02:24| INFO mulne_sld finished [took 99.0354s]
-19/11/23 23:02:26| INFO doc finished [took 29.3026s]
-19/11/23 23:02:26| INFO binc_sld finished [took 116.4437s]
-19/11/23 23:02:27| INFO binmc_sld finished [took 108.0432s]
-19/11/23 23:02:27| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.3864s]
-19/11/23 23:02:27| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 23:03:52| INFO ref finished [took 60.8795s]
-19/11/23 23:04:06| INFO binis_sld finished [took 81.4686s]
-19/11/23 23:04:07| INFO atc_mc finished [took 73.0083s]
-19/11/23 23:04:17| INFO mulmc_sld finished [took 96.3114s]
-19/11/23 23:04:18| INFO binmc_sld finished [took 104.2316s]
-19/11/23 23:04:19| INFO mulc_sld finished [took 107.5050s]
-19/11/23 23:04:19| INFO binne_sld finished [took 95.8847s]
-19/11/23 23:04:20| INFO doc finished [took 24.7194s]
-19/11/23 23:04:21| INFO binc_sld finished [took 112.2507s]
-19/11/23 23:04:23| INFO mulis_sld finished [took 95.8690s]
-19/11/23 23:04:26| INFO mulne_sld finished [took 103.7635s]
-19/11/23 23:04:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 118.9811s]
-19/11/23 23:04:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-19/11/23 23:05:50| INFO ref finished [took 66.7228s]
-19/11/23 23:06:07| INFO atc_mc finished [took 78.5639s]
-19/11/23 23:06:12| INFO binc_sld finished [took 103.0124s]
-19/11/23 23:06:12| INFO mulmc_sld finished [took 98.8226s]
-19/11/23 23:06:12| INFO binmc_sld finished [took 99.6795s]
-19/11/23 23:06:16| INFO mulne_sld finished [took 94.8316s]
-19/11/23 23:06:18| INFO mulc_sld finished [took 106.9441s]
-19/11/23 23:06:20| INFO mulis_sld finished [took 95.7056s]
-19/11/23 23:06:21| INFO doc finished [took 27.4370s]
-19/11/23 23:06:21| INFO binis_sld finished [took 99.2212s]
-19/11/23 23:06:22| INFO binne_sld finished [took 104.7916s]
-19/11/23 23:06:22| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 116.3248s]
-19/11/23 23:06:22| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-19/11/23 23:07:49| INFO ref finished [took 61.2439s]
-19/11/23 23:08:07| INFO atc_mc finished [took 78.4871s]
-19/11/23 23:08:12| INFO mulmc_sld finished [took 95.7838s]
-19/11/23 23:08:14| INFO binc_sld finished [took 105.1094s]
-19/11/23 23:08:15| INFO binmc_sld finished [took 101.9622s]
-19/11/23 23:08:16| INFO binne_sld finished [took 98.3134s]
-19/11/23 23:08:19| INFO mulne_sld finished [took 98.5874s]
-19/11/23 23:08:19| INFO mulis_sld finished [took 95.9173s]
-19/11/23 23:08:20| INFO mulc_sld finished [took 106.4076s]
-19/11/23 23:08:22| INFO doc finished [took 27.9406s]
-19/11/23 23:08:22| INFO binis_sld finished [took 101.3010s]
-19/11/23 23:08:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 120.2287s]
-19/11/23 23:08:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-19/11/23 23:09:46| INFO ref finished [took 59.6838s]
-19/11/23 23:09:58| INFO atc_mc finished [took 68.4955s]
-19/11/23 23:10:00| INFO mulis_sld finished [took 75.1638s]
-19/11/23 23:10:02| INFO mulmc_sld finished [took 87.7392s]
-19/11/23 23:10:06| INFO mulc_sld finished [took 99.1328s]
-19/11/23 23:10:11| INFO mulne_sld finished [took 93.5493s]
-19/11/23 23:10:12| INFO doc finished [took 22.3197s]
-19/11/23 23:10:22| INFO binis_sld finished [took 99.4647s]
-19/11/23 23:10:24| INFO binne_sld finished [took 106.7105s]
-19/11/23 23:10:25| INFO binmc_sld finished [took 111.7183s]
-19/11/23 23:10:25| INFO binc_sld finished [took 117.3806s]
-19/11/23 23:10:25| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 122.8229s]
-19/11/23 23:10:25| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-19/11/23 23:11:37| INFO ref finished [took 55.0879s]
-19/11/23 23:11:52| INFO atc_mc finished [took 66.6902s]
-19/11/23 23:11:54| INFO mulc_sld finished [took 85.7354s]
-19/11/23 23:11:58| INFO mulmc_sld finished [took 85.9595s]
-19/11/23 23:12:00| INFO mulne_sld finished [took 83.5054s]
-19/11/23 23:12:01| INFO mulis_sld finished [took 79.2799s]
-19/11/23 23:12:06| INFO binc_sld finished [took 99.4952s]
-19/11/23 23:12:06| INFO doc finished [took 26.9284s]
-19/11/23 23:12:08| INFO binne_sld finished [took 90.9896s]
-19/11/23 23:12:10| INFO binis_sld finished [took 90.4562s]
-19/11/23 23:12:10| INFO binmc_sld finished [took 99.9007s]
-19/11/23 23:12:10| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 104.9534s]
-----------------------------------------------------------------------------------------------------
-19/11/23 23:47:46| INFO dataset imdb_9prevs [pool size: 10]
-19/11/23 23:47:55| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-19/11/23 23:49:17| INFO mulc_sld finished [took 77.1186s]
-19/11/23 23:49:29| INFO mulmc_sld finished [took 84.8406s]
-19/11/23 23:49:34| INFO mulne_sld finished [took 84.9156s]
-19/11/23 23:49:38| INFO mulis_sld finished [took 85.5753s]
-19/11/23 23:49:54| INFO ref finished [took 33.7639s]
-19/11/23 23:49:55| INFO doc finished [took 17.9744s]
-19/11/23 23:49:59| INFO binmc_sld finished [took 117.8313s]
-19/11/23 23:50:00| INFO atc_mc finished [took 28.8205s]
-19/11/23 23:50:01| INFO multh_sld finished [took 106.2922s]
-19/11/23 23:50:03| INFO binis_sld finished [took 112.4914s]
-19/11/23 23:50:09| INFO binne_sld finished [took 124.3668s]
-19/11/23 23:50:09| INFO binc_sld finished [took 131.8185s]
-19/11/23 23:50:21| INFO binth_sld finished [took 128.1427s]
-19/11/23 23:50:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 145.9791s]
-19/11/23 23:50:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-19/11/23 23:51:51| INFO mulne_sld finished [took 73.1685s]
-19/11/23 23:52:10| INFO mulc_sld finished [took 105.4723s]
-19/11/23 23:52:14| INFO mulis_sld finished [took 92.1616s]
-19/11/23 23:52:15| INFO mulmc_sld finished [took 104.7287s]
-19/11/23 23:52:30| INFO ref finished [took 34.3636s]
-19/11/23 23:52:37| INFO multh_sld finished [took 112.8385s]
-19/11/23 23:52:37| INFO binc_sld finished [took 134.4139s]
-19/11/23 23:52:40| INFO doc finished [took 22.2769s]
-19/11/23 23:52:40| INFO binne_sld finished [took 124.8772s]
-19/11/23 23:52:41| INFO atc_mc finished [took 28.1045s]
-19/11/23 23:52:41| INFO binmc_sld finished [took 133.3348s]
-19/11/23 23:52:43| INFO binth_sld finished [took 120.7157s]
-19/11/23 23:52:43| INFO binis_sld finished [took 123.2648s]
-19/11/23 23:52:43| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.3722s]
-19/11/23 23:52:43| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-19/11/23 23:54:39| INFO mulis_sld finished [took 85.3745s]
-19/11/23 23:54:46| INFO mulne_sld finished [took 96.5414s]
-19/11/23 23:54:56| INFO mulc_sld finished [took 119.1146s]
-19/11/23 23:55:04| INFO mulmc_sld finished [took 120.0640s]
-19/11/23 23:55:07| INFO binis_sld finished [took 117.0343s]
-19/11/23 23:55:09| INFO binmc_sld finished [took 127.4916s]
-19/11/23 23:55:11| INFO binne_sld finished [took 124.5021s]
-19/11/23 23:55:12| INFO binc_sld finished [took 135.3054s]
-19/11/23 23:55:15| INFO ref finished [took 32.0290s]
-19/11/23 23:55:18| INFO binth_sld finished [took 125.7843s]
-19/11/23 23:55:19| INFO atc_mc finished [took 28.4154s]
-19/11/23 23:55:19| INFO doc finished [took 18.6400s]
-19/11/23 23:55:22| INFO multh_sld finished [took 128.1573s]
-19/11/23 23:55:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.1832s]
-19/11/23 23:55:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-19/11/23 23:57:15| INFO binmc_sld finished [took 108.0346s]
-19/11/23 23:57:27| INFO binne_sld finished [took 109.1117s]
-19/11/23 23:57:29| INFO mulmc_sld finished [took 115.6784s]
-19/11/23 23:57:33| INFO binis_sld finished [took 114.6253s]
-19/11/23 23:57:35| INFO mulis_sld finished [took 113.4259s]
-19/11/23 23:57:36| INFO mulc_sld finished [took 124.3687s]
-19/11/23 23:57:36| INFO multh_sld finished [took 110.0439s]
-19/11/23 23:57:37| INFO binc_sld finished [took 130.7531s]
-19/11/23 23:57:38| INFO mulne_sld finished [took 119.5803s]
-19/11/23 23:57:43| INFO binth_sld finished [took 120.8479s]
-19/11/23 23:57:45| INFO ref finished [took 27.3554s]
-19/11/23 23:57:50| INFO doc finished [took 16.8253s]
-19/11/23 23:57:56| INFO atc_mc finished [took 25.0577s]
-19/11/23 23:57:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 154.0327s]
-19/11/23 23:57:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-19/11/23 23:59:43| INFO binis_sld finished [took 87.7775s]
-20/11/23 00:00:00| INFO mulc_sld finished [took 114.9223s]
-20/11/23 00:00:04| INFO mulne_sld finished [took 111.4329s]
-20/11/23 00:00:06| INFO binmc_sld finished [took 120.7173s]
-20/11/23 00:00:07| INFO binc_sld finished [took 124.1436s]
-20/11/23 00:00:09| INFO mulis_sld finished [took 114.4707s]
-20/11/23 00:00:09| INFO binne_sld finished [took 118.8186s]
-20/11/23 00:00:10| INFO mulmc_sld finished [took 122.9113s]
-20/11/23 00:00:11| INFO multh_sld finished [took 112.3996s]
-20/11/23 00:00:15| INFO ref finished [took 29.4460s]
-20/11/23 00:00:22| INFO binth_sld finished [took 127.5721s]
-20/11/23 00:00:24| INFO doc finished [took 15.9499s]
-20/11/23 00:00:29| INFO atc_mc finished [took 25.9191s]
-20/11/23 00:00:29| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 153.4151s]
-20/11/23 00:00:29| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 00:02:13| INFO mulis_sld finished [took 87.7033s]
-20/11/23 00:02:29| INFO mulmc_sld finished [took 110.5281s]
-20/11/23 00:02:33| INFO mulne_sld finished [took 108.3609s]
-20/11/23 00:02:37| INFO mulc_sld finished [took 121.5028s]
-20/11/23 00:02:38| INFO binmc_sld finished [took 121.7889s]
-20/11/23 00:02:38| INFO binis_sld finished [took 114.3734s]
-20/11/23 00:02:39| INFO binc_sld finished [took 124.3830s]
-20/11/23 00:02:40| INFO binne_sld finished [took 117.6827s]
-20/11/23 00:02:43| INFO multh_sld finished [took 113.4091s]
-20/11/23 00:02:45| INFO ref finished [took 29.3824s]
-20/11/23 00:02:53| INFO doc finished [took 17.7077s]
-20/11/23 00:02:56| INFO binth_sld finished [took 127.2292s]
-20/11/23 00:02:57| INFO atc_mc finished [took 25.6247s]
-20/11/23 00:02:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 148.0209s]
-20/11/23 00:02:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 00:04:46| INFO binne_sld finished [took 91.2360s]
-20/11/23 00:04:47| INFO binmc_sld finished [took 98.1656s]
-20/11/23 00:05:00| INFO mulmc_sld finished [took 112.1577s]
-20/11/23 00:05:06| INFO mulis_sld finished [took 107.0201s]
-20/11/23 00:05:08| INFO mulc_sld finished [took 119.4217s]
-20/11/23 00:05:10| INFO mulne_sld finished [took 114.7518s]
-20/11/23 00:05:10| INFO binc_sld finished [took 125.1301s]
-20/11/23 00:05:10| INFO binis_sld finished [took 114.0487s]
-20/11/23 00:05:18| INFO ref finished [took 28.1777s]
-20/11/23 00:05:24| INFO multh_sld finished [took 121.1092s]
-20/11/23 00:05:24| INFO doc finished [took 18.6540s]
-20/11/23 00:05:25| INFO atc_mc finished [took 33.9978s]
-20/11/23 00:05:30| INFO binth_sld finished [took 129.8220s]
-20/11/23 00:05:30| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 152.9090s]
-20/11/23 00:05:30| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 00:07:26| INFO mulis_sld finished [took 95.8945s]
-20/11/23 00:07:26| INFO mulc_sld finished [took 107.9725s]
-20/11/23 00:07:26| INFO mulmc_sld finished [took 103.4727s]
-20/11/23 00:07:33| INFO mulne_sld finished [took 106.0428s]
-20/11/23 00:07:40| INFO multh_sld finished [took 105.2495s]
-20/11/23 00:07:49| INFO binc_sld finished [took 130.9854s]
-20/11/23 00:07:51| INFO doc finished [took 18.2320s]
-20/11/23 00:07:56| INFO binmc_sld finished [took 137.6670s]
-20/11/23 00:07:56| INFO binis_sld finished [took 126.8932s]
-20/11/23 00:07:56| INFO binne_sld finished [took 130.6219s]
-20/11/23 00:07:57| INFO ref finished [took 25.3001s]
-20/11/23 00:07:58| INFO atc_mc finished [took 26.1779s]
-20/11/23 00:08:08| INFO binth_sld finished [took 135.7807s]
-20/11/23 00:08:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 158.0681s]
-20/11/23 00:08:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 00:09:40| INFO mulc_sld finished [took 88.4792s]
-20/11/23 00:09:54| INFO mulis_sld finished [took 89.9269s]
-20/11/23 00:09:54| INFO mulne_sld finished [took 92.4793s]
-20/11/23 00:09:57| INFO binis_sld finished [took 95.2158s]
-20/11/23 00:10:03| INFO mulmc_sld finished [took 106.9438s]
-20/11/23 00:10:08| INFO binmc_sld finished [took 113.7009s]
-20/11/23 00:10:09| INFO binne_sld finished [took 111.6477s]
-20/11/23 00:10:10| INFO ref finished [took 26.5953s]
-20/11/23 00:10:11| INFO binc_sld finished [took 122.0284s]
-20/11/23 00:10:19| INFO doc finished [took 21.6962s]
-20/11/23 00:10:19| INFO binth_sld finished [took 113.8488s]
-20/11/23 00:10:25| INFO atc_mc finished [took 27.5175s]
-20/11/23 00:10:28| INFO multh_sld finished [took 120.4739s]
-20/11/23 00:10:28| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 139.4509s]
-----------------------------------------------------------------------------------------------------
-20/11/23 00:10:28| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 00:10:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:13:00| INFO mulne_sld finished [took 115.9090s]
-20/11/23 00:13:28| INFO mulis_sld finished [took 130.6915s]
-20/11/23 00:13:29| INFO mulc_sld finished [took 169.1016s]
-20/11/23 00:13:35| INFO binc_sld finished [took 178.2322s]
-20/11/23 00:13:43| INFO mulmc_sld finished [took 172.1262s]
-20/11/23 00:13:55| INFO binmc_sld finished [took 189.7102s]
-20/11/23 00:13:58| INFO binis_sld finished [took 170.2299s]
-20/11/23 00:14:01| INFO binne_sld finished [took 183.9803s]
-20/11/23 00:14:13| INFO binth_sld finished [took 168.8181s]
-20/11/23 00:14:18| INFO multh_sld finished [took 164.6564s]
-20/11/23 00:14:23| INFO ref finished [took 77.6156s]
-20/11/23 00:14:27| INFO doc finished [took 49.2759s]
-20/11/23 00:14:41| INFO atc_mc finished [took 67.6615s]
-20/11/23 00:14:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 247.6575s]
-20/11/23 00:14:41| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 00:16:35| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 00:16:44| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 00:18:04| INFO mulne_sld finished [took 67.8666s]
-20/11/23 00:18:21| INFO mulis_sld finished [took 79.5200s]
-20/11/23 00:18:24| INFO mulc_sld finished [took 95.6359s]
-20/11/23 00:18:25| INFO mulmc_sld finished [took 92.8795s]
-20/11/23 00:18:35| INFO ref finished [took 28.1695s]
-20/11/23 00:18:39| INFO binne_sld finished [took 103.3917s]
-20/11/23 00:18:45| INFO binc_sld finished [took 118.8490s]
-20/11/23 00:18:47| INFO doc finished [took 21.0948s]
-20/11/23 00:18:50| INFO binmc_sld finished [took 119.1852s]
-20/11/23 00:18:50| INFO multh_sld finished [took 104.8563s]
-20/11/23 00:18:54| INFO atc_mc finished [took 31.0417s]
-20/11/23 00:18:57| INFO binis_sld finished [took 116.9421s]
-20/11/23 00:19:07| INFO binth_sld finished [took 121.8840s]
-20/11/23 00:19:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 142.6238s]
-20/11/23 00:19:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 00:20:38| INFO mulis_sld finished [took 71.8778s]
-20/11/23 00:20:53| INFO mulne_sld finished [took 91.4618s]
-20/11/23 00:20:53| INFO mulc_sld finished [took 100.2949s]
-20/11/23 00:20:57| INFO mulmc_sld finished [took 99.2726s]
-20/11/23 00:21:06| INFO ref finished [took 25.5743s]
-20/11/23 00:21:12| INFO binc_sld finished [took 124.0126s]
-20/11/23 00:21:18| INFO doc finished [took 21.6927s]
-20/11/23 00:21:20| INFO atc_mc finished [took 25.8157s]
-20/11/23 00:21:21| INFO multh_sld finished [took 111.4124s]
-20/11/23 00:21:23| INFO binis_sld finished [took 119.4967s]
-20/11/23 00:21:24| INFO binth_sld finished [took 114.5841s]
-20/11/23 00:21:25| INFO binne_sld finished [took 126.8722s]
-20/11/23 00:21:26| INFO binmc_sld finished [took 130.5365s]
-20/11/23 00:21:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 139.4605s]
-20/11/23 00:21:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 00:23:21| INFO binis_sld finished [took 88.3050s]
-20/11/23 00:23:32| INFO mulis_sld finished [took 98.5505s]
-20/11/23 00:23:36| INFO binmc_sld finished [took 112.1300s]
-20/11/23 00:23:41| INFO mulc_sld finished [took 120.2860s]
-20/11/23 00:23:46| INFO mulmc_sld finished [took 119.2722s]
-20/11/23 00:23:48| INFO mulne_sld finished [took 114.0928s]
-20/11/23 00:23:50| INFO binne_sld finished [took 121.2680s]
-20/11/23 00:23:51| INFO binc_sld finished [took 131.6295s]
-20/11/23 00:23:55| INFO ref finished [took 28.8743s]
-20/11/23 00:23:59| INFO doc finished [took 17.8519s]
-20/11/23 00:24:00| INFO multh_sld finished [took 122.4953s]
-20/11/23 00:24:01| INFO binth_sld finished [took 125.1196s]
-20/11/23 00:24:04| INFO atc_mc finished [took 27.7814s]
-20/11/23 00:24:04| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 157.3641s]
-20/11/23 00:24:04| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 00:25:52| INFO mulmc_sld finished [took 94.8594s]
-20/11/23 00:25:55| INFO binne_sld finished [took 96.0832s]
-20/11/23 00:26:07| INFO binc_sld finished [took 120.0740s]
-20/11/23 00:26:13| INFO binis_sld finished [took 108.8858s]
-20/11/23 00:26:13| INFO binmc_sld finished [took 120.3565s]
-20/11/23 00:26:14| INFO mulne_sld finished [took 113.6228s]
-20/11/23 00:26:14| INFO mulis_sld finished [took 109.4478s]
-20/11/23 00:26:15| INFO mulc_sld finished [took 125.2912s]
-20/11/23 00:26:22| INFO ref finished [took 28.3411s]
-20/11/23 00:26:25| INFO binth_sld finished [took 117.7595s]
-20/11/23 00:26:28| INFO doc finished [took 18.0926s]
-20/11/23 00:26:28| INFO multh_sld finished [took 119.1539s]
-20/11/23 00:26:30| INFO atc_mc finished [took 32.3410s]
-20/11/23 00:26:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 145.9857s]
-20/11/23 00:26:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 00:28:19| INFO mulmc_sld finished [took 98.9164s]
-20/11/23 00:28:29| INFO mulne_sld finished [took 102.6961s]
-20/11/23 00:28:36| INFO mulis_sld finished [took 104.2779s]
-20/11/23 00:28:37| INFO binis_sld finished [took 107.9621s]
-20/11/23 00:28:40| INFO binc_sld finished [took 126.4940s]
-20/11/23 00:28:41| INFO binmc_sld finished [took 120.6530s]
-20/11/23 00:28:43| INFO binne_sld finished [took 118.1814s]
-20/11/23 00:28:44| INFO mulc_sld finished [took 124.5656s]
-20/11/23 00:28:50| INFO ref finished [took 28.6919s]
-20/11/23 00:28:50| INFO binth_sld finished [took 117.6468s]
-20/11/23 00:28:57| INFO doc finished [took 17.8859s]
-20/11/23 00:28:57| INFO multh_sld finished [took 123.5543s]
-20/11/23 00:29:00| INFO atc_mc finished [took 27.9567s]
-20/11/23 00:29:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 150.6545s]
-20/11/23 00:29:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 00:30:44| INFO mulmc_sld finished [took 93.1591s]
-20/11/23 00:30:47| INFO binis_sld finished [took 90.9832s]
-20/11/23 00:31:04| INFO binne_sld finished [took 112.2835s]
-20/11/23 00:31:09| INFO mulis_sld finished [took 111.5634s]
-20/11/23 00:31:09| INFO mulc_sld finished [took 121.6244s]
-20/11/23 00:31:09| INFO binmc_sld finished [took 121.0926s]
-20/11/23 00:31:11| INFO mulne_sld finished [took 116.9556s]
-20/11/23 00:31:11| INFO ref finished [took 24.0822s]
-20/11/23 00:31:11| INFO binc_sld finished [took 125.7891s]
-20/11/23 00:31:24| INFO atc_mc finished [took 33.6418s]
-20/11/23 00:31:25| INFO doc finished [took 16.9497s]
-20/11/23 00:31:25| INFO multh_sld finished [took 127.4382s]
-20/11/23 00:31:28| INFO binth_sld finished [took 130.0088s]
-20/11/23 00:31:28| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 147.9774s]
-20/11/23 00:31:28| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 00:33:16| INFO mulne_sld finished [took 90.7284s]
-20/11/23 00:33:29| INFO binis_sld finished [took 100.6865s]
-20/11/23 00:33:31| INFO mulc_sld finished [took 113.6801s]
-20/11/23 00:33:35| INFO mulmc_sld finished [took 112.2128s]
-20/11/23 00:33:37| INFO mulis_sld finished [took 105.2554s]
-20/11/23 00:33:39| INFO binc_sld finished [took 125.4343s]
-20/11/23 00:33:42| INFO binmc_sld finished [took 121.8835s]
-20/11/23 00:33:43| INFO binne_sld finished [took 115.0955s]
-20/11/23 00:33:50| INFO ref finished [took 29.7580s]
-20/11/23 00:33:53| INFO doc finished [took 17.5607s]
-20/11/23 00:33:58| INFO multh_sld finished [took 124.8346s]
-20/11/23 00:34:00| INFO atc_mc finished [took 26.1680s]
-20/11/23 00:34:03| INFO binth_sld finished [took 132.1159s]
-20/11/23 00:34:03| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 154.8471s]
-20/11/23 00:34:03| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 00:35:43| INFO mulne_sld finished [took 81.2482s]
-20/11/23 00:35:46| INFO mulmc_sld finished [took 89.7079s]
-20/11/23 00:36:03| INFO mulc_sld finished [took 110.7065s]
-20/11/23 00:36:03| INFO mulis_sld finished [took 99.1385s]
-20/11/23 00:36:17| INFO ref finished [took 31.2432s]
-20/11/23 00:36:17| INFO binne_sld finished [took 117.8703s]
-20/11/23 00:36:21| INFO binc_sld finished [took 131.5421s]
-20/11/23 00:36:26| INFO binis_sld finished [took 124.7673s]
-20/11/23 00:36:28| INFO binmc_sld finished [took 133.7130s]
-20/11/23 00:36:28| INFO doc finished [took 21.7416s]
-20/11/23 00:36:29| INFO atc_mc finished [took 39.9990s]
-20/11/23 00:36:35| INFO multh_sld finished [took 127.9219s]
-20/11/23 00:36:59| INFO binth_sld finished [took 153.5796s]
-20/11/23 00:36:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 176.0826s]
-20/11/23 00:36:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 00:38:28| INFO mulc_sld finished [took 84.4039s]
-20/11/23 00:38:45| INFO binc_sld finished [took 103.6141s]
-20/11/23 00:38:45| INFO mulne_sld finished [took 95.0972s]
-20/11/23 00:38:46| INFO mulis_sld finished [took 89.2126s]
-20/11/23 00:38:53| INFO mulmc_sld finished [took 106.0765s]
-20/11/23 00:38:56| INFO ref finished [took 25.6917s]
-20/11/23 00:38:58| INFO binmc_sld finished [took 113.5090s]
-20/11/23 00:38:59| INFO binne_sld finished [took 110.4619s]
-20/11/23 00:39:03| INFO binis_sld finished [took 108.6786s]
-20/11/23 00:39:08| INFO doc finished [took 19.1618s]
-20/11/23 00:39:12| INFO binth_sld finished [took 114.0925s]
-20/11/23 00:39:13| INFO atc_mc finished [took 24.5584s]
-20/11/23 00:39:22| INFO multh_sld finished [took 123.1504s]
-20/11/23 00:39:22| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 142.3060s]
-----------------------------------------------------------------------------------------------------
-20/11/23 00:39:22| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 00:39:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:42:00| INFO binis_sld finished [took 115.8321s]
-20/11/23 00:42:20| INFO mulc_sld finished [took 165.0972s]
-20/11/23 00:42:21| INFO binne_sld finished [took 150.8876s]
-20/11/23 00:42:27| INFO mulne_sld finished [took 148.3110s]
-20/11/23 00:42:33| INFO binc_sld finished [took 182.7215s]
-20/11/23 00:42:35| INFO mulmc_sld finished [took 169.3688s]
-20/11/23 00:42:36| INFO mulis_sld finished [took 144.8530s]
-20/11/23 00:42:36| INFO binmc_sld finished [took 176.9001s]
-20/11/23 00:43:11| INFO multh_sld finished [took 166.8749s]
-20/11/23 00:43:11| INFO binth_sld finished [took 174.9993s]
-20/11/23 00:43:14| INFO ref finished [took 69.1528s]
-20/11/23 00:43:19| INFO doc finished [took 50.1686s]
-20/11/23 00:43:34| INFO atc_mc finished [took 68.8207s]
-20/11/23 00:43:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 246.8511s]
-20/11/23 00:43:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:45:56| INFO binc_sld finished [took 138.3342s]
-20/11/23 00:46:28| INFO mulc_sld finished [took 166.5719s]
-20/11/23 00:46:42| INFO binis_sld finished [took 147.4464s]
-20/11/23 00:46:45| INFO binmc_sld finished [took 177.7465s]
-20/11/23 00:46:50| INFO mulmc_sld finished [took 176.2568s]
-20/11/23 00:46:52| INFO mulis_sld finished [took 150.4631s]
-20/11/23 00:46:54| INFO mulne_sld finished [took 166.0867s]
-20/11/23 00:46:57| INFO binne_sld finished [took 177.4205s]
-20/11/23 00:47:07| INFO binth_sld finished [took 158.3204s]
-20/11/23 00:47:09| INFO multh_sld finished [took 150.4514s]
-20/11/23 00:47:22| INFO ref finished [took 79.9712s]
-20/11/23 00:47:35| INFO doc finished [took 47.7517s]
-20/11/23 00:47:38| INFO atc_mc finished [took 64.7940s]
-20/11/23 00:47:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 244.3089s]
-20/11/23 00:47:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:50:20| INFO mulc_sld finished [took 153.7060s]
-20/11/23 00:50:21| INFO mulmc_sld finished [took 142.5541s]
-20/11/23 00:50:31| INFO binmc_sld finished [took 159.0150s]
-20/11/23 00:50:44| INFO binc_sld finished [took 182.4063s]
-20/11/23 00:50:49| INFO mulne_sld finished [took 156.5250s]
-20/11/23 00:50:58| INFO binis_sld finished [took 157.3410s]
-20/11/23 00:50:59| INFO binne_sld finished [took 173.3606s]
-20/11/23 00:51:07| INFO mulis_sld finished [took 157.3841s]
-20/11/23 00:51:31| INFO multh_sld finished [took 163.8059s]
-20/11/23 00:51:32| INFO binth_sld finished [took 175.6358s]
-20/11/23 00:51:39| INFO doc finished [took 62.2887s]
-20/11/23 00:51:40| INFO atc_mc finished [took 67.3028s]
-20/11/23 00:51:40| INFO ref finished [took 72.3112s]
-20/11/23 00:51:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 241.7056s]
-20/11/23 00:51:40| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:54:02| INFO mulc_sld finished [took 136.2334s]
-20/11/23 00:54:30| INFO binc_sld finished [took 167.0914s]
-20/11/23 00:54:41| INFO binmc_sld finished [took 170.3883s]
-20/11/23 00:54:47| INFO binis_sld finished [took 150.8876s]
-20/11/23 00:54:47| INFO multh_sld finished [took 127.9076s]
-20/11/23 00:54:50| INFO mulmc_sld finished [took 172.7417s]
-20/11/23 00:54:53| INFO mulne_sld finished [took 163.0143s]
-20/11/23 00:54:57| INFO binne_sld finished [took 173.7130s]
-20/11/23 00:54:58| INFO mulis_sld finished [took 153.8961s]
-20/11/23 00:55:20| INFO binth_sld finished [took 168.5792s]
-20/11/23 00:55:27| INFO ref finished [took 80.9751s]
-20/11/23 00:55:36| INFO doc finished [took 50.9969s]
-20/11/23 00:55:38| INFO atc_mc finished [took 62.6829s]
-20/11/23 00:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 237.3475s]
-20/11/23 00:55:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 00:58:06| INFO binmc_sld finished [took 136.2163s]
-20/11/23 00:58:18| INFO mulis_sld finished [took 112.8919s]
-20/11/23 00:58:44| INFO mulc_sld finished [took 178.8120s]
-20/11/23 00:58:51| INFO binc_sld finished [took 190.1384s]
-20/11/23 00:58:55| INFO binne_sld finished [took 170.7204s]
-20/11/23 00:58:59| INFO mulmc_sld finished [took 180.5449s]
-20/11/23 00:59:01| INFO mulne_sld finished [took 170.7581s]
-20/11/23 00:59:04| INFO binis_sld finished [took 165.5500s]
-20/11/23 00:59:28| INFO binth_sld finished [took 174.7886s]
-20/11/23 00:59:31| INFO ref finished [took 78.3391s]
-20/11/23 00:59:33| INFO multh_sld finished [took 171.3846s]
-20/11/23 00:59:39| INFO atc_mc finished [took 74.9501s]
-20/11/23 00:59:41| INFO doc finished [took 51.0407s]
-20/11/23 00:59:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 243.3608s]
-20/11/23 00:59:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:02:22| INFO binc_sld finished [took 158.3553s]
-20/11/23 01:02:29| INFO binis_sld finished [took 128.7879s]
-20/11/23 01:02:36| INFO binmc_sld finished [took 162.7023s]
-20/11/23 01:02:55| INFO mulmc_sld finished [took 174.2432s]
-20/11/23 01:02:59| INFO binne_sld finished [took 173.6352s]
-20/11/23 01:02:59| INFO mulc_sld finished [took 191.3728s]
-20/11/23 01:03:02| INFO mulne_sld finished [took 167.2250s]
-20/11/23 01:03:06| INFO mulis_sld finished [took 156.1943s]
-20/11/23 01:03:15| INFO binth_sld finished [took 160.8140s]
-20/11/23 01:03:34| INFO multh_sld finished [took 171.1508s]
-20/11/23 01:03:35| INFO ref finished [took 67.5114s]
-20/11/23 01:03:40| INFO doc finished [took 59.5871s]
-20/11/23 01:03:47| INFO atc_mc finished [took 72.1116s]
-20/11/23 01:03:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 245.9251s]
-20/11/23 01:03:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:06:33| INFO binis_sld finished [took 124.1732s]
-20/11/23 01:06:53| INFO mulne_sld finished [took 152.3696s]
-20/11/23 01:07:01| INFO binth_sld finished [took 137.6109s]
-20/11/23 01:07:06| INFO binc_sld finished [took 196.0501s]
-20/11/23 01:07:07| INFO mulc_sld finished [took 192.3448s]
-20/11/23 01:07:10| INFO mulis_sld finished [took 153.5243s]
-20/11/23 01:07:11| INFO mulmc_sld finished [took 184.4175s]
-20/11/23 01:07:14| INFO binne_sld finished [took 180.4549s]
-20/11/23 01:07:17| INFO binmc_sld finished [took 198.1009s]
-20/11/23 01:07:47| INFO multh_sld finished [took 173.6609s]
-20/11/23 01:07:51| INFO ref finished [took 71.9026s]
-20/11/23 01:07:56| INFO doc finished [took 49.3206s]
-20/11/23 01:08:03| INFO atc_mc finished [took 64.2225s]
-20/11/23 01:08:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 255.8466s]
-20/11/23 01:08:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:10:29| INFO mulmc_sld finished [took 127.2929s]
-20/11/23 01:11:09| INFO mulne_sld finished [took 151.8645s]
-20/11/23 01:11:11| INFO binmc_sld finished [took 175.6823s]
-20/11/23 01:11:12| INFO mulc_sld finished [took 182.3750s]
-20/11/23 01:11:32| INFO mulis_sld finished [took 161.0005s]
-20/11/23 01:11:33| INFO binis_sld finished [took 170.1795s]
-20/11/23 01:11:34| INFO binne_sld finished [took 185.0089s]
-20/11/23 01:11:35| INFO binc_sld finished [took 208.2198s]
-20/11/23 01:11:43| INFO multh_sld finished [took 155.4031s]
-20/11/23 01:12:02| INFO ref finished [took 86.9709s]
-20/11/23 01:12:12| INFO binth_sld finished [took 193.3740s]
-20/11/23 01:12:13| INFO doc finished [took 52.0456s]
-20/11/23 01:12:19| INFO atc_mc finished [took 61.7332s]
-20/11/23 01:12:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 256.3892s]
-20/11/23 01:12:19| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 01:14:44| INFO mulc_sld finished [took 138.3406s]
-20/11/23 01:15:09| INFO mulmc_sld finished [took 150.5529s]
-20/11/23 01:15:27| INFO binmc_sld finished [took 175.5407s]
-20/11/23 01:15:28| INFO mulis_sld finished [took 141.2127s]
-20/11/23 01:15:32| INFO binc_sld finished [took 190.1867s]
-20/11/23 01:15:36| INFO mulne_sld finished [took 164.8945s]
-20/11/23 01:15:52| INFO binis_sld finished [took 172.4844s]
-20/11/23 01:15:53| INFO binne_sld finished [took 189.3600s]
-20/11/23 01:16:02| INFO binth_sld finished [took 168.9177s]
-20/11/23 01:16:10| INFO multh_sld finished [took 168.8257s]
-20/11/23 01:16:17| INFO ref finished [took 87.2527s]
-20/11/23 01:16:18| INFO atc_mc finished [took 63.9757s]
-20/11/23 01:16:21| INFO doc finished [took 49.9187s]
-20/11/23 01:16:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 242.3025s]
-----------------------------------------------------------------------------------------------------
-20/11/23 01:45:57| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 01:46:07| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 01:47:01| INFO mulc_sld finished [took 51.7971s]
-20/11/23 01:47:01| INFO mulne_sld finished [took 44.4545s]
-20/11/23 01:47:04| INFO mulmc_sld finished [took 53.5056s]
-20/11/23 01:47:04| INFO mulis_sld finished [took 44.1189s]
-20/11/23 01:47:21| INFO binmc_sld finished [took 71.6965s]
-20/11/23 01:47:21| INFO binc_sld finished [took 73.4867s]
-20/11/23 01:47:22| INFO binis_sld finished [took 64.7095s]
-20/11/23 01:47:22| INFO binne_sld finished [took 67.9910s]
-20/11/23 01:47:23| INFO doc finished [took 17.7008s]
-20/11/23 01:47:24| INFO ref finished [took 20.7662s]
-20/11/23 01:47:29| INFO atc_mc finished [took 24.9997s]
-----------------------------------------------------------------------------------------------------
-20/11/23 01:49:20| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 01:49:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 01:50:22| INFO mulne_sld finished [took 43.0802s]
-20/11/23 01:50:23| INFO mulc_sld finished [took 50.2426s]
-20/11/23 01:50:25| INFO mulmc_sld finished [took 51.7277s]
-20/11/23 01:50:28| INFO mulis_sld finished [took 44.4241s]
-20/11/23 01:50:43| INFO binc_sld finished [took 71.4506s]
-20/11/23 01:50:44| INFO binne_sld finished [took 69.3154s]
-20/11/23 01:50:44| INFO binmc_sld finished [took 70.8425s]
-20/11/23 01:50:44| INFO binis_sld finished [took 66.1399s]
-20/11/23 01:50:46| INFO doc finished [took 17.0927s]
-20/11/23 01:50:46| INFO ref finished [took 19.4784s]
-20/11/23 01:50:52| INFO atc_mc finished [took 25.1916s]
-----------------------------------------------------------------------------------------------------
-20/11/23 02:12:36| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 02:12:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 02:15:00| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 02:15:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 02:16:34| INFO multh_sld finished [took 62.5794s]
-20/11/23 02:16:39| INFO mulmc_sld finished [took 82.9832s]
-20/11/23 02:16:43| INFO mulc_sld finished [took 89.4444s]
-20/11/23 02:16:47| INFO mulne_sld finished [took 84.4205s]
-20/11/23 02:16:51| INFO mulis_sld finished [took 84.4776s]
-20/11/23 02:16:59| INFO ref finished [took 23.2338s]
-20/11/23 02:17:04| INFO doc finished [took 18.7454s]
-20/11/23 02:17:10| INFO atc_mc finished [took 28.4913s]
-20/11/23 02:17:16| INFO binne_sld finished [took 114.6062s]
-20/11/23 02:17:19| INFO binmc_sld finished [took 123.2626s]
-20/11/23 02:17:19| INFO binc_sld finished [took 127.0802s]
-20/11/23 02:17:20| INFO binth_sld finished [took 110.8454s]
-20/11/23 02:17:21| INFO binis_sld finished [took 115.6158s]
-20/11/23 02:17:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.7450s]
-20/11/23 02:17:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 02:18:51| INFO mulc_sld finished [took 85.2962s]
-20/11/23 02:18:55| INFO mulis_sld finished [took 74.6400s]
-20/11/23 02:19:06| INFO mulne_sld finished [took 90.6245s]
-20/11/23 02:19:10| INFO mulmc_sld finished [took 97.3879s]
-20/11/23 02:19:13| INFO multh_sld finished [took 88.2680s]
-20/11/23 02:19:20| INFO ref finished [took 25.6168s]
-20/11/23 02:19:30| INFO atc_mc finished [took 31.9016s]
-20/11/23 02:19:31| INFO doc finished [took 22.2173s]
-20/11/23 02:19:36| INFO binne_sld finished [took 120.6272s]
-20/11/23 02:19:36| INFO binc_sld finished [took 132.0614s]
-20/11/23 02:19:38| INFO binis_sld finished [took 120.2652s]
-20/11/23 02:19:42| INFO binmc_sld finished [took 132.9301s]
-20/11/23 02:19:44| INFO binth_sld finished [took 121.0989s]
-20/11/23 02:19:44| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.4625s]
-20/11/23 02:19:44| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 02:21:45| INFO binmc_sld finished [took 101.5670s]
-20/11/23 02:21:49| INFO multh_sld finished [took 94.4380s]
-20/11/23 02:22:00| INFO binc_sld finished [took 129.5249s]
-20/11/23 02:22:01| INFO mulmc_sld finished [took 117.2280s]
-20/11/23 02:22:07| INFO mulis_sld finished [took 114.9215s]
-20/11/23 02:22:07| INFO mulne_sld finished [took 117.0881s]
-20/11/23 02:22:07| INFO mulc_sld finished [took 128.6287s]
-20/11/23 02:22:11| INFO binis_sld finished [took 120.9556s]
-20/11/23 02:22:14| INFO binth_sld finished [took 119.2709s]
-20/11/23 02:22:14| INFO binne_sld finished [took 130.7185s]
-20/11/23 02:22:16| INFO ref finished [took 27.1156s]
-20/11/23 02:22:22| INFO doc finished [took 15.8766s]
-20/11/23 02:22:24| INFO atc_mc finished [took 30.1662s]
-20/11/23 02:22:24| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.1677s]
-20/11/23 02:22:24| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 02:24:13| INFO mulis_sld finished [took 87.9466s]
-20/11/23 02:24:17| INFO multh_sld finished [took 90.9778s]
-20/11/23 02:24:36| INFO binne_sld finished [took 117.5388s]
-20/11/23 02:24:40| INFO mulc_sld finished [took 127.3694s]
-20/11/23 02:24:40| INFO binis_sld finished [took 116.1724s]
-20/11/23 02:24:40| INFO ref finished [took 24.2116s]
-20/11/23 02:24:40| INFO binmc_sld finished [took 125.7952s]
-20/11/23 02:24:40| INFO binc_sld finished [took 130.3068s]
-20/11/23 02:24:40| INFO mulmc_sld finished [took 124.1817s]
-20/11/23 02:24:40| INFO binth_sld finished [took 114.7026s]
-20/11/23 02:24:42| INFO mulne_sld finished [took 121.7398s]
-20/11/23 02:24:50| INFO atc_mc finished [took 30.2635s]
-20/11/23 02:24:54| INFO doc finished [took 13.9604s]
-20/11/23 02:24:54| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 149.7514s]
-20/11/23 02:24:54| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 02:26:49| INFO binne_sld finished [took 98.3603s]
-20/11/23 02:26:52| INFO mulis_sld finished [took 99.7340s]
-20/11/23 02:27:04| INFO binis_sld finished [took 114.1072s]
-20/11/23 02:27:06| INFO mulmc_sld finished [took 117.8740s]
-20/11/23 02:27:07| INFO mulc_sld finished [took 123.9307s]
-20/11/23 02:27:07| INFO binmc_sld finished [took 122.2066s]
-20/11/23 02:27:08| INFO binc_sld finished [took 129.3348s]
-20/11/23 02:27:08| INFO binth_sld finished [took 115.5407s]
-20/11/23 02:27:11| INFO multh_sld finished [took 113.9073s]
-20/11/23 02:27:12| INFO mulne_sld finished [took 120.2535s]
-20/11/23 02:27:18| INFO ref finished [took 25.3635s]
-20/11/23 02:27:23| INFO doc finished [took 15.6328s]
-20/11/23 02:27:25| INFO atc_mc finished [took 29.9609s]
-20/11/23 02:27:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 151.1912s]
-20/11/23 02:27:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 02:29:16| INFO binth_sld finished [took 91.5954s]
-20/11/23 02:29:26| INFO mulmc_sld finished [took 109.6059s]
-20/11/23 02:29:31| INFO binmc_sld finished [took 118.7185s]
-20/11/23 02:29:31| INFO mulne_sld finished [took 112.4777s]
-20/11/23 02:29:32| INFO mulc_sld finished [took 121.3510s]
-20/11/23 02:29:35| INFO binne_sld finished [took 117.0660s]
-20/11/23 02:29:36| INFO mulis_sld finished [took 114.6797s]
-20/11/23 02:29:36| INFO binc_sld finished [took 129.1132s]
-20/11/23 02:29:38| INFO binis_sld finished [took 117.0051s]
-20/11/23 02:29:38| INFO multh_sld finished [took 113.8046s]
-20/11/23 02:29:45| INFO ref finished [took 26.5570s]
-20/11/23 02:29:49| INFO doc finished [took 16.3554s]
-20/11/23 02:29:55| INFO atc_mc finished [took 25.5716s]
-20/11/23 02:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.5232s]
-20/11/23 02:29:55| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 02:31:46| INFO binth_sld finished [took 88.5796s]
-20/11/23 02:31:52| INFO binmc_sld finished [took 104.4955s]
-20/11/23 02:32:02| INFO multh_sld finished [took 105.8779s]
-20/11/23 02:32:05| INFO mulc_sld finished [took 121.5348s]
-20/11/23 02:32:05| INFO mulmc_sld finished [took 112.7843s]
-20/11/23 02:32:07| INFO mulis_sld finished [took 112.9650s]
-20/11/23 02:32:10| INFO binc_sld finished [took 130.0205s]
-20/11/23 02:32:10| INFO binis_sld finished [took 118.5606s]
-20/11/23 02:32:11| INFO mulne_sld finished [took 118.1357s]
-20/11/23 02:32:12| INFO binne_sld finished [took 120.2522s]
-20/11/23 02:32:17| INFO ref finished [took 26.3437s]
-20/11/23 02:32:22| INFO doc finished [took 16.6700s]
-20/11/23 02:32:26| INFO atc_mc finished [took 30.5879s]
-20/11/23 02:32:26| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 151.6189s]
-20/11/23 02:32:26| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 02:34:25| INFO mulis_sld finished [took 99.3573s]
-20/11/23 02:34:28| INFO mulne_sld finished [took 105.9678s]
-20/11/23 02:34:30| INFO mulc_sld finished [took 112.3542s]
-20/11/23 02:34:33| INFO mulmc_sld finished [took 113.0966s]
-20/11/23 02:34:35| INFO multh_sld finished [took 107.3173s]
-20/11/23 02:34:39| INFO binc_sld finished [took 122.6565s]
-20/11/23 02:34:41| INFO binth_sld finished [took 115.4261s]
-20/11/23 02:34:42| INFO binne_sld finished [took 119.2260s]
-20/11/23 02:34:42| INFO binmc_sld finished [took 121.4877s]
-20/11/23 02:34:49| INFO binis_sld finished [took 125.4555s]
-20/11/23 02:34:52| INFO ref finished [took 24.4455s]
-20/11/23 02:34:53| INFO doc finished [took 18.4487s]
-20/11/23 02:34:59| INFO atc_mc finished [took 26.2921s]
-20/11/23 02:34:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 152.6033s]
-20/11/23 02:34:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 02:36:34| INFO mulmc_sld finished [took 87.7047s]
-20/11/23 02:36:44| INFO mulc_sld finished [took 101.1617s]
-20/11/23 02:36:49| INFO mulne_sld finished [took 100.9511s]
-20/11/23 02:36:52| INFO binis_sld finished [took 99.6242s]
-20/11/23 02:36:52| INFO mulis_sld finished [took 97.8413s]
-20/11/23 02:36:56| INFO multh_sld finished [took 99.4169s]
-20/11/23 02:36:58| INFO binc_sld finished [took 117.1330s]
-20/11/23 02:37:02| INFO binne_sld finished [took 112.9363s]
-20/11/23 02:37:05| INFO binth_sld finished [took 109.0090s]
-20/11/23 02:37:05| INFO binmc_sld finished [took 119.7268s]
-20/11/23 02:37:05| INFO ref finished [took 27.9725s]
-20/11/23 02:37:09| INFO doc finished [took 17.2184s]
-20/11/23 02:37:14| INFO atc_mc finished [took 26.6428s]
-20/11/23 02:37:14| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 134.7816s]
-----------------------------------------------------------------------------------------------------
-20/11/23 02:37:14| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 02:37:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:39:42| INFO mulmc_sld finished [took 124.2174s]
-20/11/23 02:40:01| INFO binis_sld finished [took 125.6815s]
-20/11/23 02:40:11| INFO mulc_sld finished [took 163.8885s]
-20/11/23 02:40:29| INFO binc_sld finished [took 185.6913s]
-20/11/23 02:40:35| INFO mulne_sld finished [took 164.7404s]
-20/11/23 02:40:37| INFO binmc_sld finished [took 185.2177s]
-20/11/23 02:40:42| INFO mulis_sld finished [took 157.7587s]
-20/11/23 02:40:44| INFO multh_sld finished [took 145.3169s]
-20/11/23 02:40:48| INFO binne_sld finished [took 185.6119s]
-20/11/23 02:40:56| INFO binth_sld finished [took 165.8682s]
-20/11/23 02:41:03| INFO ref finished [took 76.4049s]
-20/11/23 02:41:14| INFO doc finished [took 58.1690s]
-20/11/23 02:41:20| INFO atc_mc finished [took 73.6710s]
-20/11/23 02:41:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 240.7076s]
-20/11/23 02:41:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:43:56| INFO binne_sld finished [took 130.6488s]
-20/11/23 02:44:03| INFO mulmc_sld finished [took 142.5655s]
-20/11/23 02:44:19| INFO mulc_sld finished [took 171.0331s]
-20/11/23 02:44:20| INFO binc_sld finished [took 175.8468s]
-20/11/23 02:44:29| INFO binmc_sld finished [took 176.5526s]
-20/11/23 02:44:37| INFO mulne_sld finished [took 163.7885s]
-20/11/23 02:44:39| INFO mulis_sld finished [took 149.0380s]
-20/11/23 02:44:50| INFO binis_sld finished [took 168.0236s]
-20/11/23 02:44:52| INFO multh_sld finished [took 148.2326s]
-20/11/23 02:44:53| INFO binth_sld finished [took 156.7037s]
-20/11/23 02:45:13| INFO ref finished [took 71.6390s]
-20/11/23 02:45:17| INFO doc finished [took 52.3994s]
-20/11/23 02:45:22| INFO atc_mc finished [took 73.6028s]
-20/11/23 02:45:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.7298s]
-20/11/23 02:45:22| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:48:06| INFO mulmc_sld finished [took 143.2181s]
-20/11/23 02:48:18| INFO mulis_sld finished [took 123.3667s]
-20/11/23 02:48:23| INFO binc_sld finished [took 177.5666s]
-20/11/23 02:48:26| INFO mulc_sld finished [took 176.4542s]
-20/11/23 02:48:37| INFO binmc_sld finished [took 182.0788s]
-20/11/23 02:48:42| INFO binne_sld finished [took 172.8659s]
-20/11/23 02:48:50| INFO mulne_sld finished [took 171.8171s]
-20/11/23 02:48:51| INFO binis_sld finished [took 165.0980s]
-20/11/23 02:48:55| INFO multh_sld finished [took 143.0395s]
-20/11/23 02:48:57| INFO binth_sld finished [took 157.1447s]
-20/11/23 02:49:25| INFO ref finished [took 70.9916s]
-20/11/23 02:49:26| INFO doc finished [took 55.7335s]
-20/11/23 02:49:32| INFO atc_mc finished [took 67.3696s]
-20/11/23 02:49:32| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.6781s]
-20/11/23 02:49:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:52:10| INFO mulc_sld finished [took 152.6616s]
-20/11/23 02:52:13| INFO binth_sld finished [took 111.9174s]
-20/11/23 02:52:29| INFO binc_sld finished [took 173.9141s]
-20/11/23 02:52:35| INFO binmc_sld finished [took 173.5471s]
-20/11/23 02:52:35| INFO mulne_sld finished [took 153.0392s]
-20/11/23 02:52:40| INFO binne_sld finished [took 165.1350s]
-20/11/23 02:52:40| INFO multh_sld finished [took 128.9375s]
-20/11/23 02:52:41| INFO binis_sld finished [took 152.7568s]
-20/11/23 02:52:41| INFO mulmc_sld finished [took 172.7837s]
-20/11/23 02:52:49| INFO mulis_sld finished [took 156.9706s]
-20/11/23 02:53:18| INFO ref finished [took 63.0215s]
-20/11/23 02:53:20| INFO doc finished [took 47.0408s]
-20/11/23 02:53:26| INFO atc_mc finished [took 66.3868s]
-20/11/23 02:53:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 233.8338s]
-20/11/23 02:53:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 02:55:54| INFO binmc_sld finished [took 136.1929s]
-20/11/23 02:56:14| INFO binth_sld finished [took 111.4439s]
-20/11/23 02:56:28| INFO binc_sld finished [took 179.7965s]
-20/11/23 02:56:39| INFO mulc_sld finished [took 185.7500s]
-20/11/23 02:56:47| INFO mulmc_sld finished [took 181.4598s]
-20/11/23 02:56:49| INFO mulne_sld finished [took 167.2435s]
-20/11/23 02:56:50| INFO binne_sld finished [took 178.5580s]
-20/11/23 02:56:53| INFO mulis_sld finished [took 158.8141s]
-20/11/23 02:56:55| INFO binis_sld finished [took 170.4231s]
-20/11/23 02:57:02| INFO multh_sld finished [took 150.4544s]
-20/11/23 02:57:16| INFO ref finished [took 77.3704s]
-20/11/23 02:57:23| INFO doc finished [took 49.4094s]
-20/11/23 02:57:34| INFO atc_mc finished [took 74.5552s]
-20/11/23 02:57:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 248.3413s]
-20/11/23 02:57:34| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:00:03| INFO binmc_sld finished [took 136.7756s]
-20/11/23 03:00:28| INFO multh_sld finished [took 110.5973s]
-20/11/23 03:00:34| INFO mulc_sld finished [took 173.3616s]
-20/11/23 03:00:35| INFO binc_sld finished [took 177.9362s]
-20/11/23 03:00:51| INFO binne_sld finished [took 172.1176s]
-20/11/23 03:00:55| INFO mulmc_sld finished [took 182.5879s]
-20/11/23 03:00:58| INFO mulne_sld finished [took 170.8795s]
-20/11/23 03:00:59| INFO binth_sld finished [took 150.6188s]
-20/11/23 03:01:00| INFO binis_sld finished [took 167.1273s]
-20/11/23 03:01:04| INFO mulis_sld finished [took 163.5621s]
-20/11/23 03:01:28| INFO ref finished [took 80.1209s]
-20/11/23 03:01:32| INFO doc finished [took 53.1106s]
-20/11/23 03:01:44| INFO atc_mc finished [took 71.1038s]
-20/11/23 03:01:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 250.2109s]
-20/11/23 03:01:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:04:25| INFO binmc_sld finished [took 148.8335s]
-20/11/23 03:04:46| INFO mulne_sld finished [took 151.3762s]
-20/11/23 03:04:49| INFO multh_sld finished [took 118.5429s]
-20/11/23 03:04:57| INFO mulc_sld finished [took 185.1404s]
-20/11/23 03:05:00| INFO binc_sld finished [took 191.9336s]
-20/11/23 03:05:14| INFO mulmc_sld finished [took 189.3051s]
-20/11/23 03:05:17| INFO binne_sld finished [took 185.9626s]
-20/11/23 03:05:17| INFO binis_sld finished [took 172.7355s]
-20/11/23 03:05:19| INFO binth_sld finished [took 158.7829s]
-20/11/23 03:05:20| INFO mulis_sld finished [took 167.7952s]
-20/11/23 03:05:45| INFO ref finished [took 73.3493s]
-20/11/23 03:05:45| INFO doc finished [took 49.5262s]
-20/11/23 03:06:01| INFO atc_mc finished [took 68.8520s]
-20/11/23 03:06:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 256.9468s]
-20/11/23 03:06:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:08:44| INFO binne_sld finished [took 136.0221s]
-20/11/23 03:08:52| INFO binmc_sld finished [took 158.0137s]
-20/11/23 03:09:06| INFO mulc_sld finished [took 177.0021s]
-20/11/23 03:09:14| INFO mulmc_sld finished [took 171.6045s]
-20/11/23 03:09:21| INFO mulne_sld finished [took 165.6974s]
-20/11/23 03:09:28| INFO multh_sld finished [took 142.8486s]
-20/11/23 03:09:30| INFO binis_sld finished [took 168.8002s]
-20/11/23 03:09:32| INFO binc_sld finished [took 206.6594s]
-20/11/23 03:09:35| INFO mulis_sld finished [took 166.2826s]
-20/11/23 03:09:38| INFO binth_sld finished [took 162.4726s]
-20/11/23 03:10:03| INFO ref finished [took 72.7353s]
-20/11/23 03:10:05| INFO doc finished [took 52.3474s]
-20/11/23 03:10:07| INFO atc_mc finished [took 70.1920s]
-20/11/23 03:10:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 246.2453s]
-20/11/23 03:10:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:12:31| INFO mulmc_sld finished [took 125.2117s]
-20/11/23 03:12:42| INFO mulis_sld finished [took 108.8717s]
-20/11/23 03:13:09| INFO mulc_sld finished [took 174.3136s]
-20/11/23 03:13:17| INFO mulne_sld finished [took 157.1515s]
-20/11/23 03:13:34| INFO multh_sld finished [took 145.0756s]
-20/11/23 03:13:40| INFO binc_sld finished [took 208.8105s]
-20/11/23 03:13:41| INFO binmc_sld finished [took 202.8220s]
-20/11/23 03:13:42| INFO binne_sld finished [took 190.3638s]
-20/11/23 03:13:47| INFO binis_sld finished [took 181.3682s]
-20/11/23 03:13:53| INFO binth_sld finished [took 173.3906s]
-20/11/23 03:14:02| INFO ref finished [took 85.9214s]
-20/11/23 03:14:08| INFO atc_mc finished [took 79.6540s]
-20/11/23 03:14:13| INFO doc finished [took 58.8225s]
-20/11/23 03:14:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 245.2229s]
-----------------------------------------------------------------------------------------------------
-20/11/23 03:16:56| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 03:17:05| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 03:18:40| INFO mulne_sld finished [took 81.3932s]
-20/11/23 03:18:43| INFO mulc_sld finished [took 95.4489s]
-20/11/23 03:18:46| INFO mulis_sld finished [took 83.8036s]
-20/11/23 03:18:46| INFO mulmc_sld finished [took 93.0751s]
-20/11/23 03:18:48| INFO multh_sld finished [took 82.2152s]
-20/11/23 03:18:55| INFO binne_sld finished [took 98.5234s]
-20/11/23 03:19:03| INFO binmc_sld finished [took 109.8935s]
-20/11/23 03:19:08| INFO doc finished [took 20.0552s]
-20/11/23 03:19:09| INFO ref finished [took 27.0392s]
-20/11/23 03:19:10| INFO binth_sld finished [took 104.7917s]
-20/11/23 03:19:11| INFO binis_sld finished [took 110.8898s]
-20/11/23 03:19:11| INFO binc_sld finished [took 122.7801s]
-20/11/23 03:19:16| INFO atc_mc finished [took 30.8205s]
-20/11/23 03:19:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.1545s]
-20/11/23 03:19:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 03:20:47| INFO mulis_sld finished [took 72.6210s]
-20/11/23 03:21:01| INFO mulne_sld finished [took 85.4837s]
-20/11/23 03:21:04| INFO multh_sld finished [took 84.1770s]
-20/11/23 03:21:06| INFO mulc_sld finished [took 104.5922s]
-20/11/23 03:21:08| INFO mulmc_sld finished [took 102.0137s]
-20/11/23 03:21:17| INFO ref finished [took 27.5865s]
-20/11/23 03:21:18| INFO binmc_sld finished [took 115.8399s]
-20/11/23 03:21:28| INFO binis_sld finished [took 115.0524s]
-20/11/23 03:21:28| INFO doc finished [took 21.4023s]
-20/11/23 03:21:29| INFO binc_sld finished [took 131.1860s]
-20/11/23 03:21:32| INFO binne_sld finished [took 122.0942s]
-20/11/23 03:21:32| INFO binth_sld finished [took 114.0822s]
-20/11/23 03:21:34| INFO atc_mc finished [took 31.1240s]
-20/11/23 03:21:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 138.2053s]
-20/11/23 03:21:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 03:23:29| INFO binis_sld finished [took 88.6104s]
-20/11/23 03:23:38| INFO multh_sld finished [took 91.2502s]
-20/11/23 03:23:43| INFO mulc_sld finished [took 112.3699s]
-20/11/23 03:23:53| INFO mulne_sld finished [took 114.3377s]
-20/11/23 03:23:55| INFO binmc_sld finished [took 122.9044s]
-20/11/23 03:23:56| INFO mulis_sld finished [took 115.0132s]
-20/11/23 03:23:56| INFO mulmc_sld finished [took 119.5200s]
-20/11/23 03:23:59| INFO binc_sld finished [took 130.2273s]
-20/11/23 03:24:01| INFO binne_sld finished [took 125.0571s]
-20/11/23 03:24:01| INFO binth_sld finished [took 119.9793s]
-20/11/23 03:24:05| INFO ref finished [took 30.2814s]
-20/11/23 03:24:06| INFO doc finished [took 17.9100s]
-20/11/23 03:24:13| INFO atc_mc finished [took 30.4248s]
-20/11/23 03:24:13| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.6873s]
-20/11/23 03:24:13| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 03:26:01| INFO mulmc_sld finished [took 95.0432s]
-20/11/23 03:26:05| INFO mulne_sld finished [took 96.7000s]
-20/11/23 03:26:20| INFO binth_sld finished [took 106.9869s]
-20/11/23 03:26:24| INFO binne_sld finished [took 116.3876s]
-20/11/23 03:26:25| INFO mulis_sld finished [took 111.4375s]
-20/11/23 03:26:25| INFO binis_sld finished [took 114.4541s]
-20/11/23 03:26:25| INFO binmc_sld finished [took 119.5952s]
-20/11/23 03:26:26| INFO binc_sld finished [took 128.5900s]
-20/11/23 03:26:26| INFO mulc_sld finished [took 125.1660s]
-20/11/23 03:26:27| INFO multh_sld finished [took 110.9461s]
-20/11/23 03:26:32| INFO ref finished [took 28.3574s]
-20/11/23 03:26:39| INFO doc finished [took 16.2317s]
-20/11/23 03:26:39| INFO atc_mc finished [took 31.8006s]
-20/11/23 03:26:39| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 146.0910s]
-20/11/23 03:26:39| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 03:28:24| INFO binc_sld finished [took 101.7037s]
-20/11/23 03:28:35| INFO mulne_sld finished [took 99.3588s]
-20/11/23 03:28:45| INFO binmc_sld finished [took 116.8989s]
-20/11/23 03:28:47| INFO mulis_sld finished [took 109.1290s]
-20/11/23 03:28:49| INFO mulmc_sld finished [took 119.7499s]
-20/11/23 03:28:50| INFO mulc_sld finished [took 123.3248s]
-20/11/23 03:28:51| INFO binis_sld finished [took 112.9436s]
-20/11/23 03:28:51| INFO binth_sld finished [took 111.2697s]
-20/11/23 03:28:51| INFO binne_sld finished [took 115.3490s]
-20/11/23 03:28:53| INFO multh_sld finished [took 111.7482s]
-20/11/23 03:28:57| INFO ref finished [took 29.3109s]
-20/11/23 03:29:04| INFO doc finished [took 16.3394s]
-20/11/23 03:29:07| INFO atc_mc finished [took 29.3865s]
-20/11/23 03:29:07| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 147.8627s]
-20/11/23 03:29:07| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 03:30:53| INFO binmc_sld finished [took 97.7993s]
-20/11/23 03:30:53| INFO mulc_sld finished [took 99.3869s]
-20/11/23 03:31:10| INFO binis_sld finished [took 108.6214s]
-20/11/23 03:31:13| INFO multh_sld finished [took 104.8251s]
-20/11/23 03:31:16| INFO mulmc_sld finished [took 118.3733s]
-20/11/23 03:31:17| INFO binth_sld finished [took 109.9540s]
-20/11/23 03:31:18| INFO binne_sld finished [took 118.2111s]
-20/11/23 03:31:18| INFO mulis_sld finished [took 114.1723s]
-20/11/23 03:31:18| INFO binc_sld finished [took 125.9541s]
-20/11/23 03:31:18| INFO mulne_sld finished [took 115.5996s]
-20/11/23 03:31:24| INFO ref finished [took 27.6424s]
-20/11/23 03:31:28| INFO atc_mc finished [took 31.4376s]
-20/11/23 03:31:30| INFO doc finished [took 17.3008s]
-20/11/23 03:31:30| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 142.7797s]
-20/11/23 03:31:30| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 03:33:19| INFO binne_sld finished [took 94.8898s]
-20/11/23 03:33:27| INFO multh_sld finished [took 92.2214s]
-20/11/23 03:33:38| INFO mulmc_sld finished [took 112.5445s]
-20/11/23 03:33:40| INFO mulc_sld finished [took 120.5447s]
-20/11/23 03:33:42| INFO mulis_sld finished [took 110.9247s]
-20/11/23 03:33:42| INFO binmc_sld finished [took 120.2133s]
-20/11/23 03:33:42| INFO binis_sld finished [took 112.1085s]
-20/11/23 03:33:44| INFO binc_sld finished [took 126.4177s]
-20/11/23 03:33:44| INFO mulne_sld finished [took 115.4862s]
-20/11/23 03:33:47| INFO binth_sld finished [took 114.5942s]
-20/11/23 03:33:50| INFO ref finished [took 25.9078s]
-20/11/23 03:33:57| INFO doc finished [took 15.1945s]
-20/11/23 03:34:00| INFO atc_mc finished [took 28.3638s]
-20/11/23 03:34:00| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 149.8172s]
-20/11/23 03:34:00| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 03:35:38| INFO multh_sld finished [took 73.0865s]
-20/11/23 03:35:59| INFO mulis_sld finished [took 97.6609s]
-20/11/23 03:36:00| INFO mulne_sld finished [took 101.1496s]
-20/11/23 03:36:02| INFO mulc_sld finished [took 111.4939s]
-20/11/23 03:36:05| INFO mulmc_sld finished [took 109.3646s]
-20/11/23 03:36:07| INFO ref finished [took 24.0870s]
-20/11/23 03:36:07| INFO binc_sld finished [took 125.1781s]
-20/11/23 03:36:14| INFO binth_sld finished [took 112.8313s]
-20/11/23 03:36:19| INFO binis_sld finished [took 119.4317s]
-20/11/23 03:36:21| INFO binne_sld finished [took 126.2183s]
-20/11/23 03:36:22| INFO binmc_sld finished [took 131.6166s]
-20/11/23 03:36:23| INFO doc finished [took 17.9837s]
-20/11/23 03:36:28| INFO atc_mc finished [took 24.3775s]
-20/11/23 03:36:28| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 148.3524s]
-20/11/23 03:36:28| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 03:37:58| INFO mulne_sld finished [took 78.7898s]
-20/11/23 03:38:10| INFO binmc_sld finished [took 95.2823s]
-20/11/23 03:38:18| INFO mulis_sld finished [took 94.6648s]
-20/11/23 03:38:20| INFO mulc_sld finished [took 108.2474s]
-20/11/23 03:38:22| INFO multh_sld finished [took 94.7749s]
-20/11/23 03:38:24| INFO mulmc_sld finished [took 107.9929s]
-20/11/23 03:38:26| INFO binis_sld finished [took 103.4191s]
-20/11/23 03:38:30| INFO binne_sld finished [took 111.0331s]
-20/11/23 03:38:30| INFO binth_sld finished [took 105.5931s]
-20/11/23 03:38:31| INFO binc_sld finished [took 121.3222s]
-20/11/23 03:38:31| INFO ref finished [took 31.0163s]
-20/11/23 03:38:38| INFO doc finished [took 16.6443s]
-20/11/23 03:38:40| INFO atc_mc finished [took 27.9005s]
-20/11/23 03:38:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 131.9810s]
-----------------------------------------------------------------------------------------------------
-20/11/23 03:38:40| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 03:38:46| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:41:05| INFO binc_sld finished [took 135.8325s]
-20/11/23 03:41:32| INFO mulc_sld finished [took 159.2035s]
-20/11/23 03:41:35| INFO mulis_sld finished [took 125.5321s]
-20/11/23 03:41:43| INFO mulne_sld finished [took 146.4994s]
-20/11/23 03:41:50| INFO mulmc_sld finished [took 165.9085s]
-20/11/23 03:42:09| INFO multh_sld finished [took 144.9233s]
-20/11/23 03:42:09| INFO binis_sld finished [took 166.5245s]
-20/11/23 03:42:10| INFO binmc_sld finished [took 192.6219s]
-20/11/23 03:42:14| INFO binne_sld finished [took 185.2098s]
-20/11/23 03:42:21| INFO binth_sld finished [took 166.7467s]
-20/11/23 03:42:32| INFO ref finished [took 81.7691s]
-20/11/23 03:42:36| INFO doc finished [took 53.7927s]
-20/11/23 03:42:43| INFO atc_mc finished [took 65.1119s]
-20/11/23 03:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 237.0679s]
-20/11/23 03:42:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:45:26| INFO binth_sld finished [took 108.2371s]
-20/11/23 03:45:29| INFO binmc_sld finished [took 154.9307s]
-20/11/23 03:45:37| INFO multh_sld finished [took 111.0276s]
-20/11/23 03:45:43| INFO mulc_sld finished [took 172.4344s]
-20/11/23 03:45:50| INFO binc_sld finished [took 183.9600s]
-20/11/23 03:45:57| INFO mulne_sld finished [took 165.2156s]
-20/11/23 03:45:59| INFO mulmc_sld finished [took 176.7282s]
-20/11/23 03:46:02| INFO binis_sld finished [took 158.8147s]
-20/11/23 03:46:02| INFO mulis_sld finished [took 151.4033s]
-20/11/23 03:46:04| INFO binne_sld finished [took 176.7579s]
-20/11/23 03:46:37| INFO doc finished [took 53.0647s]
-20/11/23 03:46:40| INFO ref finished [took 67.2497s]
-20/11/23 03:46:44| INFO atc_mc finished [took 67.4087s]
-20/11/23 03:46:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.0581s]
-20/11/23 03:46:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:49:13| INFO mulc_sld finished [took 140.4644s]
-20/11/23 03:49:23| INFO mulmc_sld finished [took 139.1107s]
-20/11/23 03:49:58| INFO mulne_sld finished [took 155.7780s]
-20/11/23 03:50:00| INFO binc_sld finished [took 192.2450s]
-20/11/23 03:50:07| INFO binmc_sld finished [took 189.5754s]
-20/11/23 03:50:11| INFO binne_sld finished [took 177.8011s]
-20/11/23 03:50:13| INFO mulis_sld finished [took 153.8468s]
-20/11/23 03:50:14| INFO binis_sld finished [took 165.6145s]
-20/11/23 03:50:14| INFO binth_sld finished [took 150.7889s]
-20/11/23 03:50:21| INFO multh_sld finished [took 147.8156s]
-20/11/23 03:50:42| INFO ref finished [took 82.0872s]
-20/11/23 03:50:48| INFO atc_mc finished [took 79.4735s]
-20/11/23 03:50:53| INFO doc finished [took 49.4755s]
-20/11/23 03:50:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.2144s]
-20/11/23 03:50:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:53:16| INFO mulmc_sld finished [took 125.2087s]
-20/11/23 03:53:29| INFO multh_sld finished [took 97.5888s]
-20/11/23 03:53:52| INFO mulc_sld finished [took 172.8661s]
-20/11/23 03:53:53| INFO binc_sld finished [took 176.6168s]
-20/11/23 03:54:00| INFO binmc_sld finished [took 175.8356s]
-20/11/23 03:54:06| INFO mulis_sld finished [took 149.0667s]
-20/11/23 03:54:07| INFO binne_sld finished [took 170.4083s]
-20/11/23 03:54:08| INFO mulne_sld finished [took 163.9292s]
-20/11/23 03:54:14| INFO binis_sld finished [took 165.1871s]
-20/11/23 03:54:15| INFO binth_sld finished [took 151.6311s]
-20/11/23 03:54:37| INFO ref finished [took 77.7217s]
-20/11/23 03:54:42| INFO atc_mc finished [took 68.4204s]
-20/11/23 03:54:45| INFO doc finished [took 48.3405s]
-20/11/23 03:54:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 231.5351s]
-20/11/23 03:54:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 03:57:17| INFO binis_sld finished [took 110.8490s]
-20/11/23 03:57:26| INFO binth_sld finished [took 105.9393s]
-20/11/23 03:57:40| INFO binc_sld finished [took 171.8886s]
-20/11/23 03:57:55| INFO binmc_sld finished [took 178.1487s]
-20/11/23 03:57:55| INFO mulc_sld finished [took 182.9563s]
-20/11/23 03:58:03| INFO mulmc_sld finished [took 179.2687s]
-20/11/23 03:58:06| INFO mulne_sld finished [took 166.6936s]
-20/11/23 03:58:07| INFO mulis_sld finished [took 153.5010s]
-20/11/23 03:58:11| INFO binne_sld finished [took 180.1209s]
-20/11/23 03:58:18| INFO multh_sld finished [took 150.4418s]
-20/11/23 03:58:34| INFO ref finished [took 73.0682s]
-20/11/23 03:58:41| INFO doc finished [took 55.6974s]
-20/11/23 03:58:47| INFO atc_mc finished [took 73.2618s]
-20/11/23 03:58:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 242.2963s]
-20/11/23 03:58:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:01:29| INFO multh_sld finished [took 99.1077s]
-20/11/23 04:01:37| INFO binne_sld finished [took 145.4308s]
-20/11/23 04:01:46| INFO binc_sld finished [took 175.6320s]
-20/11/23 04:01:52| INFO mulis_sld finished [took 136.5610s]
-20/11/23 04:01:53| INFO mulc_sld finished [took 179.5011s]
-20/11/23 04:01:55| INFO binmc_sld finished [took 176.8977s]
-20/11/23 04:02:00| INFO mulmc_sld finished [took 174.5153s]
-20/11/23 04:02:05| INFO mulne_sld finished [took 164.9716s]
-20/11/23 04:02:10| INFO binis_sld finished [took 164.0410s]
-20/11/23 04:02:14| INFO binth_sld finished [took 152.4170s]
-20/11/23 04:02:38| INFO ref finished [took 63.4765s]
-20/11/23 04:02:42| INFO doc finished [took 51.3112s]
-20/11/23 04:02:47| INFO atc_mc finished [took 64.6071s]
-20/11/23 04:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 239.5326s]
-20/11/23 04:02:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:05:15| INFO mulc_sld finished [took 140.3118s]
-20/11/23 04:05:39| INFO multh_sld finished [took 104.7727s]
-20/11/23 04:05:55| INFO mulmc_sld finished [took 167.5707s]
-20/11/23 04:05:59| INFO binc_sld finished [took 188.2639s]
-20/11/23 04:06:00| INFO binmc_sld finished [took 179.8079s]
-20/11/23 04:06:10| INFO binne_sld finished [took 174.7718s]
-20/11/23 04:06:11| INFO mulis_sld finished [took 155.8414s]
-20/11/23 04:06:12| INFO binis_sld finished [took 162.6220s]
-20/11/23 04:06:14| INFO mulne_sld finished [took 171.2840s]
-20/11/23 04:06:23| INFO binth_sld finished [took 159.3408s]
-20/11/23 04:06:40| INFO ref finished [took 79.6211s]
-20/11/23 04:06:49| INFO atc_mc finished [took 63.9036s]
-20/11/23 04:06:50| INFO doc finished [took 48.4292s]
-20/11/23 04:06:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 243.2813s]
-20/11/23 04:06:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:09:23| INFO mulne_sld finished [took 117.4373s]
-20/11/23 04:09:38| INFO binc_sld finished [took 164.1834s]
-20/11/23 04:09:52| INFO mulis_sld finished [took 132.0033s]
-20/11/23 04:10:02| INFO mulc_sld finished [took 185.1875s]
-20/11/23 04:10:03| INFO mulmc_sld finished [took 173.2363s]
-20/11/23 04:10:17| INFO multh_sld finished [took 140.9382s]
-20/11/23 04:10:17| INFO binne_sld finished [took 180.0761s]
-20/11/23 04:10:26| INFO binmc_sld finished [took 204.6868s]
-20/11/23 04:10:27| INFO binth_sld finished [took 158.8710s]
-20/11/23 04:10:27| INFO binis_sld finished [took 174.0890s]
-20/11/23 04:10:49| INFO ref finished [took 80.5166s]
-20/11/23 04:10:52| INFO doc finished [took 52.5718s]
-20/11/23 04:10:53| INFO atc_mc finished [took 69.6886s]
-20/11/23 04:10:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 243.0145s]
-20/11/23 04:10:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 04:13:23| INFO mulis_sld finished [took 102.5196s]
-20/11/23 04:13:25| INFO multh_sld finished [took 90.5906s]
-20/11/23 04:13:50| INFO mulc_sld finished [took 169.8667s]
-20/11/23 04:14:03| INFO mulne_sld finished [took 157.5907s]
-20/11/23 04:14:05| INFO mulmc_sld finished [took 172.5611s]
-20/11/23 04:14:14| INFO binc_sld finished [took 197.2618s]
-20/11/23 04:14:15| INFO binmc_sld finished [took 190.4001s]
-20/11/23 04:14:23| INFO binne_sld finished [took 185.2252s]
-20/11/23 04:14:30| INFO binis_sld finished [took 176.9690s]
-20/11/23 04:14:34| INFO binth_sld finished [took 167.2697s]
-20/11/23 04:14:42| INFO ref finished [took 74.6631s]
-20/11/23 04:14:47| INFO atc_mc finished [took 75.3620s]
-20/11/23 04:14:53| INFO doc finished [took 56.6921s]
-20/11/23 04:14:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 239.7532s]
-----------------------------------------------------------------------------------------------------
-20/11/23 10:50:55| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 10:51:04| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 10:52:32| INFO mulmc_sld finished [took 80.8363s]
-20/11/23 10:52:41| INFO mulne_sld finished [took 84.5121s]
-20/11/23 10:52:45| INFO mulc_sld finished [took 97.1404s]
-20/11/23 10:52:46| INFO mulis_sld finished [took 82.9308s]
-20/11/23 10:52:59| INFO binne_sld finished [took 104.9803s]
-20/11/23 10:53:09| INFO mullr_sld finished [took 102.8501s]
-20/11/23 10:53:09| INFO ref finished [took 33.3644s]
-20/11/23 10:53:09| INFO binmc_sld finished [took 118.7448s]
-20/11/23 10:53:10| INFO binc_sld finished [took 123.3115s]
-20/11/23 10:53:12| INFO atc_mc finished [took 27.6970s]
-20/11/23 10:53:13| INFO doc finished [took 26.5468s]
-20/11/23 10:53:15| INFO binlr_sld finished [took 111.7040s]
-20/11/23 10:53:19| INFO binis_sld finished [took 122.8478s]
-20/11/23 10:53:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 135.3101s]
-20/11/23 10:53:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 10:54:53| INFO mulmc_sld finished [took 82.9445s]
-20/11/23 10:55:07| INFO mulis_sld finished [took 88.2679s]
-20/11/23 10:55:09| INFO mulne_sld finished [took 94.5538s]
-20/11/23 10:55:11| INFO mulc_sld finished [took 106.4283s]
-20/11/23 10:55:20| INFO binis_sld finished [took 103.5217s]
-20/11/23 10:55:23| INFO mullr_sld finished [took 101.6740s]
-20/11/23 10:55:26| INFO binlr_sld finished [took 105.3735s]
-20/11/23 10:55:29| INFO ref finished [took 32.8249s]
-20/11/23 10:55:34| INFO binmc_sld finished [took 128.7640s]
-20/11/23 10:55:35| INFO doc finished [took 22.4950s]
-20/11/23 10:55:37| INFO atc_mc finished [took 26.7518s]
-20/11/23 10:55:40| INFO binc_sld finished [took 137.5184s]
-20/11/23 10:55:41| INFO binne_sld finished [took 128.8228s]
-20/11/23 10:55:41| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 141.6235s]
-20/11/23 10:55:41| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 10:57:42| INFO binne_sld finished [took 95.9809s]
-20/11/23 10:57:52| INFO mulis_sld finished [took 102.3437s]
-20/11/23 10:57:52| INFO mullr_sld finished [took 102.8163s]
-20/11/23 10:58:02| INFO mulmc_sld finished [took 120.3317s]
-20/11/23 10:58:04| INFO mulc_sld finished [took 125.9561s]
-20/11/23 10:58:06| INFO mulne_sld finished [took 119.3721s]
-20/11/23 10:58:07| INFO binis_sld finished [took 119.1128s]
-20/11/23 10:58:07| INFO binlr_sld finished [took 118.0882s]
-20/11/23 10:58:09| INFO binmc_sld finished [took 129.3598s]
-20/11/23 10:58:10| INFO binc_sld finished [took 141.7115s]
-20/11/23 10:58:15| INFO ref finished [took 26.4486s]
-20/11/23 10:58:18| INFO doc finished [took 20.2277s]
-20/11/23 10:58:21| INFO atc_mc finished [took 24.1681s]
-20/11/23 10:58:21| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.4634s]
-20/11/23 10:58:21| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 11:00:11| INFO mulmc_sld finished [took 100.2815s]
-20/11/23 11:00:15| INFO binlr_sld finished [took 90.7660s]
-20/11/23 11:00:28| INFO binis_sld finished [took 108.3827s]
-20/11/23 11:00:37| INFO binne_sld finished [took 120.8979s]
-20/11/23 11:00:37| INFO mulis_sld finished [took 115.5660s]
-20/11/23 11:00:38| INFO binmc_sld finished [took 125.8453s]
-20/11/23 11:00:39| INFO mulc_sld finished [took 132.5734s]
-20/11/23 11:00:39| INFO binc_sld finished [took 133.0240s]
-20/11/23 11:00:40| INFO mullr_sld finished [took 115.0636s]
-20/11/23 11:00:40| INFO mulne_sld finished [took 121.5821s]
-20/11/23 11:00:44| INFO ref finished [took 29.8542s]
-20/11/23 11:00:48| INFO atc_mc finished [took 30.3574s]
-20/11/23 11:00:50| INFO doc finished [took 18.5791s]
-20/11/23 11:00:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 148.5097s]
-20/11/23 11:00:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 11:02:38| INFO binne_sld finished [took 93.5784s]
-20/11/23 11:02:42| INFO binlr_sld finished [took 90.0116s]
-20/11/23 11:03:01| INFO mullr_sld finished [took 107.0783s]
-20/11/23 11:03:02| INFO mulne_sld finished [took 115.3635s]
-20/11/23 11:03:02| INFO binmc_sld finished [took 122.3129s]
-20/11/23 11:03:03| INFO binis_sld finished [took 114.7409s]
-20/11/23 11:03:04| INFO binc_sld finished [took 130.7897s]
-20/11/23 11:03:05| INFO mulc_sld finished [took 128.9818s]
-20/11/23 11:03:06| INFO mulmc_sld finished [took 123.7813s]
-20/11/23 11:03:06| INFO mulis_sld finished [took 114.0687s]
-20/11/23 11:03:11| INFO ref finished [took 29.1455s]
-20/11/23 11:03:18| INFO atc_mc finished [took 33.1229s]
-20/11/23 11:03:18| INFO doc finished [took 15.1706s]
-20/11/23 11:03:18| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 148.6163s]
-20/11/23 11:03:19| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 11:05:05| INFO mulmc_sld finished [took 98.1009s]
-20/11/23 11:05:17| INFO mullr_sld finished [took 99.1913s]
-20/11/23 11:05:22| INFO binmc_sld finished [took 116.6325s]
-20/11/23 11:05:25| INFO mulc_sld finished [took 122.0991s]
-20/11/23 11:05:30| INFO binis_sld finished [took 115.8437s]
-20/11/23 11:05:30| INFO mulis_sld finished [took 115.9491s]
-20/11/23 11:05:32| INFO binne_sld finished [took 118.8688s]
-20/11/23 11:05:33| INFO binc_sld finished [took 129.7859s]
-20/11/23 11:05:33| INFO binlr_sld finished [took 117.7808s]
-20/11/23 11:05:34| INFO mulne_sld finished [took 121.2356s]
-20/11/23 11:05:37| INFO ref finished [took 28.5878s]
-20/11/23 11:05:43| INFO doc finished [took 18.0607s]
-20/11/23 11:05:48| INFO atc_mc finished [took 28.0363s]
-20/11/23 11:05:48| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.7342s]
-20/11/23 11:05:48| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 11:07:34| INFO mulmc_sld finished [took 90.3864s]
-20/11/23 11:07:39| INFO binne_sld finished [took 92.8051s]
-20/11/23 11:07:53| INFO mulne_sld finished [took 107.7822s]
-20/11/23 11:07:55| INFO binis_sld finished [took 108.0026s]
-20/11/23 11:07:57| INFO mulis_sld finished [took 107.1116s]
-20/11/23 11:08:02| INFO mulc_sld finished [took 123.2330s]
-20/11/23 11:08:02| INFO binmc_sld finished [took 124.3210s]
-20/11/23 11:08:03| INFO binlr_sld finished [took 111.5958s]
-20/11/23 11:08:04| INFO mullr_sld finished [took 110.3063s]
-20/11/23 11:08:05| INFO binc_sld finished [took 131.8586s]
-20/11/23 11:08:08| INFO ref finished [took 31.0319s]
-20/11/23 11:08:14| INFO doc finished [took 16.1762s]
-20/11/23 11:08:15| INFO atc_mc finished [took 33.4847s]
-20/11/23 11:08:15| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 146.3201s]
-20/11/23 11:08:15| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 11:09:53| INFO mulc_sld finished [took 89.1546s]
-20/11/23 11:10:15| INFO mulis_sld finished [took 102.0348s]
-20/11/23 11:10:16| INFO mulne_sld finished [took 106.2293s]
-20/11/23 11:10:19| INFO mulmc_sld finished [took 108.0365s]
-20/11/23 11:10:23| INFO binc_sld finished [took 120.8891s]
-20/11/23 11:10:27| INFO mullr_sld finished [took 108.8832s]
-20/11/23 11:10:31| INFO ref finished [took 34.0655s]
-20/11/23 11:10:34| INFO binne_sld finished [took 126.5304s]
-20/11/23 11:10:35| INFO binis_sld finished [took 121.9615s]
-20/11/23 11:10:37| INFO binlr_sld finished [took 119.2132s]
-20/11/23 11:10:39| INFO binmc_sld finished [took 131.8129s]
-20/11/23 11:10:40| INFO doc finished [took 19.8296s]
-20/11/23 11:10:48| INFO atc_mc finished [took 29.0604s]
-20/11/23 11:10:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 153.0210s]
-20/11/23 11:10:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 11:12:26| INFO binc_sld finished [took 95.4819s]
-20/11/23 11:12:34| INFO mulc_sld finished [took 101.3762s]
-20/11/23 11:12:35| INFO mulne_sld finished [took 94.0779s]
-20/11/23 11:12:37| INFO mulis_sld finished [took 95.0970s]
-20/11/23 11:12:43| INFO mulmc_sld finished [took 107.1269s]
-20/11/23 11:12:45| INFO binmc_sld finished [took 111.5198s]
-20/11/23 11:12:49| INFO binne_sld finished [took 112.0173s]
-20/11/23 11:12:50| INFO binis_sld finished [took 107.6742s]
-20/11/23 11:12:55| INFO mullr_sld finished [took 108.4449s]
-20/11/23 11:12:55| INFO ref finished [took 26.9151s]
-20/11/23 11:13:00| INFO doc finished [took 21.0902s]
-20/11/23 11:13:03| INFO atc_mc finished [took 25.5974s]
-20/11/23 11:13:12| INFO binlr_sld finished [took 126.2277s]
-20/11/23 11:13:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 143.8924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 11:13:12| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
-20/11/23 11:13:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:16:34| INFO mulc_sld finished [took 190.0329s]
-20/11/23 11:16:52| INFO mulis_sld finished [took 169.7056s]
-20/11/23 11:17:02| INFO mulne_sld finished [took 192.4066s]
-20/11/23 11:17:03| INFO binc_sld finished [took 222.6597s]
-20/11/23 11:17:07| INFO mulmc_sld finished [took 211.7104s]
-20/11/23 11:17:19| INFO binne_sld finished [took 218.1930s]
-20/11/23 11:17:23| INFO binmc_sld finished [took 234.0882s]
-20/11/23 11:17:30| INFO binis_sld finished [took 215.0899s]
-20/11/23 11:17:51| INFO mullr_sld finished [took 213.9460s]
-20/11/23 11:17:53| INFO ref finished [took 73.1505s]
-20/11/23 11:18:14| INFO doc finished [took 67.4488s]
-20/11/23 11:18:15| INFO atc_mc finished [took 79.6990s]
-20/11/23 11:18:24| INFO binlr_sld finished [took 255.6407s]
-20/11/23 11:18:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 306.9208s]
-20/11/23 11:18:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:22:14| INFO mulc_sld finished [took 223.3421s]
-20/11/23 11:22:27| INFO mulne_sld finished [took 212.4221s]
-20/11/23 11:22:27| INFO binc_sld finished [took 239.5038s]
-20/11/23 11:22:41| INFO binmc_sld finished [took 244.3104s]
-20/11/23 11:22:41| INFO mulmc_sld finished [took 237.8574s]
-20/11/23 11:22:45| INFO mulis_sld finished [took 212.7987s]
-20/11/23 11:22:53| INFO binis_sld finished [took 227.9662s]
-20/11/23 11:22:53| INFO binne_sld finished [took 244.9850s]
-20/11/23 11:23:19| INFO mullr_sld finished [took 233.2159s]
-20/11/23 11:23:23| INFO binlr_sld finished [took 244.1648s]
-20/11/23 11:23:31| INFO ref finished [took 71.1301s]
-20/11/23 11:23:34| INFO doc finished [took 56.9612s]
-20/11/23 11:23:42| INFO atc_mc finished [took 69.4108s]
-20/11/23 11:23:42| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 317.8974s]
-20/11/23 11:23:42| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:27:12| INFO mulmc_sld finished [took 189.0132s]
-20/11/23 11:27:21| INFO mulis_sld finished [took 168.5980s]
-20/11/23 11:27:26| INFO binc_sld finished [took 220.6162s]
-20/11/23 11:27:34| INFO mulc_sld finished [took 224.9369s]
-20/11/23 11:27:39| INFO binne_sld finished [took 209.2812s]
-20/11/23 11:27:39| INFO binmc_sld finished [took 224.6703s]
-20/11/23 11:27:43| INFO binis_sld finished [took 197.1891s]
-20/11/23 11:27:50| INFO mulne_sld finished [took 212.0919s]
-20/11/23 11:28:16| INFO binlr_sld finished [took 214.2706s]
-20/11/23 11:28:21| INFO mullr_sld finished [took 209.5245s]
-20/11/23 11:28:29| INFO ref finished [took 69.7935s]
-20/11/23 11:28:30| INFO doc finished [took 56.5998s]
-20/11/23 11:28:38| INFO atc_mc finished [took 70.0903s]
-20/11/23 11:28:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 296.1528s]
-20/11/23 11:28:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:32:07| INFO mulc_sld finished [took 202.6796s]
-20/11/23 11:32:17| INFO mulis_sld finished [took 176.6095s]
-20/11/23 11:32:26| INFO mulmc_sld finished [took 212.0606s]
-20/11/23 11:32:33| INFO binc_sld finished [took 231.9888s]
-20/11/23 11:32:33| INFO binmc_sld finished [took 225.1738s]
-20/11/23 11:32:35| INFO mulne_sld finished [took 206.9359s]
-20/11/23 11:32:39| INFO binne_sld finished [took 218.2999s]
-20/11/23 11:32:43| INFO binis_sld finished [took 209.0047s]
-20/11/23 11:33:09| INFO binlr_sld finished [took 222.3371s]
-20/11/23 11:33:13| INFO mullr_sld finished [took 219.4530s]
-20/11/23 11:33:21| INFO ref finished [took 69.8519s]
-20/11/23 11:33:26| INFO doc finished [took 55.4481s]
-20/11/23 11:33:30| INFO atc_mc finished [took 68.9240s]
-20/11/23 11:33:30| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 291.6580s]
-20/11/23 11:33:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:36:50| INFO binis_sld finished [took 160.8038s]
-20/11/23 11:37:01| INFO binc_sld finished [took 207.5309s]
-20/11/23 11:37:13| INFO mulc_sld finished [took 215.8220s]
-20/11/23 11:37:20| INFO binne_sld finished [took 203.5118s]
-20/11/23 11:37:21| INFO binmc_sld finished [took 217.1764s]
-20/11/23 11:37:21| INFO mulmc_sld finished [took 210.5468s]
-20/11/23 11:37:30| INFO mulne_sld finished [took 207.1628s]
-20/11/23 11:37:35| INFO mulis_sld finished [took 196.3299s]
-20/11/23 11:37:41| INFO mullr_sld finished [took 187.9665s]
-20/11/23 11:37:50| INFO binlr_sld finished [took 205.6684s]
-20/11/23 11:38:06| INFO ref finished [took 68.8311s]
-20/11/23 11:38:13| INFO doc finished [took 52.2343s]
-20/11/23 11:38:20| INFO atc_mc finished [took 74.2086s]
-20/11/23 11:38:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 290.3009s]
-20/11/23 11:38:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:42:04| INFO mulc_sld finished [took 216.6741s]
-20/11/23 11:42:09| INFO binc_sld finished [took 226.0492s]
-20/11/23 11:42:21| INFO binmc_sld finished [took 228.9625s]
-20/11/23 11:42:30| INFO binne_sld finished [took 225.6253s]
-20/11/23 11:42:33| INFO mulis_sld finished [took 206.2442s]
-20/11/23 11:42:33| INFO mulmc_sld finished [took 237.4283s]
-20/11/23 11:42:36| INFO mulne_sld finished [took 223.3897s]
-20/11/23 11:42:39| INFO binis_sld finished [took 218.4677s]
-20/11/23 11:42:49| INFO mullr_sld finished [took 204.6124s]
-20/11/23 11:43:13| INFO binlr_sld finished [took 238.0866s]
-20/11/23 11:43:19| INFO ref finished [took 70.5400s]
-20/11/23 11:43:21| INFO doc finished [took 54.7835s]
-20/11/23 11:43:24| INFO atc_mc finished [took 68.9721s]
-20/11/23 11:43:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 303.8797s]
-20/11/23 11:43:24| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:46:41| INFO mulis_sld finished [took 148.7613s]
-20/11/23 11:46:58| INFO mulc_sld finished [took 206.7147s]
-20/11/23 11:47:00| INFO binc_sld finished [took 212.1316s]
-20/11/23 11:47:19| INFO binmc_sld finished [took 223.1477s]
-20/11/23 11:47:20| INFO mulmc_sld finished [took 216.6986s]
-20/11/23 11:47:21| INFO mulne_sld finished [took 202.3311s]
-20/11/23 11:47:22| INFO mullr_sld finished [took 173.7357s]
-20/11/23 11:47:26| INFO binne_sld finished [took 215.3696s]
-20/11/23 11:47:34| INFO binis_sld finished [took 208.9631s]
-20/11/23 11:47:38| INFO binlr_sld finished [took 198.4459s]
-20/11/23 11:47:59| INFO ref finished [took 72.3612s]
-20/11/23 11:48:03| INFO doc finished [took 54.8990s]
-20/11/23 11:48:11| INFO atc_mc finished [took 67.9558s]
-20/11/23 11:48:11| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 287.4465s]
-20/11/23 11:48:11| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:51:16| INFO binc_sld finished [took 181.3922s]
-20/11/23 11:51:40| INFO mulc_sld finished [took 202.3547s]
-20/11/23 11:51:46| INFO binmc_sld finished [took 202.4826s]
-20/11/23 11:51:49| INFO mulmc_sld finished [took 198.8992s]
-20/11/23 11:52:04| INFO mulis_sld finished [took 183.6813s]
-20/11/23 11:52:06| INFO mullr_sld finished [took 170.2677s]
-20/11/23 11:52:09| INFO binne_sld finished [took 212.0736s]
-20/11/23 11:52:10| INFO mulne_sld finished [took 204.2544s]
-20/11/23 11:52:13| INFO binis_sld finished [took 200.0333s]
-20/11/23 11:52:19| INFO binlr_sld finished [took 193.4050s]
-20/11/23 11:52:48| INFO ref finished [took 84.1759s]
-20/11/23 11:52:50| INFO doc finished [took 56.0423s]
-20/11/23 11:52:50| INFO atc_mc finished [took 62.1243s]
-20/11/23 11:52:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 278.8773s]
-20/11/23 11:52:50| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-20/11/23 11:55:48| INFO mulne_sld finished [took 146.4694s]
-20/11/23 11:56:01| INFO mulc_sld finished [took 183.8118s]
-20/11/23 11:56:14| INFO mullr_sld finished [took 141.8801s]
-20/11/23 11:56:15| INFO mulmc_sld finished [took 186.0843s]
-20/11/23 11:56:19| INFO mulis_sld finished [took 161.9423s]
-20/11/23 11:56:31| INFO binc_sld finished [took 217.2969s]
-20/11/23 11:56:41| INFO binmc_sld finished [took 218.4508s]
-20/11/23 11:56:47| INFO binne_sld finished [took 211.2848s]
-20/11/23 11:56:49| INFO binis_sld finished [took 199.1262s]
-20/11/23 11:56:56| INFO binlr_sld finished [took 193.4588s]
-20/11/23 11:57:02| INFO ref finished [took 67.8089s]
-20/11/23 11:57:11| INFO doc finished [took 51.8464s]
-20/11/23 11:57:22| INFO atc_mc finished [took 74.7604s]
-20/11/23 11:57:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 271.6924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 12:53:06| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:53:12| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 12:53:16| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:53:23| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:53:24| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:53:38| INFO ref finished [took 13.0018s]
-20/11/23 12:53:38| INFO doc finished [took 12.0014s]
-20/11/23 12:53:41| INFO atc_mc finished [took 15.8052s]
-20/11/23 12:53:59| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:53:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.8231s]
-20/11/23 12:53:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:54:00| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:54:17| INFO doc finished [took 12.3474s]
-20/11/23 12:54:17| INFO ref finished [took 13.6803s]
-20/11/23 12:54:20| INFO atc_mc finished [took 15.7362s]
-20/11/23 12:54:39| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:54:39| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 39.9802s]
-20/11/23 12:54:39| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:54:44| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:01| INFO doc finished [took 14.3674s]
-20/11/23 12:55:02| INFO ref finished [took 15.0281s]
-20/11/23 12:55:05| INFO atc_mc finished [took 17.5189s]
-20/11/23 12:55:12| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:12| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 32.3891s]
-20/11/23 12:55:12| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 12:55:16| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:35| INFO doc finished [took 17.4354s]
-20/11/23 12:55:35| INFO ref finished [took 18.1023s]
-20/11/23 12:55:39| INFO atc_mc finished [took 22.0424s]
-20/11/23 12:55:50| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:55:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.8204s]
-20/11/23 12:55:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 12:55:55| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:56:12| INFO doc finished [took 16.2311s]
-20/11/23 12:56:13| INFO ref finished [took 16.3267s]
-20/11/23 12:56:16| INFO atc_mc finished [took 19.3748s]
-20/11/23 12:56:25| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:56:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 35.1307s]
-20/11/23 12:56:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 12:56:28| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-----------------------------------------------------------------------------------------------------
-20/11/23 12:56:46| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:56:53| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:57:08| INFO doc finished [took 10.9050s]
-20/11/23 12:57:09| INFO ref finished [took 11.6994s]
-20/11/23 12:57:11| INFO atc_mc finished [took 14.1794s]
-20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:57:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.0856s]
-20/11/23 12:57:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:57:45| INFO doc finished [took 10.7859s]
-20/11/23 12:57:46| INFO ref finished [took 12.5902s]
-20/11/23 12:57:48| INFO atc_mc finished [took 15.1536s]
-20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:01| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 31.9915s]
-20/11/23 12:58:01| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:58:21| INFO ref finished [took 13.7423s]
-20/11/23 12:58:22| INFO doc finished [took 14.6043s]
-20/11/23 12:58:25| INFO atc_mc finished [took 17.9017s]
-20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
-20/11/23 12:58:32| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 31.5618s]
-20/11/23 12:58:32| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 12:58:39| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 12:58:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 12:58:47| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 12:59:02| INFO doc finished [took 12.7574s]
-20/11/23 12:59:03| INFO ref finished [took 14.2840s]
-20/11/23 12:59:05| INFO atc_mc finished [took 16.0754s]
-20/11/23 12:59:23| INFO mul_sld finished [took 35.4131s]
-20/11/23 12:59:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.3097s]
-20/11/23 12:59:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 12:59:24| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 12:59:38| INFO doc finished [took 11.9911s]
-20/11/23 12:59:39| INFO ref finished [took 13.3186s]
-20/11/23 12:59:42| INFO atc_mc finished [took 15.8120s]
-20/11/23 12:59:54| INFO mul_sld finished [took 28.2566s]
-20/11/23 12:59:54| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 30.4601s]
-20/11/23 12:59:54| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 12:59:58| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:00:13| INFO doc finished [took 13.1032s]
-20/11/23 13:00:13| INFO ref finished [took 13.4678s]
-20/11/23 13:00:17| INFO atc_mc finished [took 16.9385s]
-20/11/23 13:00:25| INFO mul_sld finished [took 25.7493s]
-20/11/23 13:00:25| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 30.8717s]
-20/11/23 13:00:25| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 13:00:27| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:00:43| INFO ref finished [took 14.3064s]
-20/11/23 13:00:44| INFO doc finished [took 14.7694s]
-20/11/23 13:00:47| INFO atc_mc finished [took 17.9495s]
-20/11/23 13:00:55| INFO mul_sld finished [took 26.8942s]
-20/11/23 13:00:55| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 30.4124s]
-20/11/23 13:00:55| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 13:00:59| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:01:15| INFO ref finished [took 13.7607s]
-20/11/23 13:01:15| INFO doc finished [took 13.3931s]
-20/11/23 13:01:19| INFO atc_mc finished [took 17.9275s]
-20/11/23 13:01:26| INFO mul_sld finished [took 24.1855s]
-20/11/23 13:01:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 31.4394s]
-20/11/23 13:01:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 13:01:29| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:01:48| INFO ref finished [took 17.0346s]
-20/11/23 13:01:48| INFO doc finished [took 15.8855s]
-20/11/23 13:01:52| INFO atc_mc finished [took 21.4945s]
-20/11/23 13:01:58| INFO mul_sld finished [took 28.6565s]
-20/11/23 13:01:58| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 31.8303s]
-20/11/23 13:01:58| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 13:02:02| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-20/11/23 13:02:22| INFO ref finished [took 17.1278s]
-20/11/23 13:02:22| INFO doc finished [took 15.8093s]
-20/11/23 13:02:25| INFO atc_mc finished [took 20.5205s]
-20/11/23 13:02:35| INFO mul_sld finished [took 31.1285s]
-20/11/23 13:02:35| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 37.0795s]
-20/11/23 13:02:35| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 13:02:39| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
-----------------------------------------------------------------------------------------------------
-20/11/23 13:02:46| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 13:02:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 13:03:09| INFO doc finished [took 11.6427s]
-20/11/23 13:03:09| INFO ref finished [took 13.4657s]
-20/11/23 13:03:12| INFO atc_mc finished [took 16.8274s]
-20/11/23 13:03:20| INFO bin_sld finished [took 26.2900s]
-20/11/23 13:03:30| INFO mul_sld finished [took 35.5662s]
-20/11/23 13:03:30| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.9536s]
-20/11/23 13:03:30| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 13:03:47| INFO doc finished [took 12.6327s]
-20/11/23 13:03:47| INFO ref finished [took 14.1113s]
-20/11/23 13:03:51| INFO atc_mc finished [took 17.1208s]
-20/11/23 13:04:00| INFO bin_sld finished [took 28.7995s]
-20/11/23 13:04:05| INFO mul_sld finished [took 32.8595s]
-20/11/23 13:04:05| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 34.9393s]
-20/11/23 13:04:05| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 13:04:33| INFO doc finished [took 16.7791s]
-20/11/23 13:04:34| INFO ref finished [took 19.3321s]
-20/11/23 13:04:37| INFO atc_mc finished [took 22.5727s]
-20/11/23 13:04:42| INFO bin_sld finished [took 29.8259s]
-20/11/23 13:04:45| INFO mul_sld finished [took 29.3606s]
-20/11/23 13:04:45| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 40.0519s]
-20/11/23 13:04:45| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 13:05:09| INFO ref finished [took 18.0921s]
-20/11/23 13:05:10| INFO doc finished [took 18.2462s]
-20/11/23 13:05:14| INFO atc_mc finished [took 22.4662s]
-20/11/23 13:05:18| INFO bin_sld finished [took 30.0297s]
-20/11/23 13:05:23| INFO mul_sld finished [took 31.6445s]
-20/11/23 13:05:23| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.7604s]
-20/11/23 13:05:23| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 13:05:49| INFO doc finished [took 20.2806s]
-20/11/23 13:05:49| INFO ref finished [took 21.3255s]
-20/11/23 13:05:53| INFO atc_mc finished [took 24.0795s]
-20/11/23 13:05:56| INFO bin_sld finished [took 28.7894s]
-20/11/23 13:06:00| INFO mul_sld finished [took 33.7951s]
-20/11/23 13:06:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 37.5706s]
-20/11/23 13:06:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 13:06:26| INFO ref finished [took 19.4509s]
-20/11/23 13:06:26| INFO doc finished [took 19.9130s]
-20/11/23 13:06:30| INFO atc_mc finished [took 22.7232s]
-20/11/23 13:06:33| INFO bin_sld finished [took 30.7533s]
-20/11/23 13:06:37| INFO mul_sld finished [took 30.0295s]
-20/11/23 13:06:37| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 36.6151s]
-20/11/23 13:06:37| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 13:06:57| INFO doc finished [took 14.8506s]
-20/11/23 13:06:57| INFO ref finished [took 15.2854s]
-20/11/23 13:07:00| INFO atc_mc finished [took 18.7613s]
-20/11/23 13:07:04| INFO bin_sld finished [took 23.4065s]
-20/11/23 13:07:06| INFO mul_sld finished [took 25.6179s]
-20/11/23 13:07:06| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 29.4099s]
-20/11/23 13:07:06| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 13:07:27| INFO doc finished [took 15.8386s]
-20/11/23 13:07:27| INFO ref finished [took 16.2869s]
-20/11/23 13:07:31| INFO atc_mc finished [took 20.1657s]
-20/11/23 13:07:38| INFO mul_sld finished [took 28.5372s]
-20/11/23 13:07:39| INFO bin_sld finished [took 29.6434s]
-20/11/23 13:07:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 32.4333s]
-20/11/23 13:07:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 13:08:01| INFO ref finished [took 16.2102s]
-20/11/23 13:08:01| INFO doc finished [took 15.5073s]
-20/11/23 13:08:03| INFO atc_mc finished [took 19.5171s]
-20/11/23 13:08:07| INFO bin_sld finished [took 26.6722s]
-20/11/23 13:08:13| INFO mul_sld finished [took 30.5575s]
-20/11/23 13:08:13| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 34.6924s]
-----------------------------------------------------------------------------------------------------
-20/11/23 13:54:08| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 13:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 13:55:31| INFO doc finished [took 63.9862s]
-20/11/23 13:55:35| INFO ref finished [took 71.4049s]
-20/11/23 13:55:55| INFO atc_mc finished [took 89.1926s]
-20/11/23 13:56:16| INFO mulis_sld finished [took 114.9676s]
-20/11/23 13:57:36| INFO binis_sld finished [took 197.4002s]
-20/11/23 14:13:15| INFO rca_star finished [took 1125.9007s]
-20/11/23 14:13:15| INFO rca finished [took 1126.5969s]
-20/11/23 14:13:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 1137.9566s]
-20/11/23 14:13:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-----------------------------------------------------------------------------------------------------
-20/11/23 14:14:37| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 14:14:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 14:15:27| INFO doc finished [took 28.2275s]
-20/11/23 14:15:32| INFO binis_pacc finished [took 43.8178s]
-20/11/23 14:15:32| INFO ref finished [took 37.4386s]
-20/11/23 14:15:34| INFO mulis_pacc finished [took 43.9843s]
-20/11/23 14:15:35| INFO atc_mc finished [took 37.4711s]
-20/11/23 14:15:39| INFO mulis_sld finished [took 46.2048s]
-20/11/23 14:16:04| INFO binis_sld finished [took 71.1316s]
-20/11/23 14:16:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 77.7480s]
-20/11/23 14:16:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 14:16:49| INFO ref finished [took 33.6024s]
-20/11/23 14:16:53| INFO doc finished [took 34.4709s]
-20/11/23 14:16:53| INFO binis_pacc finished [took 45.5262s]
-20/11/23 14:16:55| INFO mulis_pacc finished [took 44.8774s]
-20/11/23 14:16:55| INFO atc_mc finished [took 38.1527s]
-20/11/23 14:17:05| INFO mulis_sld finished [took 52.6045s]
-20/11/23 14:17:18| INFO binis_sld finished [took 66.3136s]
-20/11/23 14:17:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 74.6187s]
-20/11/23 14:17:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 14:18:10| INFO doc finished [took 29.2951s]
-20/11/23 14:18:10| INFO ref finished [took 31.5087s]
-20/11/23 14:18:14| INFO binis_pacc finished [took 47.2623s]
-20/11/23 14:18:17| INFO atc_mc finished [took 38.7412s]
-20/11/23 14:18:20| INFO mulis_pacc finished [took 48.8603s]
-20/11/23 14:18:28| INFO binis_sld finished [took 54.4351s]
-20/11/23 14:18:30| INFO mulis_sld finished [took 54.0171s]
-20/11/23 14:18:30| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 71.7372s]
-20/11/23 14:18:30| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 14:19:16| INFO ref finished [took 32.1021s]
-20/11/23 14:19:22| INFO doc finished [took 36.7007s]
-20/11/23 14:19:23| INFO mulis_pacc finished [took 46.6175s]
-20/11/23 14:19:23| INFO atc_mc finished [took 39.6910s]
-20/11/23 14:19:25| INFO binis_pacc finished [took 51.1957s]
-20/11/23 14:19:33| INFO binis_sld finished [took 57.4588s]
-20/11/23 14:19:34| INFO mulis_sld finished [took 52.1688s]
-20/11/23 14:19:34| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 64.0582s]
-20/11/23 14:19:34| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 14:20:22| INFO doc finished [took 31.7336s]
-20/11/23 14:20:23| INFO ref finished [took 35.1117s]
-20/11/23 14:20:26| INFO binis_pacc finished [took 47.7704s]
-20/11/23 14:20:29| INFO mulis_pacc finished [took 47.7163s]
-20/11/23 14:20:33| INFO atc_mc finished [took 45.2073s]
-20/11/23 14:20:39| INFO mulis_sld finished [took 52.8156s]
-20/11/23 14:20:42| INFO binis_sld finished [took 61.4007s]
-20/11/23 14:20:42| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 67.4820s]
-20/11/23 14:20:42| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 14:21:28| INFO ref finished [took 34.7217s]
-20/11/23 14:21:28| INFO doc finished [took 33.0339s]
-20/11/23 14:21:35| INFO mulis_pacc finished [took 47.7748s]
-20/11/23 14:21:36| INFO binis_pacc finished [took 49.5656s]
-20/11/23 14:21:40| INFO atc_mc finished [took 46.9417s]
-20/11/23 14:21:45| INFO binis_sld finished [took 55.1265s]
-20/11/23 14:21:45| INFO mulis_sld finished [took 53.7538s]
-20/11/23 14:21:45| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 63.7629s]
-20/11/23 14:21:45| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 14:22:32| INFO doc finished [took 30.8502s]
-20/11/23 14:22:33| INFO ref finished [took 34.0222s]
-20/11/23 14:22:36| INFO binis_pacc finished [took 47.9541s]
-20/11/23 14:22:39| INFO atc_mc finished [took 37.8288s]
-20/11/23 14:22:43| INFO mulis_pacc finished [took 48.6021s]
-20/11/23 14:22:49| INFO binis_sld finished [took 52.6787s]
-20/11/23 14:22:52| INFO mulis_sld finished [took 54.8996s]
-20/11/23 14:22:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 66.1803s]
-20/11/23 14:22:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 14:23:38| INFO doc finished [took 31.0230s]
-20/11/23 14:23:38| INFO ref finished [took 32.0340s]
-20/11/23 14:23:45| INFO mulis_pacc finished [took 41.3610s]
-20/11/23 14:23:45| INFO atc_mc finished [took 38.3982s]
-20/11/23 14:23:47| INFO binis_pacc finished [took 49.3351s]
-20/11/23 14:23:51| INFO mulis_sld finished [took 46.9674s]
-20/11/23 14:24:10| INFO binis_sld finished [took 65.4690s]
-20/11/23 14:24:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 78.0258s]
-20/11/23 14:24:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 14:24:11| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 14:24:13| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 14:24:40| INFO doc finished [took 21.8258s]
-20/11/23 14:24:41| INFO ref finished [took 23.7184s]
-20/11/23 14:24:48| INFO atc_mc finished [took 30.8998s]
-20/11/23 14:24:52| INFO mulis_sld finished [took 36.1741s]
-20/11/23 14:25:00| INFO binis_sld finished [took 45.6863s]
-20/11/23 14:25:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 50.3174s]
-----------------------------------------------------------------------------------------------------
-20/11/23 15:50:21| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 15:50:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 15:50:33| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 15:50:52| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 15:51:33| INFO mulis_pacc finished [took 55.4094s]
-20/11/23 15:51:33| INFO atc_mc finished [took 42.7644s]
-20/11/23 15:51:35| INFO doc finished [took 42.2395s]
-20/11/23 15:51:35| INFO ref finished [took 44.6490s]
-20/11/23 15:51:36| INFO binis_pacc finished [took 60.4255s]
-20/11/23 15:51:39| INFO mulis_sld finished [took 53.9361s]
-20/11/23 15:52:06| INFO bin_sld finished [took 93.4792s]
-20/11/23 15:52:07| INFO binis_sld finished [took 82.1673s]
-20/11/23 15:52:23| INFO mul_sld finished [took 101.5244s]
-20/11/23 15:52:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.1609s]
-20/11/23 15:52:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 15:53:24| INFO ref finished [took 41.3159s]
-20/11/23 15:53:40| INFO binis_pacc finished [took 70.5113s]
-20/11/23 15:53:45| INFO mulis_pacc finished [took 72.1329s]
-20/11/23 15:53:47| INFO atc_mc finished [took 62.2959s]
-20/11/23 15:53:47| INFO mulis_sld finished [took 68.3027s]
-20/11/23 15:53:54| INFO doc finished [took 27.1331s]
-20/11/23 15:54:06| INFO binis_sld finished [took 90.0668s]
-20/11/23 15:54:14| INFO bin_sld finished [took 109.1453s]
-20/11/23 15:54:16| INFO mul_sld finished [took 101.8981s]
-20/11/23 15:54:18| INFO mul_sld_lsvc finished [took 109.6278s]
-20/11/23 15:54:31| INFO bin_sld_lsvc finished [took 111.4557s]
-20/11/23 15:54:31| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 128.9509s]
-20/11/23 15:54:31| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 15:55:44| INFO ref finished [took 43.0126s]
-20/11/23 15:55:53| INFO mulis_pacc finished [took 62.1362s]
-20/11/23 15:55:59| INFO binis_pacc finished [took 68.8450s]
-20/11/23 15:56:02| INFO atc_mc finished [took 59.0646s]
-20/11/23 15:56:13| INFO doc finished [took 24.0316s]
-20/11/23 15:56:19| INFO bin_sld finished [took 98.4385s]
-20/11/23 15:56:19| INFO mul_sld finished [took 82.9688s]
-20/11/23 15:56:20| INFO binis_sld finished [took 83.6417s]
-20/11/23 15:56:20| INFO mulis_sld finished [took 82.9412s]
-20/11/23 15:56:29| INFO bin_sld_lsvc finished [took 88.3702s]
-20/11/23 15:56:44| INFO mul_sld_lsvc finished [took 119.0665s]
-20/11/23 15:56:44| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 132.1778s]
-20/11/23 15:56:44| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 15:57:46| INFO ref finished [took 39.8775s]
-20/11/23 15:57:57| INFO binis_pacc finished [took 62.7889s]
-20/11/23 15:57:58| INFO atc_mc finished [took 51.8180s]
-20/11/23 15:58:10| INFO mulis_pacc finished [took 75.0078s]
-20/11/23 15:58:14| INFO doc finished [took 23.5837s]
-20/11/23 15:58:18| INFO binis_sld finished [took 78.4560s]
-20/11/23 15:58:19| INFO mulis_sld finished [took 76.6469s]
-20/11/23 15:58:24| INFO bin_sld finished [took 97.0974s]
-20/11/23 15:58:27| INFO mul_sld finished [took 89.9680s]
-20/11/23 15:58:36| INFO bin_sld_lsvc finished [took 92.7088s]
-20/11/23 15:58:46| INFO mul_sld_lsvc finished [took 113.8371s]
-20/11/23 15:58:46| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 122.6502s]
-20/11/23 15:58:46| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 15:59:58| INFO ref finished [took 51.7497s]
-20/11/23 16:00:05| INFO mulis_pacc finished [took 65.3439s]
-20/11/23 16:00:10| INFO binis_pacc finished [took 70.8454s]
-20/11/23 16:00:13| INFO atc_mc finished [took 65.4091s]
-20/11/23 16:00:23| INFO doc finished [took 20.1917s]
-20/11/23 16:00:24| INFO bin_sld finished [took 94.7420s]
-20/11/23 16:00:25| INFO mulis_sld finished [took 81.4723s]
-20/11/23 16:00:25| INFO binis_sld finished [took 82.5292s]
-20/11/23 16:00:28| INFO mul_sld finished [took 87.6260s]
-20/11/23 16:00:42| INFO bin_sld_lsvc finished [took 96.8525s]
-20/11/23 16:01:02| INFO mul_sld_lsvc finished [took 127.8363s]
-20/11/23 16:01:02| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 135.7654s]
-20/11/23 16:01:02| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 16:02:16| INFO ref finished [took 56.3847s]
-20/11/23 16:02:20| INFO binis_pacc finished [took 68.5114s]
-20/11/23 16:02:26| INFO mulis_pacc finished [took 71.9974s]
-20/11/23 16:02:28| INFO atc_mc finished [took 69.1270s]
-20/11/23 16:02:31| INFO binis_sld finished [took 74.4586s]
-20/11/23 16:02:39| INFO doc finished [took 20.0222s]
-20/11/23 16:02:41| INFO bin_sld finished [took 96.3134s]
-20/11/23 16:02:42| INFO mulis_sld finished [took 84.7902s]
-20/11/23 16:02:44| INFO mul_sld finished [took 89.8147s]
-20/11/23 16:02:47| INFO bin_sld_lsvc finished [took 89.1043s]
-20/11/23 16:03:05| INFO mul_sld_lsvc finished [took 112.0250s]
-20/11/23 16:03:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 122.5360s]
-20/11/23 16:03:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 16:04:20| INFO mulis_pacc finished [took 60.0982s]
-20/11/23 16:04:24| INFO ref finished [took 55.7779s]
-20/11/23 16:04:26| INFO binis_pacc finished [took 68.8016s]
-20/11/23 16:04:37| INFO atc_mc finished [took 67.8508s]
-20/11/23 16:04:39| INFO mul_sld finished [took 80.9607s]
-20/11/23 16:04:43| INFO doc finished [took 20.6759s]
-20/11/23 16:04:46| INFO mulis_sld finished [took 81.9179s]
-20/11/23 16:04:49| INFO binis_sld finished [took 85.1287s]
-20/11/23 16:04:50| INFO bin_sld finished [took 98.8167s]
-20/11/23 16:05:02| INFO bin_sld_lsvc finished [took 94.8769s]
-20/11/23 16:05:09| INFO mul_sld_lsvc finished [took 112.2070s]
-20/11/23 16:05:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 124.4321s]
-20/11/23 16:05:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 16:06:23| INFO ref finished [took 50.4981s]
-20/11/23 16:06:32| INFO binis_pacc finished [took 70.8646s]
-20/11/23 16:06:35| INFO mulis_sld finished [took 67.5143s]
-20/11/23 16:06:37| INFO mulis_pacc finished [took 71.1612s]
-20/11/23 16:06:38| INFO atc_mc finished [took 64.1656s]
-20/11/23 16:06:48| INFO doc finished [took 19.4230s]
-20/11/23 16:06:50| INFO mul_sld finished [took 87.1440s]
-20/11/23 16:07:00| INFO bin_sld finished [took 107.6311s]
-20/11/23 16:07:00| INFO binis_sld finished [took 92.9370s]
-20/11/23 16:07:01| INFO bin_sld_lsvc finished [took 89.9615s]
-20/11/23 16:07:10| INFO mul_sld_lsvc finished [took 112.8633s]
-20/11/23 16:07:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 121.1346s]
-20/11/23 16:07:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 16:07:15| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:07:17| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:07:18| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:07:25| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:07:57| INFO doc finished [took 30.6669s]
-20/11/23 16:08:02| INFO ref finished [took 37.0393s]
-20/11/23 16:08:06| INFO atc_mc finished [took 39.8330s]
-20/11/23 16:08:14| INFO mulis_sld finished [took 49.7872s]
-20/11/23 16:08:19| INFO bin_sld finished [took 65.7369s]
-20/11/23 16:08:20| INFO binis_sld finished [took 59.3226s]
-20/11/23 16:08:27| INFO mul_sld finished [took 67.4432s]
-20/11/23 16:08:27| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 77.1395s]
-----------------------------------------------------------------------------------------------------
-20/11/23 16:18:22| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 16:18:31| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 16:18:35| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:43| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:47| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:18:55| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:19:27| INFO doc finished [took 32.6039s]
-20/11/23 16:19:31| INFO binis_pacc finished [took 54.5754s]
-20/11/23 16:19:34| INFO ref finished [took 42.5161s]
-20/11/23 16:19:40| INFO mulis_pacc finished [took 57.6524s]
-20/11/23 16:19:42| INFO atc_mc finished [took 48.6834s]
-20/11/23 16:19:47| INFO mulis_sld finished [took 58.4125s]
-20/11/23 16:20:01| INFO binis_sld finished [took 73.1066s]
-20/11/23 16:20:05| INFO bin_sld finished [took 92.3578s]
-20/11/23 16:20:24| INFO mul_sld finished [took 96.8753s]
-20/11/23 16:20:24| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.9783s]
-20/11/23 16:20:24| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 16:21:38| INFO binis_pacc finished [took 67.4372s]
-20/11/23 16:21:44| INFO mulis_pacc finished [took 67.0980s]
-20/11/23 16:21:59| INFO mulis_sld finished [took 76.5681s]
-20/11/23 16:22:12| INFO ref finished [took 30.8900s]
-20/11/23 16:22:18| INFO bin_sld finished [took 111.4093s]
-20/11/23 16:22:25| INFO mul_sld_lsvc finished [took 115.2287s]
-20/11/23 16:22:27| INFO doc finished [took 25.1264s]
-20/11/23 16:22:29| INFO atc_mc finished [took 41.8054s]
-20/11/23 16:22:32| INFO mul_sld finished [took 110.8812s]
-20/11/23 16:22:34| INFO binis_sld finished [took 113.6167s]
-20/11/23 16:22:39| INFO binis_sld_lsvc finished [took 126.6509s]
-20/11/23 16:22:41| INFO mulis_sld_lsvc finished [took 124.2538s]
-20/11/23 16:22:49| INFO bin_sld_lsvc finished [took 125.7169s]
-20/11/23 16:22:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 144.4944s]
-20/11/23 16:22:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 16:24:16| INFO binis_pacc finished [took 67.2570s]
-20/11/23 16:24:25| INFO mulis_pacc finished [took 75.8195s]
-20/11/23 16:24:37| INFO binis_sld finished [took 80.6286s]
-20/11/23 16:24:48| INFO mul_sld finished [took 95.5926s]
-20/11/23 16:24:51| INFO bin_sld finished [took 106.6947s]
-20/11/23 16:24:53| INFO mulis_sld finished [took 94.7438s]
-20/11/23 16:24:55| INFO ref finished [took 33.8797s]
-20/11/23 16:25:03| INFO binis_sld_lsvc finished [took 113.1204s]
-20/11/23 16:25:03| INFO bin_sld_lsvc finished [took 104.5985s]
-20/11/23 16:25:04| INFO doc finished [took 22.4330s]
-20/11/23 16:25:06| INFO atc_mc finished [took 35.5340s]
-20/11/23 16:25:09| INFO mulis_sld_lsvc finished [took 117.0398s]
-20/11/23 16:25:17| INFO mul_sld_lsvc finished [took 131.3475s]
-20/11/23 16:25:17| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 148.2142s]
-20/11/23 16:25:17| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 16:26:24| INFO binis_pacc finished [took 56.5417s]
-20/11/23 16:26:40| INFO mulis_pacc finished [took 70.3333s]
-20/11/23 16:27:00| INFO ref finished [took 32.1253s]
-20/11/23 16:27:08| INFO binis_sld finished [took 91.9609s]
-20/11/23 16:27:09| INFO bin_sld finished [took 108.6075s]
-20/11/23 16:27:09| INFO mulis_sld finished [took 92.1912s]
-20/11/23 16:27:15| INFO atc_mc finished [took 32.5400s]
-20/11/23 16:27:19| INFO mul_sld finished [took 105.1496s]
-20/11/23 16:27:21| INFO bin_sld_lsvc finished [took 103.3958s]
-20/11/23 16:27:23| INFO binis_sld_lsvc finished [took 115.1183s]
-20/11/23 16:27:24| INFO mulis_sld_lsvc finished [took 109.1526s]
-20/11/23 16:27:24| INFO doc finished [took 20.6259s]
-20/11/23 16:27:30| INFO mul_sld_lsvc finished [took 123.4159s]
-20/11/23 16:27:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 132.9986s]
-20/11/23 16:27:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 16:28:40| INFO binis_pacc finished [took 61.1255s]
-20/11/23 16:28:59| INFO mulis_pacc finished [took 74.3788s]
-20/11/23 16:29:11| INFO bin_sld finished [took 95.1233s]
-20/11/23 16:29:14| INFO ref finished [took 31.6178s]
-20/11/23 16:29:18| INFO mulis_sld finished [took 89.3817s]
-20/11/23 16:29:20| INFO binis_sld finished [took 93.2534s]
-20/11/23 16:29:25| INFO binis_sld_lsvc finished [took 100.9105s]
-20/11/23 16:29:30| INFO mul_sld finished [took 103.5871s]
-20/11/23 16:29:35| INFO atc_mc finished [took 31.9767s]
-20/11/23 16:29:36| INFO doc finished [took 22.3716s]
-20/11/23 16:29:37| INFO bin_sld_lsvc finished [took 107.9102s]
-20/11/23 16:29:37| INFO mulis_sld_lsvc finished [took 111.3864s]
-20/11/23 16:29:55| INFO mul_sld_lsvc finished [took 139.2869s]
-20/11/23 16:29:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 144.9817s]
-20/11/23 16:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 16:31:05| INFO binis_pacc finished [took 60.5786s]
-20/11/23 16:31:16| INFO mulis_pacc finished [took 68.4164s]
-20/11/23 16:31:36| INFO binis_sld finished [took 84.5236s]
-20/11/23 16:31:37| INFO ref finished [took 30.2524s]
-20/11/23 16:31:43| INFO mulis_sld finished [took 92.2488s]
-20/11/23 16:31:48| INFO bin_sld finished [took 110.6112s]
-20/11/23 16:31:56| INFO mul_sld finished [took 106.2110s]
-20/11/23 16:31:56| INFO bin_sld_lsvc finished [took 102.1058s]
-20/11/23 16:31:57| INFO atc_mc finished [took 37.3810s]
-20/11/23 16:31:59| INFO binis_sld_lsvc finished [took 114.4642s]
-20/11/23 16:32:03| INFO doc finished [took 24.5658s]
-20/11/23 16:32:03| INFO mulis_sld_lsvc finished [took 115.0516s]
-20/11/23 16:32:05| INFO mul_sld_lsvc finished [took 124.4764s]
-20/11/23 16:32:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 129.9468s]
-20/11/23 16:32:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 16:33:19| INFO mulis_pacc finished [took 56.6491s]
-20/11/23 16:33:25| INFO binis_pacc finished [took 69.3831s]
-20/11/23 16:33:53| INFO mulis_sld finished [took 87.7702s]
-20/11/23 16:33:58| INFO ref finished [took 35.6316s]
-20/11/23 16:33:59| INFO bin_sld finished [took 110.8959s]
-20/11/23 16:34:01| INFO binis_sld finished [took 97.1247s]
-20/11/23 16:34:04| INFO mul_sld finished [took 100.8488s]
-20/11/23 16:34:09| INFO atc_mc finished [took 40.2958s]
-20/11/23 16:34:09| INFO mulis_sld_lsvc finished [took 106.2545s]
-20/11/23 16:34:13| INFO mul_sld_lsvc finished [took 121.0396s]
-20/11/23 16:34:15| INFO doc finished [took 18.5751s]
-20/11/23 16:34:19| INFO bin_sld_lsvc finished [took 112.7637s]
-20/11/23 16:34:20| INFO binis_sld_lsvc finished [took 122.6503s]
-20/11/23 16:34:20| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 135.0863s]
-20/11/23 16:34:20| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 16:35:39| INFO binis_pacc finished [took 71.0317s]
-20/11/23 16:35:48| INFO mulis_pacc finished [took 71.6197s]
-20/11/23 16:36:02| INFO mul_sld finished [took 82.7842s]
-20/11/23 16:36:06| INFO mulis_sld finished [took 84.1643s]
-20/11/23 16:36:16| INFO ref finished [took 33.3506s]
-20/11/23 16:36:24| INFO doc finished [took 18.9986s]
-20/11/23 16:36:24| INFO binis_sld finished [took 104.1811s]
-20/11/23 16:36:29| INFO binis_sld_lsvc finished [took 113.3393s]
-20/11/23 16:36:30| INFO mul_sld_lsvc finished [took 120.0368s]
-20/11/23 16:36:30| INFO atc_mc finished [took 36.4089s]
-20/11/23 16:36:31| INFO bin_sld finished [took 125.6791s]
-20/11/23 16:36:33| INFO mulis_sld_lsvc finished [took 114.7882s]
-20/11/23 16:36:33| INFO bin_sld_lsvc finished [took 109.5191s]
-20/11/23 16:36:33| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 132.7449s]
-20/11/23 16:36:33| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 16:36:38| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:40| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:41| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:36:43| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-20/11/23 16:36:44| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:36:50| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:37:23| INFO doc finished [took 31.9988s]
-20/11/23 16:37:29| INFO ref finished [took 39.8584s]
-20/11/23 16:37:35| INFO mulis_sld finished [took 46.5992s]
-20/11/23 16:37:36| INFO atc_mc finished [took 44.0758s]
-20/11/23 16:37:42| INFO bin_sld finished [took 68.5161s]
-20/11/23 16:37:44| INFO binis_sld finished [took 56.3771s]
-20/11/23 16:37:51| INFO mul_sld finished [took 64.5113s]
-20/11/23 16:37:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 78.2927s]
-----------------------------------------------------------------------------------------------------
-20/11/23 16:39:52| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 16:40:01| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 16:40:07| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:14| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:20| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:28| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-20/11/23 16:40:59| INFO doc finished [took 31.4421s]
-20/11/23 16:41:07| INFO binis_pacc finished [took 60.0165s]
-20/11/23 16:41:09| INFO ref finished [took 46.1236s]
-20/11/23 16:41:12| INFO mulis_sld finished [took 52.2533s]
-20/11/23 16:41:12| INFO atc_mc finished [took 48.9797s]
-20/11/23 16:41:13| INFO mulis_pacc finished [took 62.0733s]
-20/11/23 16:41:32| INFO bin_sld finished [took 87.5608s]
-20/11/23 16:41:41| INFO binis_sld finished [took 83.9275s]
-20/11/23 16:41:55| INFO mul_sld finished [took 98.6353s]
-20/11/23 16:41:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.6897s]
-20/11/23 16:41:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 16:43:00| INFO binis_pacc finished [took 56.3906s]
-20/11/23 16:43:18| INFO mulis_pacc finished [took 71.0430s]
-20/11/23 16:43:18| INFO mulis_sld finished [took 64.2580s]
-----------------------------------------------------------------------------------------------------
-20/11/23 17:54:08| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 17:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 17:54:32| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:54:49| INFO doc finished [took 22.1930s]
-20/11/23 17:54:50| INFO ref finished [took 26.9221s]
-20/11/23 17:54:55| INFO atc_mc finished [took 30.8531s]
-20/11/23 17:54:59| INFO mulis_sld finished [took 38.5919s]
-20/11/23 17:55:20| INFO binis_sld finished [took 60.1665s]
-20/11/23 17:55:20| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 62.4096s]
-20/11/23 17:55:20| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 17:55:38| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:55:54| INFO doc finished [took 25.5699s]
-20/11/23 17:55:56| INFO ref finished [took 28.1285s]
-20/11/23 17:56:02| INFO atc_mc finished [took 33.8416s]
-20/11/23 17:56:07| INFO mulis_sld finished [took 41.0999s]
-20/11/23 17:56:24| INFO binis_sld finished [took 60.9157s]
-20/11/23 17:56:24| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 64.1137s]
-20/11/23 17:56:24| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 17:56:50| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:57:06| INFO doc finished [took 25.5999s]
-20/11/23 17:57:06| INFO ref finished [took 29.8924s]
-20/11/23 17:57:13| INFO atc_mc finished [took 33.3073s]
-20/11/23 17:57:22| INFO mulis_sld finished [took 45.9230s]
-20/11/23 17:57:23| INFO binis_sld finished [took 51.7170s]
-20/11/23 17:57:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.2357s]
-20/11/23 17:57:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 17:57:42| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:57:59| INFO ref finished [took 28.4902s]
-20/11/23 17:58:00| INFO doc finished [took 24.7919s]
-20/11/23 17:58:07| INFO atc_mc finished [took 33.0023s]
-20/11/23 17:58:15| INFO binis_sld finished [took 49.1123s]
-20/11/23 17:58:16| INFO mulis_sld finished [took 46.2953s]
-20/11/23 17:58:16| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.7729s]
-20/11/23 17:58:16| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 17:58:35| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:58:52| INFO doc finished [took 27.2607s]
-20/11/23 17:58:54| INFO ref finished [took 29.7357s]
-20/11/23 17:59:00| INFO atc_mc finished [took 35.9290s]
-20/11/23 17:59:07| INFO binis_sld finished [took 46.0594s]
-20/11/23 17:59:09| INFO mulis_sld finished [took 45.6041s]
-20/11/23 17:59:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.4419s]
-20/11/23 17:59:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 17:59:28| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 17:59:45| INFO ref finished [took 29.9295s]
-20/11/23 17:59:46| INFO doc finished [took 27.2263s]
-20/11/23 17:59:52| INFO atc_mc finished [took 34.2065s]
-20/11/23 18:00:00| INFO mulis_sld finished [took 45.1628s]
-20/11/23 18:00:02| INFO binis_sld finished [took 50.0154s]
-20/11/23 18:00:02| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.5545s]
-20/11/23 18:00:02| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 18:00:22| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:00:39| INFO ref finished [took 28.8017s]
-20/11/23 18:00:40| INFO doc finished [took 26.7119s]
-20/11/23 18:00:46| INFO atc_mc finished [took 33.8038s]
-20/11/23 18:00:53| INFO mulis_sld finished [took 41.8696s]
-20/11/23 18:00:55| INFO binis_sld finished [took 47.8974s]
-20/11/23 18:00:55| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.2758s]
-20/11/23 18:00:55| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 18:01:15| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:01:32| INFO doc finished [took 25.2702s]
-20/11/23 18:01:33| INFO ref finished [took 27.2995s]
-20/11/23 18:01:39| INFO atc_mc finished [took 34.5732s]
-20/11/23 18:01:44| INFO mulis_sld finished [took 42.0224s]
-20/11/23 18:01:57| INFO binis_sld finished [took 56.5545s]
-20/11/23 18:01:57| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9624s]
-20/11/23 18:01:57| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 18:02:13| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
-20/11/23 18:02:29| INFO doc finished [took 23.7766s]
-20/11/23 18:02:30| INFO ref finished [took 27.8049s]
-20/11/23 18:02:36| INFO atc_mc finished [took 32.3633s]
-20/11/23 18:02:40| INFO mulis_sld finished [took 38.5419s]
-20/11/23 18:02:48| INFO binis_sld finished [took 49.6938s]
-20/11/23 18:02:48| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.5200s]
-----------------------------------------------------------------------------------------------------
-20/11/23 19:04:50| INFO dataset imdb_9prevs [pool size: 10]
-20/11/23 19:04:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-20/11/23 19:05:30| INFO gde finished [took 22.6764s]
-20/11/23 19:05:32| INFO doc finished [took 23.9458s]
-20/11/23 19:05:32| INFO ref finished [took 26.8365s]
-20/11/23 19:05:39| INFO atc_mc finished [took 31.2826s]
-20/11/23 19:05:42| INFO mulis_sld finished [took 38.4194s]
-20/11/23 19:06:03| INFO binis_sld finished [took 61.7880s]
-20/11/23 19:06:03| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.3748s]
-20/11/23 19:06:03| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-20/11/23 19:06:39| INFO gde finished [took 25.7095s]
-20/11/23 19:06:40| INFO doc finished [took 27.2498s]
-20/11/23 19:06:40| INFO ref finished [took 29.7663s]
-20/11/23 19:06:47| INFO atc_mc finished [took 34.9179s]
-20/11/23 19:06:51| INFO mulis_sld finished [took 43.1263s]
-20/11/23 19:07:09| INFO binis_sld finished [took 63.2674s]
-20/11/23 19:07:09| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.1754s]
-20/11/23 19:07:09| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-20/11/23 19:07:51| INFO gde finished [took 26.1793s]
-20/11/23 19:07:52| INFO doc finished [took 27.9139s]
-20/11/23 19:07:53| INFO ref finished [took 30.6394s]
-20/11/23 19:07:59| INFO atc_mc finished [took 35.4558s]
-20/11/23 19:08:07| INFO mulis_sld finished [took 46.8600s]
-20/11/23 19:08:09| INFO binis_sld finished [took 50.1284s]
-20/11/23 19:08:09| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.4938s]
-20/11/23 19:08:09| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-20/11/23 19:08:45| INFO gde finished [took 23.6274s]
-20/11/23 19:08:48| INFO doc finished [took 25.9605s]
-20/11/23 19:08:48| INFO ref finished [took 29.8124s]
-20/11/23 19:08:54| INFO atc_mc finished [took 35.2500s]
-20/11/23 19:09:03| INFO binis_sld finished [took 49.0567s]
-20/11/23 19:09:04| INFO mulis_sld finished [took 47.7165s]
-20/11/23 19:09:04| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.3085s]
-20/11/23 19:09:04| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-20/11/23 19:09:40| INFO gde finished [took 25.1901s]
-20/11/23 19:09:42| INFO ref finished [took 30.2374s]
-20/11/23 19:09:42| INFO doc finished [took 27.0097s]
-20/11/23 19:09:49| INFO atc_mc finished [took 35.6533s]
-20/11/23 19:09:57| INFO binis_sld finished [took 51.2408s]
-20/11/23 19:09:58| INFO mulis_sld finished [took 47.8818s]
-20/11/23 19:09:58| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.8944s]
-20/11/23 19:09:58| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-20/11/23 19:10:33| INFO gde finished [took 26.1887s]
-20/11/23 19:10:35| INFO ref finished [took 30.7697s]
-20/11/23 19:10:35| INFO doc finished [took 28.8377s]
-20/11/23 19:10:41| INFO atc_mc finished [took 35.2992s]
-20/11/23 19:10:50| INFO mulis_sld finished [took 46.3602s]
-20/11/23 19:10:51| INFO binis_sld finished [took 49.7729s]
-20/11/23 19:10:51| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 53.2819s]
-20/11/23 19:10:51| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-20/11/23 19:11:28| INFO gde finished [took 25.5777s]
-20/11/23 19:11:30| INFO ref finished [took 30.2012s]
-20/11/23 19:11:30| INFO doc finished [took 27.1812s]
-20/11/23 19:11:37| INFO atc_mc finished [took 34.7357s]
-20/11/23 19:11:44| INFO mulis_sld finished [took 45.5250s]
-20/11/23 19:11:46| INFO binis_sld finished [took 48.4075s]
-20/11/23 19:11:46| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.8955s]
-20/11/23 19:11:46| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-20/11/23 19:12:22| INFO gde finished [took 23.6588s]
-20/11/23 19:12:23| INFO doc finished [took 24.7034s]
-20/11/23 19:12:23| INFO ref finished [took 28.6837s]
-20/11/23 19:12:30| INFO atc_mc finished [took 33.4209s]
-20/11/23 19:12:36| INFO mulis_sld finished [took 42.6935s]
-20/11/23 19:12:48| INFO binis_sld finished [took 57.9237s]
-20/11/23 19:12:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9101s]
-20/11/23 19:12:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-20/11/23 19:13:19| INFO gde finished [took 22.9166s]
-20/11/23 19:13:21| INFO doc finished [took 25.9356s]
-20/11/23 19:13:21| INFO ref finished [took 29.0515s]
-20/11/23 19:13:28| INFO atc_mc finished [took 34.1252s]
-20/11/23 19:13:32| INFO mulis_sld finished [took 39.8746s]
-20/11/23 19:13:40| INFO binis_sld finished [took 49.9334s]
-20/11/23 19:13:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 52.5409s]
-----------------------------------------------------------------------------------------------------
-20/11/23 23:55:08| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3w_lsd does not exist'
-----------------------------------------------------------------------------------------------------
-20/11/23 23:55:34| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3wc_lsd does not exist'
-----------------------------------------------------------------------------------------------------
-20/11/23 23:56:01| INFO dataset imdb [pool size: 10]
-20/11/23 23:56:07| INFO Dataset sample 0.10 of dataset imdb started
-20/11/23 23:56:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-20/11/23 23:57:15| INFO m3wis_sld finished [took 64.0465s]
-20/11/23 23:57:17| INFO mulis_sld finished [took 66.0963s]
-20/11/23 23:57:22| INFO m3wc_sld finished [took 70.8372s]
-20/11/23 23:57:28| INFO m3wmc_sld finished [took 64.7279s]
-20/11/23 23:57:30| INFO mulmc_sld finished [took 75.4552s]
-20/11/23 23:57:30| INFO mulc_sld finished [took 70.0115s]
-20/11/23 23:57:52| INFO binmc_sld finished [took 100.1785s]
-20/11/23 23:57:53| INFO binis_sld finished [took 104.1115s]
-20/11/23 23:58:34| INFO ref finished [took 38.6661s]
-20/11/23 23:58:34| INFO bin_sld finished [took 98.8017s]
-20/11/23 23:58:41| INFO mulne_sld finished [took 68.8498s]
-20/11/23 23:59:00| INFO m3wne_sld finished [took 64.5812s]
-20/11/23 23:59:03| INFO binne_sld finished [took 103.5451s]
-20/11/23 23:59:03| INFO binc_sld finished [took 106.2723s]
-20/11/23 23:59:28| INFO doc finished [took 49.3471s]
-20/11/23 23:59:50| INFO atc_mc finished [took 73.2389s]
-20/11/23 23:59:53| INFO gde finished [took 47.8691s]
-21/11/23 00:00:30| INFO mul_sld finished [took 176.6108s]
-21/11/23 00:00:34| INFO m3w_sld finished [took 183.3227s]
-----------------------------------------------------------------------------------------------------
-21/11/23 12:29:26| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:29:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:29:33| WARNING Method mulmc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-21/11/23 12:29:34| WARNING Method m3wis_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-21/11/23 12:29:35| WARNING Method m3wc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
-----------------------------------------------------------------------------------------------------
-21/11/23 12:29:53| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:30:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:30:06| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:31:39| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:31:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:31:49| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:32:07| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:32:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 12:32:19| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
-----------------------------------------------------------------------------------------------------
-21/11/23 12:33:38| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:33:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:40:26| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:40:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:43:19| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:43:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-21/11/23 12:46:40| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 12:46:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 14:31:59| ERROR estimate comparison failed. Exceprion: [Errno 2] No such file or directory: 'output/add/mandoline'
-----------------------------------------------------------------------------------------------------
-21/11/23 14:33:02| INFO dataset rcv1_CCAT [pool size: 10]
-21/11/23 14:33:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-21/11/23 14:33:41| INFO ref finished [took 32.5095s]
-21/11/23 14:44:47| INFO mandoline finished [took 695.3280s]
-21/11/23 14:44:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 700.7217s]
-21/11/23 14:44:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-21/11/23 14:45:21| INFO ref finished [took 30.8301s]
-21/11/23 14:56:12| INFO mandoline finished [took 679.5898s]
-21/11/23 14:56:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 685.3558s]
-21/11/23 14:56:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-21/11/23 14:56:45| INFO ref finished [took 29.9331s]
-21/11/23 15:07:41| INFO mandoline finished [took 684.4579s]
-21/11/23 15:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 689.1060s]
-21/11/23 15:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-21/11/23 15:08:13| INFO ref finished [took 29.6161s]
-21/11/23 15:18:50| INFO mandoline finished [took 665.9347s]
-21/11/23 15:18:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 669.0968s]
-21/11/23 15:18:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-21/11/23 15:19:24| INFO ref finished [took 30.2475s]
-21/11/23 15:29:58| INFO mandoline finished [took 662.8145s]
-21/11/23 15:29:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 667.2259s]
-21/11/23 15:29:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-21/11/23 15:30:30| INFO ref finished [took 30.2155s]
-21/11/23 15:42:54| INFO mandoline finished [took 772.9461s]
-21/11/23 15:42:54| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 776.5262s]
-21/11/23 15:42:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-21/11/23 15:43:35| INFO ref finished [took 35.6520s]
-21/11/23 16:06:02| INFO mandoline finished [took 1381.6871s]
-21/11/23 16:06:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 1387.9846s]
-21/11/23 16:06:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-21/11/23 16:06:46| INFO ref finished [took 40.1253s]
-21/11/23 16:32:55| INFO mandoline finished [took 1605.1647s]
-21/11/23 16:32:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 1613.0689s]
-21/11/23 16:32:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-21/11/23 16:33:41| INFO ref finished [took 39.0610s]
-21/11/23 16:54:40| INFO mandoline finished [took 1296.7300s]
-21/11/23 16:54:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 1304.5258s]
-----------------------------------------------------------------------------------------------------
-21/11/23 17:40:45| INFO dataset imdb [pool size: 10]
-21/11/23 17:40:51| INFO Dataset sample 0.10 of dataset imdb started
-21/11/23 17:41:02| INFO ref finished [took 10.1857s]
-21/11/23 17:55:21| INFO mandoline finished [took 868.9696s]
-21/11/23 17:55:21| INFO Dataset sample 0.10 of dataset imdb finished [took 870.0990s]
-21/11/23 17:55:21| INFO Dataset sample 0.20 of dataset imdb started
-21/11/23 17:55:32| INFO ref finished [took 9.7684s]
-21/11/23 18:10:59| INFO mandoline finished [took 937.2745s]
-21/11/23 18:10:59| INFO Dataset sample 0.20 of dataset imdb finished [took 938.5430s]
-21/11/23 18:10:59| INFO Dataset sample 0.30 of dataset imdb started
-21/11/23 18:11:15| INFO ref finished [took 11.1052s]
-21/11/23 18:26:34| INFO mandoline finished [took 929.6805s]
-21/11/23 18:26:34| INFO Dataset sample 0.30 of dataset imdb finished [took 934.4872s]
-21/11/23 18:26:34| INFO Dataset sample 0.40 of dataset imdb started
-21/11/23 18:26:49| INFO ref finished [took 12.7260s]
-21/11/23 18:42:32| INFO mandoline finished [took 955.8333s]
-21/11/23 18:42:32| INFO Dataset sample 0.40 of dataset imdb finished [took 958.1168s]
-21/11/23 18:42:32| INFO Dataset sample 0.50 of dataset imdb started
-21/11/23 18:42:43| INFO ref finished [took 9.5449s]
-21/11/23 18:58:03| INFO mandoline finished [took 929.2836s]
-21/11/23 18:58:03| INFO Dataset sample 0.50 of dataset imdb finished [took 931.1510s]
-21/11/23 18:58:03| INFO Dataset sample 0.60 of dataset imdb started
-21/11/23 18:58:16| INFO ref finished [took 10.1241s]
-21/11/23 19:14:33| INFO mandoline finished [took 988.8207s]
-21/11/23 19:14:33| INFO Dataset sample 0.60 of dataset imdb finished [took 990.2440s]
-21/11/23 19:14:33| INFO Dataset sample 0.70 of dataset imdb started
-21/11/23 19:14:45| INFO ref finished [took 9.4284s]
-21/11/23 19:28:03| INFO mandoline finished [took 807.4508s]
-21/11/23 19:28:03| INFO Dataset sample 0.70 of dataset imdb finished [took 809.2394s]
-21/11/23 19:28:03| INFO Dataset sample 0.80 of dataset imdb started
-21/11/23 19:28:14| INFO ref finished [took 8.6557s]
-21/11/23 19:41:31| INFO mandoline finished [took 806.2654s]
-21/11/23 19:41:31| INFO Dataset sample 0.80 of dataset imdb finished [took 808.4168s]
-21/11/23 19:41:31| INFO Dataset sample 0.90 of dataset imdb started
-21/11/23 19:41:42| INFO ref finished [took 8.9919s]
-21/11/23 19:56:51| INFO mandoline finished [took 918.6407s]
-21/11/23 19:56:51| INFO Dataset sample 0.90 of dataset imdb finished [took 919.6847s]
-----------------------------------------------------------------------------------------------------
-22/11/23 11:58:00| INFO dataset imdb [pool size: 10]
-22/11/23 11:58:06| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 11:58:38| INFO ref finished [took 20.1246s]
-22/11/23 11:58:43| INFO m3wc_sld finished [took 35.2670s]
-22/11/23 11:58:45| INFO m3wne_sld finished [took 27.2402s]
-22/11/23 11:58:45| INFO m3wmc_sld finished [took 33.7730s]
-22/11/23 11:58:45| INFO m3wis_sld finished [took 28.6075s]
-22/11/23 11:58:45| INFO m3w_sld finished [took 37.6104s]
-22/11/23 11:58:45| INFO Dataset sample 0.10 of dataset imdb finished [took 39.1052s]
-22/11/23 11:58:45| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 11:59:21| INFO ref finished [took 27.0119s]
-22/11/23 11:59:26| INFO m3wc_sld finished [took 33.1978s]
-22/11/23 11:59:27| INFO m3wis_sld finished [took 33.6313s]
-22/11/23 11:59:27| INFO m3w_sld finished [took 39.0008s]
-22/11/23 11:59:27| INFO m3wne_sld finished [took 34.7504s]
-22/11/23 11:59:27| INFO m3wmc_sld finished [took 33.5540s]
-22/11/23 11:59:27| INFO Dataset sample 0.20 of dataset imdb finished [took 42.0252s]
-22/11/23 11:59:27| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 12:00:07| INFO ref finished [took 27.3387s]
-22/11/23 12:00:14| INFO m3w_sld finished [took 38.0511s]
-22/11/23 12:00:14| INFO m3wmc_sld finished [took 32.2840s]
-22/11/23 12:00:14| INFO m3wis_sld finished [took 34.7049s]
-22/11/23 12:00:14| INFO m3wne_sld finished [took 35.2958s]
-22/11/23 12:00:15| INFO m3wc_sld finished [took 38.6975s]
-22/11/23 12:00:15| INFO Dataset sample 0.30 of dataset imdb finished [took 47.1668s]
-22/11/23 12:00:15| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 12:00:51| INFO ref finished [took 28.4562s]
-22/11/23 12:00:58| INFO m3w_sld finished [took 36.1721s]
-22/11/23 12:00:58| INFO m3wis_sld finished [took 36.6024s]
-22/11/23 12:00:59| INFO m3wmc_sld finished [took 36.8160s]
-22/11/23 12:00:59| INFO m3wc_sld finished [took 36.1838s]
-22/11/23 12:01:00| INFO m3wne_sld finished [took 39.9058s]
-22/11/23 12:01:00| INFO Dataset sample 0.40 of dataset imdb finished [took 45.1717s]
-22/11/23 12:01:00| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 12:01:38| INFO ref finished [took 31.1026s]
-22/11/23 12:01:45| INFO m3w_sld finished [took 41.1692s]
-22/11/23 12:01:45| INFO m3wmc_sld finished [took 38.9601s]
-22/11/23 12:01:45| INFO m3wis_sld finished [took 38.4818s]
-22/11/23 12:01:45| INFO m3wne_sld finished [took 38.5578s]
-22/11/23 12:01:46| INFO m3wc_sld finished [took 39.0842s]
-22/11/23 12:01:46| INFO Dataset sample 0.50 of dataset imdb finished [took 45.9125s]
-22/11/23 12:01:46| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 12:02:22| INFO ref finished [took 29.8625s]
-22/11/23 12:02:28| INFO m3w_sld finished [took 39.2066s]
-22/11/23 12:02:28| INFO m3wmc_sld finished [took 36.8822s]
-22/11/23 12:02:28| INFO m3wc_sld finished [took 39.2907s]
-22/11/23 12:02:29| INFO m3wis_sld finished [took 36.4195s]
-22/11/23 12:02:29| INFO m3wne_sld finished [took 37.7176s]
-22/11/23 12:02:29| INFO Dataset sample 0.60 of dataset imdb finished [took 43.7333s]
-22/11/23 12:02:29| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 12:03:05| INFO ref finished [took 25.2303s]
-22/11/23 12:03:11| INFO m3wne_sld finished [took 34.4202s]
-22/11/23 12:03:11| INFO m3w_sld finished [took 40.1097s]
-22/11/23 12:03:12| INFO m3wmc_sld finished [took 34.2697s]
-22/11/23 12:03:12| INFO m3wc_sld finished [took 37.7114s]
-22/11/23 12:03:12| INFO m3wis_sld finished [took 34.4787s]
-22/11/23 12:03:12| INFO Dataset sample 0.70 of dataset imdb finished [took 42.6965s]
-22/11/23 12:03:12| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 12:03:48| INFO ref finished [took 27.4618s]
-22/11/23 12:03:54| INFO m3w_sld finished [took 37.2402s]
-22/11/23 12:03:54| INFO m3wmc_sld finished [took 35.9695s]
-22/11/23 12:03:54| INFO m3wc_sld finished [took 36.8594s]
-22/11/23 12:03:55| INFO m3wis_sld finished [took 35.6391s]
-22/11/23 12:03:55| INFO m3wne_sld finished [took 36.2462s]
-22/11/23 12:03:55| INFO Dataset sample 0.80 of dataset imdb finished [took 42.7636s]
-22/11/23 12:03:55| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 12:04:27| INFO ref finished [took 25.3402s]
-22/11/23 12:04:33| INFO m3wc_sld finished [took 34.4753s]
-22/11/23 12:04:33| INFO m3wis_sld finished [took 32.2229s]
-22/11/23 12:04:34| INFO m3wne_sld finished [took 32.8757s]
-22/11/23 12:04:34| INFO m3wmc_sld finished [took 35.6489s]
-22/11/23 12:04:35| INFO m3w_sld finished [took 38.3222s]
-22/11/23 12:04:35| INFO Dataset sample 0.90 of dataset imdb finished [took 39.8562s]
-----------------------------------------------------------------------------------------------------
-22/11/23 12:05:22| INFO dataset rcv1_CCAT [pool size: 10]
-22/11/23 12:05:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-22/11/23 12:06:24| INFO m3w_sld finished [took 52.6427s]
-22/11/23 12:06:24| INFO m3wc_sld finished [took 50.3506s]
-22/11/23 12:06:28| INFO m3wmc_sld finished [took 48.6052s]
-22/11/23 12:06:32| INFO ref finished [took 37.1292s]
-22/11/23 12:06:33| INFO m3wne_sld finished [took 46.1025s]
-22/11/23 12:06:34| INFO m3wis_sld finished [took 41.4149s]
-22/11/23 12:06:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 66.9386s]
-22/11/23 12:06:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-22/11/23 12:07:32| INFO m3w_sld finished [took 56.0148s]
-22/11/23 12:07:34| INFO m3wc_sld finished [took 54.0796s]
-22/11/23 12:07:35| INFO ref finished [took 34.9967s]
-22/11/23 12:07:36| INFO m3wmc_sld finished [took 50.7714s]
-22/11/23 12:07:38| INFO m3wis_sld finished [took 43.3932s]
-22/11/23 12:07:38| INFO m3wne_sld finished [took 47.1640s]
-22/11/23 12:07:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 64.1426s]
-22/11/23 12:07:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-22/11/23 12:08:40| INFO m3w_sld finished [took 59.3658s]
-22/11/23 12:08:43| INFO m3wc_sld finished [took 57.4079s]
-22/11/23 12:08:43| INFO m3wmc_sld finished [took 53.5983s]
-22/11/23 12:08:45| INFO m3wne_sld finished [took 49.3882s]
-22/11/23 12:08:45| INFO m3wis_sld finished [took 44.7063s]
-22/11/23 12:08:48| INFO ref finished [took 40.8922s]
-22/11/23 12:08:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 70.0364s]
-22/11/23 12:08:48| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-22/11/23 12:09:44| INFO m3w_sld finished [took 53.9161s]
-22/11/23 12:09:45| INFO ref finished [took 35.4661s]
-22/11/23 12:09:46| INFO m3wc_sld finished [took 52.7661s]
-22/11/23 12:09:46| INFO m3wmc_sld finished [took 49.8967s]
-22/11/23 12:09:49| INFO m3wis_sld finished [took 44.1679s]
-22/11/23 12:09:49| INFO m3wne_sld finished [took 48.3616s]
-22/11/23 12:09:49| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 60.5859s]
-22/11/23 12:09:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-22/11/23 12:10:49| INFO m3w_sld finished [took 57.4909s]
-22/11/23 12:10:50| INFO ref finished [took 36.8919s]
-22/11/23 12:10:51| INFO m3wc_sld finished [took 56.1011s]
-22/11/23 12:10:52| INFO m3wmc_sld finished [took 53.3435s]
-22/11/23 12:10:53| INFO m3wne_sld finished [took 47.5267s]
-22/11/23 12:10:53| INFO m3wis_sld finished [took 44.3303s]
-22/11/23 12:10:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 64.4169s]
-22/11/23 12:10:53| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-22/11/23 12:11:56| INFO m3w_sld finished [took 60.2366s]
-22/11/23 12:11:58| INFO ref finished [took 37.1789s]
-22/11/23 12:11:59| INFO m3wmc_sld finished [took 55.4649s]
-22/11/23 12:11:59| INFO m3wc_sld finished [took 59.3427s]
-22/11/23 12:12:00| INFO m3wne_sld finished [took 50.7418s]
-22/11/23 12:12:01| INFO m3wis_sld finished [took 42.9719s]
-22/11/23 12:12:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 67.6149s]
-22/11/23 12:12:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-22/11/23 12:12:58| INFO m3w_sld finished [took 53.9301s]
-22/11/23 12:12:59| INFO m3wc_sld finished [took 51.7903s]
-22/11/23 12:13:00| INFO m3wmc_sld finished [took 48.8750s]
-22/11/23 12:13:00| INFO ref finished [took 35.0818s]
-22/11/23 12:13:01| INFO m3wne_sld finished [took 46.3834s]
-22/11/23 12:13:03| INFO m3wis_sld finished [took 43.9770s]
-22/11/23 12:13:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 62.2156s]
-22/11/23 12:13:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-22/11/23 12:14:03| INFO m3w_sld finished [took 56.4036s]
-22/11/23 12:14:04| INFO m3wc_sld finished [took 55.2289s]
-22/11/23 12:14:06| INFO ref finished [took 36.4420s]
-22/11/23 12:14:06| INFO m3wmc_sld finished [took 50.8138s]
-22/11/23 12:14:07| INFO m3wne_sld finished [took 46.9118s]
-22/11/23 12:14:08| INFO m3wis_sld finished [took 44.0800s]
-22/11/23 12:14:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 65.0563s]
-22/11/23 12:14:08| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-22/11/23 12:15:06| INFO m3wc_sld finished [took 52.7883s]
-22/11/23 12:15:07| INFO ref finished [took 34.8605s]
-22/11/23 12:15:07| INFO m3w_sld finished [took 55.3486s]
-22/11/23 12:15:08| INFO m3wmc_sld finished [took 48.5838s]
-22/11/23 12:15:09| INFO m3wne_sld finished [took 45.3142s]
-22/11/23 12:15:11| INFO m3wis_sld finished [took 42.3787s]
-22/11/23 12:15:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 62.1067s]
-----------------------------------------------------------------------------------------------------
-22/11/23 12:20:20| INFO dataset imdb [pool size: 10]
-22/11/23 12:20:26| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 12:21:02| INFO ref finished [took 27.2824s]
-22/11/23 12:21:10| INFO m3wmc_sld finished [took 40.5131s]
-22/11/23 12:21:10| INFO m3wis_sld finished [took 38.9391s]
-22/11/23 12:21:10| INFO m3wne_sld finished [took 40.2191s]
-22/11/23 12:21:11| INFO m3wc_sld finished [took 42.5874s]
-22/11/23 12:21:12| INFO m3w_sld finished [took 44.6187s]
-22/11/23 12:26:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 356.1195s]
-22/11/23 12:26:42| INFO m3w_sld_gs finished [took 367.0376s]
-22/11/23 12:26:42| INFO Dataset sample 0.10 of dataset imdb finished [took 375.3288s]
-22/11/23 12:26:42| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 12:27:19| INFO ref finished [took 28.2644s]
-22/11/23 12:27:27| INFO m3wc_sld finished [took 37.7470s]
-22/11/23 12:27:27| INFO m3wmc_sld finished [took 37.3375s]
-22/11/23 12:27:27| INFO m3wne_sld finished [took 38.6171s]
-22/11/23 12:27:28| INFO m3w_sld finished [took 42.7249s]
-22/11/23 12:27:29| INFO m3wis_sld finished [took 37.3483s]
-22/11/23 12:32:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 349.3400s]
-22/11/23 12:32:51| INFO m3w_sld_gs finished [took 360.3334s]
-22/11/23 12:32:51| INFO Dataset sample 0.20 of dataset imdb finished [took 369.3504s]
-22/11/23 12:32:51| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 12:33:31| INFO ref finished [took 30.8008s]
-22/11/23 12:33:41| INFO m3wmc_sld finished [took 39.3323s]
-22/11/23 12:33:43| INFO m3w_sld finished [took 47.1306s]
-22/11/23 12:33:44| INFO m3wis_sld finished [took 43.9691s]
-22/11/23 12:33:44| INFO m3wne_sld finished [took 44.0094s]
-22/11/23 12:33:45| INFO m3wc_sld finished [took 47.0569s]
-22/11/23 12:39:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 365.5059s]
-22/11/23 12:39:18| INFO m3w_sld_gs finished [took 376.6307s]
-22/11/23 12:39:18| INFO Dataset sample 0.30 of dataset imdb finished [took 386.9991s]
-22/11/23 12:39:18| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 12:39:58| INFO ref finished [took 31.0332s]
-22/11/23 12:40:07| INFO m3w_sld finished [took 44.3730s]
-22/11/23 12:40:09| INFO m3wis_sld finished [took 45.8072s]
-22/11/23 12:40:09| INFO m3wmc_sld finished [took 45.7513s]
-22/11/23 12:40:10| INFO m3wc_sld finished [took 47.3221s]
-22/11/23 12:40:11| INFO m3wne_sld finished [took 46.8383s]
-22/11/23 12:45:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 381.3763s]
-22/11/23 12:45:58| INFO m3w_sld_gs finished [took 392.5692s]
-22/11/23 12:45:58| INFO Dataset sample 0.40 of dataset imdb finished [took 400.1518s]
-22/11/23 12:45:58| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 12:46:41| INFO ref finished [took 36.3806s]
-22/11/23 12:46:52| INFO m3wmc_sld finished [took 46.1219s]
-22/11/23 12:46:54| INFO m3w_sld finished [took 51.7617s]
-22/11/23 12:46:54| INFO m3wne_sld finished [took 48.4856s]
-22/11/23 12:46:54| INFO m3wc_sld finished [took 51.0148s]
-22/11/23 12:46:55| INFO m3wis_sld finished [took 50.5689s]
-22/11/23 12:52:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 379.4847s]
-22/11/23 12:52:37| INFO m3w_sld_gs finished [took 391.8152s]
-22/11/23 12:52:37| INFO Dataset sample 0.50 of dataset imdb finished [took 398.5833s]
-22/11/23 12:52:37| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 12:53:26| INFO ref finished [took 34.0442s]
-22/11/23 12:53:37| INFO m3w_sld finished [took 57.4088s]
-22/11/23 12:53:38| INFO m3wc_sld finished [took 55.0654s]
-22/11/23 12:53:38| INFO m3wmc_sld finished [took 56.0394s]
-22/11/23 12:53:39| INFO m3wis_sld finished [took 53.5200s]
-22/11/23 12:53:40| INFO m3wne_sld finished [took 58.1464s]
-22/11/23 13:00:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 448.9250s]
-22/11/23 13:00:27| INFO m3w_sld_gs finished [took 459.7689s]
-22/11/23 13:00:27| INFO Dataset sample 0.60 of dataset imdb finished [took 470.4828s]
-22/11/23 13:00:27| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 13:01:05| INFO ref finished [took 28.4229s]
-22/11/23 13:01:15| INFO m3wmc_sld finished [took 41.4328s]
-22/11/23 13:01:15| INFO m3w_sld finished [took 44.5048s]
-22/11/23 13:01:15| INFO m3wis_sld finished [took 41.7876s]
-22/11/23 13:01:15| INFO m3wne_sld finished [took 41.8161s]
-22/11/23 13:01:17| INFO m3wc_sld finished [took 44.7471s]
-22/11/23 13:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 370.9799s]
-22/11/23 13:06:58| INFO m3w_sld_gs finished [took 381.6872s]
-22/11/23 13:06:58| INFO Dataset sample 0.70 of dataset imdb finished [took 390.2966s]
-22/11/23 13:06:58| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 13:07:37| INFO ref finished [took 29.4671s]
-22/11/23 13:07:47| INFO m3wis_sld finished [took 41.0866s]
-22/11/23 13:07:47| INFO m3wmc_sld finished [took 40.2828s]
-22/11/23 13:07:48| INFO m3wc_sld finished [took 43.2777s]
-22/11/23 13:07:48| INFO m3w_sld finished [took 47.0649s]
-22/11/23 13:07:49| INFO m3wne_sld finished [took 41.6009s]
-22/11/23 13:13:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 354.9822s]
-22/11/23 13:13:12| INFO m3w_sld_gs finished [took 365.6544s]
-22/11/23 13:13:12| INFO Dataset sample 0.80 of dataset imdb finished [took 374.8787s]
-22/11/23 13:13:13| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 13:13:48| INFO ref finished [took 26.1526s]
-22/11/23 13:13:55| INFO m3wc_sld finished [took 40.9106s]
-22/11/23 13:13:56| INFO m3wis_sld finished [took 38.6163s]
-22/11/23 13:13:57| INFO m3wne_sld finished [took 40.6622s]
-22/11/23 13:13:58| INFO m3wmc_sld finished [took 41.5060s]
-22/11/23 13:14:00| INFO m3w_sld finished [took 45.9820s]
-22/11/23 13:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 348.7108s]
-22/11/23 13:19:19| INFO m3w_sld_gs finished [took 359.5795s]
-22/11/23 13:19:19| INFO Dataset sample 0.90 of dataset imdb finished [took 366.0801s]
-----------------------------------------------------------------------------------------------------
-22/11/23 14:09:35| INFO dataset rcv1_CCAT [pool size: 10]
-22/11/23 14:09:40| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-----------------------------------------------------------------------------------------------------
-22/11/23 14:25:46| INFO dataset cifar10_dog [pool size: 10]
-22/11/23 14:25:46| INFO Dataset sample 0.10 of dataset cifar10_dog started
-22/11/23 14:28:26| INFO ref finished [took 148.6634s]
-22/11/23 14:29:51| INFO m3w_sld finished [took 241.8112s]
-22/11/23 14:29:52| INFO m3wc_sld finished [took 241.8878s]
-22/11/23 14:29:54| INFO m3wmc_sld finished [took 243.6131s]
-22/11/23 14:29:55| INFO m3wne_sld finished [took 242.0939s]
-22/11/23 14:29:58| INFO m3wis_sld finished [took 244.2566s]
-22/11/23 14:33:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 449.7161s]
-22/11/23 14:34:17| INFO m3w_sld_gs finished [took 500.5169s]
-22/11/23 14:34:17| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 510.2785s]
-22/11/23 14:34:17| INFO Dataset sample 0.20 of dataset cifar10_dog started
-22/11/23 14:36:52| INFO ref finished [took 145.7727s]
-22/11/23 14:38:07| INFO m3wne_sld finished [took 223.7816s]
-22/11/23 14:38:12| INFO m3w_sld finished [took 232.4869s]
-22/11/23 14:38:14| INFO m3wmc_sld finished [took 231.4455s]
-22/11/23 14:38:15| INFO m3wis_sld finished [took 230.4596s]
-22/11/23 14:38:15| INFO m3wc_sld finished [took 233.0071s]
-22/11/23 14:41:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 437.3553s]
-22/11/23 14:42:16| INFO m3w_sld_gs finished [took 471.2140s]
-22/11/23 14:42:16| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 479.6461s]
-22/11/23 14:42:16| INFO Dataset sample 0.30 of dataset cifar10_dog started
-22/11/23 14:44:53| INFO ref finished [took 147.7523s]
-22/11/23 14:46:05| INFO m3wmc_sld finished [took 224.0658s]
-22/11/23 14:46:08| INFO m3w_sld finished [took 229.3098s]
-22/11/23 14:46:10| INFO m3wne_sld finished [took 228.2859s]
-22/11/23 14:46:11| INFO m3wc_sld finished [took 231.3908s]
-22/11/23 14:46:13| INFO m3wis_sld finished [took 228.9895s]
-----------------------------------------------------------------------------------------------------
-22/11/23 22:39:25| INFO dataset imdb [pool size: 10]
-22/11/23 22:39:31| INFO Dataset sample 0.10 of dataset imdb started
-22/11/23 22:40:05| INFO ref finished [took 26.7125s]
-22/11/23 22:40:15| INFO m3wne_sld finished [took 39.9900s]
-22/11/23 22:40:16| INFO m3wmc_sld finished [took 41.6852s]
-22/11/23 22:40:16| INFO m3wc_sld finished [took 42.1895s]
-22/11/23 22:40:17| INFO m3wis_sld finished [took 40.8057s]
-22/11/23 22:40:17| INFO m3w_sld finished [took 45.2795s]
-22/11/23 22:45:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 372.6118s]
-22/11/23 22:46:00| INFO m3w_sld_gs finished [took 383.2764s]
-22/11/23 22:46:00| INFO Dataset sample 0.10 of dataset imdb finished [took 388.8456s]
-22/11/23 22:46:00| INFO Dataset sample 0.20 of dataset imdb started
-22/11/23 22:46:36| INFO ref finished [took 26.0360s]
-22/11/23 22:46:42| INFO m3wne_sld finished [took 35.7751s]
-22/11/23 22:46:43| INFO m3wc_sld finished [took 41.0112s]
-22/11/23 22:46:44| INFO m3w_sld finished [took 42.4419s]
-22/11/23 22:46:45| INFO m3wis_sld finished [took 37.4503s]
-22/11/23 22:46:45| INFO m3wmc_sld finished [took 40.8884s]
-22/11/23 22:53:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 417.0861s]
-22/11/23 22:53:17| INFO m3w_sld_gs finished [took 428.8639s]
-22/11/23 22:53:17| INFO Dataset sample 0.20 of dataset imdb finished [took 436.4691s]
-22/11/23 22:53:17| INFO Dataset sample 0.30 of dataset imdb started
-22/11/23 22:54:04| INFO ref finished [took 32.2664s]
-22/11/23 22:54:15| INFO m3w_sld finished [took 51.8639s]
-22/11/23 22:54:15| INFO m3wis_sld finished [took 44.8139s]
-22/11/23 22:54:15| INFO m3wmc_sld finished [took 46.5044s]
-22/11/23 22:54:15| INFO m3wc_sld finished [took 50.4231s]
-22/11/23 22:54:16| INFO m3wne_sld finished [took 46.3459s]
-22/11/23 23:00:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 411.8293s]
-22/11/23 23:00:31| INFO m3w_sld_gs finished [took 422.5298s]
-22/11/23 23:00:31| INFO Dataset sample 0.30 of dataset imdb finished [took 434.6217s]
-22/11/23 23:00:31| INFO Dataset sample 0.40 of dataset imdb started
-22/11/23 23:01:13| INFO ref finished [took 30.7259s]
-22/11/23 23:01:21| INFO m3w_sld finished [took 48.4534s]
-22/11/23 23:01:22| INFO m3wmc_sld finished [took 45.3415s]
-22/11/23 23:01:22| INFO m3wc_sld finished [took 47.5734s]
-22/11/23 23:01:24| INFO m3wis_sld finished [took 44.8038s]
-22/11/23 23:01:25| INFO m3wne_sld finished [took 46.9841s]
-22/11/23 23:06:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 380.7642s]
-22/11/23 23:07:10| INFO m3w_sld_gs finished [took 391.7746s]
-22/11/23 23:07:10| INFO Dataset sample 0.40 of dataset imdb finished [took 398.3842s]
-22/11/23 23:07:10| INFO Dataset sample 0.50 of dataset imdb started
-22/11/23 23:07:53| INFO ref finished [took 33.9676s]
-22/11/23 23:08:01| INFO m3w_sld finished [took 49.9842s]
-22/11/23 23:08:04| INFO m3wis_sld finished [took 47.8397s]
-22/11/23 23:08:05| INFO m3wmc_sld finished [took 48.4244s]
-22/11/23 23:08:05| INFO m3wc_sld finished [took 50.3583s]
-22/11/23 23:08:06| INFO m3wne_sld finished [took 49.9964s]
-22/11/23 23:13:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 387.4653s]
-22/11/23 23:13:57| INFO m3w_sld_gs finished [took 398.5473s]
-22/11/23 23:13:57| INFO Dataset sample 0.50 of dataset imdb finished [took 407.1600s]
-22/11/23 23:13:57| INFO Dataset sample 0.60 of dataset imdb started
-22/11/23 23:14:36| INFO ref finished [took 31.8305s]
-22/11/23 23:14:46| INFO m3w_sld finished [took 47.2148s]
-22/11/23 23:14:48| INFO m3wmc_sld finished [took 45.0544s]
-22/11/23 23:14:49| INFO m3wis_sld finished [took 45.5847s]
-22/11/23 23:14:49| INFO m3wne_sld finished [took 46.6914s]
-22/11/23 23:14:49| INFO m3wc_sld finished [took 48.5027s]
-22/11/23 23:20:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 385.6402s]
-22/11/23 23:20:39| INFO m3w_sld_gs finished [took 396.1211s]
-22/11/23 23:20:39| INFO Dataset sample 0.60 of dataset imdb finished [took 402.5207s]
-22/11/23 23:20:39| INFO Dataset sample 0.70 of dataset imdb started
-22/11/23 23:21:15| INFO ref finished [took 28.4956s]
-22/11/23 23:21:26| INFO m3wis_sld finished [took 39.6972s]
-22/11/23 23:21:27| INFO m3wne_sld finished [took 40.9912s]
-22/11/23 23:21:27| INFO m3w_sld finished [took 45.7233s]
-22/11/23 23:21:28| INFO m3wmc_sld finished [took 42.7001s]
-22/11/23 23:21:29| INFO m3wc_sld finished [took 45.8509s]
-22/11/23 23:27:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 379.2411s]
-22/11/23 23:27:16| INFO m3w_sld_gs finished [took 389.5301s]
-22/11/23 23:27:16| INFO Dataset sample 0.70 of dataset imdb finished [took 397.0096s]
-22/11/23 23:27:16| INFO Dataset sample 0.80 of dataset imdb started
-22/11/23 23:27:51| INFO ref finished [took 28.1018s]
-22/11/23 23:28:00| INFO m3wis_sld finished [took 37.8200s]
-22/11/23 23:28:00| INFO m3wc_sld finished [took 40.2210s]
-22/11/23 23:28:00| INFO m3wne_sld finished [took 38.4939s]
-22/11/23 23:28:01| INFO m3w_sld finished [took 42.3041s]
-22/11/23 23:28:01| INFO m3wmc_sld finished [took 39.0396s]
-22/11/23 23:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 344.2546s]
-22/11/23 23:33:19| INFO m3w_sld_gs finished [took 354.4437s]
-22/11/23 23:33:19| INFO Dataset sample 0.80 of dataset imdb finished [took 362.5184s]
-22/11/23 23:33:19| INFO Dataset sample 0.90 of dataset imdb started
-22/11/23 23:33:52| INFO ref finished [took 26.5296s]
-22/11/23 23:34:00| INFO m3wc_sld finished [took 39.1261s]
-22/11/23 23:34:00| INFO m3wis_sld finished [took 37.7493s]
-22/11/23 23:34:01| INFO m3wne_sld finished [took 38.9486s]
-22/11/23 23:34:03| INFO m3wmc_sld finished [took 39.5300s]
-22/11/23 23:34:03| INFO m3w_sld finished [took 43.5324s]
-22/11/23 23:39:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 339.8089s]
-22/11/23 23:39:14| INFO m3w_sld_gs finished [took 349.9083s]
-22/11/23 23:39:14| INFO Dataset sample 0.90 of dataset imdb finished [took 355.6212s]
-----------------------------------------------------------------------------------------------------
-23/11/23 01:39:20| INFO dataset cifar10_dog [pool size: 10]
-23/11/23 01:39:40| INFO Dataset sample 0.10 of dataset cifar10_dog started
-23/11/23 01:41:53| INFO ref finished [took 122.3468s]
-23/11/23 01:42:57| INFO m3wne_sld finished [took 191.2357s]
-23/11/23 01:42:57| INFO m3wmc_sld finished [took 193.1441s]
-23/11/23 01:42:58| INFO m3w_sld finished [took 196.2437s]
-23/11/23 01:42:59| INFO m3wc_sld finished [took 196.6874s]
-23/11/23 01:43:01| INFO m3wis_sld finished [took 191.9054s]
-23/11/23 01:45:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 352.3661s]
-23/11/23 01:46:30| INFO m3w_sld_gs finished [took 399.1968s]
-23/11/23 01:46:30| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 409.5722s]
-23/11/23 01:46:30| INFO Dataset sample 0.20 of dataset cifar10_dog started
-23/11/23 01:48:42| INFO ref finished [took 122.0379s]
-23/11/23 01:49:46| INFO m3w_sld finished [took 194.6095s]
-23/11/23 01:49:46| INFO m3wne_sld finished [took 191.4555s]
-23/11/23 01:49:49| INFO m3wmc_sld finished [took 195.1906s]
-23/11/23 01:49:50| INFO m3wis_sld finished [took 193.4222s]
-23/11/23 01:49:51| INFO m3wc_sld finished [took 198.0330s]
-23/11/23 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 367.8527s]
-23/11/23 01:53:15| INFO m3w_sld_gs finished [took 397.7191s]
-23/11/23 01:53:15| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 405.5805s]
-23/11/23 01:53:15| INFO Dataset sample 0.30 of dataset cifar10_dog started
-23/11/23 01:55:29| INFO ref finished [took 124.0739s]
-23/11/23 01:56:29| INFO m3wmc_sld finished [took 189.5274s]
-23/11/23 01:56:33| INFO m3wne_sld finished [took 193.1704s]
-23/11/23 01:56:35| INFO m3wis_sld finished [took 194.7936s]
-23/11/23 01:56:36| INFO m3w_sld finished [took 198.7475s]
-23/11/23 01:56:39| INFO m3wc_sld finished [took 200.6006s]
-23/11/23 01:59:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04338) [took 370.4179s]
-23/11/23 02:00:04| INFO m3w_sld_gs finished [took 401.0379s]
-23/11/23 02:00:04| INFO Dataset sample 0.30 of dataset cifar10_dog finished [took 408.3748s]
-23/11/23 02:00:04| INFO Dataset sample 0.40 of dataset cifar10_dog started
-23/11/23 02:02:16| INFO ref finished [took 122.2531s]
-23/11/23 02:03:13| INFO m3wc_sld finished [took 186.7289s]
-23/11/23 02:03:19| INFO m3w_sld finished [took 193.2497s]
-23/11/23 02:03:23| INFO m3wis_sld finished [took 193.2067s]
-23/11/23 02:03:24| INFO m3wne_sld finished [took 195.4547s]
-23/11/23 02:03:25| INFO m3wmc_sld finished [took 197.0467s]
-23/11/23 02:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04410) [took 356.4309s]
-23/11/23 02:06:37| INFO m3w_sld_gs finished [took 385.9116s]
-23/11/23 02:06:37| INFO Dataset sample 0.40 of dataset cifar10_dog finished [took 392.7862s]
-23/11/23 02:06:37| INFO Dataset sample 0.50 of dataset cifar10_dog started
-23/11/23 02:08:48| INFO ref finished [took 123.5860s]
-23/11/23 02:09:46| INFO m3wmc_sld finished [took 186.2835s]
-23/11/23 02:09:46| INFO m3wc_sld finished [took 187.1974s]
-23/11/23 02:09:50| INFO m3wne_sld finished [took 188.7170s]
-23/11/23 02:09:52| INFO m3w_sld finished [took 194.1977s]
-23/11/23 02:09:55| INFO m3wis_sld finished [took 192.8132s]
-23/11/23 02:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01831) [took 340.0441s]
-23/11/23 02:12:53| INFO m3w_sld_gs finished [took 369.1645s]
-23/11/23 02:12:53| INFO Dataset sample 0.50 of dataset cifar10_dog finished [took 376.4990s]
-23/11/23 02:12:53| INFO Dataset sample 0.60 of dataset cifar10_dog started
-23/11/23 02:15:15| INFO ref finished [took 131.0013s]
-23/11/23 02:16:14| INFO m3w_sld finished [took 198.7240s]
-23/11/23 02:16:15| INFO m3wc_sld finished [took 198.7629s]
-23/11/23 02:16:15| INFO m3wne_sld finished [took 198.3437s]
-23/11/23 02:16:16| INFO m3wmc_sld finished [took 198.2890s]
-23/11/23 02:16:17| INFO m3wis_sld finished [took 197.8288s]
-23/11/23 02:18:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02689) [took 355.2382s]
-23/11/23 02:19:25| INFO m3w_sld_gs finished [took 384.4947s]
-23/11/23 02:19:25| INFO Dataset sample 0.60 of dataset cifar10_dog finished [took 391.4588s]
-23/11/23 02:19:25| INFO Dataset sample 0.70 of dataset cifar10_dog started
-23/11/23 02:21:46| INFO ref finished [took 131.4153s]
-23/11/23 02:22:43| INFO m3wc_sld finished [took 195.9914s]
-23/11/23 02:22:45| INFO m3w_sld finished [took 199.2807s]
-23/11/23 02:22:46| INFO m3wne_sld finished [took 196.1417s]
-23/11/23 02:22:46| INFO m3wmc_sld finished [took 198.2491s]
-23/11/23 02:22:48| INFO m3wis_sld finished [took 196.4384s]
-23/11/23 02:25:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.09511) [took 342.4978s]
-23/11/23 02:25:45| INFO m3w_sld_gs finished [took 371.9233s]
-23/11/23 02:25:45| INFO Dataset sample 0.70 of dataset cifar10_dog finished [took 380.5433s]
-23/11/23 02:25:45| INFO Dataset sample 0.80 of dataset cifar10_dog started
-23/11/23 02:28:09| INFO ref finished [took 133.7020s]
-23/11/23 02:29:05| INFO m3w_sld finished [took 198.9815s]
-23/11/23 02:29:06| INFO m3wmc_sld finished [took 197.4938s]
-23/11/23 02:29:08| INFO m3wne_sld finished [took 199.1607s]
-23/11/23 02:29:09| INFO m3wc_sld finished [took 201.3328s]
-23/11/23 02:29:10| INFO m3wis_sld finished [took 198.6220s]
-23/11/23 02:31:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.09983) [took 353.7138s]
-23/11/23 02:32:28| INFO m3w_sld_gs finished [took 394.1458s]
-23/11/23 02:32:28| INFO Dataset sample 0.80 of dataset cifar10_dog finished [took 402.7554s]
-23/11/23 02:32:28| INFO Dataset sample 0.90 of dataset cifar10_dog started
-23/11/23 02:34:44| INFO ref finished [took 127.3193s]
-23/11/23 02:35:47| INFO m3w_sld finished [took 197.5544s]
-23/11/23 02:35:50| INFO m3wis_sld finished [took 195.8046s]
-23/11/23 02:35:50| INFO m3wne_sld finished [took 198.0104s]
-23/11/23 02:35:50| INFO m3wc_sld finished [took 199.2686s]
-23/11/23 02:35:51| INFO m3wmc_sld finished [took 199.5645s]
-23/11/23 02:38:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.12245) [took 352.2626s]
-23/11/23 02:38:58| INFO m3w_sld_gs finished [took 381.4130s]
-23/11/23 02:38:58| INFO Dataset sample 0.90 of dataset cifar10_dog finished [took 389.9326s]
-----------------------------------------------------------------------------------------------------
-23/11/23 14:13:03| INFO dataset imdb_1prevs [pool size: 10]
-23/11/23 14:13:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-23/11/23 14:13:56| INFO doc finished [took 32.5461s]
-23/11/23 14:13:56| INFO ref finished [took 34.5929s]
-23/11/23 14:13:59| INFO atc_mc finished [took 39.7904s]
-23/11/23 14:14:04| INFO bin_sld finished [took 50.6471s]
-23/11/23 14:14:13| INFO mul_sld finished [took 59.7841s]
-23/11/23 14:24:13| INFO bin_kde finished [took 655.6011s]
-23/11/23 14:30:41| INFO mul_kde finished [took 1042.5184s]
-23/11/23 14:30:41| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1051.0188s]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:19:49| INFO dataset rcv1_CCAT [pool size: 10]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:20:07| INFO dataset imdb_1prevs [pool size: 10]
-24/11/23 12:20:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-24/11/23 12:20:35| INFO ref finished [took 17.6023s]
-24/11/23 12:20:37| INFO doc finished [took 15.1031s]
-24/11/23 12:20:40| INFO atc_mc finished [took 17.6415s]
-24/11/23 12:20:41| INFO m3w_sld finished [took 22.1866s]
-24/11/23 12:20:46| INFO mul_sld finished [took 28.6670s]
-24/11/23 12:20:46| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 31.7107s]
-----------------------------------------------------------------------------------------------------
-24/11/23 12:24:23| INFO dataset imdb_1prevs [pool size: 10]
-24/11/23 12:24:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-24/11/23 12:24:57| INFO ref finished [took 20.1484s]
-24/11/23 12:24:58| INFO doc finished [took 16.2542s]
-24/11/23 12:25:01| INFO atc_mc finished [took 22.3052s]
-24/11/23 12:25:01| INFO bin_sld finished [took 29.3454s]
-24/11/23 12:25:03| INFO m3w_sld finished [took 26.0132s]
-24/11/23 12:25:07| INFO mul_sld finished [took 32.1549s]
-24/11/23 12:25:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 37.5426s]
-25/11/23 23:09:39| ERROR estimate comparison failed. Exception: 'Logger' object has no attribute '_Logger__is_setup'
-----------------------------------------------------------------------------------------------------
-25/11/23 23:15:10| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:15:32| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:15:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2613s]
-25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:15:56| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:16:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:16:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2083s]
-25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:16:52| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: Logger.__new__() takes 1 positional argument but 2 were given
-25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2287s]
-25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:18:22| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
-25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.1994s]
-25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-25/11/23 23:20:56| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:21:12| INFO ref finished [took 8.3176s]
-25/11/23 23:21:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.9240s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:24:20| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:24:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:24:36| INFO ref finished [took 8.2453s]
-25/11/23 23:24:36| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.7846s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:27:01| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:27:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-25/11/23 23:27:17| INFO ref finished [took 8.4169s]
-25/11/23 23:27:17| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.6665s]
-----------------------------------------------------------------------------------------------------
-25/11/23 23:27:53| INFO dataset imdb_1prevs [pool size: 10]
-25/11/23 23:28:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:07:05| INFO ref finished [took 15.0738s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:14:58| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:15:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:15:14| INFO ref finished [took 8.2365s]
-26/11/23 00:15:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.3738s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:16:11| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:16:18| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:16:27| INFO ref finished [took 8.4293s]
-26/11/23 00:16:27| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.8483s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:17:18| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator bin_pacc_gs does not exist'
-----------------------------------------------------------------------------------------------------
-26/11/23 00:17:31| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:17:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:17:56| INFO ref finished [took 11.7986s]
-26/11/23 00:17:56| INFO doc finished [took 9.6139s]
-26/11/23 00:18:02| INFO bin_sld finished [took 21.1728s]
-26/11/23 00:18:02| INFO atc_mc finished [took 16.1916s]
-----------------------------------------------------------------------------------------------------
-26/11/23 00:18:47| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 00:18:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 00:19:11| INFO doc finished [took 9.3297s]
-26/11/23 00:19:11| INFO ref finished [took 11.1819s]
-26/11/23 00:19:16| INFO atc_mc finished [took 15.7185s]
-26/11/23 00:19:17| INFO bin_sld finished [took 20.9569s]
-26/11/23 00:23:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 278.5729s]
-26/11/23 00:23:49| INFO bin_sld_gs finished [took 290.6389s]
-26/11/23 00:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 296.2452s]
-26/11/23 12:35:22| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:36:10| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:36:48| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:37:39| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:38:05| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:38:26| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:39:52| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:40:47| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:41:37| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-26/11/23 12:42:06| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
-----------------------------------------------------------------------------------------------------
-26/11/23 12:42:49| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:42:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 12:43:11| INFO doc finished [took 8.8286s]
-26/11/23 12:43:12| INFO ref finished [took 10.1487s]
-26/11/23 12:43:15| INFO atc_mc finished [took 12.7258s]
-26/11/23 12:43:16| INFO bin_sld finished [took 17.9662s]
-26/11/23 12:43:16| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 20.1537s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:51:42| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:51:49| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 12:52:03| INFO doc finished [took 8.3487s]
-26/11/23 12:52:04| INFO ref finished [took 10.9200s]
-26/11/23 12:52:08| INFO atc_mc finished [took 12.3923s]
-26/11/23 12:52:08| INFO bin_sld finished [took 16.5288s]
-26/11/23 12:52:08| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 19.5545s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:53:17| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 12:53:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 12:53:38| INFO ref finished [took 10.3443s]
-26/11/23 12:53:38| INFO doc finished [took 8.6077s]
-26/11/23 12:53:41| INFO atc_mc finished [took 13.3207s]
-26/11/23 12:53:42| INFO bin_sld finished [took 16.7658s]
-26/11/23 12:53:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1411s]
-----------------------------------------------------------------------------------------------------
-26/11/23 12:53:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 12:56:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 12:57:15| INFO ref finished [took 31.0756s]
-26/11/23 12:57:16| INFO doc finished [took 28.5057s]
-26/11/23 12:57:17| INFO bin_sld finished [took 35.9361s]
-26/11/23 12:57:18| INFO atc_mc finished [took 32.5660s]
-26/11/23 12:57:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.8987s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:14:31| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:14:37| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:14:37| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:38| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.7827s]
-26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-26/11/23 13:14:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:14:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:14:43| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:44| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:45| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:14:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4.8912s]
-26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: No objects to concatenate
-----------------------------------------------------------------------------------------------------
-26/11/23 13:28:23| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:28:29| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:28:30| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.2838s]
-26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
-----------------------------------------------------------------------------------------------------
-26/11/23 13:28:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:28:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
-26/11/23 13:28:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1.4252s]
-26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
-----------------------------------------------------------------------------------------------------
-26/11/23 13:31:08| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:31:15| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:31:29| INFO ref finished [took 10.9091s]
-26/11/23 13:31:29| INFO doc finished [took 8.7695s]
-26/11/23 13:31:33| INFO atc_mc finished [took 12.6925s]
-26/11/23 13:31:33| INFO bin_sld finished [took 16.2455s]
-26/11/23 13:31:33| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 18.0848s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:31:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:31:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:32:12| INFO ref finished [took 30.5893s]
-26/11/23 13:32:13| INFO bin_sld finished [took 34.5529s]
-26/11/23 13:32:14| INFO doc finished [took 28.3129s]
-26/11/23 13:32:18| INFO atc_mc finished [took 35.3325s]
-26/11/23 13:32:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 41.8520s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:56:17| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 13:56:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
-26/11/23 13:56:38| INFO ref finished [took 11.1801s]
-26/11/23 13:56:38| INFO doc finished [took 8.8447s]
-26/11/23 13:56:41| INFO atc_mc finished [took 13.4614s]
-26/11/23 13:56:42| INFO bin_sld finished [took 17.2343s]
-26/11/23 13:56:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1619s]
-----------------------------------------------------------------------------------------------------
-26/11/23 13:56:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-26/11/23 13:56:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-26/11/23 13:57:20| INFO ref finished [took 29.5824s]
-26/11/23 13:57:21| INFO doc finished [took 27.7713s]
-26/11/23 13:57:22| INFO bin_sld finished [took 34.0524s]
-26/11/23 13:57:25| INFO atc_mc finished [took 33.7363s]
-26/11/23 13:57:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 39.3207s]
-----------------------------------------------------------------------------------------------------
-26/11/23 14:00:26| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 14:00:33| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 14:01:26| INFO bin_sld finished [took 50.7765s]
-26/11/23 14:01:34| INFO binmc_sld finished [took 44.2032s]
-26/11/23 14:01:41| INFO m3w_sld finished [took 60.0964s]
-26/11/23 14:01:43| INFO m3wc_sld finished [took 56.6741s]
-26/11/23 14:01:46| INFO binc_sld finished [took 62.5976s]
-26/11/23 14:01:53| INFO m3wmc_sld finished [took 57.1598s]
-26/11/23 14:01:53| INFO mulc_sld finished [took 67.1949s]
-26/11/23 14:01:59| INFO mulmc_sld finished [took 66.6559s]
-26/11/23 14:02:01| INFO mul_sld finished [took 83.1596s]
-26/11/23 14:02:01| INFO binne_sld finished [took 63.2790s]
-26/11/23 14:03:31| INFO m3wne_sld finished [took 110.9529s]
-26/11/23 14:03:36| INFO mulne_sld finished [took 126.4873s]
-26/11/23 14:03:45| INFO binis_sld finished [took 120.7323s]
-26/11/23 14:03:55| INFO m3wis_sld finished [took 120.8105s]
-26/11/23 14:04:14| INFO mulis_sld finished [took 142.7732s]
-26/11/23 14:18:23| INFO bin_kde finished [took 980.5554s]
-26/11/23 14:19:06| INFO binc_kde finished [took 1015.1475s]
-26/11/23 14:20:39| INFO binmc_kde finished [took 1011.1490s]
-26/11/23 14:21:24| INFO binne_kde finished [took 1019.7832s]
-26/11/23 14:28:57| INFO mul_kde finished [took 1615.1812s]
-26/11/23 14:29:09| INFO m3w_kde finished [took 1620.8232s]
-26/11/23 14:29:35| INFO ref finished [took 22.2471s]
-26/11/23 14:30:16| INFO atc_mc finished [took 36.9250s]
-26/11/23 14:30:39| INFO doc finished [took 17.6178s]
-26/11/23 14:31:18| INFO m3wc_kde finished [took 1658.5121s]
-26/11/23 14:32:33| INFO m3wmc_kde finished [took 1707.5099s]
-26/11/23 14:32:54| INFO mulmc_kde finished [took 1739.1909s]
-26/11/23 14:32:56| INFO mulc_kde finished [took 1843.3563s]
-26/11/23 14:35:05| INFO binis_kde finished [took 860.8087s]
-26/11/23 14:43:31| INFO m3wne_kde finished [took 1460.1224s]
-26/11/23 14:45:54| INFO mulne_kde finished [took 1647.6246s]
-26/11/23 14:46:25| INFO mulis_kde finished [took 1495.9289s]
-26/11/23 14:47:44| INFO m3wis_kde finished [took 1124.0304s]
-26/11/23 14:47:44| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2831.2208s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:21:38| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:21:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:22:10| INFO doc finished [took 18.6205s]
-26/11/23 16:22:12| INFO ref finished [took 18.6199s]
-26/11/23 16:22:15| INFO atc_mc finished [took 20.0159s]
-26/11/23 16:22:16| INFO bin_sld finished [took 28.3344s]
-26/11/23 16:22:17| INFO m3w_sld finished [took 24.3171s]
-26/11/23 16:22:21| INFO mul_sld finished [took 29.6179s]
-26/11/23 16:22:21| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 35.9986s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:23:08| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:23:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:23:40| INFO ref finished [took 16.8099s]
-26/11/23 16:23:40| INFO doc finished [took 15.1661s]
-26/11/23 16:23:43| INFO atc_mc finished [took 21.2824s]
-26/11/23 16:23:44| INFO bin_sld finished [took 26.5138s]
-26/11/23 16:23:45| INFO m3w_sld finished [took 24.8415s]
-26/11/23 16:23:49| INFO mul_sld finished [took 28.7849s]
-26/11/23 16:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 34.1335s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:24:00| INFO dataset imdb_1prevs [pool size: 10]
-26/11/23 16:24:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-26/11/23 16:24:35| INFO ref finished [took 21.2039s]
-26/11/23 16:24:35| INFO doc finished [took 16.5994s]
-26/11/23 16:24:38| INFO atc_mc finished [took 21.2076s]
-26/11/23 16:24:39| INFO bin_sld finished [took 28.2131s]
-26/11/23 16:24:39| INFO m3w_sld finished [took 25.8440s]
-26/11/23 16:24:43| INFO mul_sld finished [took 31.8643s]
-26/11/23 16:24:43| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.6313s]
-----------------------------------------------------------------------------------------------------
-26/11/23 16:26:22| INFO dataset imdb [pool size: 10]
-26/11/23 16:26:29| INFO Dataset sample 0.10 of dataset imdb started
-26/11/23 16:26:46| INFO doc finished [took 11.3898s]
-26/11/23 16:26:46| INFO ref finished [took 14.1952s]
-26/11/23 16:26:49| INFO atc_mc finished [took 16.1407s]
-26/11/23 16:26:52| INFO m3w_sld finished [took 20.3713s]
-26/11/23 16:26:58| INFO bin_sld finished [took 28.5205s]
-26/11/23 16:27:06| INFO mul_sld finished [took 35.8858s]
-26/11/23 16:27:06| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4182s]
-26/11/23 16:27:06| INFO Dataset sample 0.20 of dataset imdb started
-26/11/23 16:27:25| INFO ref finished [took 15.6790s]
-26/11/23 16:27:25| INFO doc finished [took 13.8983s]
-26/11/23 16:27:29| INFO atc_mc finished [took 18.4964s]
-26/11/23 16:27:29| INFO m3w_sld finished [took 19.6282s]
-26/11/23 16:27:37| INFO bin_sld finished [took 30.2087s]
-26/11/23 16:27:41| INFO mul_sld finished [took 32.5278s]
-26/11/23 16:27:41| INFO Dataset sample 0.20 of dataset imdb finished [took 34.2369s]
-26/11/23 16:27:41| INFO Dataset sample 0.30 of dataset imdb started
-26/11/23 16:27:59| INFO ref finished [took 14.1290s]
-26/11/23 16:28:00| INFO doc finished [took 14.2235s]
-26/11/23 16:28:04| INFO atc_mc finished [took 17.3388s]
-26/11/23 16:28:05| INFO m3w_sld finished [took 20.9451s]
-26/11/23 16:28:08| INFO bin_sld finished [took 25.7576s]
-26/11/23 16:28:09| INFO mul_sld finished [took 26.4283s]
-26/11/23 16:28:09| INFO Dataset sample 0.30 of dataset imdb finished [took 28.2265s]
-26/11/23 16:28:09| INFO Dataset sample 0.40 of dataset imdb started
-26/11/23 16:28:28| INFO doc finished [took 13.4465s]
-26/11/23 16:28:28| INFO ref finished [took 16.2233s]
-26/11/23 16:28:31| INFO atc_mc finished [took 17.8511s]
-26/11/23 16:28:33| INFO m3w_sld finished [took 21.1365s]
-26/11/23 16:28:36| INFO bin_sld finished [took 25.8370s]
-26/11/23 16:28:38| INFO mul_sld finished [took 27.5821s]
-26/11/23 16:28:38| INFO Dataset sample 0.40 of dataset imdb finished [took 29.5875s]
-26/11/23 16:28:38| INFO Dataset sample 0.50 of dataset imdb started
-26/11/23 16:28:59| INFO ref finished [took 17.4782s]
-26/11/23 16:28:59| INFO doc finished [took 16.2926s]
-26/11/23 16:29:03| INFO atc_mc finished [took 20.7857s]
-26/11/23 16:29:04| INFO m3w_sld finished [took 23.5271s]
-26/11/23 16:29:05| INFO bin_sld finished [took 25.8989s]
-26/11/23 16:29:09| INFO mul_sld finished [took 28.5549s]
-26/11/23 16:29:09| INFO Dataset sample 0.50 of dataset imdb finished [took 30.5951s]
-26/11/23 16:29:09| INFO Dataset sample 0.60 of dataset imdb started
-26/11/23 16:29:28| INFO doc finished [took 14.5227s]
-26/11/23 16:29:29| INFO ref finished [took 17.3996s]
-26/11/23 16:29:32| INFO atc_mc finished [took 18.4573s]
-26/11/23 16:29:33| INFO m3w_sld finished [took 21.9935s]
-26/11/23 16:29:35| INFO bin_sld finished [took 25.5923s]
-26/11/23 16:29:37| INFO mul_sld finished [took 26.4603s]
-26/11/23 16:29:37| INFO Dataset sample 0.60 of dataset imdb finished [took 28.1236s]
-26/11/23 16:29:37| INFO Dataset sample 0.70 of dataset imdb started
-26/11/23 16:29:57| INFO doc finished [took 14.5036s]
-26/11/23 16:29:58| INFO ref finished [took 17.3913s]
-26/11/23 16:30:02| INFO atc_mc finished [took 20.0928s]
-26/11/23 16:30:03| INFO m3w_sld finished [took 22.2008s]
-26/11/23 16:30:04| INFO bin_sld finished [took 25.7488s]
-26/11/23 16:30:06| INFO mul_sld finished [took 26.0060s]
-26/11/23 16:30:06| INFO Dataset sample 0.70 of dataset imdb finished [took 28.8196s]
-26/11/23 16:30:06| INFO Dataset sample 0.80 of dataset imdb started
-26/11/23 16:30:27| INFO ref finished [took 16.3992s]
-26/11/23 16:30:27| INFO doc finished [took 15.5131s]
-26/11/23 16:30:30| INFO m3w_sld finished [took 21.9561s]
-26/11/23 16:30:31| INFO atc_mc finished [took 19.9598s]
-26/11/23 16:30:35| INFO mul_sld finished [took 27.1376s]
-26/11/23 16:30:36| INFO bin_sld finished [took 28.3528s]
-26/11/23 16:30:36| INFO Dataset sample 0.80 of dataset imdb finished [took 29.8656s]
-26/11/23 16:30:36| INFO Dataset sample 0.90 of dataset imdb started
-26/11/23 16:30:53| INFO doc finished [took 13.1831s]
-26/11/23 16:30:56| INFO ref finished [took 16.5231s]
-26/11/23 16:30:59| INFO atc_mc finished [took 19.5031s]
-26/11/23 16:31:02| INFO m3w_sld finished [took 23.6839s]
-26/11/23 16:31:03| INFO bin_sld finished [took 26.3150s]
-26/11/23 16:31:07| INFO mul_sld finished [took 29.8139s]
-26/11/23 16:31:07| INFO Dataset sample 0.90 of dataset imdb finished [took 31.3702s]
-----------------------------------------------------------------------------------------------------
-01/12/23 13:54:59| INFO dataset imdb [pool size: 10]
-01/12/23 13:55:08| INFO Dataset sample 0.10 of dataset imdb started
-01/12/23 14:25:09| INFO mulne_kde finished [took 1784.2396s]
-01/12/23 14:25:38| INFO binis_kde finished [took 1807.5182s]
-01/12/23 14:29:00| INFO binmc_kde finished [took 2025.9753s]
-01/12/23 14:29:25| INFO ref finished [took 21.8991s]
-01/12/23 14:30:14| INFO binne_kde finished [took 2093.4323s]
-01/12/23 14:30:28| INFO binc_kde finished [took 2117.9434s]
-01/12/23 14:30:55| INFO m3wc_kde finished [took 2142.4674s]
-01/12/23 14:31:09| INFO m3wmc_kde finished [took 2146.9921s]
-01/12/23 14:32:07| INFO m3wne_kde finished [took 2199.8654s]
-01/12/23 14:33:06| INFO mulc_kde finished [took 2275.1375s]
-01/12/23 14:33:17| INFO mulmc_kde finished [took 2277.2117s]
-01/12/23 14:47:24| INFO m3wis_kde finished [took 1303.3052s]
-01/12/23 14:49:25| INFO mulis_kde finished [took 1453.3031s]
-01/12/23 14:49:25| INFO Dataset sample 0.10 of dataset imdb finished [took 3256.6418s]
-01/12/23 14:49:25| INFO Dataset sample 0.20 of dataset imdb started
-01/12/23 15:16:04| INFO binne_kde finished [took 1581.6391s]
-01/12/23 15:18:57| INFO binmc_kde finished [took 1762.9854s]
-01/12/23 15:21:34| INFO binc_kde finished [took 1927.1757s]
-01/12/23 15:21:49| INFO binis_kde finished [took 1920.8730s]
-01/12/23 15:21:53| INFO ref finished [took 15.7471s]
-01/12/23 15:24:31| INFO mulc_kde finished [took 2100.6943s]
-01/12/23 15:26:16| INFO m3wmc_kde finished [took 2196.5003s]
-01/12/23 15:27:28| INFO m3wc_kde finished [took 2276.3097s]
-01/12/23 15:27:36| INFO m3wne_kde finished [took 2270.1747s]
-01/12/23 15:27:40| INFO mulmc_kde finished [took 2283.3627s]
-01/12/23 15:29:27| INFO mulne_kde finished [took 2384.2063s]
-01/12/23 15:40:41| INFO m3wis_kde finished [took 1301.3973s]
-01/12/23 15:41:08| INFO mulis_kde finished [took 1501.5348s]
-01/12/23 15:41:08| INFO Dataset sample 0.20 of dataset imdb finished [took 3103.7733s]
-01/12/23 15:41:08| INFO Dataset sample 0.30 of dataset imdb started
-01/12/23 16:04:28| INFO binis_kde finished [took 1366.8039s]
-01/12/23 16:04:40| INFO binc_kde finished [took 1401.4710s]
-01/12/23 16:05:28| INFO binmc_kde finished [took 1442.8442s]
-01/12/23 16:06:23| INFO ref finished [took 51.3341s]
-01/12/23 16:07:09| INFO binne_kde finished [took 1530.9045s]
-01/12/23 16:13:51| INFO m3wne_kde finished [took 1933.3162s]
-----------------------------------------------------------------------------------------------------
-01/12/23 18:21:57| INFO dataset imdb [pool size: 10]
-01/12/23 18:22:07| INFO Dataset sample 0.10 of dataset imdb started
-01/12/23 18:50:37| INFO binc_kde finished [took 1706.5886s]
-01/12/23 18:52:36| INFO binmc_kde finished [took 1820.5862s]
-01/12/23 18:56:15| INFO m3wmc_kde finished [took 2036.4647s]
-01/12/23 18:56:29| INFO binne_kde finished [took 2048.2804s]
-01/12/23 18:56:39| INFO ref finished [took 21.8280s]
-01/12/23 18:57:01| INFO binis_kde finished [took 2072.7774s]
-01/12/23 18:57:30| INFO m3wne_kde finished [took 2102.2886s]
-01/12/23 18:58:44| INFO m3wc_kde finished [took 2191.0064s]
-01/12/23 18:59:53| INFO mulc_kde finished [took 2262.2343s]
-01/12/23 18:59:59| INFO mulmc_kde finished [took 2262.9224s]
-01/12/23 19:00:18| INFO mulne_kde finished [took 2274.0423s]
-01/12/23 19:14:14| INFO m3wis_kde finished [took 1295.2629s]
-01/12/23 19:14:31| INFO mulis_kde finished [took 1431.9817s]
-01/12/23 19:14:31| INFO Dataset sample 0.10 of dataset imdb finished [took 3143.5700s]
-01/12/23 19:14:31| INFO Dataset sample 0.20 of dataset imdb started
-01/12/23 19:39:40| INFO binmc_kde finished [took 1500.5564s]
-01/12/23 19:43:03| INFO binc_kde finished [took 1709.7831s]
-01/12/23 19:46:22| INFO binne_kde finished [took 1891.8064s]
-01/12/23 19:46:47| INFO ref finished [took 22.5267s]
-01/12/23 19:47:05| INFO binis_kde finished [took 1930.1456s]
-01/12/23 19:49:49| INFO m3wmc_kde finished [took 2102.5841s]
-01/12/23 19:51:52| INFO m3wne_kde finished [took 2219.0501s]
-01/12/23 19:52:52| INFO mulmc_kde finished [took 2287.4877s]
-01/12/23 19:52:59| INFO m3wc_kde finished [took 2301.4907s]
-01/12/23 19:53:28| INFO mulne_kde finished [took 2316.1302s]
-01/12/23 19:54:25| INFO mulc_kde finished [took 2388.3932s]
-01/12/23 20:04:54| INFO m3wis_kde finished [took 1308.9256s]
-01/12/23 20:04:55| INFO mulis_kde finished [took 1512.2329s]
-01/12/23 20:04:55| INFO Dataset sample 0.20 of dataset imdb finished [took 3023.6976s]
-01/12/23 20:04:55| INFO Dataset sample 0.30 of dataset imdb started
-01/12/23 20:26:29| INFO binne_kde finished [took 1268.0784s]
-01/12/23 20:30:04| INFO binc_kde finished [took 1500.0161s]
-01/12/23 20:31:44| INFO binmc_kde finished [took 1588.5256s]
-01/12/23 20:31:57| INFO binis_kde finished [took 1590.5881s]
-01/12/23 20:32:15| INFO ref finished [took 24.4343s]
-01/12/23 20:38:06| INFO m3wmc_kde finished [took 1966.6377s]
-01/12/23 20:39:15| INFO m3wne_kde finished [took 2030.6260s]
-01/12/23 20:40:49| INFO mulne_kde finished [took 2128.2181s]
-01/12/23 20:41:16| INFO m3wc_kde finished [took 2163.7005s]
-01/12/23 20:42:37| INFO mulc_kde finished [took 2247.9966s]
-01/12/23 20:42:43| INFO mulmc_kde finished [took 2247.7458s]
-01/12/23 20:49:17| INFO mulis_kde finished [took 1363.6187s]
-01/12/23 20:49:23| INFO m3wis_kde finished [took 1153.9556s]
-01/12/23 20:49:23| INFO Dataset sample 0.30 of dataset imdb finished [took 2668.2451s]
-01/12/23 20:49:23| INFO Dataset sample 0.40 of dataset imdb started
-01/12/23 21:10:59| INFO binmc_kde finished [took 1285.4129s]
-01/12/23 21:12:38| INFO binne_kde finished [took 1376.7088s]
-01/12/23 21:13:07| INFO binis_kde finished [took 1401.9612s]
-01/12/23 21:14:15| INFO ref finished [took 65.1830s]
-01/12/23 21:14:22| INFO binc_kde finished [took 1496.5997s]
-01/12/23 21:24:28| INFO m3wne_kde finished [took 2083.4824s]
-01/12/23 21:25:05| INFO m3wmc_kde finished [took 2124.5631s]
-01/12/23 21:25:12| INFO mulc_kde finished [took 2141.3353s]
-01/12/23 21:25:26| INFO m3wc_kde finished [took 2154.8556s]
-01/12/23 21:25:50| INFO mulne_kde finished [took 2166.5927s]
-01/12/23 21:26:45| INFO mulmc_kde finished [took 2226.9142s]
-01/12/23 21:33:02| INFO m3wis_kde finished [took 1220.7114s]
-01/12/23 21:36:33| INFO mulis_kde finished [took 1530.5513s]
-01/12/23 21:36:33| INFO Dataset sample 0.40 of dataset imdb finished [took 2829.7239s]
-01/12/23 21:36:33| INFO Dataset sample 0.50 of dataset imdb started
-01/12/23 21:56:58| INFO binis_kde finished [took 1203.7161s]
-01/12/23 22:00:31| INFO binmc_kde finished [took 1426.3880s]
-01/12/23 22:02:10| INFO binne_kde finished [took 1520.3419s]
-01/12/23 22:02:19| INFO binc_kde finished [took 1542.3005s]
-01/12/23 22:02:50| INFO ref finished [took 36.3649s]
-01/12/23 22:11:58| INFO mulmc_kde finished [took 2111.4195s]
-01/12/23 22:12:07| INFO m3wmc_kde finished [took 2118.2852s]
-01/12/23 22:13:30| INFO mulc_kde finished [took 2208.3781s]
-01/12/23 22:14:07| INFO m3wc_kde finished [took 2244.1561s]
-01/12/23 22:15:08| INFO m3wne_kde finished [took 2296.1708s]
-01/12/23 22:17:44| INFO mulne_kde finished [took 2451.5672s]
-01/12/23 22:21:16| INFO m3wis_kde finished [took 1242.4087s]
-01/12/23 22:24:44| INFO mulis_kde finished [took 1662.3152s]
-01/12/23 22:24:44| INFO Dataset sample 0.50 of dataset imdb finished [took 2891.5947s]
-01/12/23 22:24:44| INFO Dataset sample 0.60 of dataset imdb started
-01/12/23 22:45:18| INFO binmc_kde finished [took 1224.1958s]
-01/12/23 22:49:07| INFO binc_kde finished [took 1458.2729s]
-01/12/23 22:50:16| INFO binis_kde finished [took 1511.4846s]
-01/12/23 22:50:43| INFO binne_kde finished [took 1543.7325s]
-01/12/23 22:51:11| INFO ref finished [took 51.3574s]
-01/12/23 22:59:17| INFO m3wmc_kde finished [took 2058.6874s]
-01/12/23 23:00:03| INFO m3wne_kde finished [took 2101.3192s]
-01/12/23 23:00:23| INFO m3wc_kde finished [took 2131.2866s]
-01/12/23 23:01:20| INFO mulc_kde finished [took 2189.7927s]
-01/12/23 23:01:53| INFO mulne_kde finished [took 2211.3025s]
-01/12/23 23:03:08| INFO mulmc_kde finished [took 2293.1507s]
-01/12/23 23:10:49| INFO mulis_kde finished [took 1528.5096s]
-01/12/23 23:11:06| INFO m3wis_kde finished [took 1315.9825s]
-01/12/23 23:11:06| INFO Dataset sample 0.60 of dataset imdb finished [took 2781.4374s]
-01/12/23 23:11:06| INFO Dataset sample 0.70 of dataset imdb started
-01/12/23 23:33:48| INFO binc_kde finished [took 1355.1966s]
-01/12/23 23:35:32| INFO binmc_kde finished [took 1453.0897s]
-01/12/23 23:38:10| INFO binis_kde finished [took 1598.4096s]
-01/12/23 23:38:16| INFO binne_kde finished [took 1611.4019s]
-01/12/23 23:38:27| INFO ref finished [took 15.2100s]
-01/12/23 23:44:52| INFO m3wc_kde finished [took 2015.0731s]
-01/12/23 23:45:09| INFO m3wne_kde finished [took 2017.5109s]
-01/12/23 23:45:30| INFO mulc_kde finished [took 2056.8182s]
-01/12/23 23:46:50| INFO m3wmc_kde finished [took 2127.1659s]
-01/12/23 23:46:50| INFO mulne_kde finished [took 2125.9269s]
-01/12/23 23:47:38| INFO mulmc_kde finished [took 2177.8423s]
-01/12/23 23:56:32| INFO m3wis_kde finished [took 1255.8876s]
-01/12/23 23:58:21| INFO mulis_kde finished [took 1469.0681s]
-01/12/23 23:58:21| INFO Dataset sample 0.70 of dataset imdb finished [took 2835.5340s]
-01/12/23 23:58:21| INFO Dataset sample 0.80 of dataset imdb started
-02/12/23 00:24:23| INFO binmc_kde finished [took 1549.6430s]
-02/12/23 00:29:10| INFO binc_kde finished [took 1841.0256s]
-02/12/23 00:30:16| INFO binis_kde finished [took 1890.9615s]
-02/12/23 00:30:44| INFO binne_kde finished [took 1925.4790s]
-02/12/23 00:31:08| INFO ref finished [took 47.7333s]
-02/12/23 00:34:01| INFO mulc_kde finished [took 2130.3719s]
-02/12/23 00:35:42| INFO m3wc_kde finished [took 2229.0964s]
-02/12/23 00:36:27| INFO m3wmc_kde finished [took 2268.4119s]
-02/12/23 00:36:57| INFO mulmc_kde finished [took 2298.7597s]
-02/12/23 00:37:29| INFO m3wne_kde finished [took 2326.2628s]
-02/12/23 00:37:29| INFO mulne_kde finished [took 2329.6249s]
-02/12/23 00:48:55| INFO mulis_kde finished [took 1469.1650s]
-02/12/23 00:50:46| INFO m3wis_kde finished [took 1292.8524s]
-02/12/23 00:50:46| INFO Dataset sample 0.80 of dataset imdb finished [took 3144.8910s]
-02/12/23 00:50:46| INFO Dataset sample 0.90 of dataset imdb started
-02/12/23 00:50:53| WARNING Method binc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/12/23 00:50:57| WARNING Method binmc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/12/23 00:51:02| WARNING Method binne_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/12/23 00:51:06| WARNING Method binis_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/12/23 00:53:57| INFO ref finished [took 168.0862s]
-02/12/23 01:18:24| INFO m3wis_kde finished [took 1637.6993s]
-02/12/23 01:18:28| INFO m3wne_kde finished [took 1647.6238s]
-02/12/23 01:20:08| INFO mulne_kde finished [took 1748.9920s]
-02/12/23 01:20:13| INFO mulis_kde finished [took 1747.1976s]
-02/12/23 01:23:55| INFO m3wmc_kde finished [took 1979.8881s]
-02/12/23 01:24:07| INFO m3wc_kde finished [took 1994.4665s]
-02/12/23 01:25:48| INFO mulmc_kde finished [took 2091.6110s]
-02/12/23 01:26:11| INFO mulc_kde finished [took 2119.6896s]
-02/12/23 01:26:11| INFO Dataset sample 0.90 of dataset imdb finished [took 2124.3824s]
-----------------------------------------------------------------------------------------------------
-02/12/23 02:29:51| INFO dataset rcv1_CCAT [pool size: 10]
-02/12/23 02:29:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-02/12/23 02:41:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 678.6627s]
-02/12/23 02:50:11| INFO bin_kde_gs finished [took 1212.1667s]
-02/12/23 03:29:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 2338.3281s]
-02/12/23 03:40:50| INFO mul_kde_gs finished [took 3037.8696s]
-02/12/23 04:08:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1684.0982s]
-02/12/23 04:19:40| INFO m3w_kde_gs finished [took 2329.2674s]
-02/12/23 04:20:23| INFO ref finished [took 41.7299s]
-02/12/23 04:20:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 6624.0835s]
-02/12/23 04:20:23| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-02/12/23 04:31:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00782) [took 687.4879s]
-02/12/23 04:37:22| INFO bin_kde_gs finished [took 1018.6269s]
-02/12/23 05:16:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00762) [took 2375.9919s]
-02/12/23 05:27:09| INFO mul_kde_gs finished [took 2986.1810s]
-02/12/23 05:56:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00655) [took 1746.1900s]
-02/12/23 06:04:38| INFO m3w_kde_gs finished [took 2247.6554s]
-02/12/23 06:05:21| INFO ref finished [took 42.2664s]
-02/12/23 06:05:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 6298.2998s]
-02/12/23 06:05:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-02/12/23 06:17:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00654) [took 704.6339s]
-02/12/23 06:22:56| INFO bin_kde_gs finished [took 1054.1082s]
-02/12/23 07:03:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00647) [took 2406.5336s]
-02/12/23 07:13:52| INFO mul_kde_gs finished [took 3054.7693s]
-02/12/23 07:43:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00892) [took 1748.3061s]
-02/12/23 07:48:32| INFO m3w_kde_gs finished [took 2079.0127s]
-02/12/23 07:49:15| INFO ref finished [took 41.8498s]
-02/12/23 07:49:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 6234.5611s]
-02/12/23 07:49:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-02/12/23 08:01:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} (score=0.00820) [took 723.5760s]
-02/12/23 08:06:45| INFO bin_kde_gs finished [took 1048.7436s]
-02/12/23 08:46:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00793) [took 2412.8263s]
-02/12/23 08:53:42| INFO mul_kde_gs finished [took 2816.7286s]
-02/12/23 09:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00980) [took 1729.6383s]
-02/12/23 09:28:33| INFO m3w_kde_gs finished [took 2090.6283s]
-02/12/23 09:29:15| INFO ref finished [took 41.5832s]
-02/12/23 09:29:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5999.4102s]
-02/12/23 09:29:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-02/12/23 09:41:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00673) [took 723.2626s]
-02/12/23 09:46:10| INFO bin_kde_gs finished [took 1014.5615s]
-02/12/23 10:26:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 2390.7377s]
-02/12/23 10:32:15| INFO mul_kde_gs finished [took 2763.9089s]
-02/12/23 11:01:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1742.9075s]
-02/12/23 11:08:24| INFO m3w_kde_gs finished [took 2167.7542s]
-02/12/23 11:09:06| INFO ref finished [took 41.5670s]
-02/12/23 11:09:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 5991.2116s]
-02/12/23 11:09:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-02/12/23 11:21:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 737.0230s]
-02/12/23 11:26:40| INFO bin_kde_gs finished [took 1053.0994s]
-02/12/23 12:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00672) [took 2390.1566s]
-02/12/23 12:12:17| INFO mul_kde_gs finished [took 2736.3476s]
-02/12/23 12:41:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1724.9187s]
-02/12/23 12:46:55| INFO m3w_kde_gs finished [took 2077.9967s]
-02/12/23 12:47:38| INFO ref finished [took 41.4807s]
-02/12/23 12:47:38| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5911.4946s]
-02/12/23 12:47:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-02/12/23 12:59:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01396) [took 719.4160s]
-02/12/23 13:04:12| INFO bin_kde_gs finished [took 993.9389s]
-02/12/23 13:44:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 2386.8411s]
-02/12/23 13:49:58| INFO mul_kde_gs finished [took 2744.4861s]
-02/12/23 14:19:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1747.5299s]
-02/12/23 14:24:26| INFO m3w_kde_gs finished [took 2067.4306s]
-02/12/23 14:25:09| INFO ref finished [took 42.1164s]
-02/12/23 14:25:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 5851.3441s]
-02/12/23 14:25:09| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-02/12/23 14:36:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01177) [took 687.8548s]
-02/12/23 14:42:19| INFO bin_kde_gs finished [took 1029.0040s]
-02/12/23 15:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 2412.4211s]
-02/12/23 15:29:54| INFO mul_kde_gs finished [took 2853.9861s]
-02/12/23 15:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1771.4988s]
-02/12/23 16:06:05| INFO m3w_kde_gs finished [took 2170.3221s]
-02/12/23 16:06:49| INFO ref finished [took 42.6194s]
-02/12/23 16:06:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 6100.0687s]
-02/12/23 16:06:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-02/12/23 16:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 671.7126s]
-02/12/23 16:24:27| INFO bin_kde_gs finished [took 1056.8041s]
-02/12/23 17:04:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 2374.8453s]
-02/12/23 17:11:49| INFO mul_kde_gs finished [took 2841.7657s]
-02/12/23 17:40:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00793) [took 1747.6369s]
-02/12/23 17:50:10| INFO m3w_kde_gs finished [took 2299.3399s]
-02/12/23 17:50:52| INFO ref finished [took 41.7143s]
-02/12/23 17:50:52| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 6243.1663s]
-----------------------------------------------------------------------------------------------------
-04/12/23 17:18:04| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 17:18:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 17:19:04| INFO ref finished [took 42.9424s]
-04/12/23 17:24:29| DEBUG [size=11] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 322.672s]
-04/12/23 17:31:43| DEBUG [size=26] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 434.056s]
-04/12/23 17:39:15| DEBUG [size=26] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 452.077s]
-04/12/23 17:49:51| DEBUG [size=20] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 635.529s]
-04/12/23 17:53:53| DEBUG [size=11] best score = 0.00905240; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 241.627s]
-04/12/23 17:53:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2086.0716s]
-04/12/23 18:05:37| INFO mul_kde_gs finished [took 2790.3528s]
-04/12/23 18:05:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2839.4921s]
-----------------------------------------------------------------------------------------------------
-04/12/23 18:37:48| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 18:37:55| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 18:38:40| INFO ref finished [took 41.9417s]
-04/12/23 21:39:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 10849.2308s]
-04/12/23 21:51:09| INFO mul_kde_gs finished [took 11547.4592s]
-04/12/23 21:51:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11593.5962s]
-----------------------------------------------------------------------------------------------------
-04/12/23 22:36:03| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-04/12/23 22:36:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-04/12/23 22:37:00| INFO ref finished [took 42.0026s]
-05/12/23 00:49:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 7927.5926s]
-05/12/23 00:59:08| INFO m3w_kde_gs finished [took 8526.2972s]
-05/12/23 00:59:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8572.7275s]
-----------------------------------------------------------------------------------------------------
-05/12/23 12:52:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 12:52:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 12:53:12| INFO ref finished [took 42.7053s]
-05/12/23 13:26:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 1994.7488s]
-05/12/23 13:36:30| INFO m3w_kde_gs finished [took 2596.3902s]
-05/12/23 13:36:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2643.3870s]
-----------------------------------------------------------------------------------------------------
-05/12/23 13:46:18| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 13:46:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 13:47:08| INFO ref finished [took 42.6504s]
-05/12/23 13:51:14| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.255s]
-05/12/23 13:51:14| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 244.255s]
-05/12/23 13:51:14| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 244.255s]
-05/12/23 14:06:32| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 917.711s]
-05/12/23 14:06:32| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.711s]
-05/12/23 14:06:32| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.712s]
-05/12/23 14:26:46| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.170s]
-05/12/23 14:26:46| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1214.171s]
-05/12/23 14:26:46| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.171s]
-05/12/23 14:41:10| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 863.872s]
-05/12/23 14:41:10| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 863.873s]
-05/12/23 14:41:10| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 863.873s]
-05/12/23 14:41:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3240.1351s]
-05/12/23 14:51:08| INFO m3w_kde_gs finished [took 3837.7844s]
-05/12/23 14:51:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3885.0412s]
-----------------------------------------------------------------------------------------------------
-05/12/23 14:52:26| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 14:52:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 14:53:16| INFO ref finished [took 41.9985s]
-----------------------------------------------------------------------------------------------------
-05/12/23 16:50:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 16:50:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 16:51:29| INFO ref finished [took 42.6363s]
-05/12/23 17:37:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00826) [took 2732.7712s]
-05/12/23 17:53:18| INFO mul_kde_gs finished [took 3707.7810s]
-05/12/23 17:53:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3754.8556s]
-----------------------------------------------------------------------------------------------------
-05/12/23 18:00:56| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 18:01:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 18:01:47| INFO ref finished [took 42.7892s]
-05/12/23 18:06:57| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.946s]
-05/12/23 18:06:57| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.947s]
-05/12/23 18:06:57| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 307.947s]
-05/12/23 18:27:25| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1228.160s]
-05/12/23 18:27:25| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1228.161s]
-05/12/23 18:27:25| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1228.161s]
-05/12/23 18:43:53| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 987.684s]
-05/12/23 18:43:53| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 987.685s]
-05/12/23 18:43:53| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 987.685s]
-05/12/23 18:57:06| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 792.645s]
-05/12/23 18:57:06| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 792.646s]
-05/12/23 18:57:06| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 792.647s]
-05/12/23 19:33:42| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
-05/12/23 19:33:42| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
-05/12/23 19:33:42| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.592s]
-05/12/23 19:33:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5513.1584s]
-----------------------------------------------------------------------------------------------------
-05/12/23 19:42:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-05/12/23 19:42:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-05/12/23 19:43:24| INFO ref finished [took 42.8445s]
-05/12/23 19:45:28| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 121.590s]
-05/12/23 19:45:28| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 121.591s]
-05/12/23 19:45:28| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 121.591s]
-05/12/23 19:46:27| INFO mul_kde_gs finished [took 6278.0058s]
-05/12/23 19:46:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 6325.4594s]
-05/12/23 19:53:11| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 462.656s]
-05/12/23 19:53:11| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 462.657s]
-05/12/23 19:53:11| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 462.657s]
-05/12/23 20:00:09| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 417.603s]
-05/12/23 20:00:09| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 417.604s]
-05/12/23 20:00:09| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 417.604s]
-05/12/23 20:04:29| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.906s]
-05/12/23 20:04:29| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 259.906s]
-05/12/23 20:04:29| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 259.907s]
-05/12/23 20:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1261.8840s]
-05/12/23 20:13:12| INFO bin_kde_gs finished [took 1785.6589s]
-05/12/23 20:18:23| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 308.469s]
-05/12/23 20:18:23| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 308.470s]
-05/12/23 20:18:23| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 308.470s]
-05/12/23 20:38:50| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1227.880s]
-05/12/23 20:38:50| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1227.881s]
-05/12/23 20:38:50| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1227.881s]
-05/12/23 20:55:24| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 993.709s]
-05/12/23 20:55:24| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 993.710s]
-05/12/23 20:55:24| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 993.710s]
-05/12/23 21:08:21| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 776.399s]
-05/12/23 21:08:21| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 776.400s]
-05/12/23 21:08:21| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 776.400s]
-05/12/23 21:44:50| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
-05/12/23 21:44:50| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
-05/12/23 21:44:50| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.554s]
-05/12/23 21:44:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5496.1390s]
-05/12/23 21:56:27| INFO mul_kde_gs finished [took 6192.4411s]
-05/12/23 22:00:33| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 245.460s]
-05/12/23 22:00:33| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 245.461s]
-05/12/23 22:00:33| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 245.461s]
-05/12/23 22:15:56| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.342s]
-05/12/23 22:15:56| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
-05/12/23 22:15:56| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
-05/12/23 22:36:32| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.501s]
-05/12/23 22:36:32| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1236.502s]
-05/12/23 22:36:32| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.503s]
-05/12/23 22:51:09| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 876.774s]
-05/12/23 22:51:09| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 876.774s]
-05/12/23 22:51:09| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 876.775s]
-05/12/23 22:51:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.2069s]
-05/12/23 23:01:08| INFO m3w_kde_gs finished [took 3879.7943s]
-05/12/23 23:01:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11908.8140s]
-----------------------------------------------------------------------------------------------------
-06/12/23 00:52:47| INFO dataset imdb_1prevs [pool size: 10]
-06/12/23 00:52:57| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-06/12/23 00:53:14| INFO ref finished [took 14.2476s]
-----------------------------------------------------------------------------------------------------
-06/12/23 00:56:20| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-06/12/23 00:56:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/12/23 00:57:11| INFO ref finished [took 42.6922s]
-06/12/23 00:59:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 115.324s]
-06/12/23 00:59:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 115.325s]
-06/12/23 00:59:32| WARNING Method bin_kde_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
-
-The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)}
-----------------------------------------------------------------------------------------------------
-06/12/23 01:01:08| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-06/12/23 01:01:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/12/23 01:04:05| INFO ref finished [took 145.8464s]
-06/12/23 01:06:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 119.415s]
-06/12/23 01:06:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 119.415s]
-06/12/23 01:06:08| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 119.416s]
-06/12/23 01:13:57| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 468.558s]
-06/12/23 01:13:57| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 468.558s]
-06/12/23 01:13:57| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 468.559s]
-06/12/23 01:20:27| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 389.834s]
-06/12/23 01:20:27| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 389.834s]
-06/12/23 01:20:27| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 389.835s]
-06/12/23 01:24:47| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.408s]
-06/12/23 01:24:47| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 260.409s]
-06/12/23 01:24:47| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 260.409s]
-06/12/23 01:24:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1238.3535s]
-06/12/23 01:33:32| INFO bin_kde_gs finished [took 1762.8266s]
-06/12/23 01:38:40| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 306.979s]
-06/12/23 01:38:40| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 306.979s]
-06/12/23 01:38:40| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 306.980s]
-06/12/23 01:59:03| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1222.746s]
-06/12/23 01:59:03| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1222.746s]
-06/12/23 01:59:03| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1222.746s]
-06/12/23 02:15:41| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 998.369s]
-06/12/23 02:15:41| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 998.370s]
-06/12/23 02:15:41| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 998.370s]
-06/12/23 02:28:52| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 790.035s]
-06/12/23 02:28:52| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 790.036s]
-06/12/23 02:28:52| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 790.036s]
-06/12/23 02:31:32| DEBUG [size=7,place=1] best score = 0.00979081; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 160.573s]
-06/12/23 02:31:32| DEBUG [size=7,place=2] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
-06/12/23 02:31:32| DEBUG [size=7,place=3] best score = 0.01419238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
-06/12/23 02:31:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 3478.8290s]
-06/12/23 02:43:10| INFO mul_kde_gs finished [took 4176.9895s]
-06/12/23 02:47:09| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 236.577s]
-06/12/23 02:47:09| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.578s]
-06/12/23 02:47:09| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 236.578s]
-06/12/23 03:02:27| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 918.686s]
-06/12/23 03:02:27| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
-06/12/23 03:02:27| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
-06/12/23 03:22:58| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.591s]
-06/12/23 03:22:58| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1230.592s]
-06/12/23 03:22:58| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.592s]
-06/12/23 03:37:37| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 878.946s]
-06/12/23 03:37:37| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 878.947s]
-06/12/23 03:37:37| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 878.947s]
-06/12/23 03:37:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3264.9264s]
-06/12/23 03:47:41| INFO m3w_kde_gs finished [took 3868.8568s]
-06/12/23 03:47:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 9975.3172s]
-----------------------------------------------------------------------------------------------------
-06/12/23 07:24:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
-06/12/23 07:24:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
-06/12/23 07:25:27| INFO ref finished [took 42.6899s]
-06/12/23 07:27:25| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.095s]
-06/12/23 07:27:25| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 116.096s]
-06/12/23 07:34:27| DEBUG [size=53,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 421.961s]
-06/12/23 07:34:27| DEBUG [size=53,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 421.962s]
-06/12/23 07:40:10| DEBUG [size=42,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 342.459s]
-06/12/23 07:40:10| DEBUG [size=42,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 342.460s]
-06/12/23 07:44:12| DEBUG [size=28,place=1] best score = 0.00966432; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.417s]
-06/12/23 07:44:12| DEBUG [size=28,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 242.418s]
-06/12/23 07:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1123.0478s]
-06/12/23 07:53:00| INFO bin_kde_gs finished [took 1650.6192s]
-06/12/23 07:58:09| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.294s]
-06/12/23 07:58:09| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.294s]
-06/12/23 08:08:04| DEBUG [size=34,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 595.564s]
-06/12/23 08:08:04| DEBUG [size=34,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 595.565s]
-06/12/23 08:23:26| DEBUG [size=44,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 921.538s]
-06/12/23 08:23:26| DEBUG [size=44,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 921.539s]
-06/12/23 08:35:20| DEBUG [size=26,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 714.391s]
-06/12/23 08:35:20| DEBUG [size=26,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 714.391s]
-06/12/23 08:37:59| DEBUG [size=7,place=1] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 159.134s]
-06/12/23 08:37:59| DEBUG [size=7,place=2] best score = 0.01159448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 159.135s]
-06/12/23 08:37:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2698.0467s]
-06/12/23 08:49:44| INFO mul_kde_gs finished [took 3403.1223s]
-06/12/23 08:53:48| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.878s]
-06/12/23 08:53:48| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 241.879s]
-06/12/23 09:07:28| DEBUG [size=53,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 820.434s]
-06/12/23 09:07:28| DEBUG [size=53,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 820.434s]
-06/12/23 09:21:32| DEBUG [size=44,place=1] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 843.591s]
-06/12/23 09:21:32| DEBUG [size=44,place=2] best score = 0.01092051; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 843.592s]
-06/12/23 09:29:41| DEBUG [size=31,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 488.854s]
-06/12/23 09:29:41| DEBUG [size=31,place=2] best score = 0.01116692; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 488.855s]
-06/12/23 09:44:27| DEBUG [size=38,place=1] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
-06/12/23 09:44:27| DEBUG [size=38,place=2] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
-06/12/23 09:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.3852s]
-06/12/23 09:54:28| INFO m3w_kde_gs finished [took 3881.4999s]
-06/12/23 09:54:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8985.6777s]
-----------------------------------------------------------------------------------------------------
-06/12/23 10:18:18| INFO dataset imdb_1prevs [pool size: 10]
-06/12/23 10:18:26| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-06/12/23 10:18:43| INFO ref finished [took 13.9549s]
-06/12/23 10:20:34| DEBUG [size=11,place=1] best score = 0.01516442; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 107.968s]
-06/12/23 10:20:34| DEBUG [size=11,place=2] best score = 0.01517113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 107.969s]
-06/12/23 10:27:15| DEBUG [size=53,place=1] best score = 0.01456629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 401.313s]
-06/12/23 10:27:15| DEBUG [size=53,place=2] best score = 0.01459773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 401.314s]
-06/12/23 10:30:04| DEBUG [size=26,place=1] best score = 0.01448093; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 168.426s]
-06/12/23 10:30:04| DEBUG [size=26,place=2] best score = 0.01455639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 168.427s]
-06/12/23 10:31:58| DEBUG [size=14,place=1] best score = 0.01391316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.447s]
-06/12/23 10:31:58| DEBUG [size=14,place=2] best score = 0.01433061; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.447s]
-06/12/23 10:35:29| DEBUG [size=31,place=1] best score = 0.01384960; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 211.048s]
-06/12/23 10:35:29| DEBUG [size=31,place=2] best score = 0.01416175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 211.049s]
-06/12/23 10:38:53| DEBUG [size=30,place=1] best score = 0.01376984; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 203.549s]
-06/12/23 10:38:53| DEBUG [size=30,place=2] best score = 0.01418146; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 203.550s]
-06/12/23 10:40:21| DEBUG [size=12,place=1] best score = 0.01452207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
-06/12/23 10:40:21| DEBUG [size=12,place=2] best score = 0.01475218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
-06/12/23 10:40:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01377) [took 1295.3940s]
-06/12/23 10:49:20| INFO bin_kde_gs finished [took 1834.3418s]
-06/12/23 10:54:10| DEBUG [size=11,place=1] best score = 0.01523861; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 285.914s]
-06/12/23 10:54:10| DEBUG [size=11,place=2] best score = 0.01572268; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 285.914s]
-06/12/23 11:11:14| DEBUG [size=53,place=1] best score = 0.01401501; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1024.004s]
-06/12/23 11:11:14| DEBUG [size=53,place=2] best score = 0.01405130; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1024.004s]
-06/12/23 11:22:29| DEBUG [size=28,place=1] best score = 0.01464886; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 675.731s]
-06/12/23 11:22:29| DEBUG [size=28,place=2] best score = 0.01507494; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 675.732s]
-06/12/23 11:22:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01402) [took 1985.7697s]
-06/12/23 11:37:37| INFO mul_kde_gs finished [took 2893.5109s]
-06/12/23 11:41:16| DEBUG [size=11,place=1] best score = 0.01983828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 215.284s]
-06/12/23 11:41:16| DEBUG [size=11,place=2] best score = 0.02457123; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 215.285s]
-06/12/23 11:55:56| DEBUG [size=52,place=1] best score = 0.01494157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.681s]
-06/12/23 11:55:56| DEBUG [size=52,place=2] best score = 0.01663461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.682s]
-06/12/23 12:10:16| DEBUG [size=42,place=1] best score = 0.01492032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.036s]
-06/12/23 12:10:16| DEBUG [size=42,place=2] best score = 0.01557125; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.037s]
-06/12/23 12:22:42| DEBUG [size=41,place=1] best score = 0.01988141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.919s]
-06/12/23 12:22:42| DEBUG [size=41,place=2] best score = 0.02024648; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.920s]
-06/12/23 12:22:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 2702.0391s]
-06/12/23 12:34:10| INFO m3w_kde_gs finished [took 3389.9230s]
-06/12/23 12:34:10| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 8143.8399s]
-----------------------------------------------------------------------------------------------------
-06/12/23 12:49:28| INFO dataset imdb_1prevs [pool size: 10]
-06/12/23 12:49:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
-06/12/23 12:49:54| INFO ref finished [took 13.9777s]
-06/12/23 13:05:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01418) [took 932.3132s]
-06/12/23 13:14:10| INFO bin_kde_gs finished [took 1453.3685s]
-06/12/23 13:54:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01391) [took 2441.0826s]
-06/12/23 14:05:00| INFO mul_kde_gs finished [took 3046.6682s]
-06/12/23 14:35:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 1816.1801s]
-06/12/23 14:46:50| INFO m3w_kde_gs finished [took 2507.6098s]
-06/12/23 14:46:50| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 7033.5599s]
-----------------------------------------------------------------------------------------------------
-06/12/23 14:55:02| INFO dataset rcv1_CCAT [pool size: 10]
-06/12/23 14:55:07| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
-06/12/23 14:55:52| INFO ref finished [took 42.0390s]
-06/12/23 14:57:15| DEBUG [size=11,place=1] best score = 0.00602932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 82.306s]
-06/12/23 14:57:15| DEBUG [size=11,place=2] best score = 0.00667302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 82.307s]
-06/12/23 14:59:52| DEBUG [size=34,place=1] best score = 0.00551992; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 156.968s]
-06/12/23 14:59:52| DEBUG [size=34,place=2] best score = 0.00601292; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 156.968s]
-06/12/23 15:02:26| DEBUG [size=27,place=1] best score = 0.00539687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 154.371s]
-06/12/23 15:02:26| DEBUG [size=27,place=2] best score = 0.00539932; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 154.371s]
-06/12/23 15:03:58| DEBUG [size=14,place=1] best score = 0.00677940; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 91.664s]
-06/12/23 15:03:58| DEBUG [size=14,place=2] best score = 0.00678020; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 91.664s]
-06/12/23 15:03:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 485.4263s]
-06/12/23 15:12:57| INFO bin_kde_gs finished [took 1024.0449s]
-06/12/23 15:17:15| DEBUG [size=11,place=1] best score = 0.00613548; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 257.107s]
-06/12/23 15:17:15| DEBUG [size=11,place=2] best score = 0.00672779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 257.108s]
-06/12/23 15:23:57| DEBUG [size=34,place=1] best score = 0.00564624; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 402.519s]
-06/12/23 15:23:57| DEBUG [size=34,place=2] best score = 0.00607007; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 402.520s]
-06/12/23 15:31:17| DEBUG [size=27,place=1] best score = 0.00545419; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 439.372s]
-06/12/23 15:31:17| DEBUG [size=27,place=2] best score = 0.00545887; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 439.372s]
-06/12/23 15:35:48| DEBUG [size=14,place=1] best score = 0.00668937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 271.339s]
-06/12/23 15:35:48| DEBUG [size=14,place=2] best score = 0.00669316; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 271.340s]
-06/12/23 15:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 1370.4529s]
-06/12/23 15:47:28| INFO mul_kde_gs finished [took 2070.4901s]
-06/12/23 15:50:40| DEBUG [size=11,place=1] best score = 0.00670495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 190.935s]
-06/12/23 15:50:40| DEBUG [size=11,place=2] best score = 0.00730473; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 190.936s]
-06/12/23 15:55:45| DEBUG [size=34,place=1] best score = 0.00561807; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
-06/12/23 15:55:45| DEBUG [size=34,place=2] best score = 0.00632502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
-06/12/23 16:06:04| DEBUG [size=40,place=1] best score = 0.00554029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 618.960s]
-06/12/23 16:06:04| DEBUG [size=40,place=2] best score = 0.00555065; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 618.960s]
-06/12/23 16:08:37| DEBUG [size=12,place=1] best score = 0.00715749; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 153.260s]
-06/12/23 16:08:37| DEBUG [size=12,place=2] best score = 0.00721012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 153.260s]
-06/12/23 16:08:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1268.0695s]
-06/12/23 16:19:20| INFO m3w_kde_gs finished [took 1910.7931s]
-06/12/23 16:19:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 5052.5539s]
-06/12/23 16:19:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
-06/12/23 16:20:04| INFO ref finished [took 42.1861s]
-06/12/23 16:21:27| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.787s]
-06/12/23 16:21:27| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.787s]
-06/12/23 16:23:48| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.952s]
-06/12/23 16:23:48| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 140.953s]
-06/12/23 16:25:12| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.427s]
-06/12/23 16:25:12| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 83.427s]
-06/12/23 16:25:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 306.2752s]
-06/12/23 16:30:37| INFO bin_kde_gs finished [took 631.1027s]
-06/12/23 16:35:02| DEBUG [size=11,place=1] best score = 0.00843785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.304s]
-06/12/23 16:35:02| DEBUG [size=11,place=2] best score = 0.01088270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 264.305s]
-06/12/23 16:42:27| DEBUG [size=34,place=1] best score = 0.00770262; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 444.774s]
-06/12/23 16:42:27| DEBUG [size=34,place=2] best score = 0.00829766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 444.774s]
-06/12/23 16:46:54| DEBUG [size=27,place=1] best score = 0.00712900; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 267.091s]
-06/12/23 16:46:54| DEBUG [size=27,place=2] best score = 0.00721351; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 267.092s]
-06/12/23 16:50:51| DEBUG [size=14,place=1] best score = 0.00962609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 237.494s]
-06/12/23 16:50:51| DEBUG [size=14,place=2] best score = 0.00965151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.495s]
-06/12/23 16:50:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00713) [took 1213.7795s]
-06/12/23 16:58:26| INFO mul_kde_gs finished [took 1668.4962s]
-06/12/23 17:01:44| DEBUG [size=11,place=1] best score = 0.00656810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 197.366s]
-06/12/23 17:01:44| DEBUG [size=11,place=2] best score = 0.00937283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 197.367s]
-06/12/23 17:06:58| DEBUG [size=34,place=1] best score = 0.00654605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 313.218s]
-06/12/23 17:06:58| DEBUG [size=34,place=2] best score = 0.00655798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 313.218s]
-06/12/23 17:10:07| DEBUG [size=16,place=1] best score = 0.00650015; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 188.929s]
-06/12/23 17:10:07| DEBUG [size=16,place=2] best score = 0.00675639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 188.930s]
-06/12/23 17:15:29| DEBUG [size=36,place=1] best score = 0.00619897; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 322.931s]
-06/12/23 17:15:29| DEBUG [size=36,place=2] best score = 0.00633939; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 322.931s]
-06/12/23 17:17:52| DEBUG [size=12,place=1] best score = 0.00697026; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 142.283s]
-06/12/23 17:17:52| DEBUG [size=12,place=2] best score = 0.00708904; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 142.284s]
-06/12/23 17:17:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00620) [took 1164.8545s]
-06/12/23 17:24:15| INFO m3w_kde_gs finished [took 1548.0391s]
-06/12/23 17:24:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 3895.3485s]
-06/12/23 17:24:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
-06/12/23 17:25:01| INFO ref finished [took 43.1287s]
-06/12/23 17:26:30| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 88.059s]
-06/12/23 17:26:30| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 88.059s]
-06/12/23 17:31:29| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 298.105s]
-06/12/23 17:31:29| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 298.105s]
-06/12/23 17:33:45| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 136.397s]
-06/12/23 17:33:45| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 136.397s]
-06/12/23 17:35:09| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 84.309s]
-06/12/23 17:35:09| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 84.309s]
-06/12/23 17:35:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 606.9843s]
-06/12/23 17:41:00| INFO bin_kde_gs finished [took 957.2945s]
-06/12/23 17:45:24| DEBUG [size=11,place=1] best score = 0.00798650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 262.540s]
-06/12/23 17:45:24| DEBUG [size=11,place=2] best score = 0.00907571; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 262.540s]
-06/12/23 17:52:55| DEBUG [size=34,place=1] best score = 0.00690178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 451.674s]
-06/12/23 17:52:55| DEBUG [size=34,place=2] best score = 0.00696244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 451.675s]
-06/12/23 18:01:34| DEBUG [size=27,place=1] best score = 0.00639669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 518.327s]
-06/12/23 18:01:34| DEBUG [size=27,place=2] best score = 0.00643211; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 518.327s]
-06/12/23 18:04:36| DEBUG [size=9,place=1] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 181.895s]
-06/12/23 18:04:36| DEBUG [size=9,place=2] best score = 0.00912455; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 181.895s]
-06/12/23 18:04:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00640) [took 1414.5619s]
-06/12/23 18:15:20| INFO mul_kde_gs finished [took 2058.7920s]
-06/12/23 18:18:31| DEBUG [size=11,place=1] best score = 0.01227561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 189.295s]
-06/12/23 18:18:31| DEBUG [size=11,place=2] best score = 0.01374865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 189.296s]
-06/12/23 18:34:04| DEBUG [size=51,place=1] best score = 0.00949937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 933.038s]
-06/12/23 18:34:04| DEBUG [size=51,place=2] best score = 0.00956317; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 933.039s]
-06/12/23 18:36:54| DEBUG [size=14,place=1] best score = 0.00794820; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.440s]
-06/12/23 18:36:54| DEBUG [size=14,place=2] best score = 0.00809039; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.441s]
-06/12/23 18:47:22| DEBUG [size=41,place=1] best score = 0.00835020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
-06/12/23 18:47:22| DEBUG [size=41,place=2] best score = 0.00955738; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
-06/12/23 18:47:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00795) [took 1921.0423s]
-06/12/23 18:53:21| INFO m3w_kde_gs finished [took 2279.5104s]
-06/12/23 18:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 5345.6832s]
-06/12/23 18:53:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
-06/12/23 18:54:06| INFO ref finished [took 42.5508s]
-06/12/23 18:55:34| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 87.893s]
-06/12/23 18:55:34| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.894s]
-06/12/23 19:03:01| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 447.138s]
-06/12/23 19:03:01| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 447.138s]
-06/12/23 19:06:44| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 222.523s]
-06/12/23 19:06:44| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 222.523s]
-06/12/23 19:06:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 757.6643s]
-06/12/23 19:11:58| INFO bin_kde_gs finished [took 1071.5852s]
-06/12/23 19:16:19| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.101s]
-06/12/23 19:16:19| DEBUG [size=11,place=2] best score = 0.01262860; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 260.102s]
-06/12/23 19:37:38| DEBUG [size=51,place=1] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1279.649s]
-06/12/23 19:37:38| DEBUG [size=51,place=2] best score = 0.00816010; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 1279.649s]
-06/12/23 19:49:56| DEBUG [size=32,place=1] best score = 0.00809142; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 738.148s]
-06/12/23 19:49:56| DEBUG [size=32,place=2] best score = 0.00818346; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 738.148s]
-06/12/23 19:49:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00790) [took 2278.0091s]
-06/12/23 19:57:55| INFO mul_kde_gs finished [took 2756.7561s]
-06/12/23 20:01:13| DEBUG [size=11,place=1] best score = 0.00992037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 197.659s]
-06/12/23 20:01:13| DEBUG [size=11,place=2] best score = 0.00998456; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.659s]
-06/12/23 20:17:05| DEBUG [size=52,place=1] best score = 0.00986449; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 951.500s]
-06/12/23 20:17:05| DEBUG [size=52,place=2] best score = 0.01011810; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 951.500s]
-06/12/23 20:25:53| DEBUG [size=28,place=1] best score = 0.01108610; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': None} [took 528.500s]
-06/12/23 20:25:53| DEBUG [size=28,place=2] best score = 0.01117151; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 528.501s]
-06/12/23 20:25:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00986) [took 1677.7701s]
-06/12/23 20:31:53| INFO m3w_kde_gs finished [took 2037.2582s]
-06/12/23 20:31:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5912.1906s]
-06/12/23 20:31:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
-06/12/23 20:32:38| INFO ref finished [took 42.7275s]
-06/12/23 20:34:07| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.881s]
-06/12/23 20:34:07| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.881s]
-06/12/23 20:39:26| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 318.488s]
-06/12/23 20:39:26| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 318.489s]
-06/12/23 20:40:48| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 82.710s]
-06/12/23 20:40:48| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 82.711s]
-06/12/23 20:44:25| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.303s]
-06/12/23 20:44:25| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 216.304s]
-06/12/23 20:44:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 705.4979s]
-06/12/23 20:49:30| INFO bin_kde_gs finished [took 1010.8263s]
-06/12/23 20:53:50| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.211s]
-06/12/23 20:53:50| DEBUG [size=11,place=2] best score = 0.01014983; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.212s]
-06/12/23 21:09:39| DEBUG [size=53,place=1] best score = 0.00732080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 949.019s]
-06/12/23 21:09:39| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 949.019s]
-06/12/23 21:14:23| DEBUG [size=16,place=1] best score = 0.00776338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.458s]
-06/12/23 21:14:23| DEBUG [size=16,place=2] best score = 0.00815781; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 283.459s]
-06/12/23 21:14:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 1491.8018s]
-06/12/23 21:20:32| INFO mul_kde_gs finished [took 1860.5691s]
-06/12/23 21:23:55| DEBUG [size=11,place=1] best score = 0.01490044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 201.975s]
-06/12/23 21:23:55| DEBUG [size=11,place=2] best score = 0.01750594; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 201.975s]
-06/12/23 21:35:51| DEBUG [size=53,place=1] best score = 0.00721418; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
-06/12/23 21:35:51| DEBUG [size=53,place=2] best score = 0.00863489; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
-06/12/23 21:47:26| DEBUG [size=42,place=1] best score = 0.00842574; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 694.493s]
-06/12/23 21:47:26| DEBUG [size=42,place=2] best score = 0.00994871; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 694.493s]
-06/12/23 21:47:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1613.3855s]
-06/12/23 21:54:29| INFO m3w_kde_gs finished [took 2036.1796s]
-06/12/23 21:54:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 4955.8976s]
-06/12/23 21:54:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
-06/12/23 21:55:13| INFO ref finished [took 41.9264s]
-06/12/23 21:56:44| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 89.953s]
-06/12/23 21:56:44| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 89.954s]
-06/12/23 22:02:01| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.189s]
-06/12/23 22:02:01| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.190s]
-06/12/23 22:05:53| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
-06/12/23 22:05:53| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
-06/12/23 22:10:26| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.864s]
-06/12/23 22:10:26| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.865s]
-06/12/23 22:10:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 911.9982s]
-06/12/23 22:15:40| INFO bin_kde_gs finished [took 1225.9164s]
-06/12/23 22:20:03| DEBUG [size=11,place=1] best score = 0.00953106; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 261.735s]
-06/12/23 22:20:03| DEBUG [size=11,place=2] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 261.735s]
-06/12/23 22:35:45| DEBUG [size=52,place=1] best score = 0.00666116; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 942.880s]
-06/12/23 22:35:45| DEBUG [size=52,place=2] best score = 0.00692231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 942.880s]
-06/12/23 22:40:03| DEBUG [size=16,place=1] best score = 0.00658864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 257.308s]
-06/12/23 22:40:03| DEBUG [size=16,place=2] best score = 0.00702947; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 257.308s]
-06/12/23 22:47:38| DEBUG [size=21,place=1] best score = 0.00665545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 455.087s]
-06/12/23 22:47:38| DEBUG [size=21,place=2] best score = 0.00671856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 455.087s]
-06/12/23 22:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00659) [took 1917.1250s]
-06/12/23 22:53:27| INFO mul_kde_gs finished [took 2265.8229s]
-06/12/23 22:56:47| DEBUG [size=11,place=1] best score = 0.00790798; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.449s]
-06/12/23 22:56:47| DEBUG [size=11,place=2] best score = 0.01111607; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.449s]
-06/12/23 23:12:32| DEBUG [size=52,place=1] best score = 0.00636292; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.350s]
-06/12/23 23:12:32| DEBUG [size=52,place=2] best score = 0.00735277; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.351s]
-06/12/23 23:21:00| DEBUG [size=27,place=1] best score = 0.00868099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.816s]
-06/12/23 23:21:00| DEBUG [size=27,place=2] best score = 0.00889703; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.817s]
-06/12/23 23:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1652.7262s]
-06/12/23 23:26:52| INFO m3w_kde_gs finished [took 2004.8016s]
-06/12/23 23:26:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5543.1320s]
-06/12/23 23:26:52| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
-06/12/23 23:27:37| INFO ref finished [took 42.7834s]
-06/12/23 23:29:04| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 85.575s]
-06/12/23 23:29:04| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 85.576s]
-06/12/23 23:31:18| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 133.969s]
-06/12/23 23:31:18| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.969s]
-06/12/23 23:33:36| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 137.937s]
-06/12/23 23:33:36| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 137.937s]
-06/12/23 23:35:51| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 134.578s]
-06/12/23 23:35:51| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 134.578s]
-06/12/23 23:37:06| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 75.290s]
-06/12/23 23:37:06| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 75.290s]
-06/12/23 23:37:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 567.4631s]
-06/12/23 23:42:17| INFO bin_kde_gs finished [took 878.2155s]
-06/12/23 23:46:28| DEBUG [size=11,place=1] best score = 0.01733881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 250.398s]
-06/12/23 23:46:28| DEBUG [size=11,place=2] best score = 0.02695603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 250.398s]
-06/12/23 23:54:02| DEBUG [size=34,place=1] best score = 0.01492009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 453.709s]
-06/12/23 23:54:02| DEBUG [size=34,place=2] best score = 0.01546575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 453.710s]
-06/12/23 23:58:25| DEBUG [size=16,place=1] best score = 0.01143110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 263.380s]
-06/12/23 23:58:25| DEBUG [size=16,place=2] best score = 0.01472725; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 263.380s]
-07/12/23 00:00:49| DEBUG [size=20,place=1] best score = 0.01164472; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 143.694s]
-07/12/23 00:00:49| DEBUG [size=20,place=2] best score = 0.01641785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.694s]
-07/12/23 00:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 1111.2956s]
-07/12/23 00:06:43| INFO mul_kde_gs finished [took 1464.7717s]
-07/12/23 00:10:05| DEBUG [size=11,place=1] best score = 0.02639480; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.976s]
-07/12/23 00:10:05| DEBUG [size=11,place=2] best score = 0.03293248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 200.976s]
-07/12/23 00:15:31| DEBUG [size=34,place=1] best score = 0.02201590; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 326.705s]
-07/12/23 00:15:31| DEBUG [size=34,place=2] best score = 0.02395460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 326.706s]
-07/12/23 00:18:49| DEBUG [size=16,place=1] best score = 0.01688148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.492s]
-07/12/23 00:18:49| DEBUG [size=16,place=2] best score = 0.02017252; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 197.493s]
-07/12/23 00:23:16| DEBUG [size=39,place=1] best score = 0.02195443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.806s]
-07/12/23 00:23:16| DEBUG [size=39,place=2] best score = 0.02344897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.807s]
-07/12/23 00:23:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 992.0968s]
-07/12/23 00:28:30| INFO m3w_kde_gs finished [took 1306.3358s]
-07/12/23 00:28:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 3698.0019s]
-07/12/23 00:28:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
-07/12/23 00:29:15| INFO ref finished [took 42.6410s]
-07/12/23 00:30:43| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 86.456s]
-07/12/23 00:30:43| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 86.456s]
-07/12/23 00:33:09| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.588s]
-07/12/23 00:33:09| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.589s]
-07/12/23 00:36:52| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 222.494s]
-07/12/23 00:36:52| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 222.495s]
-07/12/23 00:36:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 455.6542s]
-07/12/23 00:43:10| INFO bin_kde_gs finished [took 833.5303s]
-07/12/23 00:47:31| DEBUG [size=11,place=1] best score = 0.01044725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.806s]
-07/12/23 00:47:31| DEBUG [size=11,place=2] best score = 0.01271328; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.807s]
-07/12/23 00:54:58| DEBUG [size=34,place=1] best score = 0.00967464; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 447.256s]
-07/12/23 00:54:58| DEBUG [size=34,place=2] best score = 0.01033603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 447.256s]
-07/12/23 00:59:20| DEBUG [size=16,place=1] best score = 0.01074499; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.383s]
-07/12/23 00:59:20| DEBUG [size=16,place=2] best score = 0.01148967; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.384s]
-07/12/23 00:59:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 968.5584s]
-07/12/23 01:06:32| INFO mul_kde_gs finished [took 1400.8107s]
-07/12/23 01:09:41| DEBUG [size=11,place=1] best score = 0.00885199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 188.269s]
-07/12/23 01:09:41| DEBUG [size=11,place=2] best score = 0.01249866; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 188.269s]
-07/12/23 01:14:54| DEBUG [size=34,place=1] best score = 0.00763627; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
-07/12/23 01:14:54| DEBUG [size=34,place=2] best score = 0.00803350; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
-07/12/23 01:28:31| DEBUG [size=40,place=1] best score = 0.00698219; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 816.760s]
-07/12/23 01:28:31| DEBUG [size=40,place=2] best score = 0.00718637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 816.760s]
-07/12/23 01:30:56| DEBUG [size=11,place=1] best score = 0.00763206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.148s]
-07/12/23 01:30:56| DEBUG [size=11,place=2] best score = 0.00780828; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.149s]
-07/12/23 01:30:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1463.3549s]
-07/12/23 01:37:25| INFO m3w_kde_gs finished [took 1851.9367s]
-07/12/23 01:37:25| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 4135.0288s]
-07/12/23 01:37:25| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
-07/12/23 01:38:10| INFO ref finished [took 42.6331s]
-07/12/23 01:39:30| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 78.934s]
-07/12/23 01:39:30| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 78.935s]
-07/12/23 01:44:31| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 301.130s]
-07/12/23 01:44:31| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 301.130s]
-07/12/23 01:47:15| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.725s]
-07/12/23 01:47:15| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 163.726s]
-07/12/23 01:50:27| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
-07/12/23 01:50:27| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
-07/12/23 01:53:27| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.346s]
-07/12/23 01:53:27| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 180.346s]
-07/12/23 01:55:30| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.233s]
-07/12/23 01:55:30| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 123.233s]
-07/12/23 01:55:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1039.1282s]
-07/12/23 02:01:51| INFO bin_kde_gs finished [took 1419.5105s]
-07/12/23 02:06:11| DEBUG [size=11,place=1] best score = 0.01563252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.967s]
-07/12/23 02:06:11| DEBUG [size=11,place=2] best score = 0.02647870; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.968s]
-07/12/23 02:13:13| DEBUG [size=34,place=1] best score = 0.01161972; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 421.660s]
-07/12/23 02:13:13| DEBUG [size=34,place=2] best score = 0.01163046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 421.660s]
-07/12/23 02:17:45| DEBUG [size=16,place=1] best score = 0.01250570; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 271.686s]
-07/12/23 02:17:45| DEBUG [size=16,place=2] best score = 0.01278856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 271.686s]
-07/12/23 02:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01162) [took 953.4216s]
-07/12/23 02:28:39| INFO mul_kde_gs finished [took 1607.7501s]
-07/12/23 02:31:56| DEBUG [size=11,place=1] best score = 0.02256352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 196.334s]
-07/12/23 02:31:56| DEBUG [size=11,place=2] best score = 0.02290334; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 196.335s]
-07/12/23 02:36:59| DEBUG [size=34,place=1] best score = 0.01935831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 302.378s]
-07/12/23 02:36:59| DEBUG [size=34,place=2] best score = 0.02202239; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 302.378s]
-07/12/23 02:42:48| DEBUG [size=27,place=1] best score = 0.00817053; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 349.234s]
-07/12/23 02:42:48| DEBUG [size=27,place=2] best score = 0.01458854; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 349.234s]
-07/12/23 02:46:41| DEBUG [size=24,place=1] best score = 0.00884889; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
-07/12/23 02:46:41| DEBUG [size=24,place=2] best score = 0.01407779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
-07/12/23 02:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00817) [took 1081.1601s]
-07/12/23 02:53:51| INFO m3w_kde_gs finished [took 1510.8295s]
-07/12/23 02:53:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 4585.6908s]
-----------------------------------------------------------------------------------------------------
-08/12/23 00:39:11| INFO dataset imdb [pool size: 10]
-08/12/23 00:39:20| INFO Dataset sample 0.10 of dataset imdb started
-08/12/23 00:39:36| INFO ref finished [took 14.2530s]
-08/12/23 00:40:15| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__
-08/12/23 00:43:50| DEBUG [size=11,place=1] best score = 0.01066108; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 214.081s]
-08/12/23 00:43:50| DEBUG [size=11,place=2] best score = 0.01439898; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 214.081s]
-08/12/23 00:50:04| DEBUG [size=34,place=1] best score = 0.00842012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 374.261s]
-08/12/23 00:50:04| DEBUG [size=34,place=2] best score = 0.01023094; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 374.261s]
-08/12/23 00:59:35| DEBUG [size=44,place=1] best score = 0.00813757; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 570.422s]
-08/12/23 00:59:35| DEBUG [size=44,place=2] best score = 0.00823798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 570.423s]
-08/12/23 01:03:16| DEBUG [size=14,place=1] best score = 0.00866375; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 221.389s]
-08/12/23 01:03:16| DEBUG [size=14,place=2] best score = 0.00894029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.389s]
-08/12/23 01:03:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00814) [took 1380.2704s]
-08/12/23 01:14:15| INFO mul_kde_gs finished [took 2039.4130s]
-08/12/23 01:17:03| DEBUG [size=11,place=1] best score = 0.01392764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 166.684s]
-08/12/23 01:17:03| DEBUG [size=11,place=2] best score = 0.01595060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 166.685s]
-08/12/23 01:21:47| DEBUG [size=34,place=1] best score = 0.00894270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 283.715s]
-08/12/23 01:21:47| DEBUG [size=34,place=2] best score = 0.01129420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 283.715s]
-08/12/23 01:28:03| DEBUG [size=44,place=1] best score = 0.00825444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 376.367s]
-08/12/23 01:28:03| DEBUG [size=44,place=2] best score = 0.00841897; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 376.368s]
-08/12/23 01:30:44| DEBUG [size=14,place=1] best score = 0.01012019; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.198s]
-08/12/23 01:30:44| DEBUG [size=14,place=2] best score = 0.01036583; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.199s]
-08/12/23 01:30:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00825) [took 988.0813s]
-08/12/23 01:41:17| INFO m3w_kde_gs finished [took 1620.9818s]
-08/12/23 01:41:17| INFO Dataset sample 0.10 of dataset imdb finished [took 3717.6273s]
-08/12/23 01:41:17| INFO Dataset sample 0.20 of dataset imdb started
-08/12/23 01:41:34| INFO ref finished [took 14.1975s]
-08/12/23 01:42:55| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.534s]
-08/12/23 01:42:55| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.534s]
-08/12/23 01:47:45| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 290.868s]
-08/12/23 01:47:45| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 290.868s]
-08/12/23 01:49:07| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 81.656s]
-08/12/23 01:49:07| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 81.656s]
-08/12/23 01:50:55| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 108.147s]
-08/12/23 01:50:55| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 108.147s]
-08/12/23 01:50:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 560.3245s]
-08/12/23 01:58:00| INFO bin_kde_gs finished [took 985.5536s]
-08/12/23 02:01:46| DEBUG [size=11,place=1] best score = 0.01192768; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.942s]
-08/12/23 02:01:46| DEBUG [size=11,place=2] best score = 0.02070385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.942s]
-08/12/23 02:15:21| DEBUG [size=53,place=1] best score = 0.01165559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 815.123s]
-08/12/23 02:15:21| DEBUG [size=53,place=2] best score = 0.01172897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 815.123s]
-08/12/23 02:19:08| DEBUG [size=16,place=1] best score = 0.01237341; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.410s]
-08/12/23 02:19:08| DEBUG [size=16,place=2] best score = 0.01255415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.411s]
-08/12/23 02:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01166) [took 1266.5876s]
-08/12/23 02:28:40| INFO mul_kde_gs finished [took 1838.9272s]
-08/12/23 02:31:31| DEBUG [size=11,place=1] best score = 0.00953370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.439s]
-08/12/23 02:31:31| DEBUG [size=11,place=2] best score = 0.01282606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.440s]
-08/12/23 02:36:19| DEBUG [size=34,place=1] best score = 0.00881740; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 287.845s]
-08/12/23 02:36:19| DEBUG [size=34,place=2] best score = 0.00895364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 287.845s]
-08/12/23 02:39:06| DEBUG [size=16,place=1] best score = 0.00868445; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 167.344s]
-08/12/23 02:39:06| DEBUG [size=16,place=2] best score = 0.00871860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.345s]
-08/12/23 02:43:03| DEBUG [size=20,place=1] best score = 0.00876632; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.058s]
-08/12/23 02:43:03| DEBUG [size=20,place=2] best score = 0.00895230; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 237.058s]
-08/12/23 02:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00868) [took 861.8042s]
-08/12/23 02:51:10| INFO m3w_kde_gs finished [took 1348.7148s]
-08/12/23 02:51:10| INFO Dataset sample 0.20 of dataset imdb finished [took 4192.9340s]
-08/12/23 02:51:10| INFO Dataset sample 0.30 of dataset imdb started
-08/12/23 02:51:27| INFO ref finished [took 14.2067s]
-08/12/23 02:52:50| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.053s]
-08/12/23 02:52:50| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.053s]
-08/12/23 02:57:42| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 291.600s]
-08/12/23 02:57:42| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 291.600s]
-08/12/23 02:59:07| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.332s]
-08/12/23 02:59:07| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.333s]
-08/12/23 02:59:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.1017s]
-08/12/23 03:05:14| INFO bin_kde_gs finished [took 824.6224s]
-08/12/23 03:08:55| DEBUG [size=11,place=1] best score = 0.01149085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.767s]
-08/12/23 03:08:55| DEBUG [size=11,place=2] best score = 0.02153219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.767s]
-08/12/23 03:15:52| DEBUG [size=34,place=1] best score = 0.01112105; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 416.799s]
-08/12/23 03:15:52| DEBUG [size=34,place=2] best score = 0.01116321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 416.799s]
-08/12/23 03:19:33| DEBUG [size=16,place=1] best score = 0.01174331; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.235s]
-08/12/23 03:19:33| DEBUG [size=16,place=2] best score = 0.01198596; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.235s]
-08/12/23 03:19:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01112) [took 857.9153s]
-08/12/23 03:27:28| INFO mul_kde_gs finished [took 1332.5947s]
-08/12/23 03:30:22| DEBUG [size=11,place=1] best score = 0.01533456; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.159s]
-08/12/23 03:30:22| DEBUG [size=11,place=2] best score = 0.01717070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.160s]
-08/12/23 03:40:17| DEBUG [size=53,place=1] best score = 0.01026628; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 595.486s]
-08/12/23 03:40:17| DEBUG [size=53,place=2] best score = 0.01120140; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 595.486s]
-08/12/23 03:45:32| DEBUG [size=26,place=1] best score = 0.01098998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 314.175s]
-08/12/23 03:45:32| DEBUG [size=26,place=2] best score = 0.01164227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 314.175s]
-08/12/23 03:45:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1081.9372s]
-08/12/23 03:52:18| INFO m3w_kde_gs finished [took 1488.1768s]
-08/12/23 03:52:18| INFO Dataset sample 0.30 of dataset imdb finished [took 3667.7132s]
-08/12/23 03:52:18| INFO Dataset sample 0.40 of dataset imdb started
-08/12/23 03:52:34| INFO ref finished [took 13.9194s]
-08/12/23 03:53:51| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 74.933s]
-08/12/23 03:53:51| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.933s]
-08/12/23 03:58:15| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.063s]
-08/12/23 03:58:15| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 264.063s]
-08/12/23 04:02:10| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 234.771s]
-08/12/23 04:02:10| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 234.771s]
-08/12/23 04:05:45| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s]
-08/12/23 04:05:45| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s]
-08/12/23 04:05:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 789.1899s]
-08/12/23 04:11:16| INFO bin_kde_gs finished [took 1120.2464s]
-08/12/23 04:15:04| DEBUG [size=11,place=1] best score = 0.01844199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 227.239s]
-08/12/23 04:15:04| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 227.239s]
-08/12/23 04:28:49| DEBUG [size=53,place=1] best score = 0.01172724; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 824.409s]
-08/12/23 04:28:49| DEBUG [size=53,place=2] best score = 0.01207213; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 824.410s]
-08/12/23 04:32:04| DEBUG [size=14,place=1] best score = 0.01205054; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.833s]
-08/12/23 04:32:04| DEBUG [size=14,place=2] best score = 0.01251895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.834s]
-08/12/23 04:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01173) [took 1246.5983s]
-08/12/23 04:38:37| INFO mul_kde_gs finished [took 1639.5698s]
-08/12/23 04:41:24| DEBUG [size=11,place=1] best score = 0.01952105; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.300s]
-08/12/23 04:41:24| DEBUG [size=11,place=2] best score = 0.02107291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.300s]
-08/12/23 04:53:46| DEBUG [size=52,place=1] best score = 0.01242217; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.421s]
-08/12/23 04:53:46| DEBUG [size=52,place=2] best score = 0.01288423; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 742.422s]
-08/12/23 05:01:03| DEBUG [size=28,place=1] best score = 0.01285537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 436.917s]
-08/12/23 05:01:03| DEBUG [size=28,place=2] best score = 0.01474676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 436.918s]
-08/12/23 05:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01242) [took 1345.7545s]
-08/12/23 05:07:08| INFO m3w_kde_gs finished [took 1710.1588s]
-08/12/23 05:07:08| INFO Dataset sample 0.40 of dataset imdb finished [took 4489.9288s]
-08/12/23 05:07:08| INFO Dataset sample 0.50 of dataset imdb started
-08/12/23 05:07:25| INFO ref finished [took 14.3738s]
-08/12/23 05:08:43| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 77.348s]
-08/12/23 05:08:43| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 77.348s]
-08/12/23 05:13:58| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 315.145s]
-08/12/23 05:13:58| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 315.145s]
-08/12/23 05:15:18| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 79.287s]
-08/12/23 05:15:18| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 79.287s]
-08/12/23 05:21:01| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.469s]
-08/12/23 05:21:01| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 343.469s]
-08/12/23 05:26:00| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 299.024s]
-08/12/23 05:26:00| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 299.025s]
-08/12/23 05:26:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1114.3936s]
-08/12/23 05:31:21| INFO bin_kde_gs finished [took 1434.9794s]
-08/12/23 05:35:02| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.821s]
-08/12/23 05:35:02| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 219.822s]
-08/12/23 05:52:08| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1026.409s]
-08/12/23 05:52:08| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1026.410s]
-08/12/23 05:55:35| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s]
-08/12/23 05:55:35| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s]
-08/12/23 06:08:31| DEBUG [size=36,place=1] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s]
-08/12/23 06:08:31| DEBUG [size=36,place=2] best score = 0.01095112; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s]
-08/12/23 06:08:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00987) [took 2228.5156s]
-08/12/23 06:16:52| INFO mul_kde_gs finished [took 2730.3018s]
-08/12/23 06:19:47| DEBUG [size=11,place=1] best score = 0.01519302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.844s]
-08/12/23 06:19:47| DEBUG [size=11,place=2] best score = 0.02575940; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.844s]
-08/12/23 06:30:08| DEBUG [size=53,place=1] best score = 0.01194274; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s]
-08/12/23 06:30:08| DEBUG [size=53,place=2] best score = 0.01777625; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s]
-08/12/23 06:41:47| DEBUG [size=45,place=1] best score = 0.01340000; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s]
-08/12/23 06:41:47| DEBUG [size=45,place=2] best score = 0.01408497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s]
-08/12/23 06:41:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01194) [took 1493.2181s]
-08/12/23 06:47:52| INFO m3w_kde_gs finished [took 1858.1184s]
-08/12/23 06:47:52| INFO Dataset sample 0.50 of dataset imdb finished [took 6043.7355s]
-08/12/23 06:47:52| INFO Dataset sample 0.60 of dataset imdb started
-08/12/23 06:48:09| INFO ref finished [took 14.1590s]
-08/12/23 06:49:29| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.979s]
-08/12/23 06:49:29| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.979s]
-08/12/23 06:54:26| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 296.599s]
-08/12/23 06:54:26| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 296.599s]
-08/12/23 06:54:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 375.6899s]
-08/12/23 06:59:31| INFO bin_kde_gs finished [took 680.9392s]
-08/12/23 07:03:16| DEBUG [size=11,place=1] best score = 0.01262679; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.490s]
-08/12/23 07:03:16| DEBUG [size=11,place=2] best score = 0.02537997; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.490s]
-08/12/23 07:16:59| DEBUG [size=53,place=1] best score = 0.01141300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 823.361s]
-08/12/23 07:16:59| DEBUG [size=53,place=2] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 823.361s]
-08/12/23 07:20:41| DEBUG [size=16,place=1] best score = 0.01058069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.657s]
-08/12/23 07:20:41| DEBUG [size=16,place=2] best score = 0.01145260; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 221.658s]
-08/12/23 07:27:40| DEBUG [size=21,place=1] best score = 0.01053192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 419.273s]
-08/12/23 07:27:40| DEBUG [size=21,place=2] best score = 0.01208295; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 419.274s]
-08/12/23 07:36:42| DEBUG [size=30,place=1] best score = 0.01060630; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 541.594s]
-08/12/23 07:36:42| DEBUG [size=30,place=2] best score = 0.01238679; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 541.594s]
-08/12/23 07:36:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01053) [took 2229.4931s]
-08/12/23 07:43:34| INFO mul_kde_gs finished [took 2642.0192s]
-08/12/23 07:46:18| DEBUG [size=11,place=1] best score = 0.01849888; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.411s]
-08/12/23 07:46:18| DEBUG [size=11,place=2] best score = 0.02024214; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 163.412s]
-08/12/23 07:58:50| DEBUG [size=51,place=1] best score = 0.01379574; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s]
-08/12/23 07:58:50| DEBUG [size=51,place=2] best score = 0.01433927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s]
-08/12/23 08:00:34| DEBUG [size=9,place=1] best score = 0.01517971; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.950s]
-08/12/23 08:00:34| DEBUG [size=9,place=2] best score = 0.01742746; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.951s]
-08/12/23 08:00:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01380) [took 1019.3435s]
-08/12/23 08:07:27| INFO m3w_kde_gs finished [took 1431.7524s]
-08/12/23 08:07:27| INFO Dataset sample 0.60 of dataset imdb finished [took 4775.1959s]
-08/12/23 08:07:27| INFO Dataset sample 0.70 of dataset imdb started
-08/12/23 08:07:44| INFO ref finished [took 14.3426s]
-08/12/23 08:09:09| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.892s]
-08/12/23 08:09:09| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 83.893s]
-08/12/23 08:15:00| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.460s]
-08/12/23 08:15:00| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.461s]
-08/12/23 08:18:55| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 235.380s]
-08/12/23 08:18:55| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.380s]
-08/12/23 08:23:04| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 249.453s]
-08/12/23 08:23:04| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.453s]
-08/12/23 08:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 919.3069s]
-08/12/23 08:29:31| INFO bin_kde_gs finished [took 1306.2020s]
-08/12/23 08:33:11| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.720s]
-08/12/23 08:33:11| DEBUG [size=11,place=2] best score = 0.02186639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.720s]
-08/12/23 08:47:17| DEBUG [size=53,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s]
-08/12/23 08:47:17| DEBUG [size=53,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s]
-08/12/23 08:58:30| DEBUG [size=43,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s]
-08/12/23 08:58:30| DEBUG [size=43,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s]
-08/12/23 08:58:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1737.4760s]
-08/12/23 09:05:32| INFO mul_kde_gs finished [took 2159.5794s]
-08/12/23 09:08:20| DEBUG [size=11,place=1] best score = 0.01304121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.038s]
-08/12/23 09:08:20| DEBUG [size=11,place=2] best score = 0.02852550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.039s]
-08/12/23 09:21:02| DEBUG [size=52,place=1] best score = 0.01392993; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s]
-08/12/23 09:21:02| DEBUG [size=52,place=2] best score = 0.01536096; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s]
-08/12/23 09:21:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01304) [took 929.0179s]
-08/12/23 09:28:46| INFO m3w_kde_gs finished [took 1392.5585s]
-08/12/23 09:28:46| INFO Dataset sample 0.70 of dataset imdb finished [took 4879.2065s]
-08/12/23 09:28:46| INFO Dataset sample 0.80 of dataset imdb started
-08/12/23 09:29:03| INFO ref finished [took 14.2105s]
-08/12/23 09:30:24| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.580s]
-08/12/23 09:30:24| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.580s]
-08/12/23 09:32:57| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 153.219s]
-08/12/23 09:32:57| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 153.219s]
-08/12/23 09:34:56| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.676s]
-08/12/23 09:34:56| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.677s]
-08/12/23 09:36:49| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 113.607s]
-08/12/23 09:36:49| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 113.608s]
-08/12/23 09:36:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 465.1989s]
-08/12/23 09:45:02| INFO bin_kde_gs finished [took 958.1268s]
-08/12/23 09:48:44| DEBUG [size=11,place=1] best score = 0.00827836; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.807s]
-08/12/23 09:48:44| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 220.807s]
-08/12/23 10:02:38| DEBUG [size=53,place=1] best score = 0.00826673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 833.413s]
-08/12/23 10:02:38| DEBUG [size=53,place=2] best score = 0.00843921; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 833.413s]
-08/12/23 10:06:31| DEBUG [size=16,place=1] best score = 0.00880578; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 233.486s]
-08/12/23 10:06:31| DEBUG [size=16,place=2] best score = 0.00884233; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 233.486s]
-08/12/23 10:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00827) [took 1287.8151s]
-08/12/23 10:17:16| INFO mul_kde_gs finished [took 1932.1141s]
-08/12/23 10:20:06| DEBUG [size=11,place=1] best score = 0.00977879; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.352s]
-08/12/23 10:20:06| DEBUG [size=11,place=2] best score = 0.01379137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.352s]
-08/12/23 10:29:47| DEBUG [size=53,place=1] best score = 0.00899819; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.374s]
-08/12/23 10:29:47| DEBUG [size=53,place=2] best score = 0.01014142; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.375s]
-08/12/23 10:36:11| DEBUG [size=42,place=1] best score = 0.01148795; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 383.264s]
-08/12/23 10:36:11| DEBUG [size=42,place=2] best score = 0.01308784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 383.264s]
-08/12/23 10:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00900) [took 1134.1044s]
-08/12/23 10:43:31| INFO m3w_kde_gs finished [took 1574.1633s]
-08/12/23 10:43:31| INFO Dataset sample 0.80 of dataset imdb finished [took 4484.7910s]
-08/12/23 10:43:31| INFO Dataset sample 0.90 of dataset imdb started
-08/12/23 10:43:47| INFO ref finished [took 13.8770s]
-08/12/23 10:43:54| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__
-08/12/23 10:47:35| DEBUG [size=11,place=1] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.978s]
-08/12/23 10:47:35| DEBUG [size=11,place=2] best score = 0.01242913; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.978s]
-08/12/23 11:01:03| DEBUG [size=53,place=1] best score = 0.00966868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 807.916s]
-08/12/23 11:01:03| DEBUG [size=53,place=2] best score = 0.00980785; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 807.917s]
-08/12/23 11:08:03| DEBUG [size=29,place=1] best score = 0.00955785; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 420.116s]
-08/12/23 11:08:03| DEBUG [size=29,place=2] best score = 0.00957759; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 420.117s]
-08/12/23 11:15:28| DEBUG [size=27,place=1] best score = 0.00958286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 444.411s]
-08/12/23 11:15:28| DEBUG [size=27,place=2] best score = 0.00967909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 444.411s]
-08/12/23 11:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00956) [took 1892.5369s]
-08/12/23 11:26:21| INFO mul_kde_gs finished [took 2545.5014s]
-08/12/23 11:29:15| DEBUG [size=11,place=1] best score = 0.01066111; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.839s]
-08/12/23 11:29:15| DEBUG [size=11,place=2] best score = 0.01221190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.839s]
-08/12/23 11:39:31| DEBUG [size=53,place=1] best score = 0.00985405; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 615.668s]
-08/12/23 11:39:31| DEBUG [size=53,place=2] best score = 0.01127054; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 615.668s]
-08/12/23 11:42:45| DEBUG [size=16,place=1] best score = 0.00896948; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s]
-08/12/23 11:42:45| DEBUG [size=16,place=2] best score = 0.00940040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s]
-08/12/23 11:52:11| DEBUG [size=38,place=1] best score = 0.00869971; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 566.436s]
-08/12/23 11:52:11| DEBUG [size=38,place=2] best score = 0.00871415; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 566.436s]
-08/12/23 11:53:55| DEBUG [size=10,place=1] best score = 0.01080691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s]
-08/12/23 11:53:55| DEBUG [size=10,place=2] best score = 0.01202835; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s]
-08/12/23 11:53:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00870) [took 1653.8501s]
-08/12/23 12:04:12| INFO m3w_kde_gs finished [took 2270.4839s]
-08/12/23 12:04:12| INFO Dataset sample 0.90 of dataset imdb finished [took 4841.2174s]
-----------------------------------------------------------------------------------------------------
-16/12/23 22:27:04| INFO dataset twitter_gasp [pool size: 10]
-16/12/23 22:27:04| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-16/12/23 22:27:48| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
-16/12/23 22:36:24| INFO bgf_sld finished [took 504.5650s]
-16/12/23 22:46:42| INFO mul_sld finished [took 605.5322s]
-16/12/23 22:55:23| INFO m3w_sld finished [took 508.6561s]
-16/12/23 23:04:41| INFO mgf_sld finished [took 546.1632s]
-16/12/23 23:05:24| WARNING Method binc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
-16/12/23 23:13:58| INFO bgfc_sld finished [took 501.3208s]
-16/12/23 23:24:09| INFO mulc_sld finished [took 598.8946s]
-16/12/23 23:32:58| INFO m3wc_sld finished [took 517.2434s]
-16/12/23 23:42:27| INFO mgfc_sld finished [took 557.3515s]
-16/12/23 23:43:09| WARNING Method binmc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
-----------------------------------------------------------------------------------------------------
-17/12/23 00:26:16| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 00:26:16| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-17/12/23 00:37:12| INFO bin_sld finished [took 643.8447s]
-17/12/23 00:45:44| INFO bgf_sld finished [took 501.7559s]
-17/12/23 00:56:00| INFO mul_sld finished [took 604.5421s]
-17/12/23 01:04:49| INFO m3w_sld finished [took 517.1424s]
-17/12/23 01:14:13| INFO mgf_sld finished [took 552.7459s]
-17/12/23 01:25:06| INFO binc_sld finished [took 640.7661s]
-17/12/23 01:33:52| INFO bgfc_sld finished [took 514.6640s]
-17/12/23 01:44:10| INFO mulc_sld finished [took 606.5232s]
-17/12/23 01:52:48| INFO m3wc_sld finished [took 505.1910s]
-17/12/23 02:02:08| INFO mgfc_sld finished [took 548.3568s]
-17/12/23 02:12:56| INFO binmc_sld finished [took 636.8183s]
-17/12/23 02:21:35| INFO bgfmc_sld finished [took 507.5543s]
-17/12/23 02:31:41| INFO mulmc_sld finished [took 595.0178s]
-17/12/23 02:40:24| INFO m3wmc_sld finished [took 510.6748s]
-17/12/23 02:49:52| INFO mgfmc_sld finished [took 556.2990s]
-17/12/23 02:58:28| INFO binne_sld finished [took 506.4963s]
-17/12/23 03:09:16| INFO bgfne_sld finished [took 635.9704s]
-17/12/23 03:19:27| INFO mulne_sld finished [took 599.1622s]
-17/12/23 03:28:05| INFO m3wne_sld finished [took 506.1674s]
-17/12/23 03:37:25| INFO mgfne_sld finished [took 548.6193s]
-17/12/23 03:46:11| INFO binis_sld finished [took 513.3198s]
-17/12/23 03:57:03| INFO bgfis_sld finished [took 640.7438s]
-17/12/23 04:07:19| INFO mulis_sld finished [took 603.8059s]
-17/12/23 04:16:00| INFO m3wis_sld finished [took 508.3781s]
-17/12/23 04:25:28| INFO mgfis_sld finished [took 558.0677s]
-17/12/23 04:30:07| INFO ref finished [took 267.1771s]
-17/12/23 04:35:58| INFO atc_mc finished [took 338.8636s]
-17/12/23 04:42:16| INFO doc finished [took 366.6193s]
-17/12/23 04:49:27| INFO gde finished [took 419.8069s]
-17/12/23 04:50:19| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
-17/12/23 04:51:09| WARNING Method bgf_sld_gs failed. Exception: no combination of hyperparameters seem to work
-17/12/23 04:54:15| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
-17/12/23 05:55:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.03011) [took 3676.6987s]
-17/12/23 06:05:08| INFO m3w_sld_gs finished [took 4241.0938s]
-17/12/23 06:07:51| WARNING Method mgf_sld_gs failed. Exception: index 5 is out of bounds for axis 0 with size 5
-17/12/23 06:07:51| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 20495.2273s]
-17/12/23 06:07:51| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started
-17/12/23 06:19:20| INFO bin_sld finished [took 676.7404s]
-17/12/23 06:27:53| INFO bgf_sld finished [took 501.4695s]
-17/12/23 06:38:36| INFO mul_sld finished [took 631.0147s]
-17/12/23 06:47:24| INFO m3w_sld finished [took 515.4589s]
-17/12/23 06:56:52| INFO mgf_sld finished [took 556.3011s]
-17/12/23 07:08:17| INFO binc_sld finished [took 673.4320s]
-17/12/23 07:17:08| INFO bgfc_sld finished [took 518.5193s]
-17/12/23 07:27:55| INFO mulc_sld finished [took 635.7256s]
-17/12/23 07:36:47| INFO m3wc_sld finished [took 518.7978s]
-17/12/23 07:46:20| INFO mgfc_sld finished [took 561.0333s]
-17/12/23 07:57:47| INFO binmc_sld finished [took 675.2128s]
-17/12/23 08:06:33| INFO bgfmc_sld finished [took 514.2412s]
-17/12/23 08:17:18| INFO mulmc_sld finished [took 633.2307s]
-17/12/23 08:26:05| INFO m3wmc_sld finished [took 514.9487s]
-17/12/23 08:35:34| INFO mgfmc_sld finished [took 556.9925s]
-17/12/23 08:44:20| INFO binne_sld finished [took 514.6121s]
-17/12/23 08:55:41| INFO bgfne_sld finished [took 668.3716s]
-17/12/23 09:06:14| INFO mulne_sld finished [took 621.7870s]
-17/12/23 09:14:56| INFO m3wne_sld finished [took 508.9254s]
-17/12/23 09:24:16| INFO mgfne_sld finished [took 547.8858s]
-17/12/23 09:33:07| INFO binis_sld finished [took 518.9836s]
-17/12/23 09:44:24| INFO bgfis_sld finished [took 667.1477s]
-17/12/23 09:55:15| INFO mulis_sld finished [took 638.9286s]
-17/12/23 10:04:08| INFO m3wis_sld finished [took 521.7243s]
-17/12/23 10:13:42| INFO mgfis_sld finished [took 561.2095s]
-17/12/23 10:18:26| INFO ref finished [took 272.9437s]
-17/12/23 10:24:21| INFO atc_mc finished [took 341.9848s]
-17/12/23 10:30:39| INFO doc finished [took 367.7364s]
-17/12/23 10:37:48| INFO gde finished [took 418.2752s]
-17/12/23 10:55:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.20889) [took 1055.9696s]
-17/12/23 11:07:23| INFO bin_sld_gs finished [took 1762.2675s]
-17/12/23 11:13:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.13084) [took 326.7600s]
-17/12/23 11:23:25| INFO bgf_sld_gs finished [took 950.2765s]
-17/12/23 11:27:43| WARNING Method mul_sld_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00
- 0.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
- nit: 0
- jac: [ nan nan nan nan nan
- nan nan nan nan nan]
- nfev: 21
- njev: 21
- hess_inv: <10x10 LbfgsInvHessProduct with dtype=float64>
-----------------------------------------------------------------------------------------------------
-17/12/23 12:02:31| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 12:02:31| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-17/12/23 12:13:24| INFO bin_sld finished [took 641.4641s]
-17/12/23 12:22:15| INFO bgf_sld finished [took 519.6739s]
-17/12/23 12:32:42| INFO mul_sld finished [took 613.7434s]
-17/12/23 12:41:38| INFO m3w_sld finished [took 524.5842s]
-17/12/23 12:51:10| INFO mgf_sld finished [took 559.5150s]
-17/12/23 13:02:09| INFO binc_sld finished [took 647.3998s]
-17/12/23 13:11:01| INFO bgfc_sld finished [took 520.4247s]
-17/12/23 13:21:20| INFO mulc_sld finished [took 608.2693s]
-17/12/23 13:30:05| INFO m3wc_sld finished [took 513.5996s]
-17/12/23 13:39:42| INFO mgfc_sld finished [took 564.4513s]
-17/12/23 13:50:35| INFO binmc_sld finished [took 641.0647s]
-17/12/23 13:59:11| INFO bgfmc_sld finished [took 504.4284s]
-17/12/23 14:09:37| INFO mulmc_sld finished [took 613.1113s]
-----------------------------------------------------------------------------------------------------
-17/12/23 14:12:23| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 14:12:23| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-----------------------------------------------------------------------------------------------------
-17/12/23 14:14:57| INFO dataset twitter_gasp [pool size: 10]
-17/12/23 14:14:57| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
-17/12/23 14:50:29| INFO bgf_sld finished [took 2088.8816s]
-17/12/23 14:51:48| INFO bgfc_sld finished [took 2153.2648s]
-17/12/23 14:52:39| INFO m3wc_sld finished [took 2203.4681s]
-17/12/23 14:53:43| INFO m3w_sld finished [took 2272.7425s]
-17/12/23 14:55:39| INFO mgf_sld finished [took 2381.4363s]
-17/12/23 14:55:48| INFO mgfc_sld finished [took 2393.9812s]
-17/12/23 14:59:40| INFO bin_sld finished [took 2622.8721s]
-17/12/23 14:59:51| INFO mul_sld finished [took 2633.8363s]
-17/12/23 14:59:53| INFO binmc_sld finished [took 2646.0856s]
-17/12/23 15:00:03| INFO mulc_sld finished [took 2645.3005s]
-17/12/23 15:00:46| INFO binc_sld finished [took 2689.3150s]
-17/12/23 15:26:32| INFO bgfmc_sld finished [took 2130.3199s]
-17/12/23 15:30:36| INFO binne_sld finished [took 2057.4561s]
-17/12/23 15:31:09| INFO m3wmc_sld finished [took 2269.9704s]
-17/12/23 15:35:34| INFO binis_sld finished [took 2090.1400s]
-17/12/23 15:35:43| INFO m3wne_sld finished [took 2106.1781s]
-17/12/23 15:36:02| INFO mgfmc_sld finished [took 2507.9589s]
-17/12/23 15:36:51| INFO mulmc_sld finished [took 2666.0805s]
-17/12/23 15:39:25| INFO bgfne_sld finished [took 2580.6198s]
-17/12/23 15:41:18| INFO mgfne_sld finished [took 2439.7349s]
-17/12/23 15:42:59| INFO bgfis_sld finished [took 2488.4869s]
-17/12/23 15:43:41| INFO mulne_sld finished [took 2598.8748s]
-17/12/23 15:48:21| INFO ref finished [took 734.8497s]
-17/12/23 15:50:40| INFO atc_mc finished [took 860.9713s]
-17/12/23 15:52:11| INFO doc finished [took 934.4540s]
-17/12/23 15:55:19| INFO m3wis_sld finished [took 1445.6311s]
-17/12/23 15:55:22| INFO mulis_sld finished [took 1692.8083s]
-17/12/23 15:55:27| INFO mgfis_sld finished [took 1417.9740s]
-17/12/23 15:55:55| INFO gde finished [took 1110.1248s]
-17/12/23 15:55:55| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 6058.4750s]
-17/12/23 15:55:56| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started
-17/12/23 16:32:54| INFO bgf_sld finished [took 2165.1362s]
-17/12/23 16:33:16| INFO m3wc_sld finished [took 2176.5918s]
-17/12/23 16:33:38| INFO bgfc_sld finished [took 2199.9869s]
-17/12/23 16:33:48| INFO m3w_sld finished [took 2218.1563s]
-17/12/23 16:36:40| INFO mgf_sld finished [took 2394.7646s]
-17/12/23 16:36:45| INFO mgfc_sld finished [took 2402.4035s]
-17/12/23 16:42:35| INFO mul_sld finished [took 2750.8771s]
-17/12/23 16:42:58| INFO mulc_sld finished [took 2760.6965s]
-17/12/23 16:43:09| INFO bin_sld finished [took 2785.3203s]
-17/12/23 16:44:36| INFO binmc_sld finished [took 2857.7070s]
-17/12/23 16:45:18| INFO binc_sld finished [took 2901.8827s]
-17/12/23 17:08:11| INFO bgfmc_sld finished [took 2077.1417s]
-17/12/23 17:10:41| INFO m3wmc_sld finished [took 2181.8508s]
-17/12/23 17:13:21| INFO binne_sld finished [took 2161.7027s]
-17/12/23 17:15:50| INFO mgfmc_sld finished [took 2479.8184s]
-17/12/23 17:18:14| INFO m3wne_sld finished [took 2079.1662s]
-17/12/23 17:20:16| INFO binis_sld finished [took 2106.0076s]
-17/12/23 17:21:23| INFO mulmc_sld finished [took 2843.1791s]
-17/12/23 17:22:36| INFO bgfne_sld finished [took 2716.6148s]
-17/12/23 17:24:24| INFO mgfne_sld finished [took 2434.0763s]
-17/12/23 17:29:18| INFO mulne_sld finished [took 2775.7782s]
-17/12/23 17:30:32| INFO bgfis_sld finished [took 2676.5645s]
-17/12/23 17:31:48| INFO ref finished [took 920.2842s]
-17/12/23 17:34:16| INFO atc_mc finished [took 925.7144s]
-17/12/23 17:36:32| INFO doc finished [took 939.7200s]
-17/12/23 17:38:17| INFO m3wis_sld finished [took 1623.9516s]
-17/12/23 17:38:35| INFO gde finished [took 995.9955s]
-17/12/23 17:39:17| INFO mgfis_sld finished [took 1521.2198s]
-17/12/23 17:39:20| INFO mulis_sld finished [took 1829.6310s]
-17/12/23 17:39:20| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp finished [took 6204.2377s]
-17/12/23 17:39:20| INFO Dataset sample [0.0993 0.3002 0.6004] of dataset twitter_gasp started
-17/12/23 18:14:41| INFO bgf_sld finished [took 2073.2053s]
-17/12/23 18:16:31| INFO m3w_sld finished [took 2184.5400s]
-17/12/23 18:16:35| INFO bgfc_sld finished [took 2178.1290s]
-17/12/23 18:17:14| INFO m3wc_sld finished [took 2211.4620s]
-17/12/23 18:19:35| INFO mgf_sld finished [took 2353.1800s]
-17/12/23 18:21:43| INFO mgfc_sld finished [took 2484.7824s]
-17/12/23 18:25:29| INFO mul_sld finished [took 2715.1563s]
-17/12/23 18:25:46| INFO bin_sld finished [took 2732.2688s]
-17/12/23 18:26:40| INFO mulc_sld finished [took 2778.3632s]
-17/12/23 18:27:29| INFO binc_sld finished [took 2833.1482s]
-17/12/23 18:28:51| INFO binmc_sld finished [took 2920.4691s]
-17/12/23 18:51:04| INFO bgfmc_sld finished [took 2149.2943s]
-17/12/23 18:53:53| INFO m3wmc_sld finished [took 2204.1586s]
-17/12/23 18:55:18| INFO binne_sld finished [took 2107.5051s]
-----------------------------------------------------------------------------------------------------
-17/12/23 19:05:20| INFO dataset twitter_gasp_4prevs [pool size: 10]
-17/12/23 19:05:20| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs started
-17/12/23 19:41:23| INFO bgf_sld finished [took 2102.7271s]
-17/12/23 19:41:43| INFO bgfc_sld finished [took 2121.9685s]
-17/12/23 19:43:05| INFO m3wc_sld finished [took 2204.9369s]
-17/12/23 19:44:41| INFO m3w_sld finished [took 2312.3112s]
-17/12/23 19:46:42| INFO mgf_sld finished [took 2432.9109s]
-17/12/23 19:47:33| INFO mgfc_sld finished [took 2472.5590s]
-17/12/23 19:51:10| INFO mul_sld finished [took 2690.9208s]
-17/12/23 19:51:32| INFO mulc_sld finished [took 2714.2409s]
-17/12/23 19:52:00| INFO bin_sld finished [took 2746.0669s]
-17/12/23 19:54:04| INFO binc_sld finished [took 2863.5249s]
-17/12/23 19:54:53| INFO binmc_sld finished [took 2918.9867s]
-17/12/23 20:18:09| INFO bgfmc_sld finished [took 2166.1114s]
-17/12/23 20:19:27| INFO m3wmc_sld finished [took 2155.1960s]
-17/12/23 20:24:19| INFO binne_sld finished [took 2218.6198s]
-17/12/23 20:25:30| INFO mgfmc_sld finished [took 2410.6163s]
-17/12/23 20:27:55| INFO m3wne_sld finished [took 2145.5684s]
-17/12/23 20:28:30| INFO mulmc_sld finished [took 2765.9936s]
-17/12/23 20:30:30| INFO binis_sld finished [took 2149.0287s]
-17/12/23 20:32:17| INFO mgfne_sld finished [took 2373.5675s]
-17/12/23 20:33:44| INFO bgfne_sld finished [took 2732.2612s]
-17/12/23 20:35:48| INFO mulne_sld finished [took 2640.3284s]
-17/12/23 20:39:14| INFO ref finished [took 784.4305s]
-17/12/23 20:40:09| INFO bgfis_sld finished [took 2679.2309s]
-17/12/23 20:42:59| INFO atc_mc finished [took 868.1519s]
-17/12/23 20:45:52| INFO m3wis_sld finished [took 1544.9402s]
-17/12/23 20:46:20| INFO doc finished [took 1035.8164s]
-17/12/23 20:48:24| INFO mgfis_sld finished [took 1411.1260s]
-17/12/23 20:48:38| INFO mulis_sld finished [took 1790.9532s]
-17/12/23 20:48:41| INFO gde finished [took 1054.4143s]
-17/12/23 20:48:41| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs finished [took 6201.0354s]
-17/12/23 20:48:41| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs started
-17/12/23 21:24:55| INFO bgf_sld finished [took 2118.5952s]
-17/12/23 21:25:48| INFO m3w_sld finished [took 2170.6775s]
-17/12/23 21:26:20| INFO m3wc_sld finished [took 2204.8712s]
-17/12/23 21:26:39| INFO bgfc_sld finished [took 2216.7843s]
-17/12/23 21:27:36| INFO mgf_sld finished [took 2284.6511s]
-17/12/23 21:30:16| INFO mgfc_sld finished [took 2432.3249s]
-17/12/23 21:35:27| INFO mul_sld finished [took 2751.5798s]
-17/12/23 21:36:09| INFO bin_sld finished [took 2793.6698s]
-17/12/23 21:37:25| INFO binmc_sld finished [took 2866.4312s]
-17/12/23 21:37:31| INFO mulc_sld finished [took 2867.1206s]
-17/12/23 21:39:01| INFO binc_sld finished [took 2971.4911s]
-17/12/23 22:01:40| INFO bgfmc_sld finished [took 2166.9270s]
-17/12/23 22:03:14| INFO binne_sld finished [took 2097.7184s]
-17/12/23 22:03:44| INFO m3wmc_sld finished [took 2203.0196s]
-17/12/23 22:08:57| INFO mgfmc_sld finished [took 2494.9945s]
-17/12/23 22:11:50| INFO m3wne_sld finished [took 2104.0904s]
-17/12/23 22:11:59| INFO binis_sld finished [took 2028.1904s]
-17/12/23 22:15:04| INFO mulmc_sld finished [took 2931.3700s]
-17/12/23 22:17:05| INFO bgfne_sld finished [took 2777.8177s]
-17/12/23 22:19:35| INFO mgfne_sld finished [took 2495.6540s]
-17/12/23 22:21:36| INFO mulne_sld finished [took 2729.7169s]
-17/12/23 22:24:53| INFO bgfis_sld finished [took 2720.9906s]
-17/12/23 22:26:33| INFO ref finished [took 1018.2304s]
-17/12/23 22:28:31| INFO atc_mc finished [took 962.8735s]
-17/12/23 22:30:07| INFO doc finished [took 1055.1466s]
-17/12/23 22:30:51| INFO mgfis_sld finished [took 1591.7592s]
-17/12/23 22:31:15| INFO m3wis_sld finished [took 1648.8863s]
-17/12/23 22:32:16| INFO mulis_sld finished [took 1803.1402s]
-17/12/23 22:32:45| INFO gde finished [took 1024.3498s]
-17/12/23 22:32:45| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs finished [took 6244.0135s]
-17/12/23 22:32:45| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs started
-17/12/23 23:09:36| INFO bgf_sld finished [took 2156.3585s]
-17/12/23 23:09:43| INFO m3w_sld finished [took 2166.1990s]
-17/12/23 23:10:54| INFO bgfc_sld finished [took 2225.5676s]
-17/12/23 23:10:55| INFO m3wc_sld finished [took 2226.6323s]
-17/12/23 23:13:14| INFO mgf_sld finished [took 2373.1052s]
-17/12/23 23:13:42| INFO mgfc_sld finished [took 2395.2735s]
-17/12/23 23:18:23| INFO mul_sld finished [took 2693.6374s]
-17/12/23 23:20:14| INFO bin_sld finished [took 2803.8898s]
-17/12/23 23:20:56| INFO mulc_sld finished [took 2834.0144s]
-17/12/23 23:21:51| INFO binmc_sld finished [took 2880.4855s]
-17/12/23 23:22:28| INFO binc_sld finished [took 2920.6299s]
-17/12/23 23:46:20| INFO bgfmc_sld finished [took 2168.1728s]
-17/12/23 23:48:09| INFO m3wmc_sld finished [took 2193.5878s]
-17/12/23 23:48:42| INFO binne_sld finished [took 2087.2780s]
-17/12/23 23:50:54| INFO mgfmc_sld finished [took 2358.8747s]
-17/12/23 23:57:04| INFO mulmc_sld finished [took 2800.8004s]
-17/12/23 23:57:18| INFO binis_sld finished [took 2092.3093s]
-17/12/23 23:58:45| INFO m3wne_sld finished [took 2270.1433s]
-17/12/23 23:58:51| INFO bgfne_sld finished [took 2680.1004s]
-18/12/23 00:02:16| INFO mgfne_sld finished [took 2443.5260s]
-18/12/23 00:05:28| INFO mulne_sld finished [took 2790.0589s]
-18/12/23 00:06:55| INFO bgfis_sld finished [took 2628.5702s]
-18/12/23 00:07:58| INFO ref finished [took 996.1022s]
-18/12/23 00:11:48| INFO atc_mc finished [took 860.1618s]
-18/12/23 00:14:36| INFO m3wis_sld finished [took 1546.6583s]
-18/12/23 00:14:42| INFO doc finished [took 1008.6691s]
-18/12/23 00:15:28| INFO mgfis_sld finished [took 1566.8474s]
-18/12/23 00:15:58| INFO mulis_sld finished [took 1740.7998s]
-18/12/23 00:16:25| INFO gde finished [took 1024.5265s]
-18/12/23 00:16:25| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs finished [took 6219.4659s]
-18/12/23 00:16:25| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs started
-18/12/23 00:52:50| INFO bgf_sld finished [took 2128.7440s]
-18/12/23 00:53:05| INFO m3w_sld finished [took 2146.1814s]
-18/12/23 00:54:24| INFO m3wc_sld finished [took 2216.5372s]
-18/12/23 00:54:52| INFO bgfc_sld finished [took 2243.6559s]
-18/12/23 00:57:27| INFO mgf_sld finished [took 2406.4161s]
-18/12/23 00:58:05| INFO mgfc_sld finished [took 2436.6876s]
-18/12/23 01:02:46| INFO mulc_sld finished [took 2717.3027s]
-18/12/23 01:02:50| INFO mul_sld finished [took 2728.8059s]
-18/12/23 01:03:11| INFO bin_sld finished [took 2750.1324s]
-18/12/23 01:05:17| INFO binmc_sld finished [took 2867.7904s]
-18/12/23 01:06:25| INFO binc_sld finished [took 2964.8410s]
-18/12/23 01:29:46| INFO m3wmc_sld finished [took 2094.5553s]
-18/12/23 01:30:20| INFO bgfmc_sld finished [took 2210.1995s]
-18/12/23 01:33:41| INFO binne_sld finished [took 2133.9492s]
-18/12/23 01:36:24| INFO mgfmc_sld finished [took 2447.0027s]
-18/12/23 01:39:58| INFO mulmc_sld finished [took 2772.3071s]
-18/12/23 01:40:18| INFO m3wne_sld finished [took 2212.7777s]
-18/12/23 01:42:11| INFO binis_sld finished [took 2190.4691s]
-18/12/23 01:43:23| INFO mgfne_sld finished [took 2370.8217s]
-18/12/23 01:45:20| INFO bgfne_sld finished [took 2796.8610s]
-18/12/23 01:49:21| INFO mulne_sld finished [took 2757.5310s]
-18/12/23 01:52:00| INFO ref finished [took 898.0978s]
-18/12/23 01:52:18| INFO bgfis_sld finished [took 2718.0250s]
-18/12/23 01:55:16| INFO atc_mc finished [took 879.8002s]
-18/12/23 01:58:20| INFO doc finished [took 1052.5104s]
-18/12/23 01:58:35| INFO m3wis_sld finished [took 1654.6084s]
-18/12/23 01:59:24| INFO mulis_sld finished [took 1739.9129s]
-18/12/23 01:59:43| INFO gde finished [took 1015.1624s]
-18/12/23 02:00:15| INFO mgfis_sld finished [took 1555.1790s]
-18/12/23 02:00:15| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs finished [took 6229.6418s]
-18/12/23 02:00:15| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs started
-18/12/23 02:35:50| INFO bgf_sld finished [took 2080.6718s]
-18/12/23 02:36:21| INFO bgfc_sld finished [took 2129.3291s]
-18/12/23 02:38:03| INFO m3w_sld finished [took 2213.8661s]
-18/12/23 02:38:45| INFO m3wc_sld finished [took 2246.8331s]
-18/12/23 02:40:38| INFO mgf_sld finished [took 2368.6231s]
-18/12/23 02:41:21| INFO mgfc_sld finished [took 2403.3363s]
-18/12/23 02:46:03| INFO bin_sld finished [took 2698.9271s]
-18/12/23 02:46:43| INFO mul_sld finished [took 2733.3692s]
-18/12/23 02:48:04| INFO mulc_sld finished [took 2806.1284s]
-18/12/23 02:49:31| INFO binmc_sld finished [took 2895.4142s]
-18/12/23 02:51:03| INFO binc_sld finished [took 2985.3940s]
-18/12/23 03:13:05| INFO bgfmc_sld finished [took 2196.2538s]
-18/12/23 03:15:42| INFO m3wmc_sld finished [took 2225.7638s]
-18/12/23 03:16:25| INFO binne_sld finished [took 2109.8157s]
-18/12/23 03:20:55| INFO mgfmc_sld finished [took 2491.6574s]
-18/12/23 03:24:33| INFO m3wne_sld finished [took 2230.0010s]
-18/12/23 03:25:22| INFO binis_sld finished [took 2113.0526s]
-18/12/23 03:26:44| INFO mgfne_sld finished [took 2289.2967s]
-18/12/23 03:27:07| INFO mulmc_sld finished [took 3005.7104s]
-18/12/23 03:28:32| INFO bgfne_sld finished [took 2792.8853s]
-18/12/23 03:31:15| INFO mulne_sld finished [took 2685.8253s]
-18/12/23 03:34:27| INFO bgfis_sld finished [took 2567.9325s]
-18/12/23 03:36:38| INFO ref finished [took 905.3318s]
-18/12/23 03:40:13| INFO atc_mc finished [took 902.6946s]
-18/12/23 03:41:33| INFO doc finished [took 942.8322s]
-18/12/23 03:42:24| INFO m3wis_sld finished [took 1570.2827s]
-18/12/23 03:43:01| INFO mgfis_sld finished [took 1557.7496s]
-18/12/23 03:43:27| INFO gde finished [took 975.4425s]
-18/12/23 03:43:52| INFO mulis_sld finished [took 1809.2311s]
-18/12/23 03:43:52| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs finished [took 6217.4506s]
-18/12/23 03:43:53| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs started
-18/12/23 04:18:43| INFO m3w_sld finished [took 2035.0053s]
-18/12/23 04:20:39| INFO bgfc_sld finished [took 2143.4561s]
-18/12/23 04:20:58| INFO bgf_sld finished [took 2173.4480s]
-18/12/23 04:22:41| INFO m3wc_sld finished [took 2264.9206s]
-18/12/23 04:24:59| INFO mgf_sld finished [took 2409.8597s]
-18/12/23 04:26:13| INFO mgfc_sld finished [took 2477.2391s]
-18/12/23 04:29:53| INFO mul_sld finished [took 2724.3104s]
-18/12/23 04:31:20| INFO mulc_sld finished [took 2786.1613s]
-18/12/23 04:31:44| INFO binc_sld finished [took 2815.5028s]
-18/12/23 04:31:46| INFO bin_sld finished [took 2818.1159s]
-18/12/23 04:32:58| INFO binmc_sld finished [took 2882.0064s]
-18/12/23 04:55:04| INFO bgfmc_sld finished [took 2145.3192s]
-18/12/23 04:59:21| INFO m3wmc_sld finished [took 2267.8424s]
-18/12/23 05:00:25| INFO binne_sld finished [took 2090.4183s]
-18/12/23 05:05:09| INFO mgfmc_sld finished [took 2508.6745s]
-18/12/23 05:07:34| INFO m3wne_sld finished [took 2131.4042s]
-18/12/23 05:07:55| INFO binis_sld finished [took 2126.4658s]
-18/12/23 05:09:07| INFO mulmc_sld finished [took 2866.5159s]
-18/12/23 05:12:04| INFO mgfne_sld finished [took 2383.5172s]
-18/12/23 05:12:54| INFO bgfne_sld finished [took 2772.1248s]
-18/12/23 05:15:48| INFO mulne_sld finished [took 2724.0435s]
-18/12/23 05:16:34| INFO bgfis_sld finished [took 2581.5470s]
-18/12/23 05:22:14| INFO ref finished [took 987.2028s]
-18/12/23 05:22:20| INFO atc_mc finished [took 859.6451s]
-18/12/23 05:24:22| INFO doc finished [took 952.2024s]
-18/12/23 05:26:35| INFO mulis_sld finished [took 1853.7097s]
-18/12/23 05:26:35| INFO gde finished [took 1012.5558s]
-18/12/23 05:26:45| INFO mgfis_sld finished [took 1540.1588s]
-18/12/23 05:27:08| INFO m3wis_sld finished [took 1628.8541s]
-18/12/23 05:27:08| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs finished [took 6195.3251s]
-----------------------------------------------------------------------------------------------------
-18/12/23 19:40:05| INFO dataset imdb [pool size: 10]
-18/12/23 19:40:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-18/12/23 19:40:08| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 19:40:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-18/12/23 19:40:09| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 19:40:10| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-18/12/23 19:41:01| INFO d_mul_sld_lr finished [took 52.9117s]
-18/12/23 19:41:02| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 19:41:03| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 19:41:04| INFO d_m3w_sld_lr finished [took 54.9949s]
-18/12/23 19:41:11| INFO d_bin_sld_lr finished [took 62.0062s]
-18/12/23 19:41:14| INFO bin_sld_lr finished [took 65.4728s]
-18/12/23 19:41:18| INFO m3w_sld_lr finished [took 68.6640s]
-18/12/23 19:41:29| INFO mul_sld_lr finished [took 79.7951s]
-18/12/23 19:41:29| INFO ref finished [took 24.4870s]
-18/12/23 19:41:36| INFO doc finished [took 20.9326s]
-18/12/23 19:41:41| INFO atc_mc finished [took 29.1987s]
-18/12/23 19:44:58| INFO d_m3w_sld_rbf finished [took 289.2105s]
-18/12/23 20:00:17| INFO d_m3w_kde_lr finished [took 1206.2517s]
-18/12/23 20:00:36| INFO m3w_kde_lr finished [took 1226.1312s]
-18/12/23 20:01:46| INFO d_mul_kde_lr finished [took 1296.1545s]
-18/12/23 20:02:23| INFO mul_kde_lr finished [took 1333.4920s]
-18/12/23 20:03:36| INFO d_m3w_kde_rbf finished [took 1352.9655s]
-18/12/23 20:03:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1411.7874s]
-18/12/23 20:03:37| INFO Dataset sample [0.2 0.8] of dataset imdb started
-18/12/23 20:04:21| INFO m3w_sld_lr finished [took 42.8400s]
-18/12/23 20:04:28| INFO d_m3w_sld_lr finished [took 46.2757s]
-18/12/23 20:04:29| INFO d_mul_sld_lr finished [took 50.6629s]
-18/12/23 20:04:55| INFO mul_sld_lr finished [took 76.9876s]
-18/12/23 20:05:02| INFO bin_sld_lr finished [took 83.8703s]
-18/12/23 20:06:06| INFO d_bin_sld_lr finished [took 147.4793s]
-18/12/23 20:13:32| INFO d_bin_sld_rbf finished [took 590.7321s]
-18/12/23 20:14:20| INFO d_m3w_sld_rbf finished [took 638.1385s]
-18/12/23 20:14:45| INFO ref finished [took 24.5481s]
-18/12/23 20:14:48| INFO d_mul_sld_rbf finished [took 667.9617s]
-18/12/23 20:15:12| INFO doc finished [took 23.9686s]
-18/12/23 20:15:19| INFO atc_mc finished [took 32.4979s]
-18/12/23 20:25:48| INFO d_bin_kde_lr finished [took 1278.5963s]
-18/12/23 20:25:48| INFO bin_kde_lr finished [took 1326.5022s]
-18/12/23 20:27:42| INFO d_m3w_kde_lr finished [took 1365.7467s]
-18/12/23 20:28:13| INFO m3w_kde_lr finished [took 1431.4014s]
-18/12/23 20:29:29| INFO d_mul_kde_lr finished [took 1499.2896s]
-18/12/23 20:31:01| INFO d_bin_kde_rbf finished [took 1557.9838s]
-18/12/23 20:32:09| INFO mul_kde_lr finished [took 1707.0078s]
-18/12/23 20:38:34| INFO d_mul_kde_rbf finished [took 1947.2274s]
-18/12/23 20:39:40| INFO d_m3w_kde_rbf finished [took 1566.8918s]
-18/12/23 20:39:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2163.2636s]
-18/12/23 20:39:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
-18/12/23 20:40:30| INFO d_m3w_sld_lr finished [took 44.8482s]
-18/12/23 20:40:41| INFO m3w_sld_lr finished [took 56.2181s]
-18/12/23 20:40:47| INFO d_mul_sld_lr finished [took 61.6232s]
-18/12/23 20:40:50| INFO mul_sld_lr finished [took 69.2421s]
-18/12/23 20:40:56| INFO d_bin_sld_lr finished [took 72.7019s]
-18/12/23 20:40:57| INFO bin_sld_lr finished [took 76.1819s]
-18/12/23 20:47:36| INFO d_bin_sld_rbf finished [took 470.8245s]
-18/12/23 20:52:10| INFO d_m3w_sld_rbf finished [took 744.6789s]
-18/12/23 20:52:27| INFO ref finished [took 16.2579s]
-18/12/23 20:52:35| INFO d_mul_sld_rbf finished [took 769.7449s]
-18/12/23 20:52:51| INFO atc_mc finished [took 23.5204s]
-18/12/23 20:52:59| INFO doc finished [took 23.0529s]
-18/12/23 20:56:43| INFO d_bin_kde_lr finished [took 961.4746s]
-18/12/23 20:56:57| INFO bin_kde_lr finished [took 1031.9897s]
-18/12/23 21:01:15| INFO d_m3w_kde_lr finished [took 1223.2831s]
-18/12/23 21:01:55| INFO mul_kde_lr finished [took 1329.9820s]
-18/12/23 21:03:17| INFO m3w_kde_lr finished [took 1366.5427s]
-18/12/23 21:03:30| INFO d_bin_kde_rbf finished [took 1353.2966s]
-18/12/23 21:03:44| INFO d_mul_kde_lr finished [took 1375.8524s]
-18/12/23 21:06:28| INFO d_mul_kde_rbf finished [took 1529.5220s]
-18/12/23 21:11:10| INFO d_m3w_kde_rbf finished [took 1413.5065s]
-18/12/23 21:11:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1890.0730s]
-18/12/23 21:11:10| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-18/12/23 21:11:52| INFO m3w_sld_lr finished [took 38.2640s]
-18/12/23 21:11:58| INFO d_m3w_sld_lr finished [took 43.1041s]
-18/12/23 21:12:25| INFO d_mul_sld_lr finished [took 70.4765s]
-18/12/23 21:12:26| INFO d_bin_sld_lr finished [took 71.7504s]
-18/12/23 21:12:28| INFO bin_sld_lr finished [took 76.7383s]
-18/12/23 21:12:33| INFO mul_sld_lr finished [took 81.8358s]
-18/12/23 21:19:20| INFO d_bin_sld_rbf finished [took 485.0791s]
-18/12/23 21:23:25| INFO d_m3w_sld_rbf finished [took 731.7693s]
-18/12/23 21:23:49| INFO ref finished [took 23.8766s]
-18/12/23 21:24:24| INFO atc_mc finished [took 33.9496s]
-18/12/23 21:24:47| INFO doc finished [took 22.7075s]
-18/12/23 21:25:56| INFO d_mul_sld_rbf finished [took 881.5268s]
-18/12/23 21:26:06| INFO bin_kde_lr finished [took 891.1501s]
-18/12/23 21:26:32| INFO d_bin_kde_lr finished [took 873.9803s]
-18/12/23 21:32:34| INFO m3w_kde_lr finished [took 1241.3976s]
-18/12/23 21:32:37| INFO d_bin_kde_rbf finished [took 1208.0331s]
-18/12/23 21:33:15| INFO mul_kde_lr finished [took 1320.3191s]
-18/12/23 21:34:00| INFO d_m3w_kde_lr finished [took 1292.2881s]
-18/12/23 21:36:46| INFO d_mul_kde_lr finished [took 1460.1482s]
-18/12/23 21:40:53| INFO d_mul_kde_rbf finished [took 1698.8146s]
-18/12/23 21:42:22| INFO d_m3w_kde_rbf finished [took 1381.9386s]
-18/12/23 21:42:22| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1872.4717s]
-18/12/23 21:42:23| INFO Dataset sample [0.5 0.5] of dataset imdb started
-18/12/23 21:43:06| INFO m3w_sld_lr finished [took 39.0823s]
-18/12/23 21:43:14| INFO d_m3w_sld_lr finished [took 46.6147s]
-18/12/23 21:43:32| INFO d_bin_sld_lr finished [took 64.6543s]
-18/12/23 21:43:39| INFO bin_sld_lr finished [took 74.9528s]
-18/12/23 21:43:39| INFO d_mul_sld_lr finished [took 71.8535s]
-18/12/23 21:43:47| INFO mul_sld_lr finished [took 83.0415s]
-18/12/23 21:50:31| INFO d_bin_sld_rbf finished [took 483.9393s]
-18/12/23 21:54:34| INFO d_m3w_sld_rbf finished [took 726.5065s]
-18/12/23 21:54:58| INFO ref finished [took 23.1354s]
-18/12/23 21:55:31| INFO atc_mc finished [took 32.5547s]
-18/12/23 21:55:54| INFO doc finished [took 21.9589s]
-18/12/23 21:57:28| INFO bin_kde_lr finished [took 900.8332s]
-18/12/23 21:57:51| INFO d_bin_kde_lr finished [took 875.5762s]
-18/12/23 21:59:58| INFO d_mul_sld_rbf finished [took 1052.8366s]
-18/12/23 22:02:37| INFO d_bin_kde_rbf finished [took 1137.1069s]
-18/12/23 22:04:50| INFO m3w_kde_lr finished [took 1303.0191s]
-18/12/23 22:06:36| INFO d_m3w_kde_lr finished [took 1376.1796s]
-18/12/23 22:07:55| INFO mul_kde_lr finished [took 1527.0651s]
-18/12/23 22:09:02| INFO d_mul_kde_lr finished [took 1528.6803s]
-18/12/23 22:11:59| INFO d_mul_kde_rbf finished [took 1691.3925s]
-18/12/23 22:15:38| INFO d_m3w_kde_rbf finished [took 1506.1805s]
-18/12/23 22:15:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1995.6996s]
-18/12/23 22:15:38| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-18/12/23 22:16:27| INFO d_m3w_sld_lr finished [took 43.8653s]
-18/12/23 22:16:43| INFO m3w_sld_lr finished [took 59.6512s]
-18/12/23 22:16:49| INFO d_mul_sld_lr finished [took 66.1152s]
-18/12/23 22:16:54| INFO d_bin_sld_lr finished [took 70.7339s]
-18/12/23 22:16:59| INFO bin_sld_lr finished [took 79.8983s]
-18/12/23 22:17:03| INFO mul_sld_lr finished [took 83.7303s]
-18/12/23 22:22:36| INFO d_bin_sld_rbf finished [took 412.3033s]
-18/12/23 22:28:36| INFO d_m3w_sld_rbf finished [took 772.7807s]
-18/12/23 22:29:00| INFO ref finished [took 23.0908s]
-18/12/23 22:29:33| INFO atc_mc finished [took 32.4375s]
-18/12/23 22:29:50| INFO doc finished [took 15.7828s]
-18/12/23 22:30:34| INFO bin_kde_lr finished [took 892.4495s]
-18/12/23 22:31:04| INFO d_bin_kde_lr finished [took 860.6456s]
-18/12/23 22:31:50| INFO d_mul_sld_rbf finished [took 966.2709s]
-18/12/23 22:34:52| INFO d_bin_kde_rbf finished [took 1072.1920s]
-18/12/23 22:37:11| INFO mul_kde_lr finished [took 1287.6782s]
-18/12/23 22:38:29| INFO d_m3w_kde_lr finished [took 1294.3601s]
-18/12/23 22:38:39| INFO m3w_kde_lr finished [took 1330.7363s]
-18/12/23 22:39:49| INFO d_mul_kde_lr finished [took 1378.9906s]
-18/12/23 22:44:44| INFO d_mul_kde_rbf finished [took 1659.7127s]
-18/12/23 22:45:33| INFO d_m3w_kde_rbf finished [took 1376.0489s]
-18/12/23 22:45:33| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1794.4620s]
-18/12/23 22:45:33| INFO Dataset sample [0.7 0.3] of dataset imdb started
-18/12/23 22:46:21| INFO d_mul_sld_lr finished [took 44.2435s]
-18/12/23 22:46:25| INFO d_m3w_sld_lr finished [took 46.6289s]
-18/12/23 22:46:41| INFO m3w_sld_lr finished [took 62.5500s]
-18/12/23 22:46:50| INFO d_bin_sld_lr finished [took 70.8220s]
-18/12/23 22:46:59| INFO bin_sld_lr finished [took 84.1162s]
-18/12/23 22:47:01| INFO mul_sld_lr finished [took 86.5132s]
-18/12/23 22:53:12| INFO d_bin_sld_rbf finished [took 453.1987s]
-18/12/23 22:57:26| INFO d_m3w_sld_rbf finished [took 706.7317s]
-18/12/23 22:57:50| INFO ref finished [took 23.1924s]
-18/12/23 22:58:24| INFO atc_mc finished [took 32.8152s]
-18/12/23 22:58:26| INFO d_mul_sld_rbf finished [took 767.1925s]
-18/12/23 22:58:40| INFO doc finished [took 15.4136s]
-18/12/23 23:01:15| INFO bin_kde_lr finished [took 936.2436s]
-18/12/23 23:03:09| INFO d_bin_kde_lr finished [took 1002.2393s]
-18/12/23 23:06:13| INFO d_bin_kde_rbf finished [took 1152.9374s]
-18/12/23 23:07:16| INFO m3w_kde_lr finished [took 1253.8514s]
-18/12/23 23:07:58| INFO d_m3w_kde_lr finished [took 1267.5150s]
-18/12/23 23:09:29| INFO d_mul_kde_lr finished [took 1365.9902s]
-18/12/23 23:10:02| INFO mul_kde_lr finished [took 1463.4037s]
-18/12/23 23:16:28| INFO d_mul_kde_rbf finished [took 1765.7567s]
-18/12/23 23:16:41| INFO d_m3w_kde_rbf finished [took 1408.2409s]
-18/12/23 23:16:41| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1868.6905s]
-18/12/23 23:16:42| INFO Dataset sample [0.8 0.2] of dataset imdb started
-18/12/23 23:17:16| INFO d_m3w_sld_lr finished [took 30.5566s]
-18/12/23 23:17:46| INFO d_mul_sld_lr finished [took 60.3788s]
-18/12/23 23:17:47| INFO m3w_sld_lr finished [took 60.6031s]
-18/12/23 23:18:23| INFO mul_sld_lr finished [took 100.0212s]
-18/12/23 23:18:23| INFO bin_sld_lr finished [took 100.3265s]
-18/12/23 23:19:40| INFO d_bin_sld_lr finished [took 173.6644s]
-18/12/23 23:25:51| INFO d_bin_sld_rbf finished [took 545.1554s]
-18/12/23 23:28:01| INFO d_mul_sld_rbf finished [took 676.5357s]
-18/12/23 23:28:07| INFO d_m3w_sld_rbf finished [took 680.6203s]
-18/12/23 23:28:20| INFO ref finished [took 18.0862s]
-18/12/23 23:28:37| INFO doc finished [took 16.3531s]
-18/12/23 23:28:41| INFO atc_mc finished [took 33.7664s]
-18/12/23 23:39:17| INFO bin_kde_lr finished [took 1350.9214s]
-18/12/23 23:40:06| INFO d_bin_kde_lr finished [took 1339.2039s]
-18/12/23 23:43:02| INFO m3w_kde_lr finished [took 1545.1721s]
-18/12/23 23:43:25| INFO d_bin_kde_rbf finished [took 1501.5668s]
-18/12/23 23:43:48| INFO d_m3w_kde_lr finished [took 1524.4101s]
-18/12/23 23:45:01| INFO mul_kde_lr finished [took 1694.8837s]
-18/12/23 23:45:11| INFO d_mul_kde_lr finished [took 1643.5525s]
-18/12/23 23:51:24| INFO d_mul_kde_rbf finished [took 1903.5293s]
-18/12/23 23:52:39| INFO d_m3w_kde_rbf finished [took 1607.0598s]
-18/12/23 23:52:39| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2157.6391s]
-18/12/23 23:52:39| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-18/12/23 23:52:44| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 23:52:46| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 23:53:41| INFO d_m3w_sld_lr finished [took 57.2780s]
-18/12/23 23:53:44| INFO d_mul_sld_lr finished [took 60.4866s]
-18/12/23 23:53:49| INFO m3w_sld_lr finished [took 65.5726s]
-18/12/23 23:54:08| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 23:54:09| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
-18/12/23 23:54:10| INFO bin_sld_lr finished [took 89.4668s]
-18/12/23 23:54:23| INFO mul_sld_lr finished [took 102.9556s]
-18/12/23 23:54:35| INFO ref finished [took 24.5069s]
-18/12/23 23:54:35| INFO d_bin_sld_lr finished [took 111.1663s]
-18/12/23 23:54:51| INFO doc finished [took 15.5940s]
-18/12/23 23:54:57| INFO atc_mc finished [took 33.3940s]
-18/12/23 23:57:40| INFO d_m3w_sld_rbf finished [took 296.1662s]
-19/12/23 00:12:22| INFO d_bin_kde_lr finished [took 1174.3772s]
-19/12/23 00:13:20| INFO bin_kde_lr finished [took 1236.4779s]
-19/12/23 00:13:32| INFO m3w_kde_lr finished [took 1246.8613s]
-19/12/23 00:15:05| INFO mul_kde_lr finished [took 1342.5309s]
-19/12/23 00:17:55| INFO d_m3w_kde_rbf finished [took 1425.5114s]
-19/12/23 00:19:09| INFO d_m3w_kde_lr finished [took 1523.8717s]
-19/12/23 00:20:21| INFO d_mul_kde_lr finished [took 1599.3882s]
-19/12/23 00:20:21| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 1662.2477s]
-----------------------------------------------------------------------------------------------------
-19/12/23 00:32:46| INFO dataset imdb [pool size: 10]
-19/12/23 00:32:46| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 00:33:58| INFO m3w_sld_lr_mc finished [took 67.0393s]
-19/12/23 00:34:04| INFO m3w_sld_lr_c finished [took 72.9472s]
-19/12/23 00:34:10| INFO m3w_sld_lr finished [took 79.1777s]
-19/12/23 00:34:10| INFO mul_sld_lr_ne finished [took 79.0815s]
-19/12/23 00:34:11| INFO mul_sld_lr_c finished [took 80.5416s]
-19/12/23 00:34:13| INFO bin_sld_lr_mc finished [took 82.5162s]
-19/12/23 00:34:16| INFO bin_sld_lr finished [took 87.0779s]
-19/12/23 00:34:16| INFO mul_sld_lr_mc finished [took 85.3566s]
-19/12/23 00:34:22| INFO bin_sld_lr_ne finished [took 91.4804s]
-19/12/23 00:34:28| INFO bin_sld_lr_c finished [took 96.6631s]
-19/12/23 00:34:32| INFO mul_sld_lr finished [took 100.7730s]
-19/12/23 00:34:45| INFO ref finished [took 32.6728s]
-19/12/23 00:34:45| INFO m3w_sld_lr_ne finished [took 46.7359s]
-19/12/23 00:34:48| INFO doc finished [took 31.2321s]
-19/12/23 00:34:51| INFO gde finished [took 27.1094s]
-19/12/23 00:34:56| INFO atc_mc finished [took 41.1273s]
-19/12/23 00:35:03| INFO m3w_sld_lr_is finished [took 52.3712s]
-19/12/23 00:35:08| INFO mul_sld_lr_is finished [took 57.2284s]
-19/12/23 00:35:11| INFO bin_sld_lr_is finished [took 65.7503s]
-19/12/23 00:39:13| INFO rca finished [took 295.3175s]
-19/12/23 01:07:13| INFO mandoline finished [took 1964.7211s]
-19/12/23 01:07:18| WARNING Method bin_sld_lr_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-19/12/23 01:07:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
- nit: 0
- jac: [ nan nan nan nan nan]
- nfev: 21
- njev: 21
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 01:07:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 4.197e-01 -1.052e+00 1.665e+00 -6.125e-01]
- nit: 3
- jac: [ 7.027e-02 2.701e-02 -1.237e-02 -1.463e-02]
- nfev: 8
- njev: 8
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 01:07:42| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2095.3329s]
-19/12/23 01:07:42| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 01:08:48| INFO m3w_sld_lr_c finished [took 61.0770s]
-19/12/23 01:08:57| INFO m3w_sld_lr finished [took 70.3709s]
-19/12/23 01:08:58| INFO m3w_sld_lr_mc finished [took 71.5069s]
-19/12/23 01:09:03| INFO bin_sld_lr finished [took 78.8188s]
-19/12/23 01:09:14| INFO mul_sld_lr_ne finished [took 86.7311s]
-19/12/23 01:09:15| INFO mul_sld_lr_c finished [took 87.7823s]
-19/12/23 01:09:19| INFO mul_sld_lr_mc finished [took 91.8351s]
-19/12/23 01:09:20| INFO mul_sld_lr finished [took 93.2670s]
-19/12/23 01:09:35| INFO bin_sld_lr_ne finished [took 107.6226s]
-19/12/23 01:09:39| INFO bin_sld_lr_c finished [took 112.2044s]
-19/12/23 01:09:42| INFO bin_sld_lr_mc finished [took 114.8029s]
-19/12/23 01:09:45| INFO m3w_sld_lr_ne finished [took 55.5086s]
-19/12/23 01:09:45| INFO ref finished [took 29.8094s]
-19/12/23 01:09:55| INFO doc finished [took 34.7690s]
-19/12/23 01:09:55| INFO atc_mc finished [took 39.3828s]
-19/12/23 01:09:58| INFO gde finished [took 22.2145s]
-19/12/23 01:10:03| INFO m3w_sld_lr_is finished [took 58.4886s]
-19/12/23 01:10:10| INFO mul_sld_lr_is finished [took 70.2144s]
-19/12/23 01:10:15| INFO bin_sld_lr_is finished [took 76.6813s]
-19/12/23 01:15:12| INFO rca finished [took 350.8339s]
-19/12/23 01:43:12| INFO mandoline finished [took 2011.3730s]
-19/12/23 01:43:20| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.611e-01 -7.037e-01 7.037e-01]
- nit: 2
- jac: [ 6.023e-02 3.533e-02 -3.533e-02]
- nfev: 8
- njev: 8
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 01:43:34| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 2.748e-01 -5.372e-01 -3.484e-01 -8.418e-01 1.727e+00]
- nit: 2
- jac: [ 3.170e-01 -2.017e-02 -4.890e-02 3.012e-02 3.895e-02]
- nfev: 5
- njev: 5
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 01:43:45| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 6.199e-01 -3.470e-01 6.346e-01 -2.876e-01]
- nit: 2
- jac: [ 2.525e-01 8.352e-02 -1.374e-01 5.383e-02]
- nfev: 7
- njev: 7
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 01:43:45| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2162.6439s]
-19/12/23 01:43:45| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 01:44:47| INFO bin_sld_lr_mc finished [took 57.0070s]
-19/12/23 01:45:03| INFO m3w_sld_lr finished [took 73.6616s]
-19/12/23 01:45:04| INFO m3w_sld_lr_c finished [took 74.3379s]
-19/12/23 01:45:05| INFO m3w_sld_lr_mc finished [took 74.5903s]
-19/12/23 01:45:19| INFO mul_sld_lr_c finished [took 91.1719s]
-19/12/23 01:45:20| INFO bin_sld_lr_ne finished [took 90.1512s]
-19/12/23 01:45:22| INFO bin_sld_lr finished [took 92.9608s]
-19/12/23 01:45:26| INFO mul_sld_lr_mc finished [took 95.5780s]
-19/12/23 01:45:26| INFO mul_sld_lr finished [took 96.7506s]
-19/12/23 01:45:27| INFO bin_sld_lr_c finished [took 96.6998s]
-19/12/23 01:45:27| INFO mul_sld_lr_ne finished [took 96.9061s]
-19/12/23 01:45:40| INFO m3w_sld_lr_ne finished [took 52.3703s]
-19/12/23 01:45:47| INFO doc finished [took 23.5455s]
-19/12/23 01:45:50| INFO atc_mc finished [took 29.0422s]
-19/12/23 01:45:51| INFO ref finished [took 31.4018s]
-19/12/23 01:45:55| INFO gde finished [took 27.3486s]
-19/12/23 01:46:04| INFO m3w_sld_lr_is finished [took 57.7590s]
-19/12/23 01:46:10| INFO bin_sld_lr_is finished [took 65.1514s]
-19/12/23 01:46:11| INFO mul_sld_lr_is finished [took 65.1240s]
-19/12/23 01:50:59| INFO rca finished [took 331.5809s]
-19/12/23 02:19:10| INFO mandoline finished [took 2021.8233s]
-19/12/23 02:19:17| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 2.507e-01 1.239e+00 -1.239e+00]
- nit: 41
- jac: [ 3.506e-03 7.936e-04 -7.936e-04]
- nfev: 76
- njev: 76
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:19:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 2.828e-01 -1.393e-01 -4.383e-01 -9.187e-01 1.496e+00]
- nit: 2
- jac: [ 4.883e-01 -6.788e-02 -3.189e-02 3.519e-02 6.458e-02]
- nfev: 5
- njev: 5
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:19:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 9.500e-02 -3.657e-01 9.449e-01 -5.791e-01]
- nit: 3
- jac: [ 1.441e+00 -6.825e-03 5.467e-02 -4.785e-02]
- nfev: 8
- njev: 8
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:19:42| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 2157.0731s]
-19/12/23 02:19:42| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-19/12/23 02:20:58| INFO m3w_sld_lr finished [took 71.9062s]
-19/12/23 02:21:01| INFO m3w_sld_lr_mc finished [took 74.2798s]
-19/12/23 02:21:01| INFO m3w_sld_lr_c finished [took 74.7818s]
-19/12/23 02:21:08| INFO mul_sld_lr finished [took 82.0520s]
-19/12/23 02:21:09| INFO bin_sld_lr_c finished [took 82.4310s]
-19/12/23 02:21:09| INFO mul_sld_lr_c finished [took 83.1189s]
-19/12/23 02:21:13| INFO mul_sld_lr_ne finished [took 88.9290s]
-19/12/23 02:21:16| INFO bin_sld_lr_ne finished [took 89.8806s]
-19/12/23 02:21:21| INFO bin_sld_lr_mc finished [took 94.3244s]
-19/12/23 02:21:21| INFO bin_sld_lr finished [took 94.4934s]
-19/12/23 02:21:25| INFO mul_sld_lr_mc finished [took 98.2914s]
-19/12/23 02:21:45| INFO ref finished [took 34.8253s]
-19/12/23 02:21:46| INFO doc finished [took 31.5499s]
-19/12/23 02:21:48| INFO gde finished [took 26.1162s]
-19/12/23 02:21:51| INFO m3w_sld_lr_ne finished [took 51.3138s]
-19/12/23 02:21:53| INFO atc_mc finished [took 42.8812s]
-19/12/23 02:22:00| INFO m3w_sld_lr_is finished [took 50.5530s]
-19/12/23 02:22:05| INFO bin_sld_lr_is finished [took 63.2200s]
-19/12/23 02:22:10| INFO mul_sld_lr_is finished [took 67.8445s]
-19/12/23 02:27:08| INFO rca finished [took 350.3846s]
-19/12/23 02:55:21| INFO mandoline finished [took 2038.4838s]
-19/12/23 02:55:27| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.107e-02 1.158e+01 -1.158e+01]
- nit: 52
- jac: [ 4.462e+00 1.139e-02 -1.139e-02]
- nfev: 71
- njev: 71
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:55:40| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 4.002e-02 4.103e-01 -6.405e-01 -9.711e-01 1.201e+00]
- nit: 4
- jac: [ 1.848e+00 -1.204e-02 -5.731e-02 -5.519e-05 6.940e-02]
- nfev: 14
- njev: 14
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:55:51| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.966e-01 -2.797e-02 3.716e-01 -3.436e-01]
- nit: 2
- jac: [ 1.360e-01 -4.225e-03 -9.256e-02 9.679e-02]
- nfev: 9
- njev: 9
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 02:55:51| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 2169.1359s]
-19/12/23 02:55:51| INFO Dataset sample [0.5 0.5] of dataset imdb started
-19/12/23 02:57:05| INFO m3w_sld_lr finished [took 69.6516s]
-19/12/23 02:57:11| INFO m3w_sld_lr_mc finished [took 74.5356s]
-19/12/23 02:57:11| INFO m3w_sld_lr_c finished [took 74.9497s]
-19/12/23 02:57:12| INFO bin_sld_lr finished [took 76.5013s]
-19/12/23 02:57:15| INFO mul_sld_lr_ne finished [took 81.5282s]
-19/12/23 02:57:16| INFO bin_sld_lr_mc finished [took 80.4226s]
-19/12/23 02:57:23| INFO bin_sld_lr_ne finished [took 87.1389s]
-19/12/23 02:57:24| INFO bin_sld_lr_c finished [took 88.7411s]
-19/12/23 02:57:27| INFO mul_sld_lr finished [took 91.7909s]
-19/12/23 02:57:35| INFO mul_sld_lr_c finished [took 99.3368s]
-19/12/23 02:57:37| INFO mul_sld_lr_mc finished [took 100.6876s]
-19/12/23 02:57:48| INFO gde finished [took 20.0755s]
-19/12/23 02:57:51| INFO ref finished [took 34.8035s]
-19/12/23 02:57:56| INFO doc finished [took 31.7760s]
-19/12/23 02:58:02| INFO atc_mc finished [took 44.2188s]
-19/12/23 02:58:04| INFO m3w_sld_lr_ne finished [took 58.0492s]
-19/12/23 02:58:08| INFO bin_sld_lr_is finished [took 56.4298s]
-19/12/23 02:58:12| INFO m3w_sld_lr_is finished [took 58.9314s]
-19/12/23 02:58:20| INFO mul_sld_lr_is finished [took 67.9583s]
-19/12/23 03:03:18| INFO rca finished [took 352.6517s]
-19/12/23 03:30:50| INFO mandoline finished [took 1993.9503s]
-19/12/23 03:30:57| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 3.438e-01 9.554e-01 -9.554e-01]
- nit: 14
- jac: [ 1.657e-02 1.458e-03 -1.458e-03]
- nfev: 30
- njev: 30
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 03:31:08| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.250e-01 4.234e-01 -4.224e-01 -4.341e-01 4.332e-01]
- nit: 3
- jac: [ 1.395e-01 -8.220e-02 8.123e-02 8.421e-02 -8.325e-02]
- nfev: 11
- njev: 11
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 03:31:18| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 8.895e-01 9.427e-02 1.006e-01 -1.949e-01]
- nit: 1
- jac: [ 1.345e-01 -6.470e-02 -6.889e-02 1.336e-01]
- nfev: 6
- njev: 6
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 03:31:18| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 2127.5391s]
-19/12/23 03:31:18| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-19/12/23 03:32:33| INFO m3w_sld_lr_mc finished [took 69.2948s]
-19/12/23 03:32:35| INFO m3w_sld_lr finished [took 71.3506s]
-19/12/23 03:32:37| INFO m3w_sld_lr_c finished [took 73.4301s]
-19/12/23 03:32:45| INFO bin_sld_lr_ne finished [took 84.1358s]
-19/12/23 03:32:45| INFO mul_sld_lr_c finished [took 82.0214s]
-19/12/23 03:32:51| INFO mul_sld_lr_mc finished [took 87.3640s]
-19/12/23 03:32:52| INFO bin_sld_lr finished [took 88.4403s]
-19/12/23 03:32:53| INFO bin_sld_lr_c finished [took 90.5263s]
-19/12/23 03:32:55| INFO bin_sld_lr_mc finished [took 91.1955s]
-19/12/23 03:33:04| INFO mul_sld_lr finished [took 100.4956s]
-19/12/23 03:33:05| INFO mul_sld_lr_ne finished [took 101.8973s]
-19/12/23 03:33:19| INFO ref finished [took 33.0721s]
-19/12/23 03:33:26| INFO gde finished [took 29.6546s]
-19/12/23 03:33:29| INFO doc finished [took 35.9620s]
-19/12/23 03:33:35| INFO m3w_sld_lr_is finished [took 48.1584s]
-19/12/23 03:33:38| INFO atc_mc finished [took 45.9017s]
-19/12/23 03:33:40| INFO m3w_sld_lr_ne finished [took 65.5443s]
-19/12/23 03:33:41| INFO bin_sld_lr_is finished [took 64.5214s]
-19/12/23 03:33:47| INFO mul_sld_lr_is finished [took 69.0412s]
-19/12/23 03:38:44| INFO rca finished [took 349.7784s]
-19/12/23 04:05:57| INFO mandoline finished [took 1972.5779s]
-19/12/23 04:06:04| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 4.254e-01 9.789e-01 -9.789e-01]
- nit: 13
- jac: [ 1.679e-02 1.024e-03 -1.024e-03]
- nfev: 28
- njev: 28
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:06:16| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.486e-01 4.975e-01 -3.466e-01 -2.936e-01 1.428e-01]
- nit: 2
- jac: [ 1.713e-01 -1.431e-01 1.136e-01 9.157e-02 -6.216e-02]
- nfev: 7
- njev: 7
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:06:28| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 2.452e-01 7.525e-01 4.893e-02 -8.015e-01]
- nit: 2
- jac: [ 8.538e-01 5.024e-02 -4.460e-02 -5.644e-03]
- nfev: 7
- njev: 7
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:06:28| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 2109.3515s]
-19/12/23 04:06:28| INFO Dataset sample [0.7 0.3] of dataset imdb started
-19/12/23 04:07:45| INFO m3w_sld_lr finished [took 71.0821s]
-19/12/23 04:07:45| INFO m3w_sld_lr_mc finished [took 72.7033s]
-19/12/23 04:07:46| INFO mul_sld_lr_ne finished [took 71.4908s]
-19/12/23 04:07:47| INFO m3w_sld_lr_c finished [took 73.2877s]
-19/12/23 04:07:58| INFO bin_sld_lr_c finished [took 83.6974s]
-19/12/23 04:08:09| INFO mul_sld_lr_c finished [took 94.8247s]
-19/12/23 04:08:10| INFO bin_sld_lr_mc finished [took 96.4097s]
-19/12/23 04:08:10| INFO bin_sld_lr_ne finished [took 96.4269s]
-19/12/23 04:08:13| INFO mul_sld_lr finished [took 99.3472s]
-19/12/23 04:08:13| INFO bin_sld_lr finished [took 101.2018s]
-19/12/23 04:08:13| INFO mul_sld_lr_mc finished [took 99.3518s]
-19/12/23 04:08:31| INFO ref finished [took 31.9601s]
-19/12/23 04:08:39| INFO atc_mc finished [took 28.7478s]
-19/12/23 04:08:41| INFO doc finished [took 29.2988s]
-19/12/23 04:08:43| INFO gde finished [took 27.8134s]
-19/12/23 04:08:46| INFO m3w_sld_lr_ne finished [took 59.3269s]
-19/12/23 04:08:49| INFO m3w_sld_lr_is finished [took 59.2509s]
-19/12/23 04:08:58| INFO bin_sld_lr_is finished [took 70.5328s]
-19/12/23 04:08:59| INFO mul_sld_lr_is finished [took 70.6905s]
-19/12/23 04:13:39| INFO rca finished [took 327.3102s]
-19/12/23 04:41:39| INFO mandoline finished [took 2003.5338s]
-19/12/23 04:41:46| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 8.044e-01 8.534e-01 -8.534e-01]
- nit: 6
- jac: [ 9.627e-03 -9.347e-04 9.347e-04]
- nfev: 16
- njev: 16
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:42:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 3.326e-01 1.489e+00 -9.119e-01 -4.538e-01 -1.232e-01]
- nit: 2
- jac: [ 3.623e-01 5.695e-02 3.669e-02 -2.728e-02 -6.636e-02]
- nfev: 5
- njev: 5
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:42:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 4.399e-01 9.682e-01 -3.776e-01 -5.906e-01]
- nit: 2
- jac: [ 2.760e-01 2.915e-02 -2.735e-02 -1.804e-03]
- nfev: 6
- njev: 6
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 04:42:13| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 2144.9929s]
-19/12/23 04:42:13| INFO Dataset sample [0.8 0.2] of dataset imdb started
-19/12/23 04:43:05| INFO m3w_sld_lr_c finished [took 47.7129s]
-19/12/23 04:43:27| INFO m3w_sld_lr finished [took 69.0543s]
-19/12/23 04:43:28| INFO m3w_sld_lr_mc finished [took 70.1962s]
-19/12/23 04:44:02| INFO bin_sld_lr finished [took 104.3104s]
-19/12/23 04:44:05| INFO mul_sld_lr_mc finished [took 106.9665s]
-19/12/23 04:44:07| INFO m3w_sld_lr_ne finished [took 60.5551s]
-19/12/23 04:44:08| INFO mul_sld_lr_ne finished [took 112.2679s]
-19/12/23 04:44:12| INFO bin_sld_lr_ne finished [took 114.3736s]
-19/12/23 04:44:13| INFO mul_sld_lr_c finished [took 115.7911s]
-19/12/23 04:44:19| INFO bin_sld_lr_mc finished [took 121.0187s]
-19/12/23 04:44:20| INFO mul_sld_lr finished [took 122.8849s]
-19/12/23 04:44:21| INFO bin_sld_lr_c finished [took 122.9367s]
-19/12/23 04:44:35| INFO doc finished [took 25.7454s]
-19/12/23 04:44:35| INFO ref finished [took 29.6976s]
-19/12/23 04:44:44| INFO gde finished [took 29.5675s]
-19/12/23 04:44:50| INFO atc_mc finished [took 42.5657s]
-19/12/23 04:44:51| INFO bin_sld_lr_is finished [took 83.5659s]
-19/12/23 04:44:53| INFO m3w_sld_lr_is finished [took 50.5238s]
-19/12/23 04:44:55| INFO mul_sld_lr_is finished [took 86.2603s]
-19/12/23 04:49:38| INFO rca finished [took 324.8701s]
-19/12/23 05:17:31| INFO mandoline finished [took 1991.1850s]
-19/12/23 05:17:38| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 7.408e-01 8.606e-01 -8.606e-01]
- nit: 6
- jac: [ 1.356e-02 -1.221e-03 1.221e-03]
- nfev: 15
- njev: 15
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:17:47| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 3.968e-01 1.745e+00 -8.588e-01 -3.120e-01 -5.738e-01]
- nit: 2
- jac: [ 1.595e-01 1.807e-02 3.795e-02 -4.827e-02 -7.751e-03]
- nfev: 6
- njev: 6
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:17:58| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 5.888e-01 1.200e+00 -7.098e-01 -4.903e-01]
- nit: 2
- jac: [ 9.816e-02 -1.504e-02 2.639e-02 -1.135e-02]
- nfev: 8
- njev: 8
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:17:58| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2145.5790s]
-19/12/23 05:17:59| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-19/12/23 05:19:09| INFO m3w_sld_lr_mc finished [took 65.5174s]
-19/12/23 05:19:09| INFO m3w_sld_lr_c finished [took 66.4649s]
-19/12/23 05:19:16| INFO mul_sld_lr_ne finished [took 72.6306s]
-19/12/23 05:19:16| INFO m3w_sld_lr finished [took 72.7114s]
-19/12/23 05:19:17| INFO mul_sld_lr_c finished [took 73.7481s]
-19/12/23 05:19:51| INFO ref finished [took 32.7535s]
-19/12/23 05:19:51| INFO bin_sld_lr finished [took 108.0517s]
-19/12/23 05:19:54| INFO bin_sld_lr_mc finished [took 111.5283s]
-19/12/23 05:19:57| INFO mul_sld_lr finished [took 113.9007s]
-19/12/23 05:20:03| INFO bin_sld_lr_ne finished [took 119.9931s]
-19/12/23 05:20:04| INFO bin_sld_lr_c finished [took 120.8888s]
-19/12/23 05:20:05| INFO mul_sld_lr_mc finished [took 123.1430s]
-19/12/23 05:20:14| INFO m3w_sld_lr_ne finished [took 64.8481s]
-19/12/23 05:20:17| INFO mul_sld_lr_is finished [took 60.1327s]
-19/12/23 05:20:21| INFO doc finished [took 29.5579s]
-19/12/23 05:20:22| INFO gde finished [took 23.9992s]
-19/12/23 05:20:22| INFO m3w_sld_lr_is finished [took 64.8852s]
-19/12/23 05:20:30| INFO atc_mc finished [took 38.6346s]
-19/12/23 05:20:35| INFO bin_sld_lr_is finished [took 84.8522s]
-19/12/23 05:24:17| INFO rca finished [took 262.7095s]
-19/12/23 05:53:42| INFO mandoline finished [took 2018.5071s]
-19/12/23 05:53:47| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 5.561e-01 1.104e+00 -1.104e+00]
- nit: 11
- jac: [ 1.011e-02 9.130e-04 -9.130e-04]
- nfev: 26
- njev: 26
- hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:54:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
- nit: 0
- jac: [ nan nan nan nan nan]
- nfev: 21
- njev: 21
- hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:54:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
- success: False
- status: 2
- fun: nan
- x: [ 4.819e-01 1.675e+00 -1.087e+00 -5.874e-01]
- nit: 3
- jac: [ 4.897e-02 -1.682e-02 3.211e-02 -1.529e-02]
- nfev: 8
- njev: 8
- hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
-19/12/23 05:54:13| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 2174.6970s]
-----------------------------------------------------------------------------------------------------
-19/12/23 08:42:44| INFO dataset imdb [pool size: 10]
-19/12/23 08:42:45| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 08:43:40| INFO m3w_sld_lr_c finished [took 51.1014s]
-19/12/23 08:44:05| INFO m3w_sld_lr finished [took 77.4151s]
-19/12/23 08:44:06| INFO mul_sld_lr_ne finished [took 76.8604s]
-19/12/23 08:44:06| INFO m3w_sld_lr_mc finished [took 77.3066s]
-19/12/23 08:44:07| INFO mul_sld_lr_c finished [took 78.3806s]
-19/12/23 08:44:16| INFO mul_sld_lr_mc finished [took 86.4924s]
-19/12/23 08:44:23| INFO bin_sld_lr_ne finished [took 93.3995s]
-19/12/23 08:44:24| INFO bin_sld_lr finished [took 94.9095s]
-19/12/23 08:44:25| INFO bin_sld_lr_c finished [took 95.9078s]
-19/12/23 08:44:25| INFO bin_sld_lr_mc finished [took 95.8433s]
-19/12/23 08:44:30| INFO mul_sld_lr finished [took 100.9648s]
-19/12/23 08:44:31| INFO m3w_sld_lr_ne finished [took 50.5192s]
-19/12/23 08:44:33| INFO ref finished [took 24.5381s]
-19/12/23 08:44:43| INFO atc_mc finished [took 26.2640s]
-19/12/23 08:44:45| INFO doc finished [took 20.9819s]
-19/12/23 08:44:50| INFO m3w_sld_lr_is finished [took 42.3958s]
-19/12/23 08:44:51| INFO mul_sld_lr_is finished [took 44.6873s]
-19/12/23 08:45:01| INFO bin_sld_lr_is finished [took 55.1485s]
-19/12/23 08:45:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.7699s]
-19/12/23 08:46:14| INFO bin_sld_lr_gs finished [took 72.3125s]
-19/12/23 08:52:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 371.5219s]
-19/12/23 08:52:55| INFO mul_sld_lr_gs finished [took 400.3689s]
-19/12/23 08:57:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 280.9024s]
-19/12/23 08:58:02| INFO m3w_sld_lr_gs finished [took 306.3182s]
-19/12/23 08:58:02| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 917.6953s]
-19/12/23 08:58:02| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 08:59:11| INFO m3w_sld_lr finished [took 65.9867s]
-19/12/23 08:59:16| INFO m3w_sld_lr_c finished [took 70.8527s]
-19/12/23 08:59:16| INFO m3w_sld_lr_mc finished [took 71.4735s]
-19/12/23 08:59:25| INFO mul_sld_lr_ne finished [took 81.5483s]
-19/12/23 08:59:30| INFO mul_sld_lr_c finished [took 84.9396s]
-19/12/23 08:59:36| INFO mul_sld_lr_mc finished [took 91.0136s]
-19/12/23 08:59:39| INFO bin_sld_lr_c finished [took 93.8374s]
-19/12/23 08:59:39| INFO mul_sld_lr finished [took 93.9917s]
-19/12/23 08:59:43| INFO bin_sld_lr_ne finished [took 97.7733s]
-19/12/23 08:59:55| INFO bin_sld_lr_mc finished [took 110.2756s]
-19/12/23 08:59:57| INFO bin_sld_lr finished [took 112.1545s]
-19/12/23 08:59:59| INFO doc finished [took 20.0627s]
-19/12/23 09:00:01| INFO ref finished [took 30.0670s]
-19/12/23 09:00:06| INFO m3w_sld_lr_ne finished [took 54.1784s]
-19/12/23 09:00:08| INFO m3w_sld_lr_is finished [took 41.0146s]
-19/12/23 09:00:12| INFO atc_mc finished [took 34.9192s]
-19/12/23 09:00:17| INFO mul_sld_lr_is finished [took 59.2533s]
-19/12/23 09:00:19| INFO bin_sld_lr_is finished [took 62.3611s]
-19/12/23 09:02:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.9819s]
-19/12/23 09:02:55| INFO bin_sld_lr_gs finished [took 153.6579s]
-19/12/23 09:09:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 399.4410s]
-19/12/23 09:10:03| INFO mul_sld_lr_gs finished [took 426.7343s]
-19/12/23 09:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.4522s]
-19/12/23 09:15:11| INFO m3w_sld_lr_gs finished [took 306.7734s]
-19/12/23 09:15:11| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1028.5324s]
-19/12/23 09:15:11| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 09:16:22| INFO mul_sld_lr_mc finished [took 68.8982s]
-19/12/23 09:16:23| INFO m3w_sld_lr_mc finished [took 71.0365s]
-19/12/23 09:16:28| INFO m3w_sld_lr finished [took 74.5687s]
-19/12/23 09:16:28| INFO m3w_sld_lr_c finished [took 74.8511s]
-19/12/23 09:16:35| INFO mul_sld_lr_c finished [took 81.9187s]
-19/12/23 09:16:44| INFO bin_sld_lr_mc finished [took 90.7783s]
-19/12/23 09:16:44| INFO bin_sld_lr_ne finished [took 90.8773s]
-19/12/23 09:16:46| INFO bin_sld_lr finished [took 92.4476s]
-19/12/23 09:16:46| INFO bin_sld_lr_c finished [took 92.8172s]
-19/12/23 09:16:50| INFO mul_sld_lr finished [took 96.4330s]
-19/12/23 09:16:50| INFO mul_sld_lr_ne finished [took 96.5224s]
-19/12/23 09:17:05| INFO m3w_sld_lr_ne finished [took 41.5381s]
-19/12/23 09:17:07| INFO doc finished [took 21.2434s]
-19/12/23 09:17:08| INFO ref finished [took 30.8405s]
-19/12/23 09:17:14| INFO m3w_sld_lr_is finished [took 44.6736s]
-19/12/23 09:17:18| INFO atc_mc finished [took 32.6212s]
-19/12/23 09:17:19| INFO bin_sld_lr_is finished [took 54.5565s]
-19/12/23 09:17:22| INFO mul_sld_lr_is finished [took 53.1815s]
-19/12/23 09:19:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 116.2097s]
-19/12/23 09:19:48| INFO bin_sld_lr_gs finished [took 143.9560s]
-19/12/23 09:26:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 403.2437s]
-19/12/23 09:27:06| INFO mul_sld_lr_gs finished [took 436.6532s]
-19/12/23 09:31:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6582s]
-19/12/23 09:32:16| INFO m3w_sld_lr_gs finished [took 309.2325s]
-19/12/23 09:32:16| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1025.4458s]
-19/12/23 09:32:16| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-19/12/23 09:33:28| INFO m3w_sld_lr_mc finished [took 69.8573s]
-19/12/23 09:33:31| INFO m3w_sld_lr finished [took 72.8273s]
-19/12/23 09:33:33| INFO bin_sld_lr_c finished [took 75.6219s]
-19/12/23 09:33:35| INFO mul_sld_lr_c finished [took 76.4572s]
-19/12/23 09:33:35| INFO m3w_sld_lr_c finished [took 76.5404s]
-19/12/23 09:33:49| INFO mul_sld_lr finished [took 90.4901s]
-19/12/23 09:33:49| INFO bin_sld_lr_ne finished [took 90.6359s]
-19/12/23 09:33:50| INFO bin_sld_lr_mc finished [took 91.3473s]
-19/12/23 09:33:50| INFO bin_sld_lr finished [took 92.0054s]
-19/12/23 09:33:55| INFO mul_sld_lr_mc finished [took 97.3027s]
-19/12/23 09:33:58| INFO mul_sld_lr_ne finished [took 100.0155s]
-19/12/23 09:34:02| INFO ref finished [took 26.7118s]
-19/12/23 09:34:12| INFO m3w_sld_lr_ne finished [took 43.2428s]
-19/12/23 09:34:13| INFO doc finished [took 22.8815s]
-19/12/23 09:34:16| INFO atc_mc finished [took 26.4897s]
-19/12/23 09:34:21| INFO m3w_sld_lr_is finished [took 44.9417s]
-19/12/23 09:34:27| INFO bin_sld_lr_is finished [took 55.2360s]
-19/12/23 09:34:32| INFO mul_sld_lr_is finished [took 57.2328s]
-19/12/23 09:36:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.4890s]
-19/12/23 09:37:10| INFO bin_sld_lr_gs finished [took 156.6529s]
-19/12/23 09:43:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 400.3459s]
-19/12/23 09:44:22| INFO mul_sld_lr_gs finished [took 431.2985s]
-19/12/23 09:49:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 281.2921s]
-19/12/23 09:49:30| INFO m3w_sld_lr_gs finished [took 306.7283s]
-19/12/23 09:49:30| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1033.4513s]
-19/12/23 09:49:30| INFO Dataset sample [0.5 0.5] of dataset imdb started
-19/12/23 09:50:28| INFO m3w_sld_lr_mc finished [took 56.4131s]
-19/12/23 09:50:42| INFO bin_sld_lr_ne finished [took 70.6862s]
-19/12/23 09:50:44| INFO m3w_sld_lr finished [took 72.1645s]
-19/12/23 09:50:48| INFO m3w_sld_lr_c finished [took 76.2510s]
-19/12/23 09:51:00| INFO bin_sld_lr_mc finished [took 88.0681s]
-19/12/23 09:51:03| INFO bin_sld_lr_c finished [took 90.6682s]
-19/12/23 09:51:03| INFO bin_sld_lr finished [took 90.7996s]
-19/12/23 09:51:11| INFO m3w_sld_lr_ne finished [took 42.0266s]
-19/12/23 09:51:12| INFO mul_sld_lr_c finished [took 99.5728s]
-19/12/23 09:51:12| INFO mul_sld_lr_mc finished [took 99.7140s]
-19/12/23 09:51:13| INFO mul_sld_lr_ne finished [took 100.9706s]
-19/12/23 09:51:13| INFO mul_sld_lr finished [took 101.3931s]
-19/12/23 09:51:25| INFO ref finished [took 23.4616s]
-19/12/23 09:51:27| INFO doc finished [took 23.1594s]
-19/12/23 09:51:33| INFO atc_mc finished [took 29.1953s]
-19/12/23 09:51:36| INFO m3w_sld_lr_is finished [took 46.0656s]
-19/12/23 09:51:37| INFO bin_sld_lr_is finished [took 54.0552s]
-19/12/23 09:51:43| INFO mul_sld_lr_is finished [took 57.4308s]
-19/12/23 09:53:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 120.8549s]
-19/12/23 09:54:16| INFO bin_sld_lr_gs finished [took 151.6145s]
-19/12/23 10:00:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 396.7070s]
-19/12/23 10:01:26| INFO mul_sld_lr_gs finished [took 428.7210s]
-19/12/23 10:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 279.8130s]
-19/12/23 10:06:32| INFO m3w_sld_lr_gs finished [took 305.0452s]
-19/12/23 10:06:32| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1022.0401s]
-19/12/23 10:06:32| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-19/12/23 10:07:40| INFO mul_sld_lr_ne finished [took 66.2491s]
-19/12/23 10:07:43| INFO m3w_sld_lr_mc finished [took 70.1800s]
-19/12/23 10:07:44| INFO m3w_sld_lr_c finished [took 69.5146s]
-19/12/23 10:07:45| INFO m3w_sld_lr finished [took 71.2297s]
-19/12/23 10:07:56| INFO bin_sld_lr_c finished [took 81.9938s]
-19/12/23 10:08:06| INFO bin_sld_lr_ne finished [took 91.4287s]
-19/12/23 10:08:10| INFO bin_sld_lr_mc finished [took 95.6940s]
-19/12/23 10:08:10| INFO mul_sld_lr_mc finished [took 96.2317s]
-19/12/23 10:08:11| INFO bin_sld_lr finished [took 97.1643s]
-19/12/23 10:08:12| INFO mul_sld_lr_c finished [took 97.9705s]
-19/12/23 10:08:14| INFO mul_sld_lr finished [took 99.5717s]
-19/12/23 10:08:21| INFO ref finished [took 24.4363s]
-19/12/23 10:08:31| INFO doc finished [took 19.6424s]
-19/12/23 10:08:32| INFO m3w_sld_lr_ne finished [took 50.7696s]
-19/12/23 10:08:35| INFO atc_mc finished [took 28.4708s]
-19/12/23 10:08:38| INFO m3w_sld_lr_is finished [took 51.5263s]
-19/12/23 10:08:44| INFO bin_sld_lr_is finished [took 58.8607s]
-19/12/23 10:08:46| INFO mul_sld_lr_is finished [took 60.9079s]
-19/12/23 10:10:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 121.0680s]
-19/12/23 10:11:19| INFO bin_sld_lr_gs finished [took 151.4031s]
-19/12/23 10:17:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 398.8896s]
-19/12/23 10:18:29| INFO mul_sld_lr_gs finished [took 429.2073s]
-19/12/23 10:23:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 281.0072s]
-19/12/23 10:23:36| INFO m3w_sld_lr_gs finished [took 306.1576s]
-19/12/23 10:23:36| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1024.4609s]
-19/12/23 10:23:36| INFO Dataset sample [0.7 0.3] of dataset imdb started
-19/12/23 10:24:36| INFO m3w_sld_lr finished [took 56.3100s]
-19/12/23 10:24:41| INFO m3w_sld_lr_c finished [took 61.8360s]
-19/12/23 10:24:52| INFO m3w_sld_lr_mc finished [took 72.7043s]
-19/12/23 10:25:02| INFO bin_sld_lr_mc finished [took 82.8058s]
-19/12/23 10:25:09| INFO bin_sld_lr_ne finished [took 90.1728s]
-19/12/23 10:25:17| INFO mul_sld_lr_c finished [took 96.8469s]
-19/12/23 10:25:17| INFO mul_sld_lr_mc finished [took 97.5399s]
-19/12/23 10:25:19| INFO mul_sld_lr finished [took 99.1910s]
-19/12/23 10:25:19| INFO bin_sld_lr_c finished [took 99.1727s]
-19/12/23 10:25:19| INFO bin_sld_lr finished [took 99.6585s]
-19/12/23 10:25:20| INFO mul_sld_lr_ne finished [took 100.1875s]
-19/12/23 10:25:33| INFO ref finished [took 22.9307s]
-19/12/23 10:25:39| INFO doc finished [took 19.5473s]
-19/12/23 10:25:40| INFO m3w_sld_lr_ne finished [took 61.9395s]
-19/12/23 10:25:42| INFO m3w_sld_lr_is finished [took 38.5191s]
-19/12/23 10:25:45| INFO bin_sld_lr_is finished [took 62.0568s]
-19/12/23 10:25:49| INFO atc_mc finished [took 30.6022s]
-19/12/23 10:25:52| INFO mul_sld_lr_is finished [took 57.3050s]
-19/12/23 10:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 114.2585s]
-19/12/23 10:28:19| INFO bin_sld_lr_gs finished [took 145.6819s]
-19/12/23 10:34:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 396.9822s]
-19/12/23 10:35:28| INFO mul_sld_lr_gs finished [took 427.3490s]
-19/12/23 10:40:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 280.8569s]
-19/12/23 10:40:37| INFO m3w_sld_lr_gs finished [took 306.4780s]
-19/12/23 10:40:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1020.6409s]
-19/12/23 10:40:37| INFO Dataset sample [0.8 0.2] of dataset imdb started
-19/12/23 10:41:44| INFO m3w_sld_lr_c finished [took 64.8747s]
-19/12/23 10:41:49| INFO m3w_sld_lr finished [took 69.5286s]
-19/12/23 10:41:50| INFO m3w_sld_lr_mc finished [took 70.6881s]
-19/12/23 10:42:14| INFO bin_sld_lr_ne finished [took 95.5684s]
-19/12/23 10:42:24| INFO m3w_sld_lr_ne finished [took 39.4927s]
-19/12/23 10:42:24| INFO bin_sld_lr finished [took 105.1136s]
-19/12/23 10:42:34| INFO mul_sld_lr_mc finished [took 114.8434s]
-19/12/23 10:42:35| INFO mul_sld_lr_c finished [took 115.5823s]
-19/12/23 10:42:36| INFO bin_sld_lr_c finished [took 117.2982s]
-19/12/23 10:42:38| INFO mul_sld_lr finished [took 119.4772s]
-19/12/23 10:42:38| INFO bin_sld_lr_mc finished [took 119.4161s]
-19/12/23 10:42:39| INFO mul_sld_lr_ne finished [took 120.0138s]
-19/12/23 10:42:46| INFO ref finished [took 21.1649s]
-19/12/23 10:42:55| INFO doc finished [took 19.6738s]
-19/12/23 10:42:55| INFO atc_mc finished [took 30.2210s]
-19/12/23 10:42:59| INFO m3w_sld_lr_is finished [took 44.3849s]
-19/12/23 10:43:06| INFO mul_sld_lr_is finished [took 75.5371s]
-19/12/23 10:43:07| INFO bin_sld_lr_is finished [took 77.2267s]
-19/12/23 10:44:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3142s]
-19/12/23 10:45:27| INFO bin_sld_lr_gs finished [took 139.6763s]
-19/12/23 10:52:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 394.1610s]
-19/12/23 10:52:31| INFO mul_sld_lr_gs finished [took 422.5252s]
-19/12/23 10:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 282.2183s]
-19/12/23 10:57:40| INFO m3w_sld_lr_gs finished [took 307.8740s]
-19/12/23 10:57:40| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1022.6700s]
-19/12/23 10:57:40| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-19/12/23 10:58:38| INFO mul_sld_lr_ne finished [took 56.5023s]
-19/12/23 10:58:48| INFO m3w_sld_lr_c finished [took 66.0063s]
-19/12/23 10:58:49| INFO m3w_sld_lr_mc finished [took 67.4573s]
-19/12/23 10:58:51| INFO mul_sld_lr_c finished [took 69.1277s]
-19/12/23 10:58:54| INFO m3w_sld_lr finished [took 72.7876s]
-19/12/23 10:59:28| INFO ref finished [took 32.8095s]
-19/12/23 10:59:33| INFO bin_sld_lr_mc finished [took 111.6128s]
-19/12/23 10:59:38| INFO m3w_sld_lr_ne finished [took 59.9897s]
-19/12/23 10:59:39| INFO bin_sld_lr_ne finished [took 117.2120s]
-19/12/23 10:59:40| INFO bin_sld_lr finished [took 118.4342s]
-19/12/23 10:59:45| INFO bin_sld_lr_c finished [took 123.5325s]
-19/12/23 10:59:46| INFO mul_sld_lr finished [took 124.9820s]
-19/12/23 10:59:49| INFO mul_sld_lr_mc finished [took 127.3052s]
-19/12/23 10:59:50| INFO mul_sld_lr_is finished [took 60.2395s]
-19/12/23 10:59:51| INFO m3w_sld_lr_is finished [took 59.0790s]
-19/12/23 10:59:56| INFO doc finished [took 22.7782s]
-19/12/23 11:00:00| INFO atc_mc finished [took 31.4672s]
-19/12/23 11:00:01| INFO bin_sld_lr_is finished [took 72.5199s]
-19/12/23 11:01:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 80.8344s]
-19/12/23 11:02:09| INFO bin_sld_lr_gs finished [took 126.9716s]
-19/12/23 11:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.7046s]
-19/12/23 11:08:50| INFO mul_sld_lr_gs finished [took 400.2930s]
-19/12/23 11:13:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 276.5163s]
-19/12/23 11:13:53| INFO m3w_sld_lr_gs finished [took 301.8567s]
-19/12/23 11:13:53| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 973.2114s]
-----------------------------------------------------------------------------------------------------
-19/12/23 12:20:33| INFO dataset imdb [pool size: 10]
-19/12/23 12:20:33| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 12:21:11| INFO d_mul_sld_lr_ne finished [took 34.4461s]
-19/12/23 12:21:22| INFO d_m3w_sld_lr_c finished [took 44.6570s]
-19/12/23 12:21:22| INFO d_bin_sld_lr_ne finished [took 44.7253s]
-19/12/23 12:21:24| INFO d_mul_sld_lr_c finished [took 46.1582s]
-19/12/23 12:21:26| INFO d_m3w_sld_lr_mc finished [took 48.2392s]
-19/12/23 12:21:26| INFO d_mul_sld_lr_mc finished [took 48.9718s]
-19/12/23 12:21:28| INFO d_m3w_sld_lr finished [took 50.1934s]
-19/12/23 12:21:30| INFO d_mul_sld_lr finished [took 52.2553s]
-19/12/23 12:21:31| INFO d_bin_sld_lr finished [took 53.5360s]
-19/12/23 12:21:39| INFO d_bin_sld_lr_c finished [took 61.1856s]
-19/12/23 12:21:43| INFO d_bin_sld_lr_mc finished [took 65.9584s]
-19/12/23 12:21:49| INFO ref finished [took 22.8029s]
-19/12/23 12:21:50| INFO d_m3w_sld_lr_ne finished [took 38.3356s]
-19/12/23 12:21:56| INFO d_mul_sld_lr_is finished [took 32.6073s]
-19/12/23 12:21:58| INFO atc_mc finished [took 30.5293s]
-19/12/23 12:21:59| INFO d_m3w_sld_lr_is finished [took 34.4816s]
-19/12/23 12:22:00| INFO doc finished [took 31.1261s]
-19/12/23 12:22:31| INFO d_bin_sld_lr_is finished [took 68.3750s]
-19/12/23 12:22:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 14.1429s]
-19/12/23 12:23:16| INFO d_bin_sld_lr_gs finished [took 43.3387s]
-19/12/23 12:23:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 12.7655s]
-19/12/23 12:23:56| INFO d_mul_sld_lr_gs finished [took 38.8631s]
-19/12/23 12:24:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 18.2834s]
-19/12/23 12:24:35| INFO d_m3w_sld_lr_gs finished [took 38.6218s]
-19/12/23 12:24:35| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 241.6656s]
-19/12/23 12:24:35| INFO Dataset sample [0.2 0.8] of dataset imdb started
-19/12/23 12:25:04| INFO d_m3w_sld_lr_mc finished [took 26.3579s]
-19/12/23 12:25:20| INFO d_m3w_sld_lr_c finished [took 42.8803s]
-19/12/23 12:25:21| INFO d_m3w_sld_lr finished [took 43.4624s]
-19/12/23 12:25:25| INFO d_mul_sld_lr_c finished [took 47.6920s]
-19/12/23 12:25:31| INFO d_mul_sld_lr_ne finished [took 53.5673s]
-19/12/23 12:25:32| INFO d_mul_sld_lr_mc finished [took 54.5833s]
-19/12/23 12:25:33| INFO d_mul_sld_lr finished [took 56.0689s]
-19/12/23 12:25:47| INFO d_m3w_sld_lr_ne finished [took 42.5761s]
-19/12/23 12:25:52| INFO ref finished [took 20.5988s]
-19/12/23 12:26:06| INFO d_m3w_sld_lr_is finished [took 40.1431s]
-19/12/23 12:26:08| INFO d_mul_sld_lr_is finished [took 46.6534s]
-19/12/23 12:26:11| INFO atc_mc finished [took 38.0477s]
-19/12/23 12:26:15| INFO doc finished [took 41.4535s]
-19/12/23 12:26:23| INFO d_bin_sld_lr_c finished [took 105.7747s]
-19/12/23 12:26:31| INFO d_bin_sld_lr_mc finished [took 113.7689s]
-19/12/23 12:26:35| INFO d_bin_sld_lr_is finished [took 74.1984s]
-19/12/23 12:26:41| INFO d_bin_sld_lr_ne finished [took 123.5246s]
-19/12/23 12:26:48| INFO d_bin_sld_lr finished [took 130.3036s]
-19/12/23 12:27:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 19.8727s]
-19/12/23 12:28:02| INFO d_bin_sld_lr_gs finished [took 72.8675s]
-19/12/23 12:28:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 21.8244s]
-19/12/23 12:28:51| INFO d_mul_sld_lr_gs finished [took 48.0382s]
-19/12/23 12:29:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 18.9702s]
-19/12/23 12:29:32| INFO d_m3w_sld_lr_gs finished [took 39.7694s]
-19/12/23 12:29:32| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 297.2439s]
-19/12/23 12:29:32| INFO Dataset sample [0.3 0.7] of dataset imdb started
-19/12/23 12:30:14| INFO d_m3w_sld_lr_c finished [took 40.0125s]
-19/12/23 12:30:18| INFO d_m3w_sld_lr finished [took 43.7324s]
-19/12/23 12:30:19| INFO d_m3w_sld_lr_mc finished [took 44.0801s]
-19/12/23 12:30:24| INFO d_mul_sld_lr_ne finished [took 49.3570s]
-19/12/23 12:30:35| INFO d_mul_sld_lr_mc finished [took 59.9847s]
-19/12/23 12:30:35| INFO d_mul_sld_lr_c finished [took 60.7974s]
-19/12/23 12:30:36| INFO d_mul_sld_lr finished [took 61.8125s]
-19/12/23 12:30:38| INFO d_bin_sld_lr finished [took 63.8233s]
-19/12/23 12:30:45| INFO d_bin_sld_lr_ne finished [took 70.6793s]
-19/12/23 12:30:47| INFO d_bin_sld_lr_c finished [took 72.4004s]
-19/12/23 12:30:50| INFO d_bin_sld_lr_mc finished [took 75.0815s]
-19/12/23 12:30:54| INFO d_m3w_sld_lr_ne finished [took 39.0373s]
-19/12/23 12:30:58| INFO d_m3w_sld_lr_is finished [took 33.1000s]
-19/12/23 12:30:58| INFO ref finished [took 22.3889s]
-19/12/23 12:31:04| INFO d_mul_sld_lr_is finished [took 44.2267s]
-19/12/23 12:31:06| INFO atc_mc finished [took 30.0779s]
-19/12/23 12:31:10| INFO doc finished [took 32.4930s]
-19/12/23 12:31:12| INFO d_bin_sld_lr_is finished [took 52.6834s]
-19/12/23 12:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 22.1833s]
-19/12/23 12:32:06| INFO d_bin_sld_lr_gs finished [took 53.0234s]
-19/12/23 12:32:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 21.6935s]
-19/12/23 12:33:01| INFO d_mul_sld_lr_gs finished [took 53.2036s]
-19/12/23 12:33:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 15.6360s]
-19/12/23 12:33:39| INFO d_m3w_sld_lr_gs finished [took 36.8941s]
-19/12/23 12:33:39| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 246.6510s]
-19/12/23 12:33:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-19/12/23 12:34:21| INFO d_m3w_sld_lr_c finished [took 40.8535s]
-19/12/23 12:34:24| INFO d_m3w_sld_lr finished [took 42.8814s]
-19/12/23 12:34:25| INFO d_m3w_sld_lr_mc finished [took 43.7401s]
-19/12/23 12:34:30| INFO d_bin_sld_lr_ne finished [took 49.6379s]
-19/12/23 12:34:42| INFO d_bin_sld_lr_mc finished [took 61.6185s]
-19/12/23 12:34:43| INFO d_mul_sld_lr_ne finished [took 61.8615s]
-19/12/23 12:34:43| INFO d_bin_sld_lr finished [took 61.8959s]
-19/12/23 12:34:45| INFO d_mul_sld_lr_c finished [took 63.9772s]
-19/12/23 12:34:46| INFO d_mul_sld_lr_mc finished [took 65.5978s]
-19/12/23 12:34:48| INFO d_bin_sld_lr_c finished [took 67.1225s]
-19/12/23 12:34:48| INFO d_mul_sld_lr finished [took 67.6131s]
-19/12/23 12:34:58| INFO d_m3w_sld_lr_ne finished [took 36.3847s]
-19/12/23 12:35:03| INFO ref finished [took 19.5363s]
-19/12/23 12:35:04| INFO d_m3w_sld_lr_is finished [took 32.6723s]
-19/12/23 12:35:09| INFO d_bin_sld_lr_is finished [took 44.5496s]
-19/12/23 12:35:10| INFO atc_mc finished [took 26.6506s]
-19/12/23 12:35:14| INFO doc finished [took 30.2612s]
-19/12/23 12:35:15| INFO d_mul_sld_lr_is finished [took 49.1793s]
-19/12/23 12:35:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 22.8511s]
-19/12/23 12:36:11| INFO d_bin_sld_lr_gs finished [took 54.8351s]
-19/12/23 12:36:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 19.4786s]
-19/12/23 12:37:02| INFO d_mul_sld_lr_gs finished [took 50.4739s]
-19/12/23 12:37:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 14.9927s]
-19/12/23 12:37:39| INFO d_m3w_sld_lr_gs finished [took 36.1151s]
-19/12/23 12:37:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 240.1494s]
-19/12/23 12:37:39| INFO Dataset sample [0.5 0.5] of dataset imdb started
-19/12/23 12:38:13| INFO d_m3w_sld_lr_c finished [took 32.3545s]
-19/12/23 12:38:23| INFO d_m3w_sld_lr finished [took 41.4720s]
-19/12/23 12:38:24| INFO d_m3w_sld_lr_mc finished [took 42.7790s]
-19/12/23 12:38:38| INFO d_bin_sld_lr finished [took 56.8622s]
-19/12/23 12:38:44| INFO d_bin_sld_lr_mc finished [took 62.6298s]
-19/12/23 12:38:45| INFO d_bin_sld_lr_ne finished [took 63.6535s]
-19/12/23 12:38:45| INFO d_bin_sld_lr_c finished [took 63.9940s]
-19/12/23 12:38:47| INFO d_mul_sld_lr_c finished [took 65.8468s]
-19/12/23 12:38:48| INFO d_mul_sld_lr_mc finished [took 67.2099s]
-19/12/23 12:38:49| INFO d_mul_sld_lr_ne finished [took 67.7940s]
-19/12/23 12:38:52| INFO d_mul_sld_lr finished [took 71.1898s]
-19/12/23 12:38:59| INFO d_m3w_sld_lr_ne finished [took 44.1005s]
-19/12/23 12:39:05| INFO ref finished [took 20.1348s]
-19/12/23 12:39:10| INFO d_m3w_sld_lr_is finished [took 31.4246s]
-19/12/23 12:39:11| INFO d_bin_sld_lr_is finished [took 47.6735s]
-19/12/23 12:39:12| INFO atc_mc finished [took 25.8013s]
-19/12/23 12:39:17| INFO d_mul_sld_lr_is finished [took 52.2096s]
-19/12/23 12:39:18| INFO doc finished [took 32.0202s]
-19/12/23 12:39:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 24.4871s]
-19/12/23 12:40:13| INFO d_bin_sld_lr_gs finished [took 53.5309s]
-19/12/23 12:40:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 20.6315s]
-19/12/23 12:41:06| INFO d_mul_sld_lr_gs finished [took 50.7213s]
-19/12/23 12:41:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 14.8023s]
-19/12/23 12:41:42| INFO d_m3w_sld_lr_gs finished [took 35.3409s]
-19/12/23 12:41:42| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 243.2740s]
-19/12/23 12:41:42| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-19/12/23 12:42:26| INFO d_m3w_sld_lr_mc finished [took 42.1558s]
-19/12/23 12:42:28| INFO d_m3w_sld_lr_c finished [took 43.8348s]
-19/12/23 12:42:29| INFO d_m3w_sld_lr finished [took 44.7028s]
-19/12/23 12:42:46| INFO d_mul_sld_lr finished [took 61.6622s]
-19/12/23 12:42:48| INFO d_bin_sld_lr_mc finished [took 63.1846s]
-19/12/23 12:42:48| INFO d_mul_sld_lr_c finished [took 63.7984s]
-19/12/23 12:42:49| INFO d_bin_sld_lr_ne finished [took 64.3815s]
-19/12/23 12:42:50| INFO d_bin_sld_lr_c finished [took 65.0990s]
-19/12/23 12:42:50| INFO d_bin_sld_lr finished [took 65.9592s]
-19/12/23 12:42:51| INFO d_mul_sld_lr_ne finished [took 66.1988s]
-19/12/23 12:42:51| INFO d_mul_sld_lr_mc finished [took 66.3234s]
-19/12/23 12:43:04| INFO d_m3w_sld_lr_ne finished [took 36.4514s]
-19/12/23 12:43:13| INFO d_bin_sld_lr_is finished [took 43.1931s]
-19/12/23 12:43:13| INFO ref finished [took 24.1076s]
-19/12/23 12:43:15| INFO d_mul_sld_lr_is finished [took 45.0879s]
-19/12/23 12:43:15| INFO atc_mc finished [took 26.1117s]
-19/12/23 12:43:17| INFO d_m3w_sld_lr_is finished [took 30.2242s]
-19/12/23 12:43:24| INFO doc finished [took 34.2665s]
-19/12/23 12:43:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 24.0687s]
-19/12/23 12:44:17| INFO d_bin_sld_lr_gs finished [took 52.2615s]
-19/12/23 12:44:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 19.9205s]
-19/12/23 12:45:08| INFO d_mul_sld_lr_gs finished [took 48.9697s]
-19/12/23 12:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 14.4129s]
-19/12/23 12:45:45| INFO d_m3w_sld_lr_gs finished [took 35.5423s]
-19/12/23 12:45:45| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 242.2813s]
-19/12/23 12:45:45| INFO Dataset sample [0.7 0.3] of dataset imdb started
-19/12/23 12:46:32| INFO d_m3w_sld_lr finished [took 43.7019s]
-19/12/23 12:46:32| INFO d_m3w_sld_lr_c finished [took 43.8278s]
-19/12/23 12:46:32| INFO d_m3w_sld_lr_mc finished [took 44.3495s]
-19/12/23 12:46:37| INFO d_mul_sld_lr_ne finished [took 49.7658s]
-19/12/23 12:46:46| INFO d_bin_sld_lr_c finished [took 58.2133s]
-19/12/23 12:46:49| INFO d_mul_sld_lr_c finished [took 60.6822s]
-19/12/23 12:46:49| INFO d_mul_sld_lr finished [took 61.1466s]
-19/12/23 12:46:52| INFO d_mul_sld_lr_mc finished [took 64.2047s]
-19/12/23 12:46:54| INFO d_bin_sld_lr_mc finished [took 65.9847s]
-19/12/23 12:46:56| INFO d_bin_sld_lr_ne finished [took 68.3856s]
-19/12/23 12:47:00| INFO d_bin_sld_lr finished [took 72.5756s]
-19/12/23 12:47:09| INFO d_m3w_sld_lr_ne finished [took 35.7464s]
-19/12/23 12:47:10| INFO d_m3w_sld_lr_is finished [took 31.2021s]
-19/12/23 12:47:14| INFO ref finished [took 25.9586s]
-19/12/23 12:47:19| INFO atc_mc finished [took 28.6717s]
-19/12/23 12:47:20| INFO d_bin_sld_lr_is finished [took 46.4855s]
-19/12/23 12:47:22| INFO d_mul_sld_lr_is finished [took 48.0068s]
-19/12/23 12:47:22| INFO doc finished [took 31.3722s]
-19/12/23 12:47:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 22.1193s]
-19/12/23 12:48:14| INFO d_bin_sld_lr_gs finished [took 50.4905s]
-19/12/23 12:48:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01034) [took 23.4591s]
-19/12/23 12:49:07| INFO d_mul_sld_lr_gs finished [took 51.1594s]
-19/12/23 12:49:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 17.5182s]
-19/12/23 12:49:49| INFO d_m3w_sld_lr_gs finished [took 39.7696s]
-19/12/23 12:49:49| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 244.4711s]
-19/12/23 12:49:49| INFO Dataset sample [0.8 0.2] of dataset imdb started
-19/12/23 12:50:34| INFO d_m3w_sld_lr_mc finished [took 42.9445s]
-19/12/23 12:50:34| INFO d_m3w_sld_lr_c finished [took 43.1991s]
-19/12/23 12:50:35| INFO d_m3w_sld_lr finished [took 43.9371s]
-19/12/23 12:50:48| INFO d_mul_sld_lr_mc finished [took 57.1611s]
-19/12/23 12:50:50| INFO d_mul_sld_lr finished [took 59.0554s]
-19/12/23 12:50:54| INFO d_mul_sld_lr_c finished [took 63.4001s]
-19/12/23 12:50:58| INFO d_mul_sld_lr_ne finished [took 67.0593s]
-19/12/23 12:51:22| INFO d_m3w_sld_lr_ne finished [took 47.1873s]
-19/12/23 12:51:25| INFO ref finished [took 34.0550s]
-19/12/23 12:51:33| INFO d_m3w_sld_lr_is finished [took 43.2797s]
-19/12/23 12:51:42| INFO atc_mc finished [took 46.1618s]
-19/12/23 12:51:43| INFO d_mul_sld_lr_is finished [took 67.1009s]
-19/12/23 12:51:50| INFO doc finished [took 50.6897s]
-19/12/23 12:52:02| INFO d_bin_sld_lr_is finished [took 86.7151s]
-19/12/23 12:52:06| INFO d_bin_sld_lr_c finished [took 135.1926s]
-19/12/23 12:52:07| INFO d_bin_sld_lr_mc finished [took 135.5613s]
-19/12/23 12:52:19| INFO d_bin_sld_lr_ne finished [took 148.0207s]
-19/12/23 12:52:31| INFO d_bin_sld_lr finished [took 159.7127s]
-19/12/23 12:52:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 19.2378s]
-19/12/23 12:53:48| INFO d_bin_sld_lr_gs finished [took 75.7110s]
-19/12/23 12:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01042) [took 22.2515s]
-19/12/23 12:54:37| INFO d_mul_sld_lr_gs finished [took 48.8344s]
-19/12/23 12:54:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 17.7269s]
-19/12/23 12:55:17| INFO d_m3w_sld_lr_gs finished [took 38.7309s]
-19/12/23 12:55:17| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 327.5201s]
-19/12/23 12:55:17| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-19/12/23 12:55:56| INFO d_mul_sld_lr_c finished [took 37.2969s]
-19/12/23 12:56:06| INFO d_m3w_sld_lr_c finished [took 48.0095s]
-19/12/23 12:56:07| INFO d_m3w_sld_lr_mc finished [took 48.7433s]
-19/12/23 12:56:08| INFO d_mul_sld_lr_ne finished [took 49.5820s]
-19/12/23 12:56:09| INFO d_mul_sld_lr_mc finished [took 50.6844s]
-19/12/23 12:56:09| INFO d_m3w_sld_lr finished [took 51.0647s]
-19/12/23 12:56:17| INFO d_mul_sld_lr finished [took 58.8356s]
-19/12/23 12:56:33| INFO d_m3w_sld_lr_ne finished [took 37.1289s]
-19/12/23 12:56:40| INFO ref finished [took 30.0705s]
-19/12/23 12:56:47| INFO atc_mc finished [took 36.5516s]
-19/12/23 12:56:51| INFO doc finished [took 33.4102s]
-19/12/23 12:56:55| INFO d_mul_sld_lr_is finished [took 47.9424s]
-19/12/23 12:56:56| INFO d_m3w_sld_lr_is finished [took 46.9739s]
-19/12/23 12:57:04| INFO d_bin_sld_lr_ne finished [took 105.4488s]
-19/12/23 12:57:06| INFO d_bin_sld_lr finished [took 107.2132s]
-19/12/23 12:57:30| INFO d_bin_sld_lr_c finished [took 131.3099s]
-19/12/23 12:57:31| INFO d_bin_sld_lr_mc finished [took 132.6446s]
-19/12/23 12:58:13| INFO d_bin_sld_lr_is finished [took 125.7777s]
-19/12/23 12:58:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 13.8789s]
-19/12/23 12:58:54| INFO d_bin_sld_lr_gs finished [took 39.8288s]
-19/12/23 12:59:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 11.8657s]
-19/12/23 12:59:35| INFO d_mul_sld_lr_gs finished [took 40.0292s]
-19/12/23 12:59:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 16.1536s]
-19/12/23 13:00:14| INFO d_m3w_sld_lr_gs finished [took 37.6906s]
-19/12/23 13:00:14| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 296.7966s]
-----------------------------------------------------------------------------------------------------
-19/12/23 23:50:05| INFO dataset imdb [pool size: 10]
-19/12/23 23:50:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-19/12/23 23:53:46| INFO d_bin_sld_rbf finished [took 217.4906s]
-19/12/23 23:54:14| INFO d_bin_sld_rbf_mc finished [took 246.7415s]
-19/12/23 23:54:28| INFO d_bin_sld_rbf_ne finished [took 258.7144s]
-19/12/23 23:54:33| INFO d_mul_sld_rbf_ne finished [took 263.8514s]
-19/12/23 23:54:40| INFO d_bin_sld_rbf_c finished [took 270.5622s]
-19/12/23 23:54:42| INFO d_m3w_sld_rbf finished [took 273.6381s]
-19/12/23 23:54:48| INFO d_m3w_sld_rbf_c finished [took 279.4502s]
-19/12/23 23:54:55| INFO d_mul_sld_rbf finished [took 285.9820s]
-19/12/23 23:54:59| INFO d_m3w_sld_rbf_mc finished [took 289.5340s]
-19/12/23 23:55:02| INFO ref finished [took 21.9196s]
-19/12/23 23:55:09| INFO d_mul_sld_rbf_mc finished [took 299.8954s]
-19/12/23 23:55:16| INFO d_mul_sld_rbf_c finished [took 306.5553s]
-19/12/23 23:55:17| INFO atc_mc finished [took 34.5072s]
-19/12/23 23:55:19| INFO doc finished [took 30.0139s]
-19/12/23 23:56:59| INFO d_m3w_sld_rbf_ne finished [took 192.1812s]
-19/12/23 23:57:09| INFO d_bin_sld_rbf_is finished [took 174.1690s]
-19/12/23 23:57:25| INFO d_m3w_sld_rbf_is finished [took 171.6691s]
-19/12/23 23:57:42| INFO d_mul_sld_rbf_is finished [took 193.5991s]
-19/12/23 23:58:10| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.213s]
-19/12/23 23:58:10| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 27.214s]
-20/12/23 00:07:40| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.038s]
-20/12/23 00:07:40| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.039s]
-20/12/23 00:08:17| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.580s]
-20/12/23 00:08:17| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.581s]
-20/12/23 00:08:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.9418s]
-20/12/23 00:11:43| INFO d_bin_sld_rbf_gs finished [took 840.1927s]
-20/12/23 00:12:20| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.210s]
-20/12/23 00:12:20| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 36.210s]
-20/12/23 00:12:54| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.960s]
-20/12/23 00:12:54| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 33.960s]
-20/12/23 00:13:21| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.908s]
-20/12/23 00:13:21| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.909s]
-20/12/23 00:13:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 97.1874s]
-20/12/23 00:15:23| INFO d_mul_sld_rbf_gs finished [took 218.8403s]
-20/12/23 00:15:58| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.559s]
-20/12/23 00:15:58| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.559s]
-20/12/23 00:16:57| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.220s]
-20/12/23 00:16:57| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.221s]
-20/12/23 00:18:21| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s]
-20/12/23 00:18:21| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s]
-20/12/23 00:18:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 177.7921s]
-20/12/23 00:24:20| INFO d_m3w_sld_rbf_gs finished [took 536.2522s]
-20/12/23 00:24:20| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2054.9974s]
-20/12/23 00:24:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
-20/12/23 00:29:25| INFO d_bin_sld_rbf_mc finished [took 300.9057s]
-20/12/23 00:29:48| INFO d_bin_sld_rbf_ne finished [took 323.6708s]
-20/12/23 00:30:54| INFO d_bin_sld_rbf_c finished [took 389.4021s]
-20/12/23 00:30:58| INFO d_mul_sld_rbf_c finished [took 392.8276s]
-20/12/23 00:31:13| INFO d_m3w_sld_rbf finished [took 408.0906s]
-20/12/23 00:31:21| INFO d_m3w_sld_rbf_mc finished [took 416.0524s]
-20/12/23 00:31:22| INFO d_mul_sld_rbf finished [took 417.3635s]
-20/12/23 00:31:39| INFO ref finished [took 25.6689s]
-20/12/23 00:31:44| INFO d_bin_sld_rbf finished [took 439.0696s]
-20/12/23 00:31:45| INFO d_m3w_sld_rbf_c finished [took 439.8159s]
-20/12/23 00:31:51| INFO d_mul_sld_rbf_ne finished [took 445.7700s]
-20/12/23 00:31:51| INFO d_mul_sld_rbf_mc finished [took 448.1703s]
-20/12/23 00:31:55| INFO atc_mc finished [took 32.8208s]
-20/12/23 00:32:00| INFO doc finished [took 37.4060s]
-20/12/23 00:33:58| INFO d_bin_sld_rbf_is finished [took 249.1739s]
-20/12/23 00:34:25| INFO d_m3w_sld_rbf_ne finished [took 298.7840s]
-20/12/23 00:34:51| INFO d_m3w_sld_rbf_is finished [took 232.3648s]
-20/12/23 00:34:57| INFO d_mul_sld_rbf_is finished [took 242.5069s]
-20/12/23 00:35:28| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.728s]
-20/12/23 00:35:28| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.728s]
-----------------------------------------------------------------------------------------------------
-20/12/23 09:42:26| INFO dataset imdb [pool size: 10]
-20/12/23 09:42:26| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 09:45:58| INFO d_m3w_sld_rbf_c finished [took 209.5941s]
-20/12/23 09:46:43| INFO d_m3w_sld_rbf finished [took 252.7219s]
-20/12/23 09:46:53| INFO d_mul_sld_rbf_mc finished [took 262.9707s]
-20/12/23 09:47:00| INFO d_bin_sld_rbf_c finished [took 270.1307s]
-20/12/23 09:47:06| INFO d_bin_sld_rbf finished [took 276.9561s]
-20/12/23 09:47:07| INFO d_bin_sld_rbf_mc finished [took 276.5384s]
-20/12/23 09:47:08| INFO d_bin_sld_rbf_ne finished [took 278.1270s]
-20/12/23 09:47:15| INFO d_mul_sld_rbf finished [took 285.5861s]
-20/12/23 09:47:27| INFO ref finished [took 20.2934s]
-20/12/23 09:47:37| INFO d_mul_sld_rbf_ne finished [took 306.8399s]
-20/12/23 09:47:42| INFO atc_mc finished [took 34.7530s]
-20/12/23 09:47:46| INFO doc finished [took 37.6288s]
-20/12/23 09:47:47| INFO d_mul_sld_rbf_c finished [took 317.5017s]
-20/12/23 09:47:55| INFO d_m3w_sld_rbf_mc finished [took 324.6785s]
-20/12/23 09:49:22| INFO d_m3w_sld_rbf_ne finished [took 203.7628s]
-20/12/23 09:49:38| INFO d_bin_sld_rbf_is finished [took 174.7258s]
-20/12/23 09:49:49| INFO d_m3w_sld_rbf_is finished [took 168.4022s]
-20/12/23 09:50:17| INFO d_mul_sld_rbf_is finished [took 203.8454s]
-20/12/23 09:50:45| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.928s]
-20/12/23 09:50:45| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.929s]
-20/12/23 10:00:20| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s]
-20/12/23 10:00:20| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s]
-20/12/23 10:00:57| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s]
-20/12/23 10:00:57| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s]
-20/12/23 10:00:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 639.0229s]
-20/12/23 10:04:21| INFO d_bin_sld_rbf_gs finished [took 843.1047s]
-20/12/23 10:04:58| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.442s]
-20/12/23 10:04:58| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.442s]
-20/12/23 10:05:34| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.091s]
-20/12/23 10:05:34| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 36.092s]
-20/12/23 10:06:03| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.993s]
-20/12/23 10:06:03| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.994s]
-20/12/23 10:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 100.6354s]
-20/12/23 10:08:05| INFO d_mul_sld_rbf_gs finished [took 222.9214s]
-20/12/23 10:08:41| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.617s]
-20/12/23 10:08:41| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.617s]
-20/12/23 10:09:40| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.341s]
-20/12/23 10:09:40| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.342s]
-20/12/23 10:11:05| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s]
-20/12/23 10:11:05| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s]
-20/12/23 10:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 179.5537s]
-20/12/23 10:17:01| INFO d_m3w_sld_rbf_gs finished [took 534.8719s]
-20/12/23 10:17:01| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2075.0981s]
-20/12/23 10:17:01| INFO Dataset sample [0.2 0.8] of dataset imdb started
-20/12/23 10:23:06| INFO d_bin_sld_rbf finished [took 360.8802s]
-20/12/23 10:23:09| INFO d_m3w_sld_rbf finished [took 364.0235s]
-20/12/23 10:23:19| INFO d_m3w_sld_rbf_mc finished [took 373.4509s]
-20/12/23 10:23:20| INFO d_bin_sld_rbf_ne finished [took 374.3568s]
-20/12/23 10:23:25| INFO d_bin_sld_rbf_mc finished [took 380.7135s]
-20/12/23 10:23:37| INFO d_bin_sld_rbf_c finished [took 391.2941s]
-20/12/23 10:23:52| INFO ref finished [took 25.8933s]
-20/12/23 10:24:00| INFO d_m3w_sld_rbf_c finished [took 414.5229s]
-20/12/23 10:24:11| INFO atc_mc finished [took 33.5053s]
-20/12/23 10:24:14| INFO d_mul_sld_rbf finished [took 428.4853s]
-20/12/23 10:24:27| INFO doc finished [took 34.6423s]
-20/12/23 10:24:36| INFO d_mul_sld_rbf_mc finished [took 450.4773s]
-20/12/23 10:24:37| INFO d_mul_sld_rbf_c finished [took 451.8242s]
-20/12/23 10:24:46| INFO d_mul_sld_rbf_ne finished [took 459.8852s]
-20/12/23 10:27:00| INFO d_bin_sld_rbf_is finished [took 229.3736s]
-20/12/23 10:27:38| INFO d_m3w_sld_rbf_ne finished [took 270.9279s]
-20/12/23 10:27:40| INFO d_m3w_sld_rbf_is finished [took 258.6939s]
-20/12/23 10:27:40| INFO d_mul_sld_rbf_is finished [took 260.1417s]
-20/12/23 10:28:15| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.848s]
-20/12/23 10:28:15| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.849s]
-20/12/23 10:33:13| WARNING Method d_bin_sld_rbf_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
-
-The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)}
-20/12/23 10:33:56| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.890s]
-20/12/23 10:33:56| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.890s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:37:09| INFO dataset imdb [pool size: 10]
-20/12/23 10:37:09| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:38:16| INFO m3w_sld_lr_c finished [took 63.0021s]
-20/12/23 10:38:25| INFO m3w_sld_lr_mc finished [took 71.4982s]
-20/12/23 10:38:30| INFO bin_sld_lr_ne finished [took 76.2747s]
-20/12/23 10:38:32| INFO mul_sld_lr_c finished [took 79.7615s]
-20/12/23 10:38:32| INFO mul_sld_lr_ne finished [took 78.2431s]
-20/12/23 10:38:32| INFO m3w_sld_lr finished [took 78.8726s]
-20/12/23 10:38:38| INFO mul_sld_lr_mc finished [took 84.5201s]
-20/12/23 10:38:49| INFO bin_sld_lr_c finished [took 95.5857s]
-20/12/23 10:38:50| INFO bin_sld_lr finished [took 96.1905s]
-20/12/23 10:38:50| INFO bin_sld_lr_mc finished [took 96.6082s]
-20/12/23 10:38:53| INFO mul_sld_lr finished [took 99.3069s]
-20/12/23 10:39:06| INFO ref finished [took 32.7889s]
-20/12/23 10:39:08| INFO atc_mc finished [took 34.2824s]
-20/12/23 10:39:08| INFO m3w_sld_lr_ne finished [took 51.5089s]
-20/12/23 10:39:13| INFO doc finished [took 33.4879s]
-20/12/23 10:39:19| INFO mul_sld_lr_is finished [took 47.5956s]
-20/12/23 10:39:20| INFO bin_sld_lr_is finished [took 53.6020s]
-20/12/23 10:39:21| INFO m3w_sld_lr_is finished [took 47.5142s]
-----------------------------------------------------------------------------------------------------
-20/12/23 10:43:52| INFO dataset imdb [pool size: 10]
-20/12/23 10:43:52| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 10:44:25| INFO d_mul_sld_lr_ne finished [took 28.4653s]
-20/12/23 10:44:40| INFO d_m3w_sld_lr_c finished [took 43.1482s]
-20/12/23 10:44:40| INFO d_mul_sld_lr_c finished [took 43.5608s]
-20/12/23 10:44:40| INFO d_m3w_sld_lr_mc finished [took 43.9808s]
-20/12/23 10:44:43| INFO d_mul_sld_lr_mc finished [took 46.1875s]
-20/12/23 10:44:43| INFO d_m3w_sld_lr finished [took 46.8243s]
-20/12/23 10:44:44| INFO d_mul_sld_lr finished [took 48.2987s]
-20/12/23 10:44:47| INFO d_bin_sld_lr finished [took 50.3670s]
-20/12/23 10:44:52| INFO d_bin_sld_lr_ne finished [took 54.9984s]
-20/12/23 10:45:03| INFO d_bin_sld_lr_mc finished [took 65.8889s]
-20/12/23 10:45:03| INFO d_bin_sld_lr_c finished [took 66.5357s]
-20/12/23 10:45:06| INFO d_m3w_sld_lr_ne finished [took 40.1165s]
-20/12/23 10:45:09| INFO ref finished [took 25.3594s]
-20/12/23 10:45:10| INFO atc_mc finished [took 26.1830s]
-20/12/23 10:45:11| INFO d_m3w_sld_lr_is finished [took 29.7517s]
-20/12/23 10:45:13| INFO d_mul_sld_lr_is finished [took 32.1030s]
-20/12/23 10:45:21| INFO doc finished [took 36.5523s]
-20/12/23 10:45:40| INFO d_bin_sld_lr_is finished [took 60.0798s]
-20/12/23 10:45:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 13.5609s]
-20/12/23 10:46:22| INFO d_bin_sld_lr_gs finished [took 40.2747s]
-20/12/23 10:46:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 11.9772s]
-20/12/23 10:46:59| INFO d_mul_sld_lr_gs finished [took 36.6951s]
-20/12/23 10:47:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 16.9370s]
-20/12/23 10:47:37| INFO d_m3w_sld_lr_gs finished [took 36.7373s]
-20/12/23 10:47:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 224.2584s]
-20/12/23 10:47:37| INFO Dataset sample [0.2 0.8] of dataset imdb started
-20/12/23 10:48:20| INFO d_m3w_sld_lr_c finished [took 41.0800s]
-20/12/23 10:48:20| INFO d_m3w_sld_lr_mc finished [took 41.2108s]
-20/12/23 10:48:21| INFO d_m3w_sld_lr finished [took 41.7337s]
-20/12/23 10:48:30| INFO d_mul_sld_lr_ne finished [took 50.8436s]
-20/12/23 10:48:30| INFO d_mul_sld_lr_c finished [took 50.9978s]
-20/12/23 10:48:31| INFO d_mul_sld_lr_mc finished [took 52.0419s]
-20/12/23 10:48:33| INFO d_mul_sld_lr finished [took 54.2054s]
-20/12/23 10:49:02| INFO ref finished [took 30.5263s]
-20/12/23 10:49:03| INFO d_m3w_sld_lr_ne finished [took 41.4254s]
-20/12/23 10:49:07| INFO d_mul_sld_lr_is finished [took 44.6814s]
-20/12/23 10:49:07| INFO d_bin_sld_lr_ne finished [took 88.4321s]
-20/12/23 10:49:09| INFO atc_mc finished [took 37.1716s]
-20/12/23 10:49:10| INFO d_m3w_sld_lr_is finished [took 38.5134s]
-20/12/23 10:49:18| INFO doc finished [took 43.8024s]
-20/12/23 10:49:32| INFO d_bin_sld_lr_mc finished [took 112.7319s]
-20/12/23 10:49:32| INFO d_bin_sld_lr_c finished [took 113.1689s]
-20/12/23 10:49:39| INFO d_bin_sld_lr_is finished [took 77.2017s]
-20/12/23 10:49:44| INFO d_bin_sld_lr finished [took 125.0880s]
-20/12/23 10:50:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 17.4576s]
-20/12/23 10:50:53| INFO d_bin_sld_lr_gs finished [took 67.5691s]
-20/12/23 10:51:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 20.4432s]
-20/12/23 10:51:39| INFO d_mul_sld_lr_gs finished [took 45.2535s]
-20/12/23 10:51:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 17.5332s]
-20/12/23 10:52:18| INFO d_m3w_sld_lr_gs finished [took 37.5694s]
-20/12/23 10:52:18| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 281.2382s]
-20/12/23 10:52:18| INFO Dataset sample [0.3 0.7] of dataset imdb started
-20/12/23 10:53:02| INFO d_m3w_sld_lr_mc finished [took 41.3961s]
-20/12/23 10:53:02| INFO d_m3w_sld_lr_c finished [took 41.3979s]
-20/12/23 10:53:02| INFO d_m3w_sld_lr finished [took 42.1281s]
-20/12/23 10:53:07| INFO d_bin_sld_lr finished [took 46.7309s]
-20/12/23 10:53:11| INFO d_mul_sld_lr_ne finished [took 51.7132s]
-20/12/23 10:53:18| INFO d_mul_sld_lr_c finished [took 57.2632s]
-20/12/23 10:53:18| INFO d_mul_sld_lr_mc finished [took 57.2421s]
-20/12/23 10:53:19| INFO d_mul_sld_lr finished [took 58.5380s]
-20/12/23 10:53:27| INFO d_bin_sld_lr_ne finished [took 67.0856s]
-20/12/23 10:53:29| INFO d_bin_sld_lr_mc finished [took 68.3098s]
-20/12/23 10:53:30| INFO d_bin_sld_lr_c finished [took 69.3296s]
-20/12/23 10:53:34| INFO d_m3w_sld_lr_is finished [took 25.9211s]
-20/12/23 10:53:36| INFO ref finished [took 23.5933s]
-20/12/23 10:53:37| INFO d_m3w_sld_lr_ne finished [took 34.5739s]
-20/12/23 10:53:47| INFO atc_mc finished [took 28.6188s]
-20/12/23 10:53:49| INFO d_mul_sld_lr_is finished [took 45.6824s]
-20/12/23 10:53:49| INFO d_bin_sld_lr_is finished [took 46.4835s]
-20/12/23 10:53:53| INFO doc finished [took 34.1106s]
-20/12/23 10:54:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 20.7092s]
-20/12/23 10:54:44| INFO d_bin_sld_lr_gs finished [took 49.9140s]
-20/12/23 10:55:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 19.6104s]
-20/12/23 10:55:36| INFO d_mul_sld_lr_gs finished [took 49.6011s]
-20/12/23 10:55:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 14.1882s]
-20/12/23 10:56:11| INFO d_m3w_sld_lr_gs finished [took 34.5039s]
-20/12/23 10:56:11| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 233.3432s]
-20/12/23 10:56:11| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-20/12/23 10:56:48| INFO d_m3w_sld_lr finished [took 35.9143s]
-20/12/23 10:56:55| INFO d_m3w_sld_lr_c finished [took 41.7536s]
-20/12/23 10:56:55| INFO d_m3w_sld_lr_mc finished [took 41.8963s]
-20/12/23 10:57:04| INFO d_mul_sld_lr_c finished [took 51.2339s]
-20/12/23 10:57:09| INFO d_mul_sld_lr_ne finished [took 55.7682s]
-20/12/23 10:57:14| INFO d_mul_sld_lr_mc finished [took 61.2515s]
-20/12/23 10:57:15| INFO d_bin_sld_lr finished [took 61.7594s]
-20/12/23 10:57:15| INFO d_bin_sld_lr_c finished [took 61.8248s]
-20/12/23 10:57:15| INFO d_bin_sld_lr_mc finished [took 62.2284s]
-20/12/23 10:57:16| INFO d_bin_sld_lr_ne finished [took 62.8521s]
-20/12/23 10:57:19| INFO d_mul_sld_lr finished [took 65.6726s]
-20/12/23 10:57:22| INFO d_m3w_sld_lr_ne finished [took 33.1906s]
-20/12/23 10:57:28| INFO ref finished [took 18.7098s]
-20/12/23 10:57:37| INFO d_m3w_sld_lr_is finished [took 31.6197s]
-20/12/23 10:57:38| INFO d_bin_sld_lr_is finished [took 42.6053s]
-20/12/23 10:57:39| INFO atc_mc finished [took 24.0925s]
-20/12/23 10:57:40| INFO d_mul_sld_lr_is finished [took 44.2536s]
-20/12/23 10:57:45| INFO doc finished [took 29.7037s]
-20/12/23 10:58:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 21.7833s]
-20/12/23 10:58:38| INFO d_bin_sld_lr_gs finished [took 51.6324s]
-20/12/23 10:58:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 18.1486s]
-20/12/23 10:59:27| INFO d_mul_sld_lr_gs finished [took 47.3397s]
-20/12/23 10:59:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 13.8408s]
-20/12/23 11:00:02| INFO d_m3w_sld_lr_gs finished [took 34.3176s]
-20/12/23 11:00:02| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 230.1516s]
-20/12/23 11:00:02| INFO Dataset sample [0.5 0.5] of dataset imdb started
-20/12/23 11:00:32| INFO d_m3w_sld_lr finished [took 27.9619s]
-20/12/23 11:00:46| INFO d_m3w_sld_lr_mc finished [took 41.8832s]
-20/12/23 11:00:46| INFO d_m3w_sld_lr_c finished [took 42.0157s]
-20/12/23 11:00:53| INFO d_mul_sld_lr_c finished [took 49.5157s]
-20/12/23 11:00:59| INFO d_bin_sld_lr_c finished [took 55.6679s]
-20/12/23 11:01:03| INFO d_bin_sld_lr_mc finished [took 59.5518s]
-20/12/23 11:01:03| INFO d_bin_sld_lr finished [took 59.6489s]
-20/12/23 11:01:04| INFO d_bin_sld_lr_ne finished [took 60.2335s]
-20/12/23 11:01:06| INFO d_mul_sld_lr_mc finished [took 62.9005s]
-20/12/23 11:01:07| INFO d_mul_sld_lr_ne finished [took 63.0429s]
-20/12/23 11:01:09| INFO d_mul_sld_lr finished [took 65.3032s]
-20/12/23 11:01:12| INFO d_m3w_sld_lr_ne finished [took 39.3115s]
-20/12/23 11:01:21| INFO ref finished [took 21.7496s]
-20/12/23 11:01:25| INFO d_mul_sld_lr_is finished [took 37.9894s]
-20/12/23 11:01:25| INFO d_m3w_sld_lr_is finished [took 30.5732s]
-20/12/23 11:01:28| INFO d_bin_sld_lr_is finished [took 40.9620s]
-20/12/23 11:01:30| INFO atc_mc finished [took 25.7980s]
-20/12/23 11:01:36| INFO doc finished [took 31.1905s]
-20/12/23 11:01:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 21.0216s]
-20/12/23 11:02:25| INFO d_bin_sld_lr_gs finished [took 48.0634s]
-20/12/23 11:02:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 17.8903s]
-20/12/23 11:03:13| INFO d_mul_sld_lr_gs finished [took 46.1312s]
-20/12/23 11:03:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 12.8799s]
-20/12/23 11:03:47| INFO d_m3w_sld_lr_gs finished [took 33.1585s]
-20/12/23 11:03:47| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 225.3972s]
-20/12/23 11:03:47| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-20/12/23 11:04:29| INFO d_mul_sld_lr_ne finished [took 39.4941s]
-20/12/23 11:04:31| INFO d_m3w_sld_lr finished [took 41.8648s]
-20/12/23 11:04:31| INFO d_m3w_sld_lr_mc finished [took 41.8023s]
-20/12/23 11:04:31| INFO d_m3w_sld_lr_c finished [took 42.2105s]
-20/12/23 11:04:47| INFO d_mul_sld_lr_c finished [took 59.2485s]
-20/12/23 11:04:47| INFO d_bin_sld_lr_mc finished [took 58.5447s]
-20/12/23 11:04:49| INFO d_bin_sld_lr_c finished [took 59.9093s]
-20/12/23 11:04:49| INFO d_bin_sld_lr_ne finished [took 60.4250s]
-20/12/23 11:04:51| INFO d_bin_sld_lr finished [took 61.5044s]
-20/12/23 11:04:51| INFO d_mul_sld_lr_mc finished [took 62.3385s]
-20/12/23 11:04:54| INFO d_mul_sld_lr finished [took 65.2564s]
-20/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 34.6633s]
-20/12/23 11:05:05| INFO d_bin_sld_lr_is finished [took 33.3136s]
-20/12/23 11:05:08| INFO ref finished [took 19.2511s]
-20/12/23 11:05:10| INFO d_m3w_sld_lr_is finished [took 37.6527s]
-20/12/23 11:05:14| INFO d_mul_sld_lr_is finished [took 42.3730s]
-20/12/23 11:05:18| INFO atc_mc finished [took 29.7436s]
-20/12/23 11:05:20| INFO doc finished [took 30.4186s]
-20/12/23 11:05:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 21.7699s]
-20/12/23 11:06:08| INFO d_bin_sld_lr_gs finished [took 46.9760s]
-20/12/23 11:06:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 17.3585s]
-20/12/23 11:06:54| INFO d_mul_sld_lr_gs finished [took 44.7165s]
-20/12/23 11:07:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 13.3135s]
-20/12/23 11:07:29| INFO d_m3w_sld_lr_gs finished [took 33.8399s]
-20/12/23 11:07:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 222.2712s]
-20/12/23 11:07:29| INFO Dataset sample [0.7 0.3] of dataset imdb started
-20/12/23 11:08:14| INFO d_m3w_sld_lr_mc finished [took 42.0276s]
-20/12/23 11:08:15| INFO d_m3w_sld_lr_c finished [took 42.6427s]
-20/12/23 11:08:15| INFO d_m3w_sld_lr finished [took 42.7549s]
-20/12/23 11:08:22| INFO d_mul_sld_lr_mc finished [took 49.2008s]
-20/12/23 11:08:23| INFO d_mul_sld_lr_ne finished [took 50.3782s]
-20/12/23 11:08:28| INFO d_bin_sld_lr_c finished [took 55.6303s]
-20/12/23 11:08:28| INFO d_mul_sld_lr_c finished [took 57.1608s]
-20/12/23 11:08:34| INFO d_bin_sld_lr_mc finished [took 61.4684s]
-20/12/23 11:08:36| INFO d_mul_sld_lr finished [took 63.5214s]
-20/12/23 11:08:41| INFO d_bin_sld_lr_ne finished [took 68.2775s]
-20/12/23 11:08:41| INFO d_bin_sld_lr finished [took 69.0093s]
-20/12/23 11:08:49| INFO d_m3w_sld_lr_is finished [took 26.1581s]
-20/12/23 11:08:52| INFO ref finished [took 27.4767s]
-20/12/23 11:08:54| INFO d_m3w_sld_lr_ne finished [took 38.3454s]
-20/12/23 11:08:58| INFO d_mul_sld_lr_is finished [took 40.9883s]
-20/12/23 11:08:58| INFO d_bin_sld_lr_is finished [took 41.6355s]
-20/12/23 11:08:59| INFO atc_mc finished [took 29.5707s]
-20/12/23 11:09:04| INFO doc finished [took 33.4576s]
-20/12/23 11:09:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 19.0000s]
-20/12/23 11:09:51| INFO d_bin_sld_lr_gs finished [took 45.4365s]
-20/12/23 11:10:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 18.7689s]
-20/12/23 11:10:35| INFO d_mul_sld_lr_gs finished [took 42.0109s]
-20/12/23 11:10:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 14.1958s]
-20/12/23 11:11:12| INFO d_m3w_sld_lr_gs finished [took 34.8321s]
-20/12/23 11:11:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 222.2692s]
-20/12/23 11:11:12| INFO Dataset sample [0.8 0.2] of dataset imdb started
-20/12/23 11:11:38| INFO d_m3w_sld_lr finished [took 25.6399s]
-20/12/23 11:11:55| INFO d_m3w_sld_lr_c finished [took 41.2942s]
-20/12/23 11:11:55| INFO d_m3w_sld_lr_mc finished [took 41.6127s]
-20/12/23 11:12:04| INFO d_mul_sld_lr finished [took 50.7161s]
-20/12/23 11:12:06| INFO d_mul_sld_lr_mc finished [took 52.9506s]
-20/12/23 11:12:14| INFO d_mul_sld_lr_c finished [took 60.3480s]
-20/12/23 11:12:17| INFO d_mul_sld_lr_ne finished [took 64.0337s]
-20/12/23 11:12:19| INFO d_m3w_sld_lr_ne finished [took 39.5669s]
-20/12/23 11:12:31| INFO ref finished [took 24.0110s]
-20/12/23 11:12:45| INFO d_m3w_sld_lr_is finished [took 40.3866s]
-20/12/23 11:12:49| INFO atc_mc finished [took 34.1877s]
-20/12/23 11:12:53| INFO d_mul_sld_lr_is finished [took 56.7880s]
-20/12/23 11:12:54| INFO doc finished [took 35.3707s]
-20/12/23 11:13:05| INFO d_bin_sld_lr_mc finished [took 111.6177s]
-20/12/23 11:13:15| INFO d_bin_sld_lr_is finished [took 79.2041s]
-20/12/23 11:13:17| INFO d_bin_sld_lr_c finished [took 124.0549s]
-20/12/23 11:13:29| INFO d_bin_sld_lr finished [took 136.0046s]
-20/12/23 11:13:30| INFO d_bin_sld_lr_ne finished [took 136.9460s]
-20/12/23 11:13:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 17.5380s]
-20/12/23 11:14:42| INFO d_bin_sld_lr_gs finished [took 70.5511s]
-20/12/23 11:15:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 20.8236s]
-20/12/23 11:15:28| INFO d_mul_sld_lr_gs finished [took 45.0392s]
-20/12/23 11:15:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 16.4201s]
-20/12/23 11:16:06| INFO d_m3w_sld_lr_gs finished [took 37.0914s]
-20/12/23 11:16:06| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 294.4026s]
-20/12/23 11:16:06| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-20/12/23 11:16:39| INFO d_m3w_sld_lr_mc finished [took 31.5899s]
-20/12/23 11:16:54| INFO d_mul_sld_lr_c finished [took 46.6148s]
-20/12/23 11:16:55| INFO d_m3w_sld_lr_c finished [took 47.2179s]
-20/12/23 11:16:55| INFO d_mul_sld_lr_ne finished [took 47.4735s]
-20/12/23 11:16:58| INFO d_mul_sld_lr_mc finished [took 50.3944s]
-20/12/23 11:17:00| INFO d_m3w_sld_lr finished [took 52.2183s]
-20/12/23 11:17:03| INFO d_mul_sld_lr finished [took 55.1670s]
-20/12/23 11:17:17| INFO d_m3w_sld_lr_ne finished [took 37.8479s]
-20/12/23 11:17:18| INFO ref finished [took 19.6899s]
-20/12/23 11:17:32| INFO d_mul_sld_lr_is finished [took 35.9208s]
-20/12/23 11:17:34| INFO d_m3w_sld_lr_is finished [took 37.8851s]
-20/12/23 11:17:38| INFO atc_mc finished [took 37.6904s]
-20/12/23 11:17:45| INFO doc finished [took 41.0848s]
-20/12/23 11:17:54| INFO d_bin_sld_lr_ne finished [took 105.9320s]
-20/12/23 11:17:55| INFO d_bin_sld_lr finished [took 107.1264s]
-20/12/23 11:18:10| INFO d_bin_sld_lr_c finished [took 122.5107s]
-20/12/23 11:18:15| INFO d_bin_sld_lr_mc finished [took 127.5973s]
-20/12/23 11:18:56| INFO d_bin_sld_lr_is finished [took 120.4898s]
-20/12/23 11:19:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 12.9066s]
-20/12/23 11:19:33| INFO d_bin_sld_lr_gs finished [took 36.5959s]
-20/12/23 11:19:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 10.8560s]
-20/12/23 11:20:12| INFO d_mul_sld_lr_gs finished [took 37.8259s]
-20/12/23 11:20:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 14.7816s]
-20/12/23 11:20:48| INFO d_m3w_sld_lr_gs finished [took 35.3863s]
-20/12/23 11:20:48| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 282.4092s]
-----------------------------------------------------------------------------------------------------
-20/12/23 12:57:37| INFO dataset imdb [pool size: 10]
-20/12/23 12:57:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
-20/12/23 12:58:43| INFO mul_sld_lr_ne finished [took 61.5972s]
-20/12/23 12:58:49| INFO mul_sld_lr_mc finished [took 66.5722s]
-20/12/23 12:58:56| INFO m3w_sld_lr_c finished [took 74.3243s]
-20/12/23 12:59:00| INFO m3w_sld_lr_mc finished [took 78.3083s]
-20/12/23 12:59:01| INFO mul_sld_lr_c finished [took 78.8319s]
-20/12/23 12:59:02| INFO m3w_sld_lr finished [took 81.9795s]
-20/12/23 12:59:16| INFO bin_sld_lr_ne finished [took 94.3888s]
-20/12/23 12:59:17| INFO bin_sld_lr_c finished [took 95.5348s]
-20/12/23 12:59:19| INFO bin_sld_lr finished [took 96.9337s]
-20/12/23 12:59:19| INFO bin_sld_lr_mc finished [took 97.4236s]
-20/12/23 12:59:22| INFO mul_sld_lr finished [took 100.3872s]
-20/12/23 12:59:30| INFO ref finished [took 27.7916s]
-20/12/23 12:59:32| INFO m3w_sld_lr_ne finished [took 48.2242s]
-20/12/23 12:59:36| INFO atc_mc finished [took 33.1297s]
-20/12/23 12:59:45| INFO mul_sld_lr_is finished [took 47.7947s]
-20/12/23 12:59:48| INFO m3w_sld_lr_is finished [took 46.7013s]
-20/12/23 12:59:49| INFO doc finished [took 31.7951s]
-20/12/23 12:59:49| INFO bin_sld_lr_is finished [took 59.8902s]
-20/12/23 13:00:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.8630s]
-20/12/23 13:01:03| INFO bin_sld_lr_gs finished [took 72.6775s]
-20/12/23 13:07:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 370.9504s]
-20/12/23 13:07:44| INFO mul_sld_lr_gs finished [took 399.8188s]
-20/12/23 13:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 279.5130s]
-20/12/23 13:12:50| INFO m3w_sld_lr_gs finished [took 305.9039s]
-20/12/23 13:12:50| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 912.9335s]
-20/12/23 13:12:50| INFO Dataset sample [0.2 0.8] of dataset imdb started
-20/12/23 13:13:47| INFO mul_sld_lr_ne finished [took 55.3158s]
-20/12/23 13:14:05| INFO m3w_sld_lr finished [took 71.6230s]
-20/12/23 13:14:05| INFO m3w_sld_lr_c finished [took 71.9126s]
-20/12/23 13:14:06| INFO m3w_sld_lr_mc finished [took 73.5165s]
-20/12/23 13:14:21| INFO mul_sld_lr_c finished [took 88.4809s]
-20/12/23 13:14:25| INFO mul_sld_lr_mc finished [took 92.3296s]
-20/12/23 13:14:26| INFO mul_sld_lr finished [took 92.6885s]
-20/12/23 13:14:41| INFO bin_sld_lr_ne finished [took 108.5111s]
-20/12/23 13:14:43| INFO ref finished [took 21.1075s]
-20/12/23 13:14:44| INFO bin_sld_lr finished [took 111.3396s]
-20/12/23 13:14:44| INFO bin_sld_lr_c finished [took 111.5351s]
-20/12/23 13:14:45| INFO bin_sld_lr_mc finished [took 112.0581s]
-20/12/23 13:14:45| INFO m3w_sld_lr_ne finished [took 57.1689s]
-20/12/23 13:14:56| INFO m3w_sld_lr_is finished [took 48.5919s]
-20/12/23 13:15:00| INFO atc_mc finished [took 33.1402s]
-20/12/23 13:15:05| INFO doc finished [took 37.9058s]
-20/12/23 13:15:06| INFO mul_sld_lr_is finished [took 59.6382s]
-20/12/23 13:15:15| INFO bin_sld_lr_is finished [took 69.0864s]
-20/12/23 13:17:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.5397s]
-20/12/23 13:17:50| INFO bin_sld_lr_gs finished [took 153.4144s]
-20/12/23 13:24:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 396.2412s]
-20/12/23 13:24:55| INFO mul_sld_lr_gs finished [took 423.3101s]
-20/12/23 13:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.9755s]
-20/12/23 13:30:04| INFO m3w_sld_lr_gs finished [took 308.0762s]
-20/12/23 13:30:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1033.6609s]
-20/12/23 13:30:04| INFO Dataset sample [0.3 0.7] of dataset imdb started
-20/12/23 13:30:56| INFO m3w_sld_lr_mc finished [took 49.0218s]
-20/12/23 13:31:19| INFO m3w_sld_lr finished [took 73.2455s]
-20/12/23 13:31:22| INFO m3w_sld_lr_c finished [took 75.5310s]
-20/12/23 13:31:28| INFO bin_sld_lr_ne finished [took 81.7957s]
-20/12/23 13:31:36| INFO mul_sld_lr_c finished [took 89.7612s]
-20/12/23 13:31:40| INFO bin_sld_lr finished [took 93.1285s]
-20/12/23 13:31:41| INFO bin_sld_lr_mc finished [took 94.1974s]
-20/12/23 13:31:41| INFO mul_sld_lr_mc finished [took 94.3873s]
-20/12/23 13:31:42| INFO bin_sld_lr_c finished [took 95.0842s]
-20/12/23 13:31:42| INFO mul_sld_lr_ne finished [took 95.2740s]
-20/12/23 13:31:42| INFO mul_sld_lr finished [took 95.4009s]
-20/12/23 13:31:56| INFO m3w_sld_lr_ne finished [took 59.9080s]
-20/12/23 13:31:57| INFO ref finished [took 19.8839s]
-20/12/23 13:32:11| INFO m3w_sld_lr_is finished [took 42.0596s]
-20/12/23 13:32:12| INFO atc_mc finished [took 31.0658s]
-20/12/23 13:32:13| INFO doc finished [took 30.8967s]
-20/12/23 13:32:14| INFO bin_sld_lr_is finished [took 54.0571s]
-20/12/23 13:32:17| INFO mul_sld_lr_is finished [took 53.6782s]
-20/12/23 13:34:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 115.4154s]
-20/12/23 13:34:41| INFO bin_sld_lr_gs finished [took 142.7203s]
-20/12/23 13:41:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 404.2205s]
-20/12/23 13:42:01| INFO mul_sld_lr_gs finished [took 437.7023s]
-20/12/23 13:46:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6187s]
-20/12/23 13:47:12| INFO m3w_sld_lr_gs finished [took 310.0392s]
-20/12/23 13:47:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1027.6413s]
-20/12/23 13:47:12| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
-20/12/23 13:48:07| INFO m3w_sld_lr finished [took 53.2237s]
-20/12/23 13:48:26| INFO mul_sld_lr_mc finished [took 72.6366s]
-20/12/23 13:48:30| INFO m3w_sld_lr_c finished [took 76.7641s]
-20/12/23 13:48:31| INFO m3w_sld_lr_mc finished [took 77.4121s]
-20/12/23 13:48:45| INFO bin_sld_lr_c finished [took 91.0904s]
-20/12/23 13:48:45| INFO bin_sld_lr finished [took 91.2440s]
-20/12/23 13:48:45| INFO bin_sld_lr_mc finished [took 91.4866s]
-20/12/23 13:48:47| INFO bin_sld_lr_ne finished [took 92.8826s]
-20/12/23 13:48:49| INFO mul_sld_lr_c finished [took 95.7058s]
-20/12/23 13:48:50| INFO mul_sld_lr finished [took 96.1242s]
-20/12/23 13:48:52| INFO mul_sld_lr_ne finished [took 98.4242s]
-20/12/23 13:49:07| INFO ref finished [took 21.0760s]
-20/12/23 13:49:13| INFO m3w_sld_lr_ne finished [took 64.6431s]
-20/12/23 13:49:13| INFO m3w_sld_lr_is finished [took 41.0709s]
-20/12/23 13:49:19| INFO doc finished [took 32.8207s]
-20/12/23 13:49:20| INFO atc_mc finished [took 34.2113s]
-20/12/23 13:49:22| INFO bin_sld_lr_is finished [took 55.2599s]
-20/12/23 13:49:25| INFO mul_sld_lr_is finished [took 53.5033s]
-20/12/23 13:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.0165s]
-20/12/23 13:52:03| INFO bin_sld_lr_gs finished [took 156.6800s]
-20/12/23 13:58:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 401.1039s]
-20/12/23 13:59:16| INFO mul_sld_lr_gs finished [took 431.9059s]
-20/12/23 14:03:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 280.1688s]
-20/12/23 14:04:24| INFO m3w_sld_lr_gs finished [took 306.9035s]
-20/12/23 14:04:24| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1031.7954s]
-20/12/23 14:04:24| INFO Dataset sample [0.5 0.5] of dataset imdb started
-20/12/23 14:05:17| INFO m3w_sld_lr_mc finished [took 52.2912s]
-20/12/23 14:05:36| INFO bin_sld_lr_mc finished [took 69.8062s]
-20/12/23 14:05:40| INFO m3w_sld_lr finished [took 73.8214s]
-20/12/23 14:05:43| INFO m3w_sld_lr_c finished [took 77.2894s]
-20/12/23 14:05:54| INFO bin_sld_lr finished [took 88.4124s]
-20/12/23 14:05:55| INFO bin_sld_lr_c finished [took 89.1350s]
-20/12/23 14:05:56| INFO bin_sld_lr_ne finished [took 89.8130s]
-20/12/23 14:06:05| INFO mul_sld_lr_c finished [took 98.7963s]
-20/12/23 14:06:05| INFO mul_sld_lr finished [took 99.3412s]
-20/12/23 14:06:06| INFO mul_sld_lr_ne finished [took 100.2525s]
-20/12/23 14:06:07| INFO mul_sld_lr_mc finished [took 100.7116s]
-20/12/23 14:06:16| INFO m3w_sld_lr_ne finished [took 57.3504s]
-20/12/23 14:06:20| INFO ref finished [took 24.1428s]
-20/12/23 14:06:25| INFO atc_mc finished [took 28.8437s]
-20/12/23 14:06:31| INFO m3w_sld_lr_is finished [took 45.9947s]
-20/12/23 14:06:32| INFO doc finished [took 35.5417s]
-20/12/23 14:06:34| INFO bin_sld_lr_is finished [took 57.6674s]
-20/12/23 14:06:39| INFO mul_sld_lr_is finished [took 58.2544s]
-20/12/23 14:08:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 122.2190s]
-20/12/23 14:09:13| INFO bin_sld_lr_gs finished [took 153.1763s]
-20/12/23 14:15:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 393.7488s]
-20/12/23 14:16:21| INFO mul_sld_lr_gs finished [took 426.2199s]
-20/12/23 14:21:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 280.7741s]
-20/12/23 14:21:29| INFO m3w_sld_lr_gs finished [took 307.1111s]
-20/12/23 14:21:29| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1025.5560s]
-20/12/23 14:21:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
-20/12/23 14:22:29| INFO m3w_sld_lr_mc finished [took 57.9305s]
-20/12/23 14:22:44| INFO m3w_sld_lr_c finished [took 72.9865s]
-20/12/23 14:22:46| INFO m3w_sld_lr finished [took 74.2347s]
-20/12/23 14:22:52| INFO bin_sld_lr_mc finished [took 80.5209s]
-20/12/23 14:22:59| INFO mul_sld_lr_c finished [took 87.3228s]
-20/12/23 14:23:00| INFO bin_sld_lr_ne finished [took 89.9164s]
-20/12/23 14:23:04| INFO bin_sld_lr_c finished [took 92.0986s]
-20/12/23 14:23:04| INFO bin_sld_lr finished [took 92.6462s]
-20/12/23 14:23:10| INFO mul_sld_lr_mc finished [took 98.8911s]
-20/12/23 14:23:12| INFO mul_sld_lr finished [took 100.7186s]
-20/12/23 14:23:12| INFO mul_sld_lr_ne finished [took 100.9044s]
-20/12/23 14:23:26| INFO m3w_sld_lr_ne finished [took 55.5418s]
-20/12/23 14:23:29| INFO atc_mc finished [took 27.2816s]
-20/12/23 14:23:30| INFO ref finished [took 29.7246s]
-20/12/23 14:23:36| INFO m3w_sld_lr_is finished [took 42.9390s]
-20/12/23 14:23:39| INFO doc finished [took 34.1907s]
-20/12/23 14:23:40| INFO bin_sld_lr_is finished [took 54.2937s]
-20/12/23 14:23:49| INFO mul_sld_lr_is finished [took 62.2669s]
-20/12/23 14:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 120.4543s]
-20/12/23 14:26:21| INFO bin_sld_lr_gs finished [took 150.5546s]
-20/12/23 14:32:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 396.1827s]
-20/12/23 14:33:28| INFO mul_sld_lr_gs finished [took 426.2252s]
-20/12/23 14:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 279.6761s]
-20/12/23 14:38:35| INFO m3w_sld_lr_gs finished [took 305.4313s]
-20/12/23 14:38:35| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1025.8285s]
-20/12/23 14:38:35| INFO Dataset sample [0.7 0.3] of dataset imdb started
-20/12/23 14:39:51| INFO m3w_sld_lr finished [took 72.2676s]
-20/12/23 14:39:53| INFO m3w_sld_lr_c finished [took 74.5979s]
-20/12/23 14:39:54| INFO m3w_sld_lr_mc finished [took 75.6343s]
-20/12/23 14:39:58| INFO mul_sld_lr_ne finished [took 79.3095s]
-20/12/23 14:39:59| INFO bin_sld_lr_c finished [took 80.7520s]
-20/12/23 14:40:03| INFO mul_sld_lr_c finished [took 85.7378s]
-20/12/23 14:40:13| INFO bin_sld_lr finished [took 94.3908s]
-20/12/23 14:40:15| INFO bin_sld_lr_ne finished [took 96.1701s]
-20/12/23 14:40:16| INFO mul_sld_lr finished [took 97.8098s]
-20/12/23 14:40:17| INFO mul_sld_lr_mc finished [took 98.1503s]
-20/12/23 14:40:17| INFO bin_sld_lr_mc finished [took 98.3429s]
-20/12/23 14:40:27| INFO ref finished [took 25.9635s]
-20/12/23 14:40:36| INFO atc_mc finished [took 31.6787s]
-20/12/23 14:40:42| INFO m3w_sld_lr_is finished [took 43.1021s]
-20/12/23 14:40:45| INFO m3w_sld_lr_ne finished [took 52.3973s]
-20/12/23 14:40:45| INFO doc finished [took 31.4426s]
-20/12/23 14:40:52| INFO mul_sld_lr_is finished [took 56.1409s]
-20/12/23 14:40:53| INFO bin_sld_lr_is finished [took 58.4470s]
-20/12/23 14:42:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 113.7432s]
-20/12/23 14:43:21| INFO bin_sld_lr_gs finished [took 145.3702s]
-20/12/23 14:49:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 394.8346s]
-20/12/23 14:50:28| INFO mul_sld_lr_gs finished [took 424.8915s]
-20/12/23 14:55:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 281.8799s]
-20/12/23 14:55:37| INFO m3w_sld_lr_gs finished [took 307.8978s]
-20/12/23 14:55:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1022.3741s]
-20/12/23 14:55:37| INFO Dataset sample [0.8 0.2] of dataset imdb started
-20/12/23 14:56:50| INFO m3w_sld_lr_c finished [took 70.2491s]
-20/12/23 14:56:50| INFO m3w_sld_lr finished [took 70.7592s]
-20/12/23 14:56:50| INFO m3w_sld_lr_mc finished [took 70.9571s]
-20/12/23 14:57:02| INFO bin_sld_lr_ne finished [took 82.4217s]
-20/12/23 14:57:24| INFO mul_sld_lr_ne finished [took 105.1769s]
-20/12/23 14:57:24| INFO bin_sld_lr_c finished [took 104.7578s]
-20/12/23 14:57:34| INFO bin_sld_lr finished [took 114.2722s]
-20/12/23 14:57:35| INFO mul_sld_lr_mc finished [took 115.0477s]
-20/12/23 14:57:35| INFO mul_sld_lr_c finished [took 115.8676s]
-20/12/23 14:57:40| INFO bin_sld_lr_mc finished [took 120.3269s]
-20/12/23 14:57:41| INFO mul_sld_lr finished [took 121.8233s]
-20/12/23 14:57:46| INFO m3w_sld_lr_ne finished [took 55.6325s]
-20/12/23 14:57:53| INFO ref finished [took 27.8797s]
-20/12/23 14:57:57| INFO m3w_sld_lr_is finished [took 54.0425s]
-20/12/23 14:57:57| INFO atc_mc finished [took 32.1460s]
-20/12/23 14:58:05| INFO doc finished [took 31.0140s]
-20/12/23 14:58:07| INFO mul_sld_lr_is finished [took 75.0690s]
-20/12/23 14:58:11| INFO bin_sld_lr_is finished [took 79.6194s]
-20/12/23 14:59:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3948s]
-20/12/23 15:00:33| INFO bin_sld_lr_gs finished [took 140.8486s]
-20/12/23 15:07:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 396.6391s]
-20/12/23 15:07:39| INFO mul_sld_lr_gs finished [took 425.0753s]
-20/12/23 15:12:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 281.4640s]
-20/12/23 15:12:47| INFO m3w_sld_lr_gs finished [took 307.4877s]
-20/12/23 15:12:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1029.8329s]
-20/12/23 15:12:47| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
-20/12/23 15:13:40| INFO m3w_sld_lr_c finished [took 50.8547s]
-20/12/23 15:13:59| INFO m3w_sld_lr_mc finished [took 70.2399s]
-20/12/23 15:14:02| INFO mul_sld_lr_ne finished [took 72.4173s]
-20/12/23 15:14:02| INFO mul_sld_lr_c finished [took 73.0165s]
-20/12/23 15:14:03| INFO m3w_sld_lr finished [took 73.9580s]
-20/12/23 15:14:21| INFO m3w_sld_lr_ne finished [took 40.2693s]
-20/12/23 15:14:38| INFO ref finished [took 33.5177s]
-20/12/23 15:14:41| INFO bin_sld_lr finished [took 111.7160s]
-20/12/23 15:14:47| INFO bin_sld_lr_ne finished [took 118.7064s]
-20/12/23 15:14:48| INFO bin_sld_lr_c finished [took 119.1484s]
-20/12/23 15:14:50| INFO bin_sld_lr_mc finished [took 120.6418s]
-20/12/23 15:14:51| INFO mul_sld_lr_mc finished [took 121.7705s]
-20/12/23 15:14:56| INFO atc_mc finished [took 34.2286s]
-20/12/23 15:14:56| INFO m3w_sld_lr_is finished [took 53.2527s]
-20/12/23 15:15:00| INFO mul_sld_lr_is finished [took 57.6886s]
-20/12/23 15:15:01| INFO mul_sld_lr finished [took 131.7124s]
-20/12/23 15:15:12| INFO doc finished [took 33.9358s]
-20/12/23 15:15:20| INFO bin_sld_lr_is finished [took 79.4933s]
-20/12/23 15:16:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 79.9531s]
-20/12/23 15:17:26| INFO bin_sld_lr_gs finished [took 125.2002s]
-20/12/23 15:23:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.3828s]
-20/12/23 15:24:07| INFO mul_sld_lr_gs finished [took 400.0297s]
-20/12/23 15:28:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 275.6269s]
-20/12/23 15:29:10| INFO m3w_sld_lr_gs finished [took 301.6966s]
-20/12/23 15:29:10| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 982.4254s]
-----------------------------------------------------------------------------------------------------
-20/12/23 17:25:22| INFO dataset imdb [pool size: 10]
-20/12/23 17:25:23| INFO Dataset sample [0.1 0.9] of dataset imdb started
-20/12/23 17:29:02| INFO d_bin_sld_rbf_c finished [took 215.5244s]
-20/12/23 17:29:22| INFO d_m3w_sld_rbf_mc finished [took 234.7759s]
-20/12/23 17:29:47| INFO d_bin_sld_rbf_ne finished [took 260.6272s]
-20/12/23 17:29:55| INFO d_mul_sld_rbf_ne finished [took 268.5906s]
-20/12/23 17:30:01| INFO d_bin_sld_rbf finished [took 273.9525s]
-20/12/23 17:30:04| INFO d_bin_sld_rbf_mc finished [took 276.9922s]
-20/12/23 17:30:11| INFO d_m3w_sld_rbf_c finished [took 283.9020s]
-20/12/23 17:30:12| INFO d_m3w_sld_rbf finished [took 285.6748s]
-20/12/23 17:30:15| INFO d_mul_sld_rbf finished [took 289.6214s]
-20/12/23 17:30:27| INFO ref finished [took 25.2776s]
-20/12/23 17:30:31| INFO atc_mc finished [took 26.8470s]
-20/12/23 17:30:33| INFO d_mul_sld_rbf_mc finished [took 306.2709s]
-20/12/23 17:30:37| INFO d_mul_sld_rbf_c finished [took 310.2056s]
-20/12/23 17:30:40| INFO doc finished [took 28.5063s]
-20/12/23 17:32:02| INFO d_bin_sld_rbf_is finished [took 160.3410s]
-20/12/23 17:32:11| INFO d_m3w_sld_rbf_ne finished [took 188.2672s]
-20/12/23 17:32:47| INFO d_m3w_sld_rbf_is finished [took 171.3680s]
-20/12/23 17:33:14| INFO d_mul_sld_rbf_is finished [took 205.5791s]
-20/12/23 17:33:42| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.845s]
-20/12/23 17:33:42| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.845s]
-20/12/23 17:43:11| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s]
-20/12/23 17:43:11| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s]
-20/12/23 17:43:48| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.275s]
-20/12/23 17:43:48| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.276s]
-20/12/23 17:43:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.3933s]
-20/12/23 17:47:16| INFO d_bin_sld_rbf_gs finished [took 840.7496s]
-20/12/23 17:47:52| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.177s]
-20/12/23 17:47:52| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.178s]
-20/12/23 17:48:26| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.192s]
-20/12/23 17:48:26| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 34.192s]
-20/12/23 17:48:55| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.055s]
-20/12/23 17:48:55| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.056s]
-20/12/23 17:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 98.5344s]
-20/12/23 17:50:59| INFO d_mul_sld_rbf_gs finished [took 222.2627s]
-20/12/23 17:51:33| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.982s]
-20/12/23 17:51:33| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.983s]
-20/12/23 17:52:25| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s]
-20/12/23 17:52:25| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s]
-20/12/23 17:53:50| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.042s]
-20/12/23 17:53:50| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.043s]
-20/12/23 17:53:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 171.0634s]
-20/12/23 17:59:57| INFO d_m3w_sld_rbf_gs finished [took 538.4303s]
-20/12/23 17:59:57| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 2074.8150s]
-20/12/23 17:59:57| INFO Dataset sample [0.2 0.8] of dataset imdb started
-20/12/23 18:05:21| INFO d_bin_sld_rbf_mc finished [took 318.8829s]
-20/12/23 18:05:27| INFO d_bin_sld_rbf_ne finished [took 324.1428s]
-20/12/23 18:06:01| INFO d_bin_sld_rbf_c finished [took 358.3291s]
-20/12/23 18:06:28| INFO d_m3w_sld_rbf finished [took 385.3893s]
-20/12/23 18:06:38| INFO d_m3w_sld_rbf_mc finished [took 395.8065s]
-20/12/23 18:06:54| INFO d_mul_sld_rbf finished [took 412.7916s]
-20/12/23 18:06:56| INFO d_bin_sld_rbf finished [took 414.4672s]
-20/12/23 18:07:02| INFO ref finished [took 22.6983s]
-20/12/23 18:07:15| INFO d_mul_sld_rbf_ne finished [took 432.6932s]
-20/12/23 18:07:21| INFO d_m3w_sld_rbf_c finished [took 439.0021s]
-20/12/23 18:07:29| INFO atc_mc finished [took 35.0367s]
-20/12/23 18:07:34| INFO doc finished [took 37.4589s]
-20/12/23 18:07:42| INFO d_mul_sld_rbf_c finished [took 459.5159s]
-20/12/23 18:07:51| INFO d_mul_sld_rbf_mc finished [took 468.7538s]
-20/12/23 18:09:43| INFO d_bin_sld_rbf_is finished [took 255.5228s]
-20/12/23 18:10:08| INFO d_m3w_sld_rbf_ne finished [took 286.1411s]
-20/12/23 18:10:15| INFO d_mul_sld_rbf_is finished [took 253.2758s]
-20/12/23 18:10:34| INFO d_m3w_sld_rbf_is finished [took 245.6155s]
-20/12/23 18:11:02| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.324s]
-20/12/23 18:11:02| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.324s]
-20/12/23 18:21:02| DEBUG [size=28,place=1] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s]
-20/12/23 18:21:02| DEBUG [size=28,place=2] best score = 0.00833266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s]
-20/12/23 18:22:00| DEBUG [size=20,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s]
-20/12/23 18:22:00| DEBUG [size=20,place=2] best score = 0.00832052; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s]
-20/12/23 18:22:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00759) [took 684.1081s]
-20/12/23 18:26:16| INFO d_bin_sld_rbf_gs finished [took 940.2418s]
-20/12/23 18:26:58| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.820s]
-20/12/23 18:26:58| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.820s]
-20/12/23 18:32:18| DEBUG [size=28,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s]
-20/12/23 18:32:18| DEBUG [size=28,place=2] best score = 0.00990007; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s]
-20/12/23 18:33:51| DEBUG [size=17,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 92.848s]
-20/12/23 18:33:51| DEBUG [size=17,place=2] best score = 0.00918911; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 92.849s]
-20/12/23 18:35:48| DEBUG [size=22,place=1] best score = 0.00881681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.059s]
-20/12/23 18:35:48| DEBUG [size=22,place=2] best score = 0.00997026; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 117.059s]
-20/12/23 18:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 570.8912s]
-20/12/23 18:41:00| INFO d_mul_sld_rbf_gs finished [took 882.6925s]
-20/12/23 18:41:39| DEBUG [size=11,place=1] best score = 0.00841352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.567s]
-20/12/23 18:41:39| DEBUG [size=11,place=2] best score = 0.01306382; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 37.567s]
-20/12/23 18:52:30| DEBUG [size=28,place=1] best score = 0.00831000; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 650.643s]
-20/12/23 18:52:30| DEBUG [size=28,place=2] best score = 0.00878761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 650.643s]
-20/12/23 19:28:30| DEBUG [size=19,place=1] best score = 0.00842756; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2159.908s]
-20/12/23 19:28:30| DEBUG [size=19,place=2] best score = 0.00886272; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2159.909s]
-20/12/23 19:28:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00831) [took 2848.2272s]
-20/12/23 19:31:34| INFO d_m3w_sld_rbf_gs finished [took 3033.0998s]
-20/12/23 19:31:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5496.9332s]
-20/12/23 19:31:34| INFO Dataset sample [0.3 0.7] of dataset imdb started
-20/12/23 19:35:51| INFO d_bin_sld_rbf finished [took 255.4918s]
-20/12/23 19:36:53| INFO d_bin_sld_rbf_ne finished [took 314.4288s]
-20/12/23 19:37:13| INFO d_bin_sld_rbf_c finished [took 333.5485s]
-20/12/23 19:38:07| INFO d_bin_sld_rbf_mc finished [took 387.9119s]
-20/12/23 19:39:06| INFO d_m3w_sld_rbf finished [took 446.8245s]
-20/12/23 19:39:18| INFO d_mul_sld_rbf_ne finished [took 460.0017s]
-20/12/23 19:39:32| INFO ref finished [took 25.2522s]
-20/12/23 19:39:32| INFO d_m3w_sld_rbf_c finished [took 473.0686s]
-20/12/23 19:39:40| INFO d_mul_sld_rbf finished [took 480.7371s]
-20/12/23 19:39:43| INFO atc_mc finished [took 24.9454s]
-20/12/23 19:40:03| INFO d_mul_sld_rbf_c finished [took 503.8100s]
-20/12/23 19:40:12| INFO doc finished [took 38.9454s]
-20/12/23 19:40:39| INFO d_m3w_sld_rbf_mc finished [took 540.1861s]
-20/12/23 19:40:55| INFO d_mul_sld_rbf_mc finished [took 556.1821s]
-20/12/23 19:41:48| INFO d_m3w_sld_rbf_ne finished [took 356.1208s]
-20/12/23 19:42:17| INFO d_bin_sld_rbf_is finished [took 322.9073s]
-20/12/23 19:43:14| INFO d_m3w_sld_rbf_is finished [took 305.9801s]
-20/12/23 19:43:29| INFO d_mul_sld_rbf_is finished [took 375.1881s]
-20/12/23 19:43:58| DEBUG [size=11,place=1] best score = 0.02191414; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.383s]
-20/12/23 19:43:58| DEBUG [size=11,place=2] best score = 0.02560924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.384s]
-20/12/23 19:55:07| DEBUG [size=28,place=1] best score = 0.01425644; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 668.416s]
-20/12/23 19:55:07| DEBUG [size=28,place=2] best score = 0.02236169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 668.416s]
-20/12/23 20:27:39| DEBUG [size=18,place=1] best score = 0.01524908; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1951.965s]
-20/12/23 20:27:39| DEBUG [size=18,place=2] best score = 0.01916774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1951.965s]
-20/12/23 20:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01426) [took 2648.8766s]
-20/12/23 20:33:22| INFO d_bin_sld_rbf_gs finished [took 2992.0867s]
-20/12/23 20:34:13| DEBUG [size=11,place=1] best score = 0.02057662; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.333s]
-20/12/23 20:34:13| DEBUG [size=11,place=2] best score = 0.02373321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 49.334s]
-20/12/23 20:45:57| DEBUG [size=28,place=1] best score = 0.01922043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 703.421s]
-20/12/23 20:45:57| DEBUG [size=28,place=2] best score = 0.01976945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 703.421s]
-20/12/23 21:03:43| DEBUG [size=26,place=1] best score = 0.01696765; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1066.442s]
-20/12/23 21:03:43| DEBUG [size=26,place=2] best score = 0.02098438; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1066.442s]
-20/12/23 21:27:54| DEBUG [size=18,place=1] best score = 0.02175083; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s]
-20/12/23 21:27:54| DEBUG [size=18,place=2] best score = 0.02182951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s]
-20/12/23 21:27:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01697) [took 3270.5396s]
-20/12/23 21:30:56| INFO d_mul_sld_rbf_gs finished [took 3452.3626s]
-20/12/23 21:31:43| DEBUG [size=11,place=1] best score = 0.01980684; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.357s]
-20/12/23 21:31:43| DEBUG [size=11,place=2] best score = 0.01988743; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.358s]
-20/12/23 21:46:54| DEBUG [size=28,place=1] best score = 0.01796630; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.946s]
-20/12/23 21:46:54| DEBUG [size=28,place=2] best score = 0.01922721; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.947s]
-20/12/23 21:48:39| DEBUG [size=14,place=1] best score = 0.01593517; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 105.691s]
-20/12/23 21:48:39| DEBUG [size=14,place=2] best score = 0.01967617; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 105.691s]
-20/12/23 22:33:12| DEBUG [size=20,place=1] best score = 0.01574821; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2672.875s]
-20/12/23 22:33:12| DEBUG [size=20,place=2] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2672.875s]
-20/12/23 23:01:20| DEBUG [size=17,place=1] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1687.942s]
-20/12/23 23:01:20| DEBUG [size=17,place=2] best score = 0.01621124; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1687.942s]
-20/12/23 23:33:04| DEBUG [size=15,place=1] best score = 0.01824085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s]
-20/12/23 23:33:04| DEBUG [size=15,place=2] best score = 0.01883904; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s]
-20/12/23 23:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01574) [took 7327.0238s]
-20/12/23 23:37:50| INFO d_m3w_sld_rbf_gs finished [took 7613.2677s]
-20/12/23 23:37:50| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 14776.0518s]
-20/12/23 23:37:51| INFO Dataset sample [0.4 0.6] of dataset imdb started
-20/12/23 23:41:27| INFO d_bin_sld_rbf finished [took 215.6309s]
-20/12/23 23:42:25| INFO d_bin_sld_rbf_c finished [took 269.8898s]
-20/12/23 23:43:03| INFO d_bin_sld_rbf_ne finished [took 308.4982s]
-20/12/23 23:43:06| INFO d_bin_sld_rbf_mc finished [took 311.5333s]
-20/12/23 23:45:28| INFO d_m3w_sld_rbf_mc finished [took 452.9124s]
-20/12/23 23:45:53| INFO ref finished [took 24.6891s]
-20/12/23 23:45:54| INFO d_m3w_sld_rbf finished [took 479.6317s]
-20/12/23 23:46:09| INFO d_m3w_sld_rbf_c finished [took 493.8647s]
-20/12/23 23:46:11| INFO d_mul_sld_rbf_ne finished [took 496.4559s]
-20/12/23 23:46:16| INFO d_mul_sld_rbf finished [took 501.0941s]
-20/12/23 23:46:25| INFO atc_mc finished [took 31.0327s]
-20/12/23 23:46:26| INFO d_mul_sld_rbf_c finished [took 511.5404s]
-20/12/23 23:46:28| INFO doc finished [took 33.2014s]
-20/12/23 23:46:44| INFO d_mul_sld_rbf_mc finished [took 528.7756s]
-20/12/23 23:47:48| INFO d_bin_sld_rbf_is finished [took 323.3578s]
-20/12/23 23:47:55| INFO d_m3w_sld_rbf_ne finished [took 386.7673s]
-20/12/23 23:48:55| INFO d_m3w_sld_rbf_is finished [took 347.8329s]
-20/12/23 23:49:29| INFO d_mul_sld_rbf_is finished [took 384.7011s]
-20/12/23 23:50:01| DEBUG [size=11,place=1] best score = 0.01360070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.195s]
-20/12/23 23:50:01| DEBUG [size=11,place=2] best score = 0.01674229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': None} [took 31.195s]
-20/12/23 23:52:33| DEBUG [size=28,place=1] best score = 0.01257759; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 151.160s]
-20/12/23 23:52:33| DEBUG [size=28,place=2] best score = 0.01261284; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': None} [took 151.161s]
-20/12/23 23:55:09| DEBUG [size=22,place=1] best score = 0.01271677; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 156.482s]
-20/12/23 23:55:09| DEBUG [size=22,place=2] best score = 0.01298819; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.482s]
-20/12/23 23:55:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01258) [took 338.9454s]
-20/12/23 23:57:54| INFO d_bin_sld_rbf_gs finished [took 503.5439s]
-20/12/23 23:58:40| DEBUG [size=11,place=1] best score = 0.01227001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.045s]
-20/12/23 23:58:40| DEBUG [size=11,place=2] best score = 0.01432084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.046s]
-21/12/23 00:02:46| DEBUG [size=28,place=1] best score = 0.01121143; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 245.449s]
-21/12/23 00:02:46| DEBUG [size=28,place=2] best score = 0.01166017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 245.450s]
-21/12/23 00:05:25| DEBUG [size=19,place=1] best score = 0.01183704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 159.509s]
-21/12/23 00:05:25| DEBUG [size=19,place=2] best score = 0.01184460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 159.509s]
-21/12/23 00:05:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01121) [took 450.1103s]
-21/12/23 00:10:10| INFO d_mul_sld_rbf_gs finished [took 735.4701s]
-21/12/23 00:11:07| DEBUG [size=11,place=1] best score = 0.02041179; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': None} [took 54.998s]
-21/12/23 00:11:07| DEBUG [size=11,place=2] best score = 0.02077260; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 54.998s]
-21/12/23 00:21:14| DEBUG [size=26,place=1] best score = 0.01574654; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s]
-21/12/23 00:21:14| DEBUG [size=26,place=2] best score = 0.01602937; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s]
-21/12/23 00:39:47| DEBUG [size=17,place=1] best score = 0.01509006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s]
-21/12/23 00:39:47| DEBUG [size=17,place=2] best score = 0.01759916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s]
-21/12/23 00:41:24| DEBUG [size=11,place=1] best score = 0.01546223; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.938s]
-21/12/23 00:41:24| DEBUG [size=11,place=2] best score = 0.01663355; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.939s]
-21/12/23 00:41:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01509) [took 1872.0856s]
-21/12/23 00:50:37| INFO d_m3w_sld_rbf_gs finished [took 2425.7524s]
-21/12/23 00:50:37| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4366.8983s]
-21/12/23 00:50:37| INFO Dataset sample [0.5 0.5] of dataset imdb started
-21/12/23 00:54:57| INFO d_bin_sld_rbf_c finished [took 254.7307s]
-21/12/23 00:54:58| INFO d_bin_sld_rbf_ne finished [took 256.3482s]
-21/12/23 00:56:10| INFO d_bin_sld_rbf_mc finished [took 328.4858s]
-21/12/23 00:58:10| INFO d_m3w_sld_rbf_c finished [took 448.0838s]
-21/12/23 00:58:24| INFO d_m3w_sld_rbf finished [took 462.1058s]
-21/12/23 00:58:29| INFO d_m3w_sld_rbf_mc finished [took 467.2044s]
-21/12/23 00:58:47| INFO d_bin_sld_rbf finished [took 486.8418s]
-21/12/23 00:58:51| INFO ref finished [took 26.1030s]
-21/12/23 00:59:06| INFO atc_mc finished [took 35.7453s]
-21/12/23 00:59:17| INFO d_mul_sld_rbf_ne finished [took 515.1288s]
-21/12/23 00:59:30| INFO doc finished [took 41.5041s]
-21/12/23 00:59:43| INFO d_mul_sld_rbf_mc finished [took 541.1915s]
-21/12/23 01:00:09| INFO d_bin_sld_rbf_is finished [took 309.6817s]
-21/12/23 01:00:18| INFO d_mul_sld_rbf finished [took 576.4917s]
-21/12/23 01:00:23| INFO d_mul_sld_rbf_c finished [took 580.9306s]
-21/12/23 01:01:30| INFO d_m3w_sld_rbf_ne finished [took 392.3768s]
-21/12/23 01:03:02| INFO d_m3w_sld_rbf_is finished [took 291.5869s]
-21/12/23 01:04:09| INFO d_mul_sld_rbf_is finished [took 478.5442s]
-21/12/23 01:04:43| DEBUG [size=11,place=1] best score = 0.01184324; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 32.604s]
-21/12/23 01:04:43| DEBUG [size=11,place=2] best score = 0.01287618; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.605s]
-21/12/23 01:07:57| DEBUG [size=28,place=1] best score = 0.01114073; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 194.294s]
-21/12/23 01:07:57| DEBUG [size=28,place=2] best score = 0.01178928; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 194.295s]
-21/12/23 01:08:43| DEBUG [size=16,place=1] best score = 0.01177380; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.977s]
-21/12/23 01:08:43| DEBUG [size=16,place=2] best score = 0.01178361; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.977s]
-21/12/23 01:08:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01114) [took 272.9830s]
-21/12/23 01:10:21| INFO d_bin_sld_rbf_gs finished [took 370.8672s]
-21/12/23 01:11:24| DEBUG [size=11,place=1] best score = 0.01184665; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.978s]
-21/12/23 01:11:24| DEBUG [size=11,place=2] best score = 0.02487042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 61.978s]
-21/12/23 01:15:58| DEBUG [size=28,place=1] best score = 0.01071106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 273.624s]
-21/12/23 01:15:58| DEBUG [size=28,place=2] best score = 0.01135372; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 273.624s]
-21/12/23 01:33:44| DEBUG [size=19,place=1] best score = 0.01016363; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.675s]
-21/12/23 01:33:44| DEBUG [size=19,place=2] best score = 0.01167202; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.676s]
-21/12/23 01:50:03| DEBUG [size=13,place=1] best score = 0.01165140; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.604s]
-21/12/23 01:50:03| DEBUG [size=13,place=2] best score = 0.01178476; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.605s]
-21/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01016) [took 2380.9983s]
-21/12/23 01:57:16| INFO d_mul_sld_rbf_gs finished [took 2813.7846s]
-21/12/23 01:58:11| DEBUG [size=11,place=1] best score = 0.00811426; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.760s]
-21/12/23 01:58:11| DEBUG [size=11,place=2] best score = 0.01679554; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 53.761s]
-21/12/23 02:04:52| DEBUG [size=28,place=1] best score = 0.00991096; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 401.005s]
-21/12/23 02:04:52| DEBUG [size=28,place=2] best score = 0.01080148; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 401.005s]
-21/12/23 02:04:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 454.8713s]
-21/12/23 02:13:04| INFO d_m3w_sld_rbf_gs finished [took 947.2491s]
-21/12/23 02:13:04| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4946.9867s]
-21/12/23 02:13:04| INFO Dataset sample [0.6 0.4] of dataset imdb started
-21/12/23 02:17:40| INFO d_bin_sld_rbf_c finished [took 270.6488s]
-21/12/23 02:18:01| INFO d_bin_sld_rbf_ne finished [took 291.2898s]
-21/12/23 02:18:50| INFO d_bin_sld_rbf finished [took 341.0498s]
-21/12/23 02:19:12| INFO d_bin_sld_rbf_mc finished [took 363.2471s]
-21/12/23 02:19:45| INFO d_m3w_sld_rbf finished [took 395.8330s]
-21/12/23 02:20:11| INFO ref finished [took 24.9044s]
-21/12/23 02:20:21| INFO d_mul_sld_rbf_mc finished [took 433.8543s]
-21/12/23 02:20:44| INFO d_m3w_sld_rbf_mc finished [took 454.4197s]
-21/12/23 02:20:47| INFO atc_mc finished [took 35.2704s]
-21/12/23 02:21:03| INFO doc finished [took 40.7106s]
-21/12/23 02:21:09| INFO d_m3w_sld_rbf_c finished [took 480.4521s]
-21/12/23 02:21:20| INFO d_mul_sld_rbf_c finished [took 491.0561s]
-21/12/23 02:21:24| INFO d_mul_sld_rbf finished [took 495.2797s]
-21/12/23 02:22:45| INFO d_mul_sld_rbf_ne finished [took 575.4843s]
-21/12/23 02:22:57| INFO d_bin_sld_rbf_is finished [took 295.5313s]
-21/12/23 02:23:13| INFO d_m3w_sld_rbf_ne finished [took 332.6638s]
-21/12/23 02:24:00| INFO d_m3w_sld_rbf_is finished [took 286.8871s]
-21/12/23 02:24:33| INFO d_mul_sld_rbf_is finished [took 341.9593s]
-21/12/23 02:25:03| DEBUG [size=11,place=1] best score = 0.01519158; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.279s]
-21/12/23 02:25:03| DEBUG [size=11,place=2] best score = 0.01527407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.280s]
-21/12/23 02:28:17| DEBUG [size=28,place=1] best score = 0.01471017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.970s]
-21/12/23 02:28:17| DEBUG [size=28,place=2] best score = 0.01517223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.971s]
-21/12/23 02:29:18| DEBUG [size=17,place=1] best score = 0.01512206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.906s]
-21/12/23 02:29:18| DEBUG [size=17,place=2] best score = 0.01522283; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 60.907s]
-21/12/23 02:29:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01471) [took 284.2660s]
-21/12/23 02:32:55| INFO d_bin_sld_rbf_gs finished [took 500.7447s]
-21/12/23 02:33:42| DEBUG [size=11,place=1] best score = 0.01316072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.521s]
-21/12/23 02:33:42| DEBUG [size=11,place=2] best score = 0.01320584; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': None} [took 45.521s]
-21/12/23 02:36:15| DEBUG [size=28,place=1] best score = 0.01148093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s]
-21/12/23 02:36:15| DEBUG [size=28,place=2] best score = 0.01187920; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s]
-21/12/23 02:37:46| DEBUG [size=19,place=1] best score = 0.01224123; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.495s]
-21/12/23 02:37:46| DEBUG [size=19,place=2] best score = 0.01286180; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.496s]
-21/12/23 02:37:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01148) [took 289.6318s]
-21/12/23 02:44:40| INFO d_mul_sld_rbf_gs finished [took 704.1869s]
-21/12/23 02:45:32| DEBUG [size=11,place=1] best score = 0.01397945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.629s]
-21/12/23 02:45:32| DEBUG [size=11,place=2] best score = 0.01560922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': None} [took 50.630s]
-21/12/23 02:50:41| DEBUG [size=28,place=1] best score = 0.01119818; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.125s]
-21/12/23 02:50:41| DEBUG [size=28,place=2] best score = 0.01161682; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.126s]
-21/12/23 03:21:20| DEBUG [size=20,place=1] best score = 0.01095377; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s]
-21/12/23 03:21:20| DEBUG [size=20,place=2] best score = 0.01123062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s]
-21/12/23 03:51:02| DEBUG [size=12,place=1] best score = 0.01110935; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1781.260s]
-21/12/23 03:51:02| DEBUG [size=12,place=2] best score = 0.01157123; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1781.261s]
-21/12/23 03:51:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01095) [took 3980.1187s]
-21/12/23 03:55:31| INFO d_m3w_sld_rbf_gs finished [took 4249.2832s]
-21/12/23 03:55:31| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 6146.2945s]
-21/12/23 03:55:31| INFO Dataset sample [0.7 0.3] of dataset imdb started
-21/12/23 04:00:08| INFO d_bin_sld_rbf_c finished [took 274.2043s]
-21/12/23 04:00:17| INFO d_bin_sld_rbf finished [took 284.0794s]
-21/12/23 04:01:06| INFO d_bin_sld_rbf_mc finished [took 329.3610s]
-21/12/23 04:01:42| INFO d_bin_sld_rbf_ne finished [took 366.4343s]
-21/12/23 04:03:20| INFO d_mul_sld_rbf_mc finished [took 463.3099s]
-21/12/23 04:03:35| INFO d_m3w_sld_rbf_c finished [took 478.7404s]
-21/12/23 04:03:38| INFO d_m3w_sld_rbf_mc finished [took 481.2120s]
-21/12/23 04:03:46| INFO ref finished [took 25.4781s]
-21/12/23 04:03:51| INFO d_m3w_sld_rbf finished [took 495.0772s]
-21/12/23 04:03:58| INFO d_mul_sld_rbf finished [took 501.2712s]
-21/12/23 04:04:07| INFO doc finished [took 28.9610s]
-21/12/23 04:04:12| INFO atc_mc finished [took 35.4100s]
-21/12/23 04:04:18| INFO d_mul_sld_rbf_ne finished [took 521.9209s]
-21/12/23 04:04:34| INFO d_mul_sld_rbf_c finished [took 537.8202s]
-21/12/23 04:05:03| INFO d_bin_sld_rbf_is finished [took 285.6460s]
-21/12/23 04:06:21| INFO d_m3w_sld_rbf_ne finished [took 371.7895s]
-21/12/23 04:06:44| INFO d_m3w_sld_rbf_is finished [took 300.2166s]
-21/12/23 04:06:59| INFO d_mul_sld_rbf_is finished [took 352.0357s]
-21/12/23 04:07:38| DEBUG [size=11,place=1] best score = 0.01122495; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.664s]
-21/12/23 04:07:38| DEBUG [size=11,place=2] best score = 0.01801681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.664s]
-21/12/23 04:14:23| DEBUG [size=28,place=1] best score = 0.01114282; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 405.252s]
-21/12/23 04:14:23| DEBUG [size=28,place=2] best score = 0.01130057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 405.253s]
-21/12/23 04:15:04| DEBUG [size=16,place=1] best score = 0.01121301; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 41.282s]
-21/12/23 04:15:04| DEBUG [size=16,place=2] best score = 0.01141396; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 41.282s]
-21/12/23 04:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01114) [took 483.3062s]
-21/12/23 04:18:10| INFO d_bin_sld_rbf_gs finished [took 669.0768s]
-21/12/23 04:18:56| DEBUG [size=11,place=1] best score = 0.01090400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.832s]
-21/12/23 04:18:56| DEBUG [size=11,place=2] best score = 0.01263989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.832s]
-21/12/23 04:23:33| DEBUG [size=28,place=1] best score = 0.01062950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 277.208s]
-21/12/23 04:23:33| DEBUG [size=28,place=2] best score = 0.01103437; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 277.208s]
-21/12/23 04:29:12| DEBUG [size=21,place=1] best score = 0.01067549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 339.438s]
-21/12/23 04:29:12| DEBUG [size=21,place=2] best score = 0.01069064; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 339.438s]
-21/12/23 04:29:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 660.5851s]
-21/12/23 04:33:18| INFO d_mul_sld_rbf_gs finished [took 906.5200s]
-21/12/23 04:34:07| DEBUG [size=11,place=1] best score = 0.01225939; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__recalib': 'bcts', 'confidence': None} [took 47.034s]
-21/12/23 04:34:07| DEBUG [size=11,place=2] best score = 0.01244728; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.035s]
-21/12/23 04:44:04| DEBUG [size=28,place=1] best score = 0.01053252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 597.200s]
-21/12/23 04:44:04| DEBUG [size=28,place=2] best score = 0.01187318; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 597.201s]
-21/12/23 05:15:43| DEBUG [size=23,place=1] best score = 0.00997481; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1899.126s]
-21/12/23 05:15:43| DEBUG [size=23,place=2] best score = 0.01069812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1899.126s]
-21/12/23 05:17:30| DEBUG [size=19,place=1] best score = 0.01014536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.431s]
-21/12/23 05:17:30| DEBUG [size=19,place=2] best score = 0.01026322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.432s]
-21/12/23 05:17:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 2649.9079s]
-21/12/23 05:24:01| INFO d_m3w_sld_rbf_gs finished [took 3040.9638s]
-21/12/23 05:24:01| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 5310.0563s]
-21/12/23 05:24:01| INFO Dataset sample [0.8 0.2] of dataset imdb started
-21/12/23 05:29:23| INFO d_bin_sld_rbf_ne finished [took 317.3991s]
-21/12/23 05:30:01| INFO d_bin_sld_rbf finished [took 355.5828s]
-21/12/23 05:30:17| INFO d_bin_sld_rbf_c finished [took 371.8396s]
-21/12/23 05:30:32| INFO d_mul_sld_rbf finished [took 386.2541s]
-21/12/23 05:30:48| INFO d_m3w_sld_rbf_c finished [took 402.5107s]
-21/12/23 05:31:13| INFO ref finished [took 24.5499s]
-21/12/23 05:31:16| INFO d_m3w_sld_rbf finished [took 431.3696s]
-21/12/23 05:31:32| INFO d_mul_sld_rbf_mc finished [took 448.6204s]
-21/12/23 05:31:49| INFO atc_mc finished [took 34.8581s]
-21/12/23 05:31:53| INFO d_mul_sld_rbf_ne finished [took 467.4620s]
-21/12/23 05:31:59| INFO doc finished [took 41.5782s]
-21/12/23 05:32:20| INFO d_m3w_sld_rbf_mc finished [took 494.7345s]
-21/12/23 05:32:24| INFO d_mul_sld_rbf_c finished [took 499.1150s]
-21/12/23 05:32:32| INFO d_bin_sld_rbf_mc finished [took 506.3032s]
-21/12/23 05:34:38| INFO d_m3w_sld_rbf_ne finished [took 314.7231s]
-21/12/23 05:34:57| INFO d_mul_sld_rbf_is finished [took 279.4423s]
-21/12/23 05:35:05| INFO d_m3w_sld_rbf_is finished [took 272.5051s]
-21/12/23 05:35:38| INFO d_bin_sld_rbf_is finished [took 336.7619s]
-21/12/23 05:36:15| DEBUG [size=11,place=1] best score = 0.00935207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.866s]
-21/12/23 05:36:15| DEBUG [size=11,place=2] best score = 0.01216671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.866s]
-21/12/23 05:44:25| DEBUG [size=28,place=1] best score = 0.00920415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 489.325s]
-21/12/23 05:44:25| DEBUG [size=28,place=2] best score = 0.00951788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 489.326s]
-21/12/23 05:45:45| DEBUG [size=19,place=1] best score = 0.00903199; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.351s]
-21/12/23 05:45:45| DEBUG [size=19,place=2] best score = 0.00926167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.352s]
-21/12/23 05:46:34| DEBUG [size=12,place=1] best score = 0.00906605; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.929s]
-21/12/23 05:46:34| DEBUG [size=12,place=2] best score = 0.00972414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.929s]
-21/12/23 05:46:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00903) [took 654.5849s]
-21/12/23 05:49:40| INFO d_bin_sld_rbf_gs finished [took 840.9443s]
-21/12/23 05:50:31| DEBUG [size=11,place=1] best score = 0.01201199; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.289s]
-21/12/23 05:50:31| DEBUG [size=11,place=2] best score = 0.01335372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.290s]
-21/12/23 06:04:53| DEBUG [size=28,place=1] best score = 0.01277041; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 862.185s]
-21/12/23 06:04:53| DEBUG [size=28,place=2] best score = 0.01289034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 862.186s]
-21/12/23 06:04:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01201) [took 911.5805s]
-21/12/23 06:07:18| INFO d_mul_sld_rbf_gs finished [took 1056.9666s]
-21/12/23 06:08:05| DEBUG [size=11,place=1] best score = 0.01161663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 45.766s]
-21/12/23 06:08:05| DEBUG [size=11,place=2] best score = 0.01167971; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.766s]
-21/12/23 06:14:34| DEBUG [size=26,place=1] best score = 0.01005428; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.701s]
-21/12/23 06:14:34| DEBUG [size=26,place=2] best score = 0.01026892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.702s]
-21/12/23 06:15:43| DEBUG [size=13,place=1] best score = 0.01078281; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.342s]
-21/12/23 06:15:43| DEBUG [size=13,place=2] best score = 0.01111765; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 68.343s]
-21/12/23 06:15:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01005) [took 502.9184s]
-21/12/23 06:18:47| INFO d_m3w_sld_rbf_gs finished [took 686.9433s]
-21/12/23 06:18:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 3285.7250s]
-21/12/23 06:18:47| INFO Dataset sample [0.9 0.1] of dataset imdb started
-21/12/23 06:22:33| INFO d_bin_sld_rbf finished [took 225.0694s]
-21/12/23 06:22:37| INFO d_bin_sld_rbf_mc finished [took 228.7664s]
-21/12/23 06:23:03| INFO d_mul_sld_rbf finished [took 254.5920s]
-21/12/23 06:23:03| INFO d_m3w_sld_rbf_c finished [took 254.7658s]
-21/12/23 06:23:28| INFO d_bin_sld_rbf_ne finished [took 280.0843s]
-21/12/23 06:23:32| INFO d_m3w_sld_rbf_mc finished [took 283.8580s]
-21/12/23 06:23:33| INFO d_m3w_sld_rbf finished [took 284.4232s]
-21/12/23 06:23:33| INFO d_mul_sld_rbf_mc finished [took 284.5312s]
-21/12/23 06:23:37| INFO d_bin_sld_rbf_c finished [took 288.6314s]
-21/12/23 06:23:39| INFO d_mul_sld_rbf_ne finished [took 290.9070s]
-21/12/23 06:23:51| INFO d_mul_sld_rbf_c finished [took 302.8395s]
-21/12/23 06:23:54| INFO ref finished [took 25.1004s]
-21/12/23 06:23:58| INFO atc_mc finished [took 25.0246s]
-21/12/23 06:24:03| INFO doc finished [took 29.9438s]
-21/12/23 06:25:37| INFO d_bin_sld_rbf_is finished [took 179.6919s]
-21/12/23 06:25:41| INFO d_m3w_sld_rbf_ne finished [took 188.1326s]
-21/12/23 06:25:50| INFO d_m3w_sld_rbf_is finished [took 166.0068s]
-21/12/23 06:25:53| INFO d_mul_sld_rbf_is finished [took 169.9521s]
-21/12/23 06:26:26| DEBUG [size=11,place=1] best score = 0.01292455; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.961s]
-21/12/23 06:26:26| DEBUG [size=11,place=2] best score = 0.01867011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 30.962s]
-21/12/23 06:36:47| DEBUG [size=28,place=1] best score = 0.01255025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 620.883s]
-21/12/23 06:36:47| DEBUG [size=28,place=2] best score = 0.01261308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 620.883s]
-21/12/23 06:42:48| DEBUG [size=21,place=1] best score = 0.01163543; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 361.250s]
-21/12/23 06:42:48| DEBUG [size=21,place=2] best score = 0.01166563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 361.250s]
-21/12/23 06:43:22| DEBUG [size=14,place=1] best score = 0.01003537; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.817s]
-21/12/23 06:43:22| DEBUG [size=14,place=2] best score = 0.01028400; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 33.817s]
-21/12/23 06:44:12| DEBUG [size=18,place=1] best score = 0.01215919; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.277s]
-21/12/23 06:44:12| DEBUG [size=18,place=2] best score = 0.01255711; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.278s]
-21/12/23 06:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1097.3045s]
-21/12/23 06:47:24| INFO d_bin_sld_rbf_gs finished [took 1289.4172s]
-21/12/23 06:48:00| DEBUG [size=11,place=1] best score = 0.52160409; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 35.218s]
-21/12/23 06:48:00| DEBUG [size=11,place=2] best score = 0.53546248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 35.218s]
-21/12/23 06:48:38| DEBUG [size=26,place=1] best score = 0.02220608; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 37.784s]
-21/12/23 06:48:38| DEBUG [size=26,place=2] best score = 0.08555278; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 37.785s]
-21/12/23 06:49:28| DEBUG [size=14,place=1] best score = 0.04905112; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.449s]
-21/12/23 06:49:28| DEBUG [size=14,place=2] best score = 0.08282797; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 50.450s]
-21/12/23 06:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} (score=0.02221) [took 123.5610s]
-21/12/23 06:51:25| INFO d_mul_sld_rbf_gs finished [took 239.7355s]
-21/12/23 06:52:02| DEBUG [size=11,place=1] best score = 0.00884005; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.674s]
-21/12/23 06:52:02| DEBUG [size=11,place=2] best score = 0.00896727; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 36.674s]
-21/12/23 06:55:47| DEBUG [size=28,place=1] best score = 0.00828994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 224.974s]
-21/12/23 06:55:47| DEBUG [size=28,place=2] best score = 0.00836139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 224.975s]
-21/12/23 06:57:34| DEBUG [size=21,place=1] best score = 0.00844601; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s]
-21/12/23 06:57:34| DEBUG [size=21,place=2] best score = 0.00862933; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s]
-21/12/23 06:57:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00829) [took 368.2809s]
-21/12/23 07:03:36| INFO d_m3w_sld_rbf_gs finished [took 730.0785s]
-21/12/23 07:03:36| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 2688.9601s]
-----------------------------------------------------------------------------------------------------
-21/12/23 10:43:30| INFO dataset rcv1_CCAT [pool size: 10]
-21/12/23 10:43:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-21/12/23 10:45:33| INFO d_m3w_sld_lr_mc finished [took 117.3781s]
-21/12/23 10:45:34| INFO d_mul_sld_lr_ne finished [took 118.4453s]
-21/12/23 10:45:40| INFO d_m3w_sld_lr finished [took 126.9258s]
-21/12/23 10:45:57| INFO d_m3w_sld_lr_c finished [took 141.7742s]
-21/12/23 10:46:12| INFO d_bin_sld_lr_c finished [took 156.7227s]
-21/12/23 10:46:16| INFO d_bin_sld_lr finished [took 160.4085s]
-21/12/23 10:46:17| INFO d_mul_sld_lr_c finished [took 161.8150s]
-21/12/23 10:46:19| INFO d_bin_sld_lr_mc finished [took 164.4773s]
-21/12/23 10:46:24| INFO d_mul_sld_lr_mc finished [took 168.4971s]
-21/12/23 10:46:26| INFO d_mul_sld_lr finished [took 171.0020s]
-21/12/23 10:46:33| INFO d_bin_sld_lr_ne finished [took 177.6079s]
-21/12/23 10:47:05| INFO d_m3w_sld_lr_ne finished [took 91.1691s]
-21/12/23 10:47:16| INFO ref finished [took 63.2493s]
-21/12/23 10:47:24| INFO d_mul_sld_lr_is finished [took 102.9659s]
-21/12/23 10:47:30| INFO doc finished [took 71.1852s]
-21/12/23 10:47:32| INFO d_m3w_sld_lr_is finished [took 93.3758s]
-21/12/23 10:47:40| INFO atc_mc finished [took 83.3376s]
-21/12/23 10:47:51| INFO d_bin_sld_lr_is finished [took 135.9870s]
-21/12/23 10:48:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01954) [took 32.9230s]
-21/12/23 10:49:21| INFO d_bin_sld_lr_gs finished [took 89.2259s]
-21/12/23 10:49:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 25.2055s]
-21/12/23 10:50:46| INFO d_mul_sld_lr_gs finished [took 83.3300s]
-21/12/23 10:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 14.2674s]
-21/12/23 10:51:49| INFO d_m3w_sld_lr_gs finished [took 62.1907s]
-21/12/23 10:51:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 498.8178s]
-21/12/23 10:51:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-21/12/23 10:54:07| INFO d_m3w_sld_lr_c finished [took 134.8973s]
-21/12/23 10:54:13| INFO d_m3w_sld_lr_mc finished [took 140.7857s]
-21/12/23 10:54:13| INFO d_m3w_sld_lr finished [took 141.2690s]
-21/12/23 10:54:22| INFO d_mul_sld_lr finished [took 150.6554s]
-21/12/23 10:54:27| INFO d_mul_sld_lr_c finished [took 154.4278s]
-21/12/23 10:54:44| INFO d_bin_sld_lr_mc finished [took 171.6923s]
-21/12/23 10:55:03| INFO d_bin_sld_lr_c finished [took 190.7799s]
-21/12/23 10:55:06| INFO d_mul_sld_lr_mc finished [took 194.0048s]
-21/12/23 10:55:10| INFO d_mul_sld_lr_ne finished [took 197.8500s]
-21/12/23 10:55:21| INFO d_bin_sld_lr_ne finished [took 209.2529s]
-21/12/23 10:55:23| INFO d_bin_sld_lr finished [took 211.0411s]
-21/12/23 10:55:42| INFO d_m3w_sld_lr_ne finished [took 93.6907s]
-21/12/23 10:55:54| INFO d_m3w_sld_lr_is finished [took 91.7695s]
-21/12/23 10:55:57| INFO ref finished [took 88.7789s]
-21/12/23 10:56:06| INFO atc_mc finished [took 80.9601s]
-21/12/23 10:56:12| INFO doc finished [took 68.6218s]
-21/12/23 10:56:16| INFO d_mul_sld_lr_is finished [took 121.7338s]
-21/12/23 10:56:25| INFO d_bin_sld_lr_is finished [took 130.5958s]
-21/12/23 10:56:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00893) [took 25.2317s]
-21/12/23 10:58:46| INFO d_bin_sld_lr_gs finished [took 140.0143s]
-21/12/23 10:59:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 24.3637s]
-21/12/23 11:00:19| INFO d_mul_sld_lr_gs finished [took 91.2472s]
-21/12/23 11:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00878) [took 13.3328s]
-21/12/23 11:01:21| INFO d_m3w_sld_lr_gs finished [took 60.7758s]
-21/12/23 11:01:21| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 571.7242s]
-21/12/23 11:01:21| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-21/12/23 11:03:31| INFO d_mul_sld_lr_ne finished [took 127.5353s]
-21/12/23 11:03:43| INFO d_m3w_sld_lr finished [took 138.9373s]
-21/12/23 11:03:45| INFO d_m3w_sld_lr_c finished [took 141.2811s]
-21/12/23 11:03:45| INFO d_m3w_sld_lr_mc finished [took 141.3221s]
-21/12/23 11:04:01| INFO d_bin_sld_lr_ne finished [took 157.0702s]
-21/12/23 11:04:02| INFO d_bin_sld_lr finished [took 158.3094s]
-21/12/23 11:04:14| INFO d_bin_sld_lr_mc finished [took 170.0093s]
-21/12/23 11:04:20| INFO d_bin_sld_lr_c finished [took 176.4636s]
-21/12/23 11:04:22| INFO d_mul_sld_lr finished [took 177.9773s]
-21/12/23 11:04:23| INFO d_mul_sld_lr_c finished [took 179.0216s]
-21/12/23 11:04:23| INFO d_mul_sld_lr_mc finished [took 180.2378s]
-21/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 91.3746s]
-21/12/23 11:05:13| INFO d_m3w_sld_lr_is finished [took 86.7920s]
-21/12/23 11:05:14| INFO atc_mc finished [took 71.3014s]
-21/12/23 11:05:15| INFO ref finished [took 72.8098s]
-21/12/23 11:05:28| INFO doc finished [took 73.0848s]
-21/12/23 11:05:40| INFO d_bin_sld_lr_is finished [took 116.0914s]
-21/12/23 11:05:46| INFO d_mul_sld_lr_is finished [took 119.5832s]
-21/12/23 11:06:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 25.0567s]
-21/12/23 11:07:14| INFO d_bin_sld_lr_gs finished [took 87.3919s]
-21/12/23 11:07:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00888) [took 21.4421s]
-21/12/23 11:08:39| INFO d_mul_sld_lr_gs finished [took 83.3967s]
-21/12/23 11:08:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01167) [took 12.4051s]
-21/12/23 11:09:41| INFO d_m3w_sld_lr_gs finished [took 61.0318s]
-21/12/23 11:09:41| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 500.4789s]
-21/12/23 11:09:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-21/12/23 11:11:27| INFO d_m3w_sld_lr finished [took 104.8080s]
-21/12/23 11:12:04| INFO d_m3w_sld_lr_mc finished [took 140.1355s]
-21/12/23 11:12:05| INFO d_bin_sld_lr finished [took 141.3719s]
-21/12/23 11:12:06| INFO d_m3w_sld_lr_c finished [took 142.8510s]
-21/12/23 11:12:08| INFO d_mul_sld_lr_ne finished [took 144.0392s]
-21/12/23 11:12:28| INFO d_mul_sld_lr_mc finished [took 164.1127s]
-21/12/23 11:12:30| INFO d_bin_sld_lr_mc finished [took 166.5178s]
-21/12/23 11:12:32| INFO d_bin_sld_lr_c finished [took 168.2563s]
-21/12/23 11:12:32| INFO d_bin_sld_lr_ne finished [took 168.4487s]
-21/12/23 11:12:34| INFO d_mul_sld_lr_c finished [took 170.2679s]
-21/12/23 11:12:40| INFO d_mul_sld_lr finished [took 176.8954s]
-21/12/23 11:13:06| INFO d_m3w_sld_lr_ne finished [took 97.5696s]
-21/12/23 11:13:23| INFO ref finished [took 74.4725s]
-21/12/23 11:13:29| INFO d_m3w_sld_lr_is finished [took 81.4941s]
-21/12/23 11:13:36| INFO atc_mc finished [took 67.8932s]
-21/12/23 11:13:47| INFO d_mul_sld_lr_is finished [took 101.1150s]
-21/12/23 11:13:50| INFO d_bin_sld_lr_is finished [took 105.8982s]
-21/12/23 11:13:56| INFO doc finished [took 84.7000s]
-21/12/23 11:14:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00790) [took 25.8718s]
-21/12/23 11:15:23| INFO d_bin_sld_lr_gs finished [took 86.5319s]
-21/12/23 11:15:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00694) [took 21.6876s]
-21/12/23 11:16:49| INFO d_mul_sld_lr_gs finished [took 84.8965s]
-21/12/23 11:17:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 11.8489s]
-21/12/23 11:17:49| INFO d_m3w_sld_lr_gs finished [took 59.2771s]
-21/12/23 11:17:49| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 487.7272s]
-21/12/23 11:17:49| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-21/12/23 11:20:15| INFO d_m3w_sld_lr_mc finished [took 143.5438s]
-21/12/23 11:20:17| INFO d_m3w_sld_lr finished [took 145.4082s]
-21/12/23 11:20:20| INFO d_m3w_sld_lr_c finished [took 148.5319s]
-21/12/23 11:20:38| INFO d_bin_sld_lr_mc finished [took 166.7482s]
-21/12/23 11:20:40| INFO d_mul_sld_lr_ne finished [took 169.4086s]
-21/12/23 11:20:46| INFO d_bin_sld_lr_c finished [took 174.1027s]
-21/12/23 11:20:47| INFO d_bin_sld_lr_ne finished [took 175.3123s]
-21/12/23 11:20:50| INFO d_bin_sld_lr finished [took 177.9080s]
-21/12/23 11:20:50| INFO d_mul_sld_lr finished [took 178.0503s]
-21/12/23 11:20:52| INFO d_mul_sld_lr_mc finished [took 180.3950s]
-21/12/23 11:20:52| INFO d_mul_sld_lr_c finished [took 180.5696s]
-21/12/23 11:21:40| INFO d_m3w_sld_lr_ne finished [took 83.1731s]
-21/12/23 11:21:49| INFO d_bin_sld_lr_is finished [took 90.5366s]
-21/12/23 11:21:52| INFO d_m3w_sld_lr_is finished [took 72.9270s]
-21/12/23 11:21:56| INFO atc_mc finished [took 69.0182s]
-21/12/23 11:22:02| INFO d_mul_sld_lr_is finished [took 100.2894s]
-21/12/23 11:22:06| INFO ref finished [took 84.4990s]
-21/12/23 11:22:12| INFO doc finished [took 83.5538s]
-21/12/23 11:22:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00752) [took 24.2265s]
-21/12/23 11:23:37| INFO d_bin_sld_lr_gs finished [took 84.3539s]
-21/12/23 11:23:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00640) [took 20.5102s]
-21/12/23 11:25:01| INFO d_mul_sld_lr_gs finished [took 83.0542s]
-21/12/23 11:25:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00602) [took 12.1821s]
-21/12/23 11:26:01| INFO d_m3w_sld_lr_gs finished [took 58.8753s]
-21/12/23 11:26:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 492.3128s]
-21/12/23 11:26:01| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-21/12/23 11:28:00| INFO d_m3w_sld_lr_mc finished [took 117.4713s]
-21/12/23 11:28:14| INFO d_bin_sld_lr_ne finished [took 130.5798s]
-21/12/23 11:28:23| INFO d_m3w_sld_lr finished [took 139.8866s]
-21/12/23 11:28:24| INFO d_m3w_sld_lr_c finished [took 141.4204s]
-21/12/23 11:28:42| INFO d_bin_sld_lr finished [took 159.2620s]
-21/12/23 11:28:47| INFO d_mul_sld_lr finished [took 164.6170s]
-21/12/23 11:28:48| INFO d_mul_sld_lr_c finished [took 164.9382s]
-21/12/23 11:28:53| INFO d_mul_sld_lr_mc finished [took 170.0573s]
-21/12/23 11:28:53| INFO d_bin_sld_lr_mc finished [took 170.1395s]
-21/12/23 11:28:57| INFO d_mul_sld_lr_ne finished [took 173.8646s]
-21/12/23 11:28:59| INFO d_bin_sld_lr_c finished [took 175.7321s]
-21/12/23 11:29:26| INFO d_m3w_sld_lr_ne finished [took 85.8907s]
-21/12/23 11:29:44| INFO d_bin_sld_lr_is finished [took 90.5128s]
-21/12/23 11:29:47| INFO d_m3w_sld_lr_is finished [took 81.6195s]
-21/12/23 11:29:50| INFO ref finished [took 66.9740s]
-21/12/23 11:29:58| INFO atc_mc finished [took 70.1864s]
-21/12/23 11:30:06| INFO doc finished [took 77.2113s]
-21/12/23 11:30:13| INFO d_mul_sld_lr_is finished [took 109.2131s]
-21/12/23 11:30:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01509) [took 24.8932s]
-21/12/23 11:31:39| INFO d_bin_sld_lr_gs finished [took 86.0055s]
-21/12/23 11:32:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 21.6192s]
-21/12/23 11:33:04| INFO d_mul_sld_lr_gs finished [took 83.8196s]
-21/12/23 11:33:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01181) [took 12.6466s]
-21/12/23 11:34:04| INFO d_m3w_sld_lr_gs finished [took 59.4642s]
-21/12/23 11:34:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 482.4427s]
-21/12/23 11:34:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-21/12/23 11:35:57| INFO d_bin_sld_lr_ne finished [took 110.4232s]
-21/12/23 11:36:28| INFO d_m3w_sld_lr_mc finished [took 140.2499s]
-21/12/23 11:36:31| INFO d_m3w_sld_lr_c finished [took 143.4893s]
-21/12/23 11:36:31| INFO d_mul_sld_lr_mc finished [took 143.7314s]
-21/12/23 11:36:31| INFO d_m3w_sld_lr finished [took 143.9919s]
-21/12/23 11:36:50| INFO d_mul_sld_lr finished [took 162.7480s]
-21/12/23 11:36:56| INFO d_mul_sld_lr_c finished [took 168.7374s]
-21/12/23 11:36:57| INFO d_mul_sld_lr_ne finished [took 169.4786s]
-21/12/23 11:37:00| INFO d_bin_sld_lr finished [took 172.5646s]
-21/12/23 11:37:03| INFO d_bin_sld_lr_c finished [took 175.1876s]
-21/12/23 11:37:04| INFO d_bin_sld_lr_mc finished [took 176.7564s]
-21/12/23 11:37:35| INFO d_m3w_sld_lr_ne finished [took 97.5325s]
-21/12/23 11:37:54| INFO d_m3w_sld_lr_is finished [took 81.2084s]
-21/12/23 11:38:00| INFO atc_mc finished [took 68.7815s]
-21/12/23 11:38:00| INFO ref finished [took 87.6876s]
-21/12/23 11:38:06| INFO doc finished [took 68.4486s]
-21/12/23 11:38:06| INFO d_bin_sld_lr_is finished [took 97.5945s]
-21/12/23 11:38:15| INFO d_mul_sld_lr_is finished [took 102.9733s]
-21/12/23 11:38:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01242) [took 25.5105s]
-21/12/23 11:39:45| INFO d_bin_sld_lr_gs finished [took 88.0720s]
-21/12/23 11:40:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01248) [took 20.2719s]
-21/12/23 11:41:05| INFO d_mul_sld_lr_gs finished [took 79.3217s]
-21/12/23 11:41:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01458) [took 12.3137s]
-21/12/23 11:42:07| INFO d_m3w_sld_lr_gs finished [took 60.0175s]
-21/12/23 11:42:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 482.9749s]
-21/12/23 11:42:07| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-21/12/23 11:43:57| INFO d_mul_sld_lr_mc finished [took 107.1924s]
-21/12/23 11:44:26| INFO d_m3w_sld_lr_mc finished [took 135.7917s]
-21/12/23 11:44:30| INFO d_m3w_sld_lr_c finished [took 140.3409s]
-21/12/23 11:44:31| INFO d_m3w_sld_lr finished [took 141.4702s]
-21/12/23 11:44:36| INFO d_mul_sld_lr_c finished [took 145.8772s]
-21/12/23 11:44:42| INFO d_mul_sld_lr finished [took 152.6139s]
-21/12/23 11:44:51| INFO d_mul_sld_lr_ne finished [took 161.8104s]
-21/12/23 11:45:03| INFO d_bin_sld_lr_c finished [took 173.5172s]
-21/12/23 11:45:07| INFO d_bin_sld_lr_ne finished [took 177.4550s]
-21/12/23 11:45:09| INFO d_bin_sld_lr finished [took 180.6486s]
-21/12/23 11:45:11| INFO d_bin_sld_lr_mc finished [took 181.2036s]
-21/12/23 11:45:39| INFO d_m3w_sld_lr_ne finished [took 101.1862s]
-21/12/23 11:45:48| INFO ref finished [took 71.1585s]
-21/12/23 11:45:59| INFO d_m3w_sld_lr_is finished [took 86.5052s]
-21/12/23 11:46:03| INFO atc_mc finished [took 79.8031s]
-21/12/23 11:46:09| INFO doc finished [took 76.6907s]
-21/12/23 11:46:14| INFO d_bin_sld_lr_is finished [took 107.5318s]
-21/12/23 11:46:15| INFO d_mul_sld_lr_is finished [took 104.4051s]
-21/12/23 11:46:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00784) [took 22.8791s]
-21/12/23 11:47:43| INFO d_bin_sld_lr_gs finished [took 85.9992s]
-21/12/23 11:48:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00748) [took 20.9414s]
-21/12/23 11:49:02| INFO d_mul_sld_lr_gs finished [took 78.1860s]
-21/12/23 11:49:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00725) [took 13.0113s]
-21/12/23 11:50:04| INFO d_m3w_sld_lr_gs finished [took 60.9476s]
-21/12/23 11:50:04| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 477.5096s]
-21/12/23 11:50:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-21/12/23 11:51:47| INFO d_m3w_sld_lr_mc finished [took 99.7724s]
-21/12/23 11:52:03| INFO d_m3w_sld_lr_c finished [took 116.5121s]
-21/12/23 11:52:15| INFO d_m3w_sld_lr finished [took 127.9146s]
-21/12/23 11:52:37| INFO d_bin_sld_lr_ne finished [took 151.1428s]
-21/12/23 11:52:37| INFO d_bin_sld_lr finished [took 150.6810s]
-21/12/23 11:52:46| INFO d_bin_sld_lr_mc finished [took 159.4015s]
-21/12/23 11:52:46| INFO d_mul_sld_lr_mc finished [took 159.3840s]
-21/12/23 11:52:47| INFO d_mul_sld_lr_c finished [took 160.4474s]
-21/12/23 11:52:49| INFO d_bin_sld_lr_c finished [took 161.8560s]
-21/12/23 11:52:51| INFO d_mul_sld_lr_ne finished [took 164.0930s]
-21/12/23 11:52:52| INFO d_mul_sld_lr finished [took 164.9011s]
-21/12/23 11:53:33| INFO d_m3w_sld_lr_ne finished [took 105.3617s]
-21/12/23 11:53:47| INFO ref finished [took 68.5521s]
-21/12/23 11:53:52| INFO d_m3w_sld_lr_is finished [took 73.8113s]
-21/12/23 11:53:56| INFO d_bin_sld_lr_is finished [took 111.7296s]
-21/12/23 11:53:57| INFO doc finished [took 69.6832s]
-21/12/23 11:53:57| INFO atc_mc finished [took 70.5831s]
-21/12/23 11:54:03| INFO d_mul_sld_lr_is finished [took 108.1132s]
-21/12/23 11:54:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 22.1266s]
-21/12/23 11:55:24| INFO d_bin_sld_lr_gs finished [took 79.2663s]
-21/12/23 11:55:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 23.2118s]
-21/12/23 11:56:44| INFO d_mul_sld_lr_gs finished [took 79.8356s]
-21/12/23 11:57:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00613) [took 18.4987s]
-21/12/23 11:57:52| INFO d_m3w_sld_lr_gs finished [took 66.3770s]
-21/12/23 11:57:52| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 467.3870s]
-----------------------------------------------------------------------------------------------------
-21/12/23 18:21:16| INFO dataset rcv1_CCAT [pool size: 10]
-21/12/23 18:21:16| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-21/12/23 18:23:43| INFO m3w_sld_lr_c finished [took 141.2629s]
-21/12/23 18:24:11| INFO m3w_sld_lr finished [took 169.5548s]
-21/12/23 18:24:12| INFO m3w_sld_lr_mc finished [took 170.0380s]
-21/12/23 18:24:20| INFO mul_sld_lr_c finished [took 179.4079s]
-21/12/23 18:24:27| INFO mul_sld_lr_mc finished [took 185.6384s]
-21/12/23 18:24:29| INFO mul_sld_lr_ne finished [took 187.3762s]
-21/12/23 18:25:03| INFO bin_sld_lr_c finished [took 221.2768s]
-21/12/23 18:25:05| INFO bin_sld_lr finished [took 225.9784s]
-21/12/23 18:25:05| INFO bin_sld_lr_ne finished [took 223.8253s]
-21/12/23 18:25:11| INFO mul_sld_lr finished [took 229.0570s]
-21/12/23 18:25:11| INFO bin_sld_lr_mc finished [took 229.1833s]
-21/12/23 18:25:37| INFO m3w_sld_lr_ne finished [took 113.9447s]
-21/12/23 18:25:50| INFO ref finished [took 81.5021s]
-21/12/23 18:25:59| INFO m3w_sld_lr_is finished [took 97.3225s]
-21/12/23 18:26:04| INFO mul_sld_lr_is finished [took 111.9172s]
-21/12/23 18:26:10| INFO atc_mc finished [took 100.1641s]
-21/12/23 18:26:15| INFO doc finished [took 70.6841s]
-21/12/23 18:26:17| INFO bin_sld_lr_is finished [took 124.7341s]
-21/12/23 18:28:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 109.0262s]
-21/12/23 18:29:07| INFO bin_sld_lr_gs finished [took 169.7965s]
-21/12/23 18:36:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00726) [took 464.5481s]
-21/12/23 18:37:54| INFO mul_sld_lr_gs finished [took 525.5302s]
-21/12/23 18:43:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00831) [took 336.7945s]
-21/12/23 18:44:22| INFO m3w_sld_lr_gs finished [took 387.0020s]
-21/12/23 18:44:22| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1386.1862s]
-21/12/23 18:44:22| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-21/12/23 18:46:54| INFO m3w_sld_lr_c finished [took 149.9250s]
-21/12/23 18:47:14| INFO m3w_sld_lr_mc finished [took 168.1062s]
-21/12/23 18:47:15| INFO m3w_sld_lr finished [took 169.4252s]
-21/12/23 18:47:27| INFO bin_sld_lr_c finished [took 181.0158s]
-21/12/23 18:47:28| INFO mul_sld_lr_ne finished [took 182.6907s]
-21/12/23 18:47:46| INFO mul_sld_lr_c finished [took 200.0906s]
-21/12/23 18:47:54| INFO mul_sld_lr finished [took 208.7703s]
-21/12/23 18:47:56| INFO mul_sld_lr_mc finished [took 210.0678s]
-21/12/23 18:48:05| INFO bin_sld_lr_ne finished [took 219.1720s]
-21/12/23 18:48:07| INFO bin_sld_lr finished [took 221.7658s]
-21/12/23 18:48:08| INFO bin_sld_lr_mc finished [took 222.2724s]
-21/12/23 18:48:32| INFO m3w_sld_lr_ne finished [took 97.4323s]
-21/12/23 18:48:53| INFO ref finished [took 83.8857s]
-21/12/23 18:48:59| INFO atc_mc finished [took 72.5502s]
-21/12/23 18:49:10| INFO doc finished [took 75.1676s]
-21/12/23 18:49:11| INFO m3w_sld_lr_is finished [took 103.6219s]
-21/12/23 18:49:21| INFO bin_sld_lr_is finished [took 126.2748s]
-21/12/23 18:49:23| INFO mul_sld_lr_is finished [took 127.1483s]
-21/12/23 18:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 123.7235s]
-21/12/23 18:52:52| INFO bin_sld_lr_gs finished [took 206.7165s]
-21/12/23 19:00:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01358) [took 471.4291s]
-21/12/23 19:01:48| INFO mul_sld_lr_gs finished [took 534.8538s]
-21/12/23 19:07:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00949) [took 338.7996s]
-21/12/23 19:08:20| INFO m3w_sld_lr_gs finished [took 391.0281s]
-21/12/23 19:08:20| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 1437.9944s]
-21/12/23 19:08:20| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-21/12/23 19:11:09| INFO m3w_sld_lr_c finished [took 166.0580s]
-21/12/23 19:11:10| INFO m3w_sld_lr finished [took 166.7881s]
-21/12/23 19:11:16| INFO m3w_sld_lr_mc finished [took 172.3122s]
-21/12/23 19:11:16| INFO mul_sld_lr_ne finished [took 172.2920s]
-21/12/23 19:11:21| INFO bin_sld_lr_mc finished [took 178.0867s]
-21/12/23 19:11:26| INFO bin_sld_lr_ne finished [took 183.5538s]
-21/12/23 19:11:34| INFO mul_sld_lr finished [took 190.0985s]
-21/12/23 19:11:48| INFO mul_sld_lr_mc finished [took 204.4974s]
-21/12/23 19:11:50| INFO bin_sld_lr_c finished [took 207.1108s]
-21/12/23 19:11:55| INFO bin_sld_lr finished [took 211.5926s]
-21/12/23 19:11:57| INFO mul_sld_lr_c finished [took 213.9579s]
-21/12/23 19:12:45| INFO ref finished [took 82.3742s]
-21/12/23 19:12:52| INFO doc finished [took 77.8186s]
-21/12/23 19:12:54| INFO m3w_sld_lr_ne finished [took 103.3770s]
-21/12/23 19:12:56| INFO m3w_sld_lr_is finished [took 99.1672s]
-21/12/23 19:13:06| INFO bin_sld_lr_is finished [took 114.2610s]
-21/12/23 19:13:11| INFO atc_mc finished [took 104.2433s]
-21/12/23 19:13:29| INFO mul_sld_lr_is finished [took 132.6219s]
-21/12/23 19:15:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 135.5074s]
-21/12/23 19:16:51| INFO bin_sld_lr_gs finished [took 199.8319s]
-21/12/23 19:24:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00862) [took 469.4835s]
-21/12/23 19:25:50| INFO mul_sld_lr_gs finished [took 538.2845s]
-21/12/23 19:31:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01079) [took 336.4511s]
-21/12/23 19:32:19| INFO m3w_sld_lr_gs finished [took 387.2499s]
-21/12/23 19:32:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 1438.5078s]
-21/12/23 19:32:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-21/12/23 19:34:38| INFO m3w_sld_lr_mc finished [took 137.4952s]
-21/12/23 19:34:59| INFO mul_sld_lr finished [took 157.9641s]
-21/12/23 19:35:09| INFO m3w_sld_lr finished [took 168.0545s]
-21/12/23 19:35:12| INFO m3w_sld_lr_c finished [took 170.8653s]
-21/12/23 19:35:28| INFO bin_sld_lr_c finished [took 187.6526s]
-21/12/23 19:35:39| INFO bin_sld_lr_mc finished [took 198.2736s]
-21/12/23 19:35:41| INFO bin_sld_lr finished [took 199.7761s]
-21/12/23 19:35:42| INFO bin_sld_lr_ne finished [took 201.0816s]
-21/12/23 19:35:44| INFO mul_sld_lr_mc finished [took 203.8445s]
-21/12/23 19:35:49| INFO mul_sld_lr_ne finished [took 208.4933s]
-21/12/23 19:35:51| INFO mul_sld_lr_c finished [took 210.3303s]
-21/12/23 19:36:29| INFO m3w_sld_lr_ne finished [took 110.0954s]
-21/12/23 19:36:49| INFO m3w_sld_lr_is finished [took 96.3247s]
-21/12/23 19:36:58| INFO bin_sld_lr_is finished [took 118.1080s]
-21/12/23 19:36:58| INFO doc finished [took 76.7471s]
-21/12/23 19:36:59| INFO ref finished [took 89.4833s]
-21/12/23 19:37:01| INFO mul_sld_lr_is finished [took 111.1947s]
-21/12/23 19:37:08| INFO atc_mc finished [took 87.8508s]
-21/12/23 19:39:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 143.1093s]
-21/12/23 19:40:34| INFO bin_sld_lr_gs finished [took 204.6314s]
-21/12/23 19:48:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00615) [took 469.2679s]
-21/12/23 19:49:28| INFO mul_sld_lr_gs finished [took 533.7964s]
-21/12/23 19:55:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00689) [took 338.4573s]
-21/12/23 19:55:59| INFO m3w_sld_lr_gs finished [took 390.0455s]
-21/12/23 19:55:59| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1420.5717s]
-21/12/23 19:55:59| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-21/12/23 19:58:15| INFO bin_sld_lr_mc finished [took 132.8778s]
-21/12/23 19:58:46| INFO m3w_sld_lr_mc finished [took 163.7233s]
-21/12/23 19:58:51| INFO m3w_sld_lr finished [took 168.4487s]
-21/12/23 19:58:54| INFO m3w_sld_lr_c finished [took 171.4618s]
-21/12/23 19:59:11| INFO bin_sld_lr finished [took 189.0178s]
-21/12/23 19:59:17| INFO mul_sld_lr_c finished [took 194.4463s]
-21/12/23 19:59:21| INFO bin_sld_lr_c finished [took 200.1389s]
-21/12/23 19:59:23| INFO bin_sld_lr_ne finished [took 200.4655s]
-21/12/23 19:59:26| INFO mul_sld_lr_mc finished [took 204.2602s]
-21/12/23 19:59:30| INFO mul_sld_lr_ne finished [took 207.5586s]
-21/12/23 19:59:33| INFO mul_sld_lr finished [took 210.6185s]
-21/12/23 20:00:18| INFO ref finished [took 66.4497s]
-21/12/23 20:00:30| INFO m3w_sld_lr_ne finished [took 134.1558s]
-21/12/23 20:00:34| INFO bin_sld_lr_is finished [took 107.6241s]
-21/12/23 20:00:35| INFO atc_mc finished [took 77.5120s]
-21/12/23 20:00:38| INFO doc finished [took 76.0998s]
-21/12/23 20:00:49| INFO mul_sld_lr_is finished [took 117.1141s]
-21/12/23 20:00:50| INFO m3w_sld_lr_is finished [took 115.2244s]
-21/12/23 20:03:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 139.1900s]
-21/12/23 20:04:14| INFO bin_sld_lr_gs finished [took 202.6090s]
-21/12/23 20:12:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00560) [took 469.6515s]
-21/12/23 20:13:10| INFO mul_sld_lr_gs finished [took 535.0342s]
-21/12/23 20:18:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00605) [took 336.5900s]
-21/12/23 20:19:40| INFO m3w_sld_lr_gs finished [took 389.2989s]
-21/12/23 20:19:40| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 1421.1578s]
-21/12/23 20:19:40| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-21/12/23 20:22:21| INFO m3w_sld_lr_c finished [took 159.1983s]
-21/12/23 20:22:25| INFO m3w_sld_lr finished [took 162.9327s]
-21/12/23 20:22:29| INFO mul_sld_lr_c finished [took 167.1858s]
-21/12/23 20:22:30| INFO m3w_sld_lr_mc finished [took 168.1023s]
-21/12/23 20:22:31| INFO bin_sld_lr_c finished [took 169.0275s]
-21/12/23 20:22:57| INFO bin_sld_lr_ne finished [took 194.7152s]
-21/12/23 20:23:01| INFO bin_sld_lr_mc finished [took 198.8070s]
-21/12/23 20:23:01| INFO mul_sld_lr finished [took 199.4174s]
-21/12/23 20:23:01| INFO mul_sld_lr_mc finished [took 199.4018s]
-21/12/23 20:23:04| INFO bin_sld_lr finished [took 201.9668s]
-21/12/23 20:23:09| INFO mul_sld_lr_ne finished [took 206.5584s]
-21/12/23 20:23:55| INFO ref finished [took 83.7876s]
-21/12/23 20:24:06| INFO m3w_sld_lr_ne finished [took 104.4377s]
-21/12/23 20:24:12| INFO atc_mc finished [took 74.9802s]
-21/12/23 20:24:19| INFO bin_sld_lr_is finished [took 113.5843s]
-21/12/23 20:24:22| INFO mul_sld_lr_is finished [took 112.5838s]
-21/12/23 20:24:23| INFO m3w_sld_lr_is finished [took 112.4830s]
-21/12/23 20:24:30| INFO doc finished [took 88.5606s]
-21/12/23 20:26:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 140.6355s]
-21/12/23 20:27:59| INFO bin_sld_lr_gs finished [took 208.0885s]
-21/12/23 20:35:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 476.4444s]
-21/12/23 20:36:56| INFO mul_sld_lr_gs finished [took 536.2467s]
-21/12/23 20:42:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 338.6219s]
-21/12/23 20:43:26| INFO m3w_sld_lr_gs finished [took 389.7834s]
-21/12/23 20:43:26| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 1425.5216s]
-21/12/23 20:43:26| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-21/12/23 20:45:53| INFO mul_sld_lr_ne finished [took 144.8061s]
-21/12/23 20:46:08| INFO bin_sld_lr finished [took 158.5196s]
-21/12/23 20:46:11| INFO m3w_sld_lr_mc finished [took 161.1239s]
-21/12/23 20:46:18| INFO m3w_sld_lr finished [took 168.7694s]
-21/12/23 20:46:27| INFO m3w_sld_lr_c finished [took 177.2063s]
-21/12/23 20:46:44| INFO bin_sld_lr_c finished [took 194.8165s]
-21/12/23 20:46:50| INFO mul_sld_lr_mc finished [took 200.4006s]
-21/12/23 20:46:53| INFO bin_sld_lr_mc finished [took 203.6923s]
-21/12/23 20:46:56| INFO mul_sld_lr finished [took 206.5266s]
-21/12/23 20:46:57| INFO bin_sld_lr_ne finished [took 207.3996s]
-21/12/23 20:46:57| INFO mul_sld_lr_c finished [took 207.8869s]
-21/12/23 20:47:46| INFO m3w_sld_lr_ne finished [took 111.6146s]
-21/12/23 20:47:54| INFO mul_sld_lr_is finished [took 102.1995s]
-21/12/23 20:47:56| INFO m3w_sld_lr_is finished [took 96.5339s]
-21/12/23 20:48:01| INFO atc_mc finished [took 75.0736s]
-21/12/23 20:48:07| INFO ref finished [took 98.3715s]
-21/12/23 20:48:07| INFO bin_sld_lr_is finished [took 117.6410s]
-21/12/23 20:48:19| INFO doc finished [took 88.1030s]
-21/12/23 20:50:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00779) [took 131.6133s]
-21/12/23 20:51:38| INFO bin_sld_lr_gs finished [took 196.5640s]
-21/12/23 20:59:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00872) [took 472.8122s]
-21/12/23 21:00:37| INFO mul_sld_lr_gs finished [took 538.2667s]
-21/12/23 21:06:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 339.8604s]
-21/12/23 21:07:11| INFO m3w_sld_lr_gs finished [took 392.9223s]
-21/12/23 21:07:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 1425.5422s]
-21/12/23 21:07:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-21/12/23 21:09:02| INFO m3w_sld_lr_c finished [took 108.2616s]
-21/12/23 21:10:04| INFO m3w_sld_lr_mc finished [took 169.4133s]
-21/12/23 21:10:09| INFO m3w_sld_lr finished [took 174.1202s]
-21/12/23 21:10:16| INFO mul_sld_lr_c finished [took 181.2222s]
-21/12/23 21:10:26| INFO mul_sld_lr_ne finished [took 191.4295s]
-21/12/23 21:10:30| INFO bin_sld_lr_ne finished [took 195.6995s]
-21/12/23 21:10:34| INFO bin_sld_lr_c finished [took 199.4806s]
-21/12/23 21:10:43| INFO mul_sld_lr_mc finished [took 208.4925s]
-21/12/23 21:10:47| INFO bin_sld_lr finished [took 212.2293s]
-21/12/23 21:10:49| INFO bin_sld_lr_mc finished [took 214.0437s]
-21/12/23 21:10:49| INFO mul_sld_lr finished [took 214.8808s]
-21/12/23 21:11:02| INFO m3w_sld_lr_ne finished [took 119.1458s]
-21/12/23 21:11:39| INFO ref finished [took 72.2700s]
-21/12/23 21:11:50| INFO m3w_sld_lr_is finished [took 93.1320s]
-21/12/23 21:11:51| INFO atc_mc finished [took 79.3007s]
-21/12/23 21:11:55| INFO doc finished [took 79.9895s]
-21/12/23 21:11:59| INFO bin_sld_lr_is finished [took 113.7099s]
-21/12/23 21:12:06| INFO mul_sld_lr_is finished [took 116.0766s]
-21/12/23 21:14:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 120.1697s]
-21/12/23 21:15:12| INFO bin_sld_lr_gs finished [took 184.4137s]
-21/12/23 21:23:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01221) [took 469.5511s]
-21/12/23 21:24:06| INFO mul_sld_lr_gs finished [took 533.1136s]
-21/12/23 21:29:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01205) [took 340.6827s]
-21/12/23 21:30:40| INFO m3w_sld_lr_gs finished [took 392.5782s]
-21/12/23 21:30:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1408.3057s]
-21/12/23 21:30:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-21/12/23 21:33:08| INFO bin_sld_lr finished [took 145.8509s]
-21/12/23 21:33:22| INFO m3w_sld_lr finished [took 160.1927s]
-21/12/23 21:33:25| INFO m3w_sld_lr_mc finished [took 162.5191s]
-21/12/23 21:33:33| INFO m3w_sld_lr_c finished [took 170.4157s]
-21/12/23 21:33:51| INFO mul_sld_lr_c finished [took 188.9938s]
-21/12/23 21:33:56| INFO mul_sld_lr finished [took 193.8625s]
-21/12/23 21:33:58| INFO mul_sld_lr_ne finished [took 196.7390s]
-21/12/23 21:34:16| INFO bin_sld_lr_mc finished [took 213.4934s]
-21/12/23 21:34:17| INFO mul_sld_lr_mc finished [took 214.6115s]
-21/12/23 21:34:17| INFO bin_sld_lr_c finished [took 214.8836s]
-21/12/23 21:34:18| INFO bin_sld_lr_ne finished [took 215.7808s]
-21/12/23 21:34:45| INFO m3w_sld_lr_ne finished [took 96.6227s]
-21/12/23 21:35:08| INFO ref finished [took 75.3812s]
-21/12/23 21:35:09| INFO atc_mc finished [took 72.3790s]
-21/12/23 21:35:20| INFO doc finished [took 80.7166s]
-21/12/23 21:35:20| INFO mul_sld_lr_is finished [took 114.7119s]
-21/12/23 21:35:22| INFO m3w_sld_lr_is finished [took 108.6978s]
-21/12/23 21:35:37| INFO bin_sld_lr_is finished [took 133.1913s]
-21/12/23 21:37:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 109.1752s]
-21/12/23 21:38:29| INFO bin_sld_lr_gs finished [took 171.5488s]
-21/12/23 21:46:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 463.1312s]
-21/12/23 21:47:16| INFO mul_sld_lr_gs finished [took 525.1754s]
-21/12/23 21:52:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00633) [took 331.3745s]
-21/12/23 21:53:40| INFO m3w_sld_lr_gs finished [took 383.8207s]
-21/12/23 21:53:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1380.6142s]
-----------------------------------------------------------------------------------------------------
-21/12/23 23:06:14| INFO dataset imdb [pool size: 10]
-21/12/23 23:06:14| INFO Dataset sample [0.1 0.9] of dataset imdb started
-21/12/23 23:06:17| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/12/23 23:06:18| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/12/23 23:06:18| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/12/23 23:06:18| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/12/23 23:06:19| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/12/23 23:06:43| INFO ref finished [took 22.8604s]
-21/12/23 23:07:15| INFO atc_mc finished [took 32.3554s]
-21/12/23 23:07:55| INFO doc finished [took 39.4328s]
-21/12/23 23:32:03| INFO d_m3w_kde_lr_c finished [took 1544.8528s]
-21/12/23 23:32:41| INFO d_m3w_kde_lr_ne finished [took 1583.9242s]
-21/12/23 23:33:56| INFO d_m3w_kde_lr_mc finished [took 1657.6891s]
-21/12/23 23:34:10| INFO d_m3w_kde_lr finished [took 1672.2772s]
-21/12/23 23:34:18| INFO d_m3w_kde_lr_is finished [took 1679.3054s]
-21/12/23 23:34:47| INFO d_mul_kde_lr_mc finished [took 1709.0970s]
-21/12/23 23:34:54| INFO d_mul_kde_lr_ne finished [took 1715.5892s]
-21/12/23 23:35:00| INFO d_mul_kde_lr_c finished [took 1722.0858s]
-21/12/23 23:35:10| INFO d_mul_kde_lr_is finished [took 1730.6732s]
-21/12/23 23:35:38| INFO d_mul_kde_lr finished [took 1759.7853s]
-21/12/23 23:35:53| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-21/12/23 23:36:44| DEBUG [size=11,place=1] best score = 0.01171910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.412s]
-21/12/23 23:36:44| DEBUG [size=11,place=2] best score = 0.01430292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 50.412s]
-21/12/23 23:40:49| DEBUG [size=52,place=1] best score = 0.01053231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 244.439s]
-21/12/23 23:40:49| DEBUG [size=52,place=2] best score = 0.01061160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 244.440s]
-21/12/23 23:42:18| DEBUG [size=16,place=1] best score = 0.01191219; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s]
-21/12/23 23:42:18| DEBUG [size=16,place=2] best score = 0.01191966; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s]
-21/12/23 23:42:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.01053) [took 383.7738s]
-21/12/23 23:54:21| INFO d_mul_kde_lr_gs finished [took 1107.5464s]
-21/12/23 23:55:12| DEBUG [size=11,place=1] best score = 0.01243862; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.784s]
-21/12/23 23:55:12| DEBUG [size=11,place=2] best score = 0.01452841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 49.785s]
-21/12/23 23:57:51| DEBUG [size=34,place=1] best score = 0.01160017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 158.880s]
-21/12/23 23:57:51| DEBUG [size=34,place=2] best score = 0.01168875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 158.880s]
-21/12/23 23:59:14| DEBUG [size=16,place=1] best score = 0.01244143; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s]
-21/12/23 23:59:14| DEBUG [size=16,place=2] best score = 0.01244469; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s]
-21/12/23 23:59:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 291.4897s]
-22/12/23 00:10:31| INFO d_m3w_kde_lr_gs finished [took 968.6008s]
-22/12/23 00:10:31| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 3857.0875s]
-22/12/23 00:10:31| INFO Dataset sample [0.2 0.8] of dataset imdb started
-22/12/23 00:31:20| INFO d_bin_kde_lr_ne finished [took 1243.6024s]
-22/12/23 00:33:04| INFO d_bin_kde_lr finished [took 1348.4376s]
-22/12/23 00:33:15| INFO d_bin_kde_lr_mc finished [took 1359.2591s]
-22/12/23 00:33:19| INFO d_bin_kde_lr_c finished [took 1363.4242s]
-22/12/23 00:36:20| INFO d_m3w_kde_lr_mc finished [took 1544.0385s]
-22/12/23 00:36:45| INFO ref finished [took 23.7622s]
-22/12/23 00:37:19| INFO atc_mc finished [took 33.6188s]
-22/12/23 00:37:33| INFO d_m3w_kde_lr_c finished [took 1619.1772s]
-22/12/23 00:37:52| INFO doc finished [took 32.1963s]
-22/12/23 00:38:01| INFO d_m3w_kde_lr finished [took 1645.2412s]
-22/12/23 00:39:17| INFO d_mul_kde_lr_c finished [took 1721.4648s]
-22/12/23 00:39:34| INFO d_mul_kde_lr_ne finished [took 1738.2748s]
-22/12/23 00:39:39| INFO d_mul_kde_lr_mc finished [took 1743.2943s]
-22/12/23 00:39:45| INFO d_mul_kde_lr finished [took 1749.5043s]
-22/12/23 00:50:19| INFO d_bin_kde_lr_is finished [took 1033.8156s]
-22/12/23 00:52:36| INFO d_m3w_kde_lr_ne finished [took 1275.9103s]
-22/12/23 00:54:02| INFO d_m3w_kde_lr_is finished [took 1242.3023s]
-22/12/23 00:55:07| INFO d_mul_kde_lr_is finished [took 1311.3653s]
-22/12/23 00:55:46| DEBUG [size=11,place=1] best score = 0.00839656; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 36.737s]
-22/12/23 00:55:46| DEBUG [size=11,place=2] best score = 0.00936493; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.738s]
-22/12/23 00:58:34| DEBUG [size=52,place=1] best score = 0.00824998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 168.487s]
-22/12/23 00:58:34| DEBUG [size=52,place=2] best score = 0.00840352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 168.487s]
-22/12/23 01:00:12| DEBUG [size=28,place=1] best score = 0.00815196; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.306s]
-22/12/23 01:00:12| DEBUG [size=28,place=2] best score = 0.00815966; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 97.307s]
-22/12/23 01:01:07| DEBUG [size=14,place=1] best score = 0.00861763; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.764s]
-22/12/23 01:01:07| DEBUG [size=14,place=2] best score = 0.00863107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.765s]
-22/12/23 01:01:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00815) [took 358.4078s]
-22/12/23 01:08:54| INFO d_bin_kde_lr_gs finished [took 825.0173s]
-22/12/23 01:09:47| DEBUG [size=11,place=1] best score = 0.00874769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 51.949s]
-22/12/23 01:09:47| DEBUG [size=11,place=2] best score = 0.00925411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 51.950s]
-22/12/23 01:13:39| DEBUG [size=52,place=1] best score = 0.00851289; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 231.906s]
-22/12/23 01:13:39| DEBUG [size=52,place=2] best score = 0.00885294; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 231.907s]
-22/12/23 01:15:55| DEBUG [size=29,place=1] best score = 0.00873530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 136.487s]
-22/12/23 01:15:55| DEBUG [size=29,place=2] best score = 0.00877211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 136.487s]
-22/12/23 01:15:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} (score=0.00851) [took 420.4514s]
-22/12/23 01:27:09| INFO d_mul_kde_lr_gs finished [took 1093.9088s]
-22/12/23 01:27:58| DEBUG [size=11,place=1] best score = 0.00959855; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 47.944s]
-22/12/23 01:27:58| DEBUG [size=11,place=2] best score = 0.01117045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.945s]
-22/12/23 01:31:22| DEBUG [size=53,place=1] best score = 0.00860071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 204.529s]
-22/12/23 01:31:22| DEBUG [size=53,place=2] best score = 0.00863342; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 204.529s]
-22/12/23 01:34:14| DEBUG [size=43,place=1] best score = 0.00865742; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.991s]
-22/12/23 01:34:14| DEBUG [size=43,place=2] best score = 0.00878468; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.992s]
-22/12/23 01:34:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00860) [took 424.5742s]
-22/12/23 01:41:55| INFO d_m3w_kde_lr_gs finished [took 885.1180s]
-22/12/23 01:41:55| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5484.1327s]
-22/12/23 01:41:55| INFO Dataset sample [0.3 0.7] of dataset imdb started
-22/12/23 01:58:00| INFO d_bin_kde_lr finished [took 960.4489s]
-22/12/23 01:58:40| INFO d_bin_kde_lr_mc finished [took 1000.3581s]
-22/12/23 01:58:42| INFO d_bin_kde_lr_c finished [took 1001.9582s]
-22/12/23 01:58:50| INFO d_bin_kde_lr_ne finished [took 1010.2453s]
-22/12/23 02:04:33| INFO d_m3w_kde_lr_mc finished [took 1353.3714s]
-22/12/23 02:04:55| INFO d_m3w_kde_lr_c finished [took 1376.9909s]
-22/12/23 02:04:59| INFO ref finished [took 24.1727s]
-22/12/23 02:05:20| INFO atc_mc finished [took 24.4369s]
-22/12/23 02:05:40| INFO doc finished [took 40.9844s]
-22/12/23 02:05:45| INFO d_m3w_kde_lr finished [took 1425.3380s]
-22/12/23 02:06:22| INFO d_mul_kde_lr finished [took 1462.4782s]
-22/12/23 02:06:51| INFO d_mul_kde_lr_ne finished [took 1491.2722s]
-22/12/23 02:06:53| INFO d_mul_kde_lr_mc finished [took 1493.4205s]
-22/12/23 02:06:57| INFO d_mul_kde_lr_c finished [took 1497.4261s]
-22/12/23 02:12:08| INFO d_bin_kde_lr_is finished [took 806.4935s]
-22/12/23 02:16:26| INFO d_m3w_kde_lr_ne finished [took 1104.4694s]
-22/12/23 02:17:14| INFO d_m3w_kde_lr_is finished [took 1103.1348s]
-22/12/23 02:18:11| INFO d_mul_kde_lr_is finished [took 1168.4159s]
-22/12/23 02:18:45| DEBUG [size=11,place=1] best score = 0.02216385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 32.220s]
-22/12/23 02:18:45| DEBUG [size=11,place=2] best score = 0.02559460; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 32.221s]
-22/12/23 02:21:05| DEBUG [size=52,place=1] best score = 0.01955159; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.381s]
-22/12/23 02:21:05| DEBUG [size=52,place=2] best score = 0.02214614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.382s]
-22/12/23 02:23:04| DEBUG [size=41,place=1] best score = 0.01962482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 118.267s]
-22/12/23 02:23:04| DEBUG [size=41,place=2] best score = 0.02297852; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 118.268s]
-22/12/23 02:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01955) [took 290.9779s]
-22/12/23 02:29:14| INFO d_bin_kde_lr_gs finished [took 660.8183s]
-22/12/23 02:30:09| DEBUG [size=11,place=1] best score = 0.02162917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 54.525s]
-22/12/23 02:30:09| DEBUG [size=11,place=2] best score = 0.02515699; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.525s]
-22/12/23 02:33:54| DEBUG [size=51,place=1] best score = 0.02078024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 224.583s]
-22/12/23 02:33:54| DEBUG [size=51,place=2] best score = 0.02083132; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 224.583s]
-22/12/23 02:34:54| DEBUG [size=14,place=1] best score = 0.02052737; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 60.227s]
-22/12/23 02:34:54| DEBUG [size=14,place=2] best score = 0.02133049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.228s]
-22/12/23 02:38:24| DEBUG [size=48,place=1] best score = 0.02012811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 210.308s]
-22/12/23 02:38:24| DEBUG [size=48,place=2] best score = 0.02029226; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 210.309s]
-22/12/23 02:39:08| DEBUG [size=7,place=1] best score = 0.02339303; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s]
-22/12/23 02:39:08| DEBUG [size=7,place=2] best score = 0.02543649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s]
-22/12/23 02:39:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.02013) [took 593.8381s]
-22/12/23 02:46:46| INFO d_mul_kde_lr_gs finished [took 1051.2775s]
-22/12/23 02:47:37| DEBUG [size=11,place=1] best score = 0.02283504; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.595s]
-22/12/23 02:47:37| DEBUG [size=11,place=2] best score = 0.03097934; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.596s]
-22/12/23 02:50:57| DEBUG [size=52,place=1] best score = 0.02212950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 200.054s]
-22/12/23 02:50:57| DEBUG [size=52,place=2] best score = 0.02282314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.054s]
-22/12/23 02:53:53| DEBUG [size=45,place=1] best score = 0.02162442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s]
-22/12/23 02:53:53| DEBUG [size=45,place=2] best score = 0.02223748; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s]
-22/12/23 02:56:33| DEBUG [size=40,place=1] best score = 0.02508159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.902s]
-22/12/23 02:56:33| DEBUG [size=40,place=2] best score = 0.02520986; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.903s]
-22/12/23 02:56:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02162) [took 586.3670s]
-22/12/23 03:02:57| INFO d_m3w_kde_lr_gs finished [took 969.3837s]
-22/12/23 03:02:57| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4861.4373s]
-22/12/23 03:02:57| INFO Dataset sample [0.4 0.6] of dataset imdb started
-22/12/23 03:17:18| INFO d_bin_kde_lr_mc finished [took 857.2069s]
-22/12/23 03:17:21| INFO d_bin_kde_lr finished [took 859.8712s]
-22/12/23 03:17:29| INFO d_bin_kde_lr_c finished [took 867.5521s]
-22/12/23 03:17:29| INFO d_bin_kde_lr_ne finished [took 867.6135s]
-22/12/23 03:27:44| INFO d_m3w_kde_lr_mc finished [took 1483.2561s]
-22/12/23 03:28:02| INFO d_m3w_kde_lr_c finished [took 1500.9200s]
-22/12/23 03:28:04| INFO d_mul_kde_lr_ne finished [took 1502.6616s]
-22/12/23 03:28:09| INFO ref finished [took 24.2211s]
-22/12/23 03:28:27| INFO d_m3w_kde_lr finished [took 1525.6657s]
-22/12/23 03:28:33| INFO d_mul_kde_lr_c finished [took 1531.5988s]
-22/12/23 03:28:34| INFO atc_mc finished [took 31.2292s]
-22/12/23 03:28:35| INFO doc finished [took 31.1063s]
-22/12/23 03:28:53| INFO d_mul_kde_lr_mc finished [took 1552.1775s]
-22/12/23 03:29:00| INFO d_mul_kde_lr finished [took 1561.1457s]
-22/12/23 03:30:43| INFO d_bin_kde_lr_is finished [took 800.9719s]
-22/12/23 03:38:15| INFO d_m3w_kde_lr_ne finished [took 1256.0308s]
-22/12/23 03:38:20| INFO d_m3w_kde_lr_is finished [took 1250.6548s]
-22/12/23 03:39:11| INFO d_mul_kde_lr_is finished [took 1302.1203s]
-22/12/23 03:39:39| DEBUG [size=11,place=1] best score = 0.01220326; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.017s]
-22/12/23 03:39:39| DEBUG [size=11,place=2] best score = 0.01346148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.017s]
-22/12/23 03:41:31| DEBUG [size=53,place=1] best score = 0.01177946; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 112.199s]
-22/12/23 03:41:31| DEBUG [size=53,place=2] best score = 0.01185547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.199s]
-22/12/23 03:42:30| DEBUG [size=26,place=1] best score = 0.01185206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s]
-22/12/23 03:42:30| DEBUG [size=26,place=2] best score = 0.01200092; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s]
-22/12/23 03:42:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01178) [took 197.2062s]
-22/12/23 03:47:09| INFO d_bin_kde_lr_gs finished [took 476.4592s]
-22/12/23 03:47:54| DEBUG [size=11,place=1] best score = 0.01302255; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.739s]
-22/12/23 03:47:54| DEBUG [size=11,place=2] best score = 0.01469769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.740s]
-22/12/23 03:51:04| DEBUG [size=51,place=1] best score = 0.01104196; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s]
-22/12/23 03:51:04| DEBUG [size=51,place=2] best score = 0.01146148; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s]
-22/12/23 03:52:33| DEBUG [size=22,place=1] best score = 0.01115449; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s]
-22/12/23 03:52:33| DEBUG [size=22,place=2] best score = 0.01236064; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s]
-22/12/23 03:52:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01104) [took 322.9393s]
-22/12/23 03:58:03| INFO d_mul_kde_lr_gs finished [took 653.4074s]
-22/12/23 03:58:50| DEBUG [size=11,place=1] best score = 0.03145736; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 45.604s]
-22/12/23 03:58:50| DEBUG [size=11,place=2] best score = 0.03185374; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 45.605s]
-22/12/23 04:02:04| DEBUG [size=53,place=1] best score = 0.02631482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 193.786s]
-22/12/23 04:02:04| DEBUG [size=53,place=2] best score = 0.02922581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 193.787s]
-22/12/23 04:03:41| DEBUG [size=26,place=1] best score = 0.02285566; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 97.155s]
-22/12/23 04:03:41| DEBUG [size=26,place=2] best score = 0.02567040; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 97.155s]
-22/12/23 04:05:36| DEBUG [size=25,place=1] best score = 0.02345694; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 115.405s]
-22/12/23 04:05:36| DEBUG [size=25,place=2] best score = 0.02696269; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 115.405s]
-22/12/23 04:05:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02286) [took 452.0615s]
-22/12/23 04:14:44| INFO d_m3w_kde_lr_gs finished [took 1000.0153s]
-22/12/23 04:14:44| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4307.8374s]
-22/12/23 04:14:44| INFO Dataset sample [0.5 0.5] of dataset imdb started
-22/12/23 04:28:05| INFO d_bin_kde_lr_ne finished [took 795.6888s]
-22/12/23 04:29:21| INFO d_bin_kde_lr_c finished [took 871.7629s]
-22/12/23 04:29:25| INFO d_bin_kde_lr_mc finished [took 875.3181s]
-22/12/23 04:29:47| INFO d_bin_kde_lr finished [took 897.9914s]
-22/12/23 04:40:59| INFO d_m3w_kde_lr_mc finished [took 1569.8040s]
-22/12/23 04:41:07| INFO d_m3w_kde_lr finished [took 1577.4540s]
-22/12/23 04:41:18| INFO ref finished [took 18.2820s]
-22/12/23 04:41:34| INFO d_m3w_kde_lr_c finished [took 1605.0789s]
-22/12/23 04:41:42| INFO atc_mc finished [took 34.6215s]
-22/12/23 04:41:48| INFO doc finished [took 29.1316s]
-22/12/23 04:42:39| INFO d_mul_kde_lr_mc finished [took 1669.6933s]
-22/12/23 04:42:39| INFO d_mul_kde_lr_c finished [took 1670.7990s]
-22/12/23 04:42:40| INFO d_mul_kde_lr_ne finished [took 1671.1107s]
-22/12/23 04:42:49| INFO d_mul_kde_lr finished [took 1681.9802s]
-22/12/23 04:43:47| INFO d_bin_kde_lr_is finished [took 865.3998s]
-22/12/23 04:50:53| INFO d_m3w_kde_lr_ne finished [took 1367.0129s]
-22/12/23 04:51:45| INFO d_m3w_kde_lr_is finished [took 1317.0236s]
-22/12/23 04:52:48| INFO d_mul_kde_lr_is finished [took 1402.7041s]
-22/12/23 04:53:15| DEBUG [size=11,place=1] best score = 0.01200764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.821s]
-22/12/23 04:53:15| DEBUG [size=11,place=2] best score = 0.01560725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.822s]
-22/12/23 04:55:07| DEBUG [size=53,place=1] best score = 0.01200819; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s]
-22/12/23 04:55:07| DEBUG [size=53,place=2] best score = 0.01201242; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s]
-22/12/23 04:55:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01201) [took 137.5497s]
-22/12/23 04:59:50| INFO d_bin_kde_lr_gs finished [took 420.2813s]
-22/12/23 05:00:40| DEBUG [size=11,place=1] best score = 0.01360795; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.372s]
-22/12/23 05:00:40| DEBUG [size=11,place=2] best score = 0.02045060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.373s]
-22/12/23 05:04:08| DEBUG [size=53,place=1] best score = 0.01324470; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.910s]
-22/12/23 05:04:08| DEBUG [size=53,place=2] best score = 0.01375573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.910s]
-22/12/23 05:06:06| DEBUG [size=28,place=1] best score = 0.01386648; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 117.979s]
-22/12/23 05:06:06| DEBUG [size=28,place=2] best score = 0.01388322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 117.979s]
-22/12/23 05:06:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01324) [took 375.3701s]
-22/12/23 05:11:54| INFO d_mul_kde_lr_gs finished [took 722.5686s]
-22/12/23 05:12:42| DEBUG [size=11,place=1] best score = 0.01729790; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 47.443s]
-22/12/23 05:12:42| DEBUG [size=11,place=2] best score = 0.02171739; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.444s]
-22/12/23 05:15:03| DEBUG [size=34,place=1] best score = 0.01721279; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 140.925s]
-22/12/23 05:15:03| DEBUG [size=34,place=2] best score = 0.01723208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 140.926s]
-22/12/23 05:16:28| DEBUG [size=16,place=1] best score = 0.01976464; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 84.535s]
-22/12/23 05:16:28| DEBUG [size=16,place=2] best score = 0.01992944; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 84.536s]
-22/12/23 05:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.01721) [took 273.0125s]
-22/12/23 05:28:20| INFO d_m3w_kde_lr_gs finished [took 985.5530s]
-22/12/23 05:28:20| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4415.8158s]
-22/12/23 05:28:20| INFO Dataset sample [0.6 0.4] of dataset imdb started
-22/12/23 05:42:08| INFO d_bin_kde_lr_c finished [took 822.5884s]
-22/12/23 05:42:34| INFO d_bin_kde_lr finished [took 849.5182s]
-22/12/23 05:42:50| INFO d_bin_kde_lr_mc finished [took 865.2244s]
-22/12/23 05:43:15| INFO d_bin_kde_lr_ne finished [took 889.8219s]
-22/12/23 05:52:39| INFO d_mul_kde_lr_ne finished [took 1454.1754s]
-22/12/23 05:53:04| INFO ref finished [took 23.5723s]
-22/12/23 05:53:08| INFO d_m3w_kde_lr_mc finished [took 1483.4216s]
-22/12/23 05:53:10| INFO d_m3w_kde_lr_c finished [took 1484.4975s]
-22/12/23 05:53:41| INFO atc_mc finished [took 36.4981s]
-22/12/23 05:53:48| INFO doc finished [took 38.9757s]
-22/12/23 05:54:01| INFO d_mul_kde_lr finished [took 1535.7283s]
-22/12/23 05:54:18| INFO d_m3w_kde_lr finished [took 1552.8755s]
-22/12/23 05:54:44| INFO d_mul_kde_lr_mc finished [took 1578.5972s]
-22/12/23 05:55:00| INFO d_mul_kde_lr_c finished [took 1596.5260s]
-22/12/23 05:55:55| INFO d_bin_kde_lr_is finished [took 799.4430s]
-22/12/23 06:02:32| INFO d_m3w_kde_lr_ne finished [took 1223.7281s]
-22/12/23 06:04:06| INFO d_m3w_kde_lr_is finished [took 1250.7854s]
-22/12/23 06:04:24| INFO d_mul_kde_lr_is finished [took 1292.7534s]
-22/12/23 06:04:52| DEBUG [size=11,place=1] best score = 0.01831223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.760s]
-22/12/23 06:04:52| DEBUG [size=11,place=2] best score = 0.01965745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.761s]
-22/12/23 06:06:49| DEBUG [size=53,place=1] best score = 0.01554784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s]
-22/12/23 06:06:49| DEBUG [size=53,place=2] best score = 0.01600698; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s]
-22/12/23 06:08:25| DEBUG [size=40,place=1] best score = 0.01367236; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 95.233s]
-22/12/23 06:08:25| DEBUG [size=40,place=2] best score = 0.01518256; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 95.233s]
-22/12/23 06:10:17| DEBUG [size=47,place=1] best score = 0.01497173; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.384s]
-22/12/23 06:10:17| DEBUG [size=47,place=2] best score = 0.01564006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.385s]
-22/12/23 06:10:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01367) [took 351.9340s]
-22/12/23 06:14:59| INFO d_bin_kde_lr_gs finished [took 633.3570s]
-22/12/23 06:15:48| DEBUG [size=11,place=1] best score = 0.01943020; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.701s]
-22/12/23 06:15:48| DEBUG [size=11,place=2] best score = 0.02204250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.702s]
-22/12/23 06:19:16| DEBUG [size=51,place=1] best score = 0.01670176; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.228s]
-22/12/23 06:19:16| DEBUG [size=51,place=2] best score = 0.01839441; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.229s]
-22/12/23 06:19:53| DEBUG [size=9,place=1] best score = 0.01569212; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.417s]
-22/12/23 06:19:53| DEBUG [size=9,place=2] best score = 0.01583485; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.417s]
-22/12/23 06:22:41| DEBUG [size=44,place=1] best score = 0.01611697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 167.880s]
-22/12/23 06:22:41| DEBUG [size=44,place=2] best score = 0.01941524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.881s]
-22/12/23 06:22:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01569) [took 461.3387s]
-22/12/23 06:28:59| INFO d_mul_kde_lr_gs finished [took 839.1956s]
-22/12/23 06:29:48| DEBUG [size=11,place=1] best score = 0.02041792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 48.234s]
-22/12/23 06:29:48| DEBUG [size=11,place=2] best score = 0.02098910; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.235s]
-22/12/23 06:33:20| DEBUG [size=52,place=1] best score = 0.01908248; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 211.884s]
-22/12/23 06:33:20| DEBUG [size=52,place=2] best score = 0.01963287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 211.884s]
-22/12/23 06:35:23| DEBUG [size=26,place=1] best score = 0.01899730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 122.606s]
-22/12/23 06:35:23| DEBUG [size=26,place=2] best score = 0.01903873; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 122.606s]
-22/12/23 06:36:28| DEBUG [size=14,place=1] best score = 0.02215913; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 65.670s]
-22/12/23 06:36:28| DEBUG [size=14,place=2] best score = 0.02235864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 65.670s]
-22/12/23 06:36:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01900) [took 448.5094s]
-22/12/23 06:47:02| INFO d_m3w_kde_lr_gs finished [took 1081.6125s]
-22/12/23 06:47:02| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 4721.3737s]
-22/12/23 06:47:02| INFO Dataset sample [0.7 0.3] of dataset imdb started
-22/12/23 07:03:32| INFO d_bin_kde_lr_c finished [took 984.7176s]
-22/12/23 07:03:43| INFO d_bin_kde_lr_mc finished [took 995.4171s]
-22/12/23 07:03:49| INFO d_bin_kde_lr_ne finished [took 1001.6608s]
-22/12/23 07:04:01| INFO d_bin_kde_lr finished [took 1013.1934s]
-22/12/23 07:09:52| INFO d_m3w_kde_lr_mc finished [took 1364.0614s]
-22/12/23 07:10:07| INFO d_m3w_kde_lr_c finished [took 1379.7505s]
-22/12/23 07:10:09| INFO ref finished [took 16.6218s]
-22/12/23 07:10:13| INFO d_m3w_kde_lr finished [took 1387.8062s]
-22/12/23 07:10:38| INFO doc finished [took 28.1435s]
-22/12/23 07:10:42| INFO atc_mc finished [took 33.5953s]
-22/12/23 07:11:11| INFO d_mul_kde_lr_ne finished [took 1443.8316s]
-22/12/23 07:11:37| INFO d_mul_kde_lr finished [took 1469.5976s]
-22/12/23 07:12:16| INFO d_mul_kde_lr_c finished [took 1508.5201s]
-22/12/23 07:12:37| INFO d_mul_kde_lr_mc finished [took 1529.6625s]
-22/12/23 07:17:16| INFO d_bin_kde_lr_is finished [took 812.2104s]
-22/12/23 07:22:14| INFO d_m3w_kde_lr_ne finished [took 1121.2002s]
-22/12/23 07:22:33| INFO d_m3w_kde_lr_is finished [took 1110.7544s]
-22/12/23 07:23:36| INFO d_mul_kde_lr_is finished [took 1185.8341s]
-22/12/23 07:24:11| DEBUG [size=11,place=1] best score = 0.01094987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 33.233s]
-22/12/23 07:24:11| DEBUG [size=11,place=2] best score = 0.01160251; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 33.234s]
-22/12/23 07:26:34| DEBUG [size=53,place=1] best score = 0.01089583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 143.089s]
-22/12/23 07:26:34| DEBUG [size=53,place=2] best score = 0.01090240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 143.089s]
-22/12/23 07:28:33| DEBUG [size=43,place=1] best score = 0.01101277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.726s]
-22/12/23 07:28:33| DEBUG [size=43,place=2] best score = 0.01105240; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.727s]
-22/12/23 07:28:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01090) [took 295.1571s]
-22/12/23 07:34:39| INFO d_bin_kde_lr_gs finished [took 661.5790s]
-22/12/23 07:35:35| DEBUG [size=11,place=1] best score = 0.01194722; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.156s]
-22/12/23 07:35:35| DEBUG [size=11,place=2] best score = 0.01232332; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 54.157s]
-22/12/23 07:39:27| DEBUG [size=52,place=1] best score = 0.01144683; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 232.473s]
-22/12/23 07:39:27| DEBUG [size=52,place=2] best score = 0.01145956; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 232.474s]
-22/12/23 07:40:41| DEBUG [size=14,place=1] best score = 0.01140454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 73.325s]
-22/12/23 07:40:41| DEBUG [size=14,place=2] best score = 0.01151984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 73.326s]
-22/12/23 07:43:37| DEBUG [size=39,place=1] best score = 0.01130230; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 176.500s]
-22/12/23 07:43:37| DEBUG [size=39,place=2] best score = 0.01144613; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 176.500s]
-22/12/23 07:45:40| DEBUG [size=25,place=1] best score = 0.01129377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 123.138s]
-22/12/23 07:45:40| DEBUG [size=25,place=2] best score = 0.01134791; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 123.138s]
-22/12/23 07:46:26| DEBUG [size=10,place=1] best score = 0.01154254; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 46.092s]
-22/12/23 07:46:26| DEBUG [size=10,place=2] best score = 0.01155374; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 46.092s]
-22/12/23 07:46:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01129) [took 705.8045s]
-22/12/23 07:53:43| INFO d_mul_kde_lr_gs finished [took 1141.8314s]
-22/12/23 07:54:35| DEBUG [size=11,place=1] best score = 0.01171189; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.552s]
-22/12/23 07:54:35| DEBUG [size=11,place=2] best score = 0.01416407; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 50.552s]
-22/12/23 07:57:53| DEBUG [size=52,place=1] best score = 0.01137540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.007s]
-22/12/23 07:57:53| DEBUG [size=52,place=2] best score = 0.01168546; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.008s]
-22/12/23 08:00:48| DEBUG [size=46,place=1] best score = 0.01141607; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.676s]
-22/12/23 08:00:48| DEBUG [size=46,place=2] best score = 0.01177118; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.677s]
-22/12/23 08:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01138) [took 424.3588s]
-22/12/23 08:07:26| INFO d_m3w_kde_lr_gs finished [took 822.3958s]
-22/12/23 08:07:26| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 4824.8568s]
-22/12/23 08:07:27| INFO Dataset sample [0.8 0.2] of dataset imdb started
-22/12/23 08:29:41| INFO d_bin_kde_lr_mc finished [took 1329.7769s]
-22/12/23 08:29:50| INFO d_bin_kde_lr finished [took 1340.4980s]
-22/12/23 08:30:19| INFO d_bin_kde_lr_ne finished [took 1367.7865s]
-22/12/23 08:30:43| INFO d_bin_kde_lr_c finished [took 1392.1912s]
-22/12/23 08:35:09| INFO d_m3w_kde_lr_c finished [took 1657.4206s]
-22/12/23 08:35:12| INFO d_m3w_kde_lr finished [took 1660.4272s]
-22/12/23 08:35:14| INFO d_m3w_kde_lr_mc finished [took 1663.2044s]
-22/12/23 08:35:34| INFO ref finished [took 25.1063s]
-22/12/23 08:35:45| INFO atc_mc finished [took 33.2251s]
-22/12/23 08:35:50| INFO doc finished [took 34.7855s]
-22/12/23 08:36:59| INFO d_mul_kde_lr_c finished [took 1768.1070s]
-22/12/23 08:36:59| INFO d_mul_kde_lr finished [took 1768.1206s]
-22/12/23 08:37:15| INFO d_mul_kde_lr_ne finished [took 1784.0935s]
-22/12/23 08:37:23| INFO d_mul_kde_lr_mc finished [took 1792.2178s]
-22/12/23 08:48:02| INFO d_bin_kde_lr_is finished [took 1091.3137s]
-22/12/23 08:50:57| INFO d_m3w_kde_lr_ne finished [took 1275.7988s]
-22/12/23 08:51:52| INFO d_m3w_kde_lr_is finished [took 1267.5635s]
-22/12/23 08:52:42| INFO d_mul_kde_lr_is finished [took 1342.7545s]
-22/12/23 08:53:22| DEBUG [size=11,place=1] best score = 0.01003389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.521s]
-22/12/23 08:53:22| DEBUG [size=11,place=2] best score = 0.01272308; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.522s]
-22/12/23 08:56:11| DEBUG [size=51,place=1] best score = 0.00992434; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.559s]
-22/12/23 08:56:11| DEBUG [size=51,place=2] best score = 0.01006582; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.560s]
-22/12/23 08:57:41| DEBUG [size=27,place=1] best score = 0.00990534; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s]
-22/12/23 08:57:41| DEBUG [size=27,place=2] best score = 0.01041537; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s]
-22/12/23 08:59:53| DEBUG [size=39,place=1] best score = 0.01077851; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.550s]
-22/12/23 08:59:53| DEBUG [size=39,place=2] best score = 0.01096110; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.551s]
-22/12/23 08:59:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00991) [took 429.4698s]
-22/12/23 09:07:08| INFO d_bin_kde_lr_gs finished [took 864.5249s]
-22/12/23 09:08:02| DEBUG [size=11,place=1] best score = 0.01171190; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 53.189s]
-22/12/23 09:08:02| DEBUG [size=11,place=2] best score = 0.01365423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 53.189s]
-22/12/23 09:11:48| DEBUG [size=51,place=1] best score = 0.01015300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 225.718s]
-22/12/23 09:11:48| DEBUG [size=51,place=2] best score = 0.01090530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 225.718s]
-22/12/23 09:13:47| DEBUG [size=26,place=1] best score = 0.01093440; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 119.083s]
-22/12/23 09:13:47| DEBUG [size=26,place=2] best score = 0.01118640; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 119.083s]
-22/12/23 09:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01015) [took 398.0997s]
-22/12/23 09:22:00| INFO d_mul_kde_lr_gs finished [took 890.6702s]
-22/12/23 09:22:49| DEBUG [size=11,place=1] best score = 0.00968675; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.616s]
-22/12/23 09:22:49| DEBUG [size=11,place=2] best score = 0.01059194; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.617s]
-22/12/23 09:26:14| DEBUG [size=51,place=1] best score = 0.00893980; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s]
-22/12/23 09:26:14| DEBUG [size=51,place=2] best score = 0.00908884; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s]
-22/12/23 09:26:55| DEBUG [size=9,place=1] best score = 0.00909583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.424s]
-22/12/23 09:26:55| DEBUG [size=9,place=2] best score = 0.00946370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.425s]
-22/12/23 09:26:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00894) [took 294.8310s]
-22/12/23 09:34:53| INFO d_m3w_kde_lr_gs finished [took 772.8415s]
-22/12/23 09:34:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 5246.9215s]
-22/12/23 09:34:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
-22/12/23 10:00:27| INFO d_bin_kde_lr finished [took 1531.0343s]
-22/12/23 10:01:41| INFO d_bin_kde_lr_ne finished [took 1603.2629s]
-22/12/23 10:01:44| INFO d_bin_kde_lr_mc finished [took 1606.2123s]
-22/12/23 10:02:00| INFO d_bin_kde_lr_c finished [took 1622.1148s]
-22/12/23 10:02:41| INFO d_m3w_kde_lr_mc finished [took 1662.8846s]
-22/12/23 10:02:58| INFO ref finished [took 16.7379s]
-22/12/23 10:03:23| INFO atc_mc finished [took 25.0003s]
-22/12/23 10:03:56| INFO d_m3w_kde_lr_c finished [took 1738.3178s]
-22/12/23 10:04:04| INFO d_m3w_kde_lr finished [took 1746.0812s]
-22/12/23 10:04:05| INFO doc finished [took 40.4768s]
-22/12/23 10:04:32| INFO d_mul_kde_lr finished [took 1773.9728s]
-22/12/23 10:05:05| INFO d_mul_kde_lr_mc finished [took 1806.9664s]
-22/12/23 10:05:38| INFO d_mul_kde_lr_ne finished [took 1839.9555s]
-22/12/23 10:05:46| INFO d_mul_kde_lr_c finished [took 1847.9969s]
-22/12/23 10:21:06| INFO d_bin_kde_lr_is finished [took 1164.2334s]
-22/12/23 10:21:53| INFO d_m3w_kde_lr_ne finished [took 1285.4000s]
-22/12/23 10:22:43| INFO d_m3w_kde_lr_is finished [took 1242.4933s]
-22/12/23 10:23:46| INFO d_mul_kde_lr_is finished [took 1321.5613s]
-22/12/23 10:24:10| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-22/12/23 10:25:00| DEBUG [size=11,place=1] best score = 0.01128233; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 49.542s]
-22/12/23 10:25:00| DEBUG [size=11,place=2] best score = 0.01258154; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.542s]
-22/12/23 10:29:02| DEBUG [size=52,place=1] best score = 0.01132444; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 241.912s]
-22/12/23 10:29:02| DEBUG [size=52,place=2] best score = 0.01139785; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 241.913s]
-22/12/23 10:29:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} (score=0.01128) [took 291.5604s]
-22/12/23 10:40:24| INFO d_mul_kde_lr_gs finished [took 972.9297s]
-22/12/23 10:41:15| DEBUG [size=11,place=1] best score = 0.01077118; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.081s]
-22/12/23 10:41:15| DEBUG [size=11,place=2] best score = 0.01094562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.082s]
-22/12/23 10:44:55| DEBUG [size=53,place=1] best score = 0.00880697; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.763s]
-22/12/23 10:44:55| DEBUG [size=53,place=2] best score = 0.00922996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.764s]
-22/12/23 10:48:05| DEBUG [size=44,place=1] best score = 0.00799106; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 189.588s]
-22/12/23 10:48:05| DEBUG [size=44,place=2] best score = 0.00819676; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 189.588s]
-22/12/23 10:48:59| DEBUG [size=12,place=1] best score = 0.01200694; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s]
-22/12/23 10:48:59| DEBUG [size=12,place=2] best score = 0.01250528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s]
-22/12/23 10:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00799) [took 514.6723s]
-22/12/23 10:58:02| INFO d_m3w_kde_lr_gs finished [took 1057.9658s]
-22/12/23 10:58:02| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 4988.9989s]
-----------------------------------------------------------------------------------------------------
-22/12/23 12:47:04| INFO dataset imdb [pool size: 10]
-22/12/23 12:47:04| INFO Dataset sample [0.1 0.9] of dataset imdb started
-22/12/23 12:47:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/12/23 12:47:09| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/12/23 12:47:09| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/12/23 12:47:09| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/12/23 12:47:11| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-22/12/23 12:48:28| INFO ref finished [took 74.5349s]
-22/12/23 12:49:47| INFO atc_mc finished [took 77.1284s]
-22/12/23 12:50:19| INFO doc finished [took 31.0410s]
-22/12/23 13:15:10| INFO m3w_kde_lr_mc finished [took 1681.1576s]
-22/12/23 13:15:29| INFO m3w_kde_lr_is finished [took 1697.8186s]
-22/12/23 13:16:16| INFO m3w_kde_lr_c finished [took 1747.5012s]
-22/12/23 13:16:21| INFO m3w_kde_lr finished [took 1755.0062s]
-22/12/23 13:17:18| INFO m3w_kde_lr_ne finished [took 1807.2453s]
-22/12/23 13:17:22| INFO mul_kde_lr_c finished [took 1814.0014s]
-22/12/23 13:17:28| INFO mul_kde_lr finished [took 1819.8560s]
-22/12/23 13:18:10| INFO mul_kde_lr_mc finished [took 1861.5929s]
-22/12/23 13:18:30| INFO mul_kde_lr_is finished [took 1879.2038s]
-22/12/23 13:18:32| INFO mul_kde_lr_ne finished [took 1883.8667s]
-22/12/23 13:21:51| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-22/12/23 13:25:36| DEBUG [size=11,place=1] best score = 0.00980932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 224.099s]
-22/12/23 13:25:36| DEBUG [size=11,place=2] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 224.100s]
-22/12/23 13:39:09| DEBUG [size=53,place=1] best score = 0.00861372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.821s]
-22/12/23 13:39:09| DEBUG [size=53,place=2] best score = 0.00897248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.822s]
-22/12/23 13:53:44| DEBUG [size=42,place=1] best score = 0.00836481; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 874.690s]
-22/12/23 13:53:44| DEBUG [size=42,place=2] best score = 0.00842300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 874.691s]
-22/12/23 13:57:08| DEBUG [size=12,place=1] best score = 0.00995706; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 203.770s]
-22/12/23 13:57:08| DEBUG [size=12,place=2] best score = 0.01040211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 203.771s]
-22/12/23 13:57:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00836) [took 2115.4962s]
-22/12/23 14:09:02| INFO mul_kde_lr_gs finished [took 2829.2508s]
-22/12/23 14:11:58| DEBUG [size=11,place=1] best score = 0.00951125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.080s]
-22/12/23 14:11:58| DEBUG [size=11,place=2] best score = 0.01150252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.081s]
-22/12/23 14:22:32| DEBUG [size=53,place=1] best score = 0.00812860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 634.485s]
-22/12/23 14:22:32| DEBUG [size=53,place=2] best score = 0.00947233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 634.486s]
-22/12/23 14:28:47| DEBUG [size=28,place=1] best score = 0.00789609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 375.147s]
-22/12/23 14:28:47| DEBUG [size=28,place=2] best score = 0.00805206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 375.148s]
-22/12/23 14:31:36| DEBUG [size=14,place=1] best score = 0.00880193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 168.822s]
-22/12/23 14:31:36| DEBUG [size=14,place=2] best score = 0.00951690; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 168.822s]
-22/12/23 14:31:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00790) [took 1353.6486s]
-22/12/23 14:41:18| INFO m3w_kde_lr_gs finished [took 1935.4249s]
-22/12/23 14:41:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 6853.9042s]
-22/12/23 14:41:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
-22/12/23 15:03:01| INFO bin_kde_lr_mc finished [took 1298.4359s]
-22/12/23 15:03:48| INFO bin_kde_lr_c finished [took 1344.7543s]
-22/12/23 15:04:04| INFO bin_kde_lr finished [took 1360.8453s]
-22/12/23 15:04:54| INFO bin_kde_lr_ne finished [took 1410.5138s]
-22/12/23 15:10:37| INFO m3w_kde_lr_mc finished [took 1753.8336s]
-22/12/23 15:10:41| INFO m3w_kde_lr finished [took 1757.8218s]
-22/12/23 15:10:42| INFO m3w_kde_lr_c finished [took 1759.1530s]
-22/12/23 15:11:00| INFO ref finished [took 21.8182s]
-22/12/23 15:11:15| INFO atc_mc finished [took 33.1113s]
-22/12/23 15:11:26| INFO doc finished [took 43.0983s]
-22/12/23 15:12:20| INFO mul_kde_lr_ne finished [took 1855.8865s]
-22/12/23 15:12:47| INFO mul_kde_lr_c finished [took 1883.6453s]
-22/12/23 15:12:58| INFO mul_kde_lr finished [took 1896.7729s]
-22/12/23 15:13:12| INFO mul_kde_lr_mc finished [took 1908.8416s]
-22/12/23 15:21:01| INFO bin_kde_lr_is finished [took 1032.4799s]
-22/12/23 15:25:28| INFO m3w_kde_lr_ne finished [took 1346.1028s]
-22/12/23 15:25:37| INFO m3w_kde_lr_is finished [took 1242.2175s]
-22/12/23 15:27:29| INFO mul_kde_lr_is finished [took 1404.0104s]
-22/12/23 15:28:51| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.786s]
-22/12/23 15:28:51| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 80.787s]
-22/12/23 15:31:26| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 155.053s]
-22/12/23 15:31:26| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 155.053s]
-22/12/23 15:33:25| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.280s]
-22/12/23 15:33:25| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.281s]
-22/12/23 15:35:20| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.911s]
-22/12/23 15:35:20| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.912s]
-22/12/23 15:35:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 470.1438s]
-22/12/23 15:43:42| INFO bin_kde_lr_gs finished [took 971.2305s]
-22/12/23 15:47:36| DEBUG [size=11,place=1] best score = 0.00845138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.545s]
-22/12/23 15:47:36| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.546s]
-22/12/23 16:02:14| DEBUG [size=53,place=1] best score = 0.00824515; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 877.997s]
-22/12/23 16:02:14| DEBUG [size=53,place=2] best score = 0.00840668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 877.998s]
-22/12/23 16:06:20| DEBUG [size=16,place=1] best score = 0.00838390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 245.901s]
-22/12/23 16:06:20| DEBUG [size=16,place=2] best score = 0.00842635; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 245.901s]
-22/12/23 16:06:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00825) [took 1357.5526s]
-22/12/23 16:15:50| INFO mul_kde_lr_gs finished [took 1927.5325s]
-22/12/23 16:18:49| DEBUG [size=11,place=1] best score = 0.00968712; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.558s]
-22/12/23 16:18:49| DEBUG [size=11,place=2] best score = 0.01276414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.559s]
-22/12/23 16:29:16| DEBUG [size=53,place=1] best score = 0.00899843; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.363s]
-22/12/23 16:29:16| DEBUG [size=53,place=2] best score = 0.01014110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.364s]
-22/12/23 16:36:06| DEBUG [size=42,place=1] best score = 0.00863327; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 409.896s]
-22/12/23 16:36:06| DEBUG [size=42,place=2] best score = 0.01308738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 409.897s]
-22/12/23 16:42:15| DEBUG [size=27,place=1] best score = 0.01023258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 368.749s]
-22/12/23 16:42:15| DEBUG [size=27,place=2] best score = 0.01117667; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 368.750s]
-22/12/23 16:42:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00863) [took 1583.6805s]
-22/12/23 16:49:59| INFO m3w_kde_lr_gs finished [took 2047.3698s]
-22/12/23 16:49:59| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 7720.9138s]
-22/12/23 16:49:59| INFO Dataset sample [0.3 0.7] of dataset imdb started
-22/12/23 17:06:19| INFO bin_kde_lr_c finished [took 974.8950s]
-22/12/23 17:07:20| INFO bin_kde_lr finished [took 1036.0487s]
-22/12/23 17:07:31| INFO bin_kde_lr_ne finished [took 1046.5453s]
-22/12/23 17:08:02| INFO bin_kde_lr_mc finished [took 1077.7971s]
-22/12/23 17:15:07| INFO m3w_kde_lr finished [took 1503.3204s]
-22/12/23 17:15:32| INFO ref finished [took 23.5958s]
-22/12/23 17:15:53| INFO mul_kde_lr finished [took 1548.6419s]
-22/12/23 17:15:55| INFO mul_kde_lr_mc finished [took 1551.2520s]
-22/12/23 17:16:06| INFO atc_mc finished [took 33.1948s]
-22/12/23 17:16:13| INFO m3w_kde_lr_mc finished [took 1569.0072s]
-22/12/23 17:16:15| INFO m3w_kde_lr_c finished [took 1572.9699s]
-22/12/23 17:16:21| INFO doc finished [took 27.7200s]
-22/12/23 17:16:31| INFO mul_kde_lr_c finished [took 1587.0715s]
-22/12/23 17:16:51| INFO mul_kde_lr_ne finished [took 1606.2298s]
-22/12/23 17:21:51| INFO bin_kde_lr_is finished [took 870.2114s]
-22/12/23 17:26:08| INFO m3w_kde_lr_ne finished [took 1188.4730s]
-22/12/23 17:27:18| INFO m3w_kde_lr_is finished [took 1155.2359s]
-22/12/23 17:27:48| INFO mul_kde_lr_is finished [took 1216.7237s]
-22/12/23 17:29:11| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.097s]
-22/12/23 17:29:11| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 81.098s]
-22/12/23 17:35:19| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.810s]
-22/12/23 17:35:19| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.811s]
-22/12/23 17:39:29| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.997s]
-22/12/23 17:39:29| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 249.997s]
-22/12/23 17:43:33| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 244.275s]
-22/12/23 17:43:33| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 244.275s]
-22/12/23 17:43:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 943.2907s]
-22/12/23 17:50:04| INFO bin_kde_lr_gs finished [took 1333.8878s]
-22/12/23 17:54:01| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.490s]
-22/12/23 17:54:01| DEBUG [size=11,place=2] best score = 0.02223024; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.490s]
-22/12/23 18:11:23| DEBUG [size=52,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.299s]
-22/12/23 18:11:23| DEBUG [size=52,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.300s]
-22/12/23 18:16:43| DEBUG [size=27,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s]
-22/12/23 18:16:43| DEBUG [size=27,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s]
-22/12/23 18:16:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1598.2924s]
-22/12/23 18:23:51| INFO mul_kde_lr_gs finished [took 2025.9111s]
-22/12/23 18:26:50| DEBUG [size=11,place=1] best score = 0.01243688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.652s]
-22/12/23 18:26:50| DEBUG [size=11,place=2] best score = 0.02855408; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.653s]
-22/12/23 18:39:22| DEBUG [size=52,place=1] best score = 0.01393026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s]
-22/12/23 18:39:22| DEBUG [size=52,place=2] best score = 0.01452879; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s]
-22/12/23 18:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01244) [took 930.4821s]
-22/12/23 18:47:07| INFO m3w_kde_lr_gs finished [took 1395.1657s]
-22/12/23 18:47:07| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 7028.2051s]
-22/12/23 18:47:07| INFO Dataset sample [0.4 0.6] of dataset imdb started
-22/12/23 19:02:31| INFO bin_kde_lr finished [took 919.2023s]
-22/12/23 19:02:57| INFO bin_kde_lr_ne finished [took 944.6929s]
-22/12/23 19:03:30| INFO bin_kde_lr_c finished [took 978.1612s]
-22/12/23 19:03:31| INFO bin_kde_lr_mc finished [took 978.7193s]
-22/12/23 19:11:07| INFO mul_kde_lr finished [took 1435.1092s]
-22/12/23 19:11:30| INFO ref finished [took 22.0980s]
-22/12/23 19:11:47| INFO m3w_kde_lr finished [took 1475.1466s]
-22/12/23 19:12:05| INFO atc_mc finished [took 34.2040s]
-22/12/23 19:12:10| INFO m3w_kde_lr_c finished [took 1498.2477s]
-22/12/23 19:12:26| INFO doc finished [took 38.0936s]
-22/12/23 19:13:39| INFO m3w_kde_lr_mc finished [took 1586.7027s]
-22/12/23 19:13:50| INFO mul_kde_lr_ne finished [took 1598.0774s]
-22/12/23 19:14:23| INFO mul_kde_lr_c finished [took 1630.7492s]
-22/12/23 19:14:38| INFO mul_kde_lr_mc finished [took 1648.3643s]
-22/12/23 19:16:25| INFO bin_kde_lr_is finished [took 807.2361s]
-22/12/23 19:22:54| INFO m3w_kde_lr_ne finished [took 1222.3428s]
-22/12/23 19:23:27| INFO m3w_kde_lr_is finished [took 1195.7881s]
-22/12/23 19:24:49| INFO mul_kde_lr_is finished [took 1277.9519s]
-22/12/23 19:26:09| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.255s]
-22/12/23 19:26:09| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.255s]
-22/12/23 19:31:01| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 292.333s]
-22/12/23 19:31:01| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 292.333s]
-22/12/23 19:31:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 371.6942s]
-22/12/23 19:36:12| INFO bin_kde_lr_gs finished [took 682.6969s]
-22/12/23 19:39:53| DEBUG [size=11,place=1] best score = 0.01492421; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.800s]
-22/12/23 19:39:53| DEBUG [size=11,place=2] best score = 0.02369255; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.801s]
-22/12/23 19:46:57| DEBUG [size=34,place=1] best score = 0.01085886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 423.376s]
-22/12/23 19:46:57| DEBUG [size=34,place=2] best score = 0.01152770; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 423.377s]
-22/12/23 19:50:51| DEBUG [size=16,place=1] best score = 0.01058267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 234.847s]
-22/12/23 19:50:51| DEBUG [size=16,place=2] best score = 0.01083922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 234.847s]
-22/12/23 20:01:33| DEBUG [size=41,place=1] best score = 0.01104711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 642.041s]
-22/12/23 20:01:33| DEBUG [size=41,place=2] best score = 0.01109070; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 642.041s]
-22/12/23 20:01:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01058) [took 1520.1792s]
-22/12/23 20:07:32| INFO mul_kde_lr_gs finished [took 1878.5237s]
-22/12/23 20:10:26| DEBUG [size=11,place=1] best score = 0.01844121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.280s]
-22/12/23 20:10:26| DEBUG [size=11,place=2] best score = 0.02028418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 173.281s]
-22/12/23 20:23:04| DEBUG [size=51,place=1] best score = 0.01372238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.053s]
-22/12/23 20:23:04| DEBUG [size=51,place=2] best score = 0.01431430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.054s]
-22/12/23 20:24:50| DEBUG [size=9,place=1] best score = 0.01489021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 105.931s]
-22/12/23 20:24:50| DEBUG [size=9,place=2] best score = 0.01519823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 105.932s]
-22/12/23 20:24:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01372) [took 1037.3740s]
-22/12/23 20:31:48| INFO m3w_kde_lr_gs finished [took 1455.0882s]
-22/12/23 20:31:48| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 6280.8602s]
-22/12/23 20:31:48| INFO Dataset sample [0.5 0.5] of dataset imdb started
-22/12/23 20:46:54| INFO bin_kde_lr finished [took 901.5109s]
-22/12/23 20:47:05| INFO bin_kde_lr_c finished [took 912.5347s]
-22/12/23 20:47:19| INFO bin_kde_lr_ne finished [took 926.3122s]
-22/12/23 20:48:02| INFO bin_kde_lr_mc finished [took 968.9081s]
-22/12/23 20:56:45| INFO m3w_kde_lr finished [took 1493.2532s]
-22/12/23 20:57:05| INFO ref finished [took 20.0757s]
-22/12/23 20:57:39| INFO atc_mc finished [took 33.1971s]
-22/12/23 20:57:48| INFO m3w_kde_lr_mc finished [took 1555.0256s]
-22/12/23 20:58:08| INFO m3w_kde_lr_c finished [took 1574.4788s]
-22/12/23 20:58:10| INFO doc finished [took 29.9324s]
-22/12/23 21:00:38| INFO mul_kde_lr finished [took 1725.4248s]
-22/12/23 21:00:55| INFO bin_kde_lr_is finished [took 828.6700s]
-22/12/23 21:01:11| INFO mul_kde_lr_c finished [took 1758.3567s]
-22/12/23 21:01:47| INFO mul_kde_lr_mc finished [took 1794.4941s]
-22/12/23 21:01:50| INFO mul_kde_lr_ne finished [took 1796.2512s]
-22/12/23 21:07:53| INFO m3w_kde_lr_ne finished [took 1257.7915s]
-22/12/23 21:08:11| INFO m3w_kde_lr_is finished [took 1207.9244s]
-22/12/23 21:10:37| INFO mul_kde_lr_is finished [took 1396.6280s]
-22/12/23 21:11:59| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 80.828s]
-22/12/23 21:11:59| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.829s]
-22/12/23 21:17:02| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 303.204s]
-22/12/23 21:17:02| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 303.205s]
-22/12/23 21:18:20| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 77.529s]
-22/12/23 21:18:20| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 77.530s]
-22/12/23 21:23:51| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 331.546s]
-22/12/23 21:23:51| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 331.547s]
-22/12/23 21:28:55| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 303.544s]
-22/12/23 21:28:55| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 303.545s]
-22/12/23 21:28:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1096.7697s]
-22/12/23 21:34:21| INFO bin_kde_lr_gs finished [took 1423.2429s]
-22/12/23 21:38:11| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.569s]
-22/12/23 21:38:11| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 228.570s]
-22/12/23 21:55:39| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1047.921s]
-22/12/23 21:55:39| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1047.921s]
-22/12/23 21:59:06| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.487s]
-22/12/23 21:59:06| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.488s]
-22/12/23 22:12:18| DEBUG [size=36,place=1] best score = 0.00982137; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 791.924s]
-22/12/23 22:12:18| DEBUG [size=36,place=2] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 791.924s]
-22/12/23 22:21:54| DEBUG [size=29,place=1] best score = 0.01026095; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 576.040s]
-22/12/23 22:21:54| DEBUG [size=29,place=2] best score = 0.01084091; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 576.041s]
-22/12/23 22:21:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00982) [took 2852.0581s]
-22/12/23 22:30:24| INFO mul_kde_lr_gs finished [took 3361.4389s]
-22/12/23 22:33:13| DEBUG [size=11,place=1] best score = 0.01503585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.386s]
-22/12/23 22:33:13| DEBUG [size=11,place=2] best score = 0.01700714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 168.387s]
-22/12/23 22:43:31| DEBUG [size=53,place=1] best score = 0.01178913; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 617.629s]
-22/12/23 22:43:31| DEBUG [size=53,place=2] best score = 0.01628076; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 617.630s]
-22/12/23 22:55:13| DEBUG [size=44,place=1] best score = 0.01130187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.237s]
-22/12/23 22:55:13| DEBUG [size=44,place=2] best score = 0.01339699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.238s]
-22/12/23 23:06:14| DEBUG [size=42,place=1] best score = 0.01252628; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 660.796s]
-22/12/23 23:06:14| DEBUG [size=42,place=2] best score = 0.01408478; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 660.796s]
-22/12/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01130) [took 2149.1602s]
-22/12/23 23:12:24| INFO m3w_kde_lr_gs finished [took 2519.0560s]
-22/12/23 23:12:24| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 9636.0834s]
-22/12/23 23:12:24| INFO Dataset sample [0.6 0.4] of dataset imdb started
-22/12/23 23:27:45| INFO bin_kde_lr_mc finished [took 916.1572s]
-22/12/23 23:27:59| INFO bin_kde_lr finished [took 930.2360s]
-22/12/23 23:28:01| INFO bin_kde_lr_c finished [took 931.8068s]
-22/12/23 23:28:18| INFO bin_kde_lr_ne finished [took 948.2822s]
-22/12/23 23:36:27| INFO m3w_kde_lr_mc finished [took 1437.5419s]
-22/12/23 23:36:51| INFO m3w_kde_lr_c finished [took 1461.5656s]
-22/12/23 23:36:52| INFO ref finished [took 24.0579s]
-22/12/23 23:37:26| INFO atc_mc finished [took 34.5699s]
-22/12/23 23:37:34| INFO doc finished [took 41.4885s]
-22/12/23 23:37:44| INFO mul_kde_lr_ne finished [took 1514.2720s]
-22/12/23 23:38:06| INFO m3w_kde_lr finished [took 1536.7533s]
-22/12/23 23:38:49| INFO mul_kde_lr finished [took 1579.5432s]
-22/12/23 23:39:12| INFO mul_kde_lr_c finished [took 1604.8550s]
-22/12/23 23:39:24| INFO mul_kde_lr_mc finished [took 1615.0724s]
-22/12/23 23:41:08| INFO bin_kde_lr_is finished [took 788.2395s]
-22/12/23 23:48:06| INFO m3w_kde_lr_is finished [took 1187.4250s]
-22/12/23 23:48:21| INFO m3w_kde_lr_ne finished [took 1235.1150s]
-22/12/23 23:49:15| INFO mul_kde_lr_is finished [took 1273.2793s]
-22/12/23 23:50:36| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.945s]
-22/12/23 23:50:36| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.946s]
-22/12/23 23:55:07| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 271.536s]
-22/12/23 23:55:07| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 271.536s]
-22/12/23 23:59:05| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 237.252s]
-22/12/23 23:59:05| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 237.253s]
-23/12/23 00:02:43| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s]
-23/12/23 00:02:43| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s]
-23/12/23 00:02:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 806.7312s]
-23/12/23 00:08:24| INFO bin_kde_lr_gs finished [took 1147.5846s]
-23/12/23 00:12:18| DEBUG [size=11,place=1] best score = 0.02356445; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.789s]
-23/12/23 00:12:18| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.789s]
-23/12/23 00:26:39| DEBUG [size=53,place=1] best score = 0.01292352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 861.185s]
-23/12/23 00:26:39| DEBUG [size=53,place=2] best score = 0.01411495; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 861.186s]
-23/12/23 00:35:44| DEBUG [size=29,place=1] best score = 0.01189383; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 544.443s]
-23/12/23 00:35:44| DEBUG [size=29,place=2] best score = 0.01345502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 544.443s]
-23/12/23 00:50:21| DEBUG [size=41,place=1] best score = 0.01341721; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 877.549s]
-23/12/23 00:50:21| DEBUG [size=41,place=2] best score = 0.01348477; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 877.549s]
-23/12/23 00:50:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01189) [took 2516.0779s]
-23/12/23 00:56:42| INFO mul_kde_lr_gs finished [took 2896.6852s]
-23/12/23 00:59:28| DEBUG [size=11,place=1] best score = 0.01993703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 165.058s]
-23/12/23 00:59:28| DEBUG [size=11,place=2] best score = 0.02065562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 165.058s]
-23/12/23 01:09:40| DEBUG [size=53,place=1] best score = 0.01162540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 611.703s]
-23/12/23 01:09:40| DEBUG [size=53,place=2] best score = 0.01225382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 611.703s]
-23/12/23 01:21:23| DEBUG [size=44,place=1] best score = 0.01162915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.616s]
-23/12/23 01:21:23| DEBUG [size=44,place=2] best score = 0.01285244; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.616s]
-23/12/23 01:21:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01163) [took 1479.4853s]
-23/12/23 01:27:36| INFO m3w_kde_lr_gs finished [took 1852.9953s]
-23/12/23 01:27:36| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 8112.0742s]
-23/12/23 01:27:36| INFO Dataset sample [0.7 0.3] of dataset imdb started
-23/12/23 01:45:10| INFO bin_kde_lr_mc finished [took 1047.6358s]
-23/12/23 01:45:15| INFO bin_kde_lr finished [took 1052.9781s]
-23/12/23 01:45:30| INFO bin_kde_lr_c finished [took 1067.4226s]
-23/12/23 01:45:38| INFO bin_kde_lr_ne finished [took 1075.2685s]
-23/12/23 01:52:49| INFO m3w_kde_lr_mc finished [took 1506.2144s]
-23/12/23 01:53:13| INFO ref finished [took 23.5391s]
-23/12/23 01:53:29| INFO m3w_kde_lr finished [took 1546.3206s]
-23/12/23 01:53:30| INFO m3w_kde_lr_c finished [took 1550.3695s]
-23/12/23 01:53:36| INFO mul_kde_lr_c finished [took 1553.2759s]
-23/12/23 01:53:47| INFO atc_mc finished [took 33.3442s]
-23/12/23 01:53:58| INFO doc finished [took 27.7720s]
-23/12/23 01:54:22| INFO mul_kde_lr_mc finished [took 1599.2735s]
-23/12/23 01:54:22| INFO mul_kde_lr finished [took 1600.4718s]
-23/12/23 01:54:45| INFO mul_kde_lr_ne finished [took 1622.0339s]
-23/12/23 01:59:29| INFO bin_kde_lr_is finished [took 852.7148s]
-23/12/23 02:04:03| INFO m3w_kde_lr_ne finished [took 1132.0026s]
-23/12/23 02:04:54| INFO m3w_kde_lr_is finished [took 1154.5235s]
-23/12/23 02:06:15| INFO mul_kde_lr_is finished [took 1244.3406s]
-23/12/23 02:07:38| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.340s]
-23/12/23 02:07:38| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 80.341s]
-23/12/23 02:12:32| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 294.156s]
-23/12/23 02:12:32| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 294.156s]
-23/12/23 02:13:56| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 84.171s]
-23/12/23 02:13:56| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 84.172s]
-23/12/23 02:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.7763s]
-23/12/23 02:20:08| INFO bin_kde_lr_gs finished [took 830.9365s]
-23/12/23 02:23:59| DEBUG [size=11,place=1] best score = 0.01343337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.223s]
-23/12/23 02:23:59| DEBUG [size=11,place=2] best score = 0.01577567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.223s]
-23/12/23 02:31:31| DEBUG [size=34,place=1] best score = 0.01130260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 451.152s]
-23/12/23 02:31:31| DEBUG [size=34,place=2] best score = 0.01177828; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 451.152s]
-23/12/23 02:35:27| DEBUG [size=16,place=1] best score = 0.01053023; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 236.450s]
-23/12/23 02:35:27| DEBUG [size=16,place=2] best score = 0.01141273; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 236.450s]
-23/12/23 02:42:37| DEBUG [size=20,place=1] best score = 0.00994201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 430.162s]
-23/12/23 02:42:37| DEBUG [size=20,place=2] best score = 0.01025309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 430.162s]
-23/12/23 02:51:33| DEBUG [size=30,place=1] best score = 0.00972438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 536.027s]
-23/12/23 02:51:33| DEBUG [size=30,place=2] best score = 0.01077949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 536.027s]
-23/12/23 02:55:09| DEBUG [size=14,place=1] best score = 0.01052497; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s]
-23/12/23 02:55:09| DEBUG [size=14,place=2] best score = 0.01437274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s]
-23/12/23 02:55:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00972) [took 2099.3047s]
-23/12/23 03:02:42| INFO mul_kde_lr_gs finished [took 2551.8515s]
-23/12/23 03:05:40| DEBUG [size=11,place=1] best score = 0.01501133; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 176.781s]
-23/12/23 03:05:40| DEBUG [size=11,place=2] best score = 0.01778796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 176.782s]
-23/12/23 03:15:50| DEBUG [size=53,place=1] best score = 0.01026652; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.165s]
-23/12/23 03:15:50| DEBUG [size=53,place=2] best score = 0.01227934; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 609.165s]
-23/12/23 03:22:22| DEBUG [size=42,place=1] best score = 0.01098977; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 392.298s]
-23/12/23 03:22:22| DEBUG [size=42,place=2] best score = 0.01214393; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 392.299s]
-23/12/23 03:22:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1178.3549s]
-23/12/23 03:29:12| INFO m3w_kde_lr_gs finished [took 1588.8517s]
-23/12/23 03:29:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 7296.4055s]
-23/12/23 03:29:13| INFO Dataset sample [0.8 0.2] of dataset imdb started
-23/12/23 03:52:18| INFO bin_kde_lr_mc finished [took 1380.6044s]
-23/12/23 03:53:02| INFO bin_kde_lr finished [took 1424.9844s]
-23/12/23 03:53:44| INFO bin_kde_lr_ne finished [took 1466.7064s]
-23/12/23 03:53:46| INFO bin_kde_lr_c finished [took 1470.8203s]
-23/12/23 03:58:00| INFO m3w_kde_lr_mc finished [took 1722.4018s]
-23/12/23 03:58:25| INFO ref finished [took 23.8733s]
-23/12/23 03:58:59| INFO atc_mc finished [took 33.7434s]
-23/12/23 03:59:36| INFO m3w_kde_lr_c finished [took 1818.3976s]
-23/12/23 03:59:40| INFO doc finished [took 40.4625s]
-23/12/23 04:00:05| INFO m3w_kde_lr finished [took 1847.7911s]
-23/12/23 04:00:40| INFO mul_kde_lr_mc finished [took 1882.8763s]
-23/12/23 04:00:48| INFO mul_kde_lr_c finished [took 1890.7214s]
-23/12/23 04:00:52| INFO mul_kde_lr_ne finished [took 1893.7085s]
-23/12/23 04:01:22| INFO mul_kde_lr finished [took 1925.0652s]
-23/12/23 04:11:03| INFO bin_kde_lr_is finished [took 1079.4088s]
-23/12/23 04:14:12| INFO m3w_kde_lr_ne finished [took 1313.0159s]
-23/12/23 04:15:31| INFO m3w_kde_lr_is finished [took 1303.8291s]
-23/12/23 04:16:57| INFO mul_kde_lr_is finished [took 1392.3097s]
-23/12/23 04:18:18| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.111s]
-23/12/23 04:18:18| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.112s]
-23/12/23 04:23:11| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 293.810s]
-23/12/23 04:23:11| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 293.811s]
-23/12/23 04:24:34| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.510s]
-23/12/23 04:24:34| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 82.510s]
-23/12/23 04:26:21| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 106.630s]
-23/12/23 04:26:21| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.630s]
-23/12/23 04:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 562.1741s]
-23/12/23 04:33:32| INFO bin_kde_lr_gs finished [took 993.9875s]
-23/12/23 04:37:23| DEBUG [size=11,place=1] best score = 0.01620978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.662s]
-23/12/23 04:37:23| DEBUG [size=11,place=2] best score = 0.01695960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.663s]
-23/12/23 04:44:49| DEBUG [size=34,place=1] best score = 0.01212637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 445.844s]
-23/12/23 04:44:49| DEBUG [size=34,place=2] best score = 0.01383303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 445.844s]
-23/12/23 04:48:54| DEBUG [size=16,place=1] best score = 0.01276257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 245.553s]
-23/12/23 04:48:54| DEBUG [size=16,place=2] best score = 0.01435917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 245.554s]
-23/12/23 04:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01213) [took 921.1763s]
-23/12/23 04:57:11| INFO mul_kde_lr_gs finished [took 1417.9025s]
-23/12/23 05:00:14| DEBUG [size=11,place=1] best score = 0.01268688; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 181.536s]
-23/12/23 05:00:14| DEBUG [size=11,place=2] best score = 0.01626463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 181.536s]
-23/12/23 05:05:38| DEBUG [size=34,place=1] best score = 0.00995669; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 323.902s]
-23/12/23 05:05:38| DEBUG [size=34,place=2] best score = 0.01083349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 323.902s]
-23/12/23 05:08:29| DEBUG [size=16,place=1] best score = 0.01009452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.773s]
-23/12/23 05:08:29| DEBUG [size=16,place=2] best score = 0.01059527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 170.773s]
-23/12/23 05:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00996) [took 676.3193s]
-23/12/23 05:16:11| INFO m3w_kde_lr_gs finished [took 1138.2970s]
-23/12/23 05:16:11| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6418.0959s]
-23/12/23 05:16:11| INFO Dataset sample [0.9 0.1] of dataset imdb started
-23/12/23 05:42:55| INFO bin_kde_lr_mc finished [took 1599.7185s]
-23/12/23 05:42:58| INFO bin_kde_lr finished [took 1603.1218s]
-23/12/23 05:43:48| INFO bin_kde_lr_ne finished [took 1652.2658s]
-23/12/23 05:44:30| INFO bin_kde_lr_c finished [took 1694.3474s]
-23/12/23 05:45:32| INFO m3w_kde_lr_c finished [took 1756.5368s]
-23/12/23 05:45:56| INFO ref finished [took 23.2658s]
-23/12/23 05:46:25| INFO m3w_kde_lr_mc finished [took 1809.4205s]
-23/12/23 05:46:29| INFO atc_mc finished [took 32.6670s]
-23/12/23 05:46:39| INFO m3w_kde_lr finished [took 1824.5065s]
-23/12/23 05:47:05| INFO doc finished [took 39.0772s]
-23/12/23 05:48:01| INFO mul_kde_lr finished [took 1907.7936s]
-23/12/23 05:48:02| INFO mul_kde_lr_mc finished [took 1906.5595s]
-23/12/23 05:48:22| INFO mul_kde_lr_ne finished [took 1926.1598s]
-23/12/23 05:48:34| INFO mul_kde_lr_c finished [took 1938.9561s]
-23/12/23 06:02:58| INFO bin_kde_lr_is finished [took 1199.0538s]
-23/12/23 06:04:06| INFO m3w_kde_lr_ne finished [took 1270.6156s]
-23/12/23 06:04:53| INFO m3w_kde_lr_is finished [took 1222.4782s]
-23/12/23 06:06:26| INFO mul_kde_lr_is finished [took 1357.6347s]
-23/12/23 06:28:35| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-23/12/23 06:32:14| DEBUG [size=11,place=1] best score = 0.00885641; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.512s]
-23/12/23 06:32:14| DEBUG [size=11,place=2] best score = 0.02014194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.513s]
-23/12/23 06:45:40| DEBUG [size=53,place=1] best score = 0.00908953; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 805.926s]
-23/12/23 06:45:40| DEBUG [size=53,place=2] best score = 0.00990999; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 805.927s]
-23/12/23 06:45:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00886) [took 1023.5459s]
-23/12/23 06:57:09| INFO mul_kde_lr_gs finished [took 1712.7017s]
-23/12/23 07:00:03| DEBUG [size=11,place=1] best score = 0.00922554; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.884s]
-23/12/23 07:00:03| DEBUG [size=11,place=2] best score = 0.01263610; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 172.884s]
-23/12/23 07:05:28| DEBUG [size=34,place=1] best score = 0.00833334; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s]
-23/12/23 07:05:28| DEBUG [size=34,place=2] best score = 0.00841692; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s]
-23/12/23 07:11:47| DEBUG [size=40,place=1] best score = 0.00777721; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 378.574s]
-23/12/23 07:11:47| DEBUG [size=40,place=2] best score = 0.00790288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 378.575s]
-23/12/23 07:14:05| DEBUG [size=12,place=1] best score = 0.01030370; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 138.154s]
-23/12/23 07:14:05| DEBUG [size=12,place=2] best score = 0.01569377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 138.154s]
-23/12/23 07:14:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00778) [took 1015.2328s]
-23/12/23 07:23:33| INFO m3w_kde_lr_gs finished [took 1583.7662s]
-23/12/23 07:23:33| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 7642.8249s]
-----------------------------------------------------------------------------------------------------
-23/12/23 13:18:45| INFO dataset imdb [pool size: 10]
-23/12/23 13:18:45| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/12/23 13:18:49| WARNING Method d_bin_kde_rbf failed. Exception: The number of classes has to be greater than one; got 1 class
-23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class
-23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class
-23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class
-23/12/23 13:18:50| WARNING Method d_bin_kde_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class
-23/12/23 13:19:09| INFO ref finished [took 18.4754s]
-23/12/23 13:19:41| INFO atc_mc finished [took 31.2605s]
-23/12/23 13:20:21| INFO doc finished [took 39.7760s]
-23/12/23 13:46:21| INFO d_mul_kde_rbf finished [took 1652.5814s]
-23/12/23 13:47:27| INFO d_m3w_kde_rbf_ne finished [took 1717.6220s]
-23/12/23 13:47:51| INFO d_mul_kde_rbf_mc finished [took 1742.1474s]
-23/12/23 13:48:42| INFO d_m3w_kde_rbf_mc finished [took 1793.4910s]
-23/12/23 13:49:35| INFO d_m3w_kde_rbf_is finished [took 1844.7299s]
-23/12/23 13:49:35| INFO d_mul_kde_rbf_ne finished [took 1846.0977s]
-23/12/23 13:49:46| INFO d_m3w_kde_rbf finished [took 1858.7700s]
-23/12/23 13:49:54| INFO d_m3w_kde_rbf_c finished [took 1864.8597s]
-23/12/23 13:50:35| INFO d_mul_kde_rbf_is finished [took 1905.4347s]
-23/12/23 13:50:45| INFO d_mul_kde_rbf_c finished [took 1916.4309s]
-23/12/23 13:51:43| WARNING Method d_bin_kde_rbf_gs failed. Exception: no combination of hyperparameters seem to work
-23/12/23 14:13:46| DEBUG [size=11,place=1] best score = 0.02125132; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1321.213s]
-23/12/23 14:13:46| DEBUG [size=11,place=2] best score = 0.02459193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1321.214s]
-23/12/23 14:24:23| DEBUG [size=62,place=1] best score = 0.01588020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 637.157s]
-23/12/23 14:24:23| DEBUG [size=62,place=2] best score = 0.01817018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 637.157s]
-23/12/23 14:32:47| DEBUG [size=53,place=1] best score = 0.01186787; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 504.647s]
-23/12/23 14:32:47| DEBUG [size=53,place=2] best score = 0.01249916; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 504.648s]
-23/12/23 14:37:12| DEBUG [size=20,place=1] best score = 0.02318796; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s]
-23/12/23 14:37:12| DEBUG [size=20,place=2] best score = 0.02325629; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s]
-23/12/23 14:37:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01187) [took 2727.4642s]
-23/12/23 14:51:52| INFO d_mul_kde_rbf_gs finished [took 3607.3080s]
-23/12/23 15:19:29| DEBUG [size=11,place=1] best score = 0.02040500; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1656.409s]
-23/12/23 15:19:29| DEBUG [size=11,place=2] best score = 0.02202970; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1656.410s]
-23/12/23 16:24:04| DEBUG [size=62,place=1] best score = 0.01485524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.743s]
-23/12/23 16:24:04| DEBUG [size=62,place=2] best score = 0.01601321; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.744s]
-23/12/23 16:33:51| DEBUG [size=50,place=1] best score = 0.01681295; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.629s]
-23/12/23 16:33:51| DEBUG [size=50,place=2] best score = 0.01750227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.630s]
-23/12/23 16:33:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01486) [took 6118.9114s]
-23/12/23 16:48:24| INFO d_m3w_kde_rbf_gs finished [took 6991.8669s]
-23/12/23 16:48:24| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 12579.3858s]
-23/12/23 16:48:24| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/12/23 17:13:32| INFO d_bin_kde_rbf_ne finished [took 1503.8669s]
-23/12/23 17:15:26| INFO d_bin_kde_rbf_c finished [took 1617.4060s]
-23/12/23 17:15:40| INFO d_bin_kde_rbf finished [took 1631.0277s]
-23/12/23 17:16:45| INFO d_bin_kde_rbf_mc finished [took 1696.3719s]
-23/12/23 17:19:07| INFO d_m3w_kde_rbf_c finished [took 1837.7177s]
-23/12/23 17:19:30| INFO ref finished [took 22.4470s]
-23/12/23 17:19:54| INFO d_m3w_kde_rbf finished [took 1885.1540s]
-23/12/23 17:20:01| INFO atc_mc finished [took 30.1061s]
-23/12/23 17:20:16| INFO d_m3w_kde_rbf_mc finished [took 1908.2675s]
-23/12/23 17:20:31| INFO d_mul_kde_rbf_mc finished [took 1922.3602s]
-23/12/23 17:20:34| INFO doc finished [took 38.4499s]
-23/12/23 17:20:41| INFO d_mul_kde_rbf finished [took 1931.9229s]
-23/12/23 17:21:23| INFO d_mul_kde_rbf_c finished [took 1974.3437s]
-23/12/23 17:22:01| INFO d_mul_kde_rbf_ne finished [took 2011.4440s]
-23/12/23 17:34:47| INFO d_bin_kde_rbf_is finished [took 1159.9204s]
-23/12/23 17:37:15| INFO d_m3w_kde_rbf_ne finished [took 1421.7970s]
-23/12/23 17:40:13| INFO d_mul_kde_rbf_is finished [took 1472.4045s]
-23/12/23 17:40:46| INFO d_m3w_kde_rbf_is finished [took 1439.7381s]
-23/12/23 18:17:33| DEBUG [size=11,place=1] best score = 0.01272940; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 2205.900s]
-23/12/23 18:17:33| DEBUG [size=11,place=2] best score = 0.16663240; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 2205.900s]
-23/12/23 20:40:12| DEBUG [size=60,place=1] best score = 0.01201900; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 8558.884s]
-23/12/23 20:40:12| DEBUG [size=60,place=2] best score = 0.01202985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 8558.885s]
-23/12/23 21:54:38| DEBUG [size=22,place=1] best score = 0.01237364; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 4465.751s]
-23/12/23 21:54:38| DEBUG [size=22,place=2] best score = 0.01243108; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.91604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4465.751s]
-23/12/23 21:54:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.01202) [took 15230.6578s]
-23/12/23 22:03:30| INFO d_bin_kde_rbf_gs finished [took 15762.9186s]
-23/12/23 22:40:25| DEBUG [size=11,place=1] best score = 0.00971570; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2213.210s]
-23/12/23 22:40:25| DEBUG [size=11,place=2] best score = 0.00986676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2213.211s]
-23/12/23 23:45:14| DEBUG [size=62,place=1] best score = 0.00961923; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3889.696s]
-23/12/23 23:45:14| DEBUG [size=62,place=2] best score = 0.01009193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3889.696s]
-24/12/23 00:44:26| DEBUG [size=22,place=1] best score = 0.01006238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s]
-24/12/23 00:44:26| DEBUG [size=22,place=2] best score = 0.01098484; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s]
-24/12/23 00:44:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00962) [took 9654.7303s]
-24/12/23 00:55:09| INFO d_mul_kde_rbf_gs finished [took 10297.8667s]
-24/12/23 01:42:42| DEBUG [size=11,place=1] best score = 0.01034708; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2851.372s]
-24/12/23 01:42:42| DEBUG [size=11,place=2] best score = 0.01059744; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2851.373s]
-24/12/23 01:51:59| DEBUG [size=62,place=1] best score = 0.00886977; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 557.531s]
-24/12/23 01:51:59| DEBUG [size=62,place=2] best score = 0.00905645; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 557.532s]
-24/12/23 01:59:02| DEBUG [size=38,place=1] best score = 0.00841385; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.883s]
-24/12/23 01:59:02| DEBUG [size=38,place=2] best score = 0.00842627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.884s]
-24/12/23 03:16:53| DEBUG [size=48,place=1] best score = 0.00844404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4671.154s]
-24/12/23 03:16:53| DEBUG [size=48,place=2] best score = 0.00898558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4671.155s]
-24/12/23 03:16:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00841) [took 8503.0886s]
-24/12/23 03:28:04| INFO d_m3w_kde_rbf_gs finished [took 9173.4112s]
-24/12/23 03:28:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 38379.5519s]
-24/12/23 03:28:04| INFO Dataset sample [0.3 0.7] of dataset imdb started
-24/12/23 03:48:14| INFO d_bin_kde_rbf_ne finished [took 1205.2042s]
-24/12/23 03:48:53| INFO d_bin_kde_rbf_mc finished [took 1244.4571s]
-24/12/23 03:49:11| INFO d_bin_kde_rbf_c finished [took 1262.7187s]
-24/12/23 03:49:26| INFO d_bin_kde_rbf finished [took 1277.4971s]
-24/12/23 03:57:56| INFO d_m3w_kde_rbf finished [took 1787.6857s]
-24/12/23 03:58:16| INFO ref finished [took 18.5167s]
-24/12/23 03:58:24| INFO d_mul_kde_rbf finished [took 1815.5804s]
-24/12/23 03:58:39| INFO d_m3w_kde_rbf_mc finished [took 1830.6380s]
-24/12/23 03:58:50| INFO atc_mc finished [took 34.0139s]
-24/12/23 03:58:52| INFO d_mul_kde_rbf_ne finished [took 1844.4174s]
-24/12/23 03:58:53| INFO d_m3w_kde_rbf_c finished [took 1844.0959s]
-24/12/23 03:59:00| INFO d_mul_kde_rbf_c finished [took 1851.6455s]
-24/12/23 03:59:01| INFO doc finished [took 36.2403s]
-24/12/23 03:59:23| INFO d_mul_kde_rbf_mc finished [took 1873.7713s]
-24/12/23 04:06:00| INFO d_bin_kde_rbf_is finished [took 1025.8607s]
-24/12/23 04:12:03| INFO d_m3w_kde_rbf_ne finished [took 1428.2832s]
-24/12/23 04:13:24| INFO d_m3w_kde_rbf_is finished [took 1436.7665s]
-24/12/23 04:13:30| INFO d_mul_kde_rbf_is finished [took 1458.5204s]
-24/12/23 05:09:07| DEBUG [size=11,place=1] best score = 0.02308642; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3334.682s]
-24/12/23 05:09:07| DEBUG [size=11,place=2] best score = 0.02649923; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3334.683s]
-24/12/23 05:16:20| DEBUG [size=62,place=1] best score = 0.02148107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 433.580s]
-24/12/23 05:16:20| DEBUG [size=62,place=2] best score = 0.02278531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 433.581s]
-24/12/23 05:22:14| DEBUG [size=37,place=1] best score = 0.02145684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 353.856s]
-24/12/23 05:22:14| DEBUG [size=37,place=2] best score = 0.02259427; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.856s]
-24/12/23 05:27:57| DEBUG [size=32,place=1] best score = 0.02127497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 343.384s]
-24/12/23 05:27:57| DEBUG [size=32,place=2] best score = 0.02268067; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.385s]
-24/12/23 05:31:27| DEBUG [size=31,place=1] best score = 0.02063129; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s]
-24/12/23 05:31:27| DEBUG [size=31,place=2] best score = 0.02175229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s]
-24/12/23 05:37:36| DEBUG [size=47,place=1] best score = 0.02107264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.118s]
-24/12/23 05:37:36| DEBUG [size=47,place=2] best score = 0.02182291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.119s]
-24/12/23 05:37:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02063) [took 5044.3954s]
-24/12/23 05:46:33| INFO d_bin_kde_rbf_gs finished [took 5581.6587s]
-24/12/23 06:42:17| DEBUG [size=11,place=1] best score = 0.02536024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3342.169s]
-24/12/23 06:42:17| DEBUG [size=11,place=2] best score = 0.02585056; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3342.170s]
-24/12/23 07:42:31| DEBUG [size=62,place=1] best score = 0.02084608; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s]
-24/12/23 07:42:31| DEBUG [size=62,place=2] best score = 0.02286018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s]
-24/12/23 07:50:47| DEBUG [size=50,place=1] best score = 0.02164552; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 495.953s]
-24/12/23 07:50:47| DEBUG [size=50,place=2] best score = 0.02186922; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 495.954s]
-24/12/23 07:50:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.02085) [took 7452.5978s]
-24/12/23 08:03:23| INFO d_mul_kde_rbf_gs finished [took 8208.5476s]
-24/12/23 09:12:22| DEBUG [size=11,place=1] best score = 0.02242362; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 4137.328s]
-24/12/23 09:12:22| DEBUG [size=11,place=2] best score = 0.02259530; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 4137.329s]
-24/12/23 12:42:48| DEBUG [size=60,place=1] best score = 0.02138485; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 12626.175s]
-24/12/23 12:42:48| DEBUG [size=60,place=2] best score = 0.02222202; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 12626.176s]
-24/12/23 12:57:43| DEBUG [size=34,place=1] best score = 0.02158973; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 894.562s]
-24/12/23 12:57:43| DEBUG [size=34,place=2] best score = 0.02197722; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 894.562s]
-24/12/23 12:57:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02138) [took 17658.1951s]
-24/12/23 13:09:10| INFO d_m3w_kde_rbf_gs finished [took 18345.6205s]
-24/12/23 13:09:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 34866.3052s]
-24/12/23 13:09:10| INFO Dataset sample [0.4 0.6] of dataset imdb started
-24/12/23 13:28:08| INFO d_bin_kde_rbf_c finished [took 1133.9227s]
-24/12/23 13:28:21| INFO d_bin_kde_rbf_mc finished [took 1146.4596s]
-24/12/23 13:28:29| INFO d_bin_kde_rbf_ne finished [took 1154.8877s]
-24/12/23 13:28:38| INFO d_bin_kde_rbf finished [took 1163.9789s]
-24/12/23 13:35:29| INFO d_mul_kde_rbf_mc finished [took 1576.4784s]
-24/12/23 13:35:41| INFO d_mul_kde_rbf finished [took 1586.5539s]
-24/12/23 13:35:54| INFO ref finished [took 24.1822s]
-24/12/23 13:36:15| INFO atc_mc finished [took 33.5153s]
-24/12/23 13:36:36| INFO doc finished [took 40.5470s]
-24/12/23 13:39:04| INFO d_m3w_kde_rbf_c finished [took 1789.6969s]
-24/12/23 13:39:28| INFO d_m3w_kde_rbf_mc finished [took 1813.6350s]
-24/12/23 13:39:34| INFO d_m3w_kde_rbf finished [took 1819.4763s]
-24/12/23 13:39:41| INFO d_mul_kde_rbf_c finished [took 1827.1957s]
-24/12/23 13:39:45| INFO d_mul_kde_rbf_ne finished [took 1830.8105s]
-24/12/23 13:44:16| INFO d_bin_kde_rbf_is finished [took 954.2963s]
-24/12/23 13:49:21| INFO d_mul_kde_rbf_is finished [took 1251.1232s]
-24/12/23 13:51:13| INFO d_m3w_kde_rbf_ne finished [took 1384.2943s]
-24/12/23 13:51:25| INFO d_m3w_kde_rbf_is finished [took 1365.3338s]
-24/12/23 14:14:05| DEBUG [size=11,place=1] best score = 0.01431269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1359.309s]
-24/12/23 14:14:05| DEBUG [size=11,place=2] best score = 0.01444502; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1359.309s]
-24/12/23 14:20:07| DEBUG [size=62,place=1] best score = 0.01336344; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.474s]
-24/12/23 14:20:07| DEBUG [size=62,place=2] best score = 0.01379889; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.475s]
-24/12/23 14:28:49| DEBUG [size=51,place=1] best score = 0.01271474; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s]
-24/12/23 14:28:49| DEBUG [size=51,place=2] best score = 0.01315084; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s]
-24/12/23 14:33:21| DEBUG [size=43,place=1] best score = 0.01165642; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.450s]
-24/12/23 14:33:21| DEBUG [size=43,place=2] best score = 0.01328774; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.451s]
-24/12/23 14:38:50| DEBUG [size=14,place=1] best score = 0.01015528; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.068s]
-24/12/23 14:38:50| DEBUG [size=14,place=2] best score = 0.01080157; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.069s]
-24/12/23 15:18:26| DEBUG [size=48,place=1] best score = 0.01321560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 2375.578s]
-24/12/23 15:18:26| DEBUG [size=48,place=2] best score = 0.01416752; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2375.579s]
-24/12/23 15:18:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01016) [took 5220.0516s]
-24/12/23 15:25:57| INFO d_bin_kde_rbf_gs finished [took 5670.7501s]
-24/12/23 15:49:38| DEBUG [size=11,place=1] best score = 0.01525852; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1420.874s]
-24/12/23 15:49:38| DEBUG [size=11,place=2] best score = 0.01660428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1420.875s]
-24/12/23 15:59:54| DEBUG [size=62,place=1] best score = 0.01317924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.888s]
-24/12/23 15:59:54| DEBUG [size=62,place=2] best score = 0.01395151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.889s]
-24/12/23 16:08:38| DEBUG [size=51,place=1] best score = 0.01147728; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 524.243s]
-24/12/23 16:08:38| DEBUG [size=51,place=2] best score = 0.01168741; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 524.244s]
-24/12/23 16:50:29| DEBUG [size=34,place=1] best score = 0.00826383; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s]
-24/12/23 16:50:29| DEBUG [size=34,place=2] best score = 0.01069659; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s]
-24/12/23 17:18:20| DEBUG [size=27,place=1] best score = 0.01341248; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1670.394s]
-24/12/23 17:18:20| DEBUG [size=27,place=2] best score = 0.01472216; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1670.394s]
-24/12/23 17:18:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00826) [took 6742.5154s]
-24/12/23 17:29:23| INFO d_mul_kde_rbf_gs finished [took 7405.6608s]
-24/12/23 18:14:44| DEBUG [size=11,place=1] best score = 0.03100522; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2719.994s]
-24/12/23 18:14:44| DEBUG [size=11,place=2] best score = 0.03412520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2719.995s]
-24/12/23 18:24:25| DEBUG [size=62,place=1] best score = 0.02794469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 581.134s]
-24/12/23 18:24:25| DEBUG [size=62,place=2] best score = 0.02932881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.134s]
-24/12/23 18:33:33| DEBUG [size=39,place=1] best score = 0.02654563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 548.313s]
-24/12/23 18:33:33| DEBUG [size=39,place=2] best score = 0.02783778; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 548.314s]
-24/12/23 18:43:57| DEBUG [size=50,place=1] best score = 0.02377085; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s]
-24/12/23 18:43:57| DEBUG [size=50,place=2] best score = 0.02563358; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s]
-24/12/23 18:59:11| DEBUG [size=51,place=1] best score = 0.02653283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s]
-24/12/23 18:59:11| DEBUG [size=51,place=2] best score = 0.02831976; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s]
-24/12/23 18:59:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02377) [took 5387.0270s]
-24/12/23 19:08:31| INFO d_m3w_kde_rbf_gs finished [took 5946.7929s]
-24/12/23 19:08:31| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 21560.5210s]
-24/12/23 19:08:31| INFO Dataset sample [0.5 0.5] of dataset imdb started
-24/12/23 19:26:11| INFO d_bin_kde_rbf_ne finished [took 1055.9117s]
-24/12/23 19:26:35| INFO d_bin_kde_rbf finished [took 1079.4902s]
-24/12/23 19:26:52| INFO d_bin_kde_rbf_c finished [took 1096.5081s]
-24/12/23 19:27:07| INFO d_bin_kde_rbf_mc finished [took 1111.6014s]
-24/12/23 19:32:05| INFO d_mul_kde_rbf_mc finished [took 1409.6148s]
-24/12/23 19:32:30| INFO ref finished [took 23.7674s]
-24/12/23 19:32:31| INFO d_mul_kde_rbf finished [took 1435.7419s]
-24/12/23 19:33:01| INFO doc finished [took 29.2380s]
-24/12/23 19:33:05| INFO atc_mc finished [took 34.5379s]
-24/12/23 19:33:36| INFO d_mul_kde_rbf_ne finished [took 1500.5310s]
-24/12/23 19:35:39| INFO d_m3w_kde_rbf_mc finished [took 1623.4657s]
-24/12/23 19:35:40| INFO d_mul_kde_rbf_c finished [took 1624.5775s]
-24/12/23 19:36:16| INFO d_m3w_kde_rbf finished [took 1660.7984s]
-24/12/23 19:39:40| INFO d_m3w_kde_rbf_c finished [took 1866.7042s]
-24/12/23 19:42:27| INFO d_bin_kde_rbf_is finished [took 951.0954s]
-24/12/23 19:45:24| INFO d_mul_kde_rbf_is finished [took 1111.8261s]
-24/12/23 19:48:39| INFO d_m3w_kde_rbf_is finished [took 1291.1491s]
-24/12/23 19:51:57| INFO d_m3w_kde_rbf_ne finished [took 1544.5643s]
-24/12/23 20:35:34| DEBUG [size=11,place=1] best score = 0.01466474; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2616.050s]
-24/12/23 20:35:34| DEBUG [size=11,place=2] best score = 0.01891545; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2616.051s]
-24/12/23 20:41:23| DEBUG [size=62,place=1] best score = 0.01300796; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 348.583s]
-24/12/23 20:41:23| DEBUG [size=62,place=2] best score = 0.01343869; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 348.583s]
-24/12/23 21:19:16| DEBUG [size=37,place=1] best score = 0.01227203; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s]
-24/12/23 21:19:16| DEBUG [size=37,place=2] best score = 0.01299042; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s]
-24/12/23 22:13:20| DEBUG [size=48,place=1] best score = 0.01130764; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3243.585s]
-24/12/23 22:13:20| DEBUG [size=48,place=2] best score = 0.01212743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 3243.586s]
-24/12/23 22:17:20| DEBUG [size=34,place=1] best score = 0.01121978; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 240.443s]
-24/12/23 22:17:20| DEBUG [size=34,place=2] best score = 0.01184580; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 240.444s]
-24/12/23 22:19:33| DEBUG [size=20,place=1] best score = 0.01226198; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 132.746s]
-24/12/23 22:19:33| DEBUG [size=20,place=2] best score = 0.01240599; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 132.746s]
-24/12/23 22:19:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01122) [took 8854.9802s]
-24/12/23 22:27:55| INFO d_bin_kde_rbf_gs finished [took 9357.5124s]
-24/12/23 23:12:48| DEBUG [size=11,place=1] best score = 0.01885813; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2691.988s]
-24/12/23 23:12:48| DEBUG [size=11,place=2] best score = 0.01888652; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2691.988s]
-24/12/23 23:23:18| DEBUG [size=62,place=1] best score = 0.01429097; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 630.068s]
-24/12/23 23:23:18| DEBUG [size=62,place=2] best score = 0.01430002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 630.068s]
-24/12/23 23:33:31| DEBUG [size=41,place=1] best score = 0.01378666; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 612.381s]
-24/12/23 23:33:31| DEBUG [size=41,place=2] best score = 0.01396868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 612.381s]
-24/12/23 23:41:48| DEBUG [size=22,place=1] best score = 0.01410246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 497.559s]
-24/12/23 23:41:48| DEBUG [size=22,place=2] best score = 0.01419172; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 497.559s]
-24/12/23 23:41:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01379) [took 4432.1317s]
-24/12/23 23:52:56| INFO d_mul_kde_rbf_gs finished [took 5100.2849s]
-25/12/23 01:00:34| DEBUG [size=11,place=1] best score = 0.02362420; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4056.172s]
-25/12/23 01:00:34| DEBUG [size=11,place=2] best score = 0.02579268; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4056.172s]
-25/12/23 01:10:26| DEBUG [size=62,place=1] best score = 0.02144269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 592.538s]
-25/12/23 01:10:26| DEBUG [size=62,place=2] best score = 0.02282907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 592.539s]
-25/12/23 01:14:57| DEBUG [size=24,place=1] best score = 0.01949854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.663s]
-25/12/23 01:14:57| DEBUG [size=24,place=2] best score = 0.02076002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.664s]
-25/12/23 01:42:13| DEBUG [size=49,place=1] best score = 0.02089068; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1635.987s]
-25/12/23 01:42:13| DEBUG [size=49,place=2] best score = 0.02150364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1635.987s]
-25/12/23 01:42:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01950) [took 6555.4938s]
-25/12/23 01:51:40| INFO d_m3w_kde_rbf_gs finished [took 7122.5363s]
-25/12/23 01:51:40| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 24189.4065s]
-25/12/23 01:51:40| INFO Dataset sample [0.6 0.4] of dataset imdb started
-25/12/23 02:09:37| INFO d_bin_kde_rbf_c finished [took 1072.1160s]
-25/12/23 02:09:39| INFO d_bin_kde_rbf_ne finished [took 1074.5138s]
-25/12/23 02:09:40| INFO d_bin_kde_rbf finished [took 1075.1650s]
-25/12/23 02:10:40| INFO d_bin_kde_rbf_mc finished [took 1135.5348s]
-25/12/23 02:16:20| INFO d_mul_kde_rbf_mc finished [took 1474.9038s]
-25/12/23 02:16:44| INFO ref finished [took 23.7409s]
-25/12/23 02:16:48| INFO d_mul_kde_rbf_c finished [took 1503.4096s]
-25/12/23 02:17:00| INFO d_mul_kde_rbf_ne finished [took 1514.6229s]
-25/12/23 02:17:22| INFO atc_mc finished [took 37.0780s]
-25/12/23 02:17:29| INFO doc finished [took 40.4433s]
-25/12/23 02:18:17| INFO d_mul_kde_rbf finished [took 1592.2258s]
-25/12/23 02:19:27| INFO d_m3w_kde_rbf finished [took 1664.1582s]
-25/12/23 02:20:30| INFO d_m3w_kde_rbf_mc finished [took 1725.0463s]
-25/12/23 02:20:56| INFO d_m3w_kde_rbf_c finished [took 1751.4782s]
-25/12/23 02:24:10| INFO d_bin_kde_rbf_is finished [took 870.2885s]
-25/12/23 02:29:11| INFO d_mul_kde_rbf_is finished [took 1171.0655s]
-25/12/23 02:32:09| INFO d_m3w_kde_rbf_is finished [took 1288.3252s]
-25/12/23 02:32:38| INFO d_m3w_kde_rbf_ne finished [took 1379.8860s]
-25/12/23 03:18:45| DEBUG [size=11,place=1] best score = 0.01955494; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2766.422s]
-25/12/23 03:18:45| DEBUG [size=11,place=2] best score = 0.01988761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2766.423s]
-25/12/23 03:25:01| DEBUG [size=62,place=1] best score = 0.01659064; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s]
-25/12/23 03:25:01| DEBUG [size=62,place=2] best score = 0.01663062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s]
-25/12/23 04:14:03| DEBUG [size=51,place=1] best score = 0.01624802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2941.796s]
-25/12/23 04:14:03| DEBUG [size=51,place=2] best score = 0.01629826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2941.796s]
-25/12/23 05:00:13| DEBUG [size=21,place=1] best score = 0.01606812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2770.753s]
-25/12/23 05:00:13| DEBUG [size=21,place=2] best score = 0.01619818; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2770.754s]
-25/12/23 05:30:04| DEBUG [size=31,place=1] best score = 0.01640828; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1791.044s]
-25/12/23 05:30:04| DEBUG [size=31,place=2] best score = 0.01662319; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1791.045s]
-25/12/23 05:30:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01607) [took 10645.6270s]
-25/12/23 05:37:38| INFO d_bin_kde_rbf_gs finished [took 11099.4474s]
-25/12/23 06:24:13| DEBUG [size=11,place=1] best score = 0.02451420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2793.773s]
-25/12/23 06:24:13| DEBUG [size=11,place=2] best score = 0.02473881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2793.773s]
-25/12/23 06:35:08| DEBUG [size=62,place=1] best score = 0.01600174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.648s]
-25/12/23 06:35:08| DEBUG [size=62,place=2] best score = 0.01696162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.649s]
-25/12/23 07:25:47| DEBUG [size=54,place=1] best score = 0.01624748; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.525s]
-25/12/23 07:25:47| DEBUG [size=54,place=2] best score = 0.01637512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.526s]
-25/12/23 07:25:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01600) [took 6488.0697s]
-25/12/23 07:37:10| INFO d_mul_kde_rbf_gs finished [took 7170.3655s]
-25/12/23 08:38:39| DEBUG [size=11,place=1] best score = 0.02272664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3688.338s]
-25/12/23 08:38:39| DEBUG [size=11,place=2] best score = 0.02679301; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3688.339s]
-25/12/23 08:49:36| DEBUG [size=62,place=1] best score = 0.01901538; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 656.552s]
-25/12/23 08:49:36| DEBUG [size=62,place=2] best score = 0.02028394; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 656.553s]
-25/12/23 08:57:31| DEBUG [size=42,place=1] best score = 0.01782414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 475.609s]
-25/12/23 08:57:31| DEBUG [size=42,place=2] best score = 0.01876728; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 475.609s]
-25/12/23 09:23:46| DEBUG [size=37,place=1] best score = 0.01654457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1574.797s]
-25/12/23 09:23:46| DEBUG [size=37,place=2] best score = 0.01806718; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1574.798s]
-25/12/23 09:51:42| DEBUG [size=48,place=1] best score = 0.01940516; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1675.999s]
-25/12/23 09:51:42| DEBUG [size=48,place=2] best score = 0.02010627; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1676.000s]
-25/12/23 09:51:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01654) [took 8071.4462s]
-25/12/23 10:04:04| INFO d_m3w_kde_rbf_gs finished [took 8813.1834s]
-25/12/23 10:04:04| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 29544.0355s]
-25/12/23 10:04:04| INFO Dataset sample [0.7 0.3] of dataset imdb started
-25/12/23 10:24:29| INFO d_bin_kde_rbf_ne finished [took 1219.5344s]
-25/12/23 10:25:03| INFO d_bin_kde_rbf_mc finished [took 1253.3632s]
-25/12/23 10:25:28| INFO d_bin_kde_rbf_c finished [took 1278.4919s]
-25/12/23 10:26:09| INFO d_bin_kde_rbf finished [took 1319.0958s]
-25/12/23 10:31:04| INFO d_mul_kde_rbf finished [took 1614.1311s]
-25/12/23 10:31:22| INFO ref finished [took 16.8384s]
-25/12/23 10:31:42| INFO d_mul_kde_rbf_mc finished [took 1652.6182s]
-25/12/23 10:31:46| INFO atc_mc finished [took 23.8615s]
-25/12/23 10:32:21| INFO d_m3w_kde_rbf_mc finished [took 1691.0677s]
-25/12/23 10:32:24| INFO doc finished [took 40.2917s]
-25/12/23 10:32:56| INFO d_mul_kde_rbf_ne finished [took 1725.5644s]
-25/12/23 10:33:39| INFO d_m3w_kde_rbf finished [took 1772.0073s]
-25/12/23 10:34:01| INFO d_mul_kde_rbf_c finished [took 1791.3531s]
-25/12/23 10:34:33| INFO d_m3w_kde_rbf_c finished [took 1823.2769s]
-25/12/23 10:41:31| INFO d_bin_kde_rbf_is finished [took 986.2783s]
-25/12/23 10:47:33| INFO d_m3w_kde_rbf_is finished [took 1282.6973s]
-25/12/23 10:47:43| INFO d_mul_kde_rbf_is finished [took 1333.3479s]
-25/12/23 10:48:32| INFO d_m3w_kde_rbf_ne finished [took 1441.5009s]
-25/12/23 11:48:21| DEBUG [size=11,place=1] best score = 0.01163664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3586.201s]
-25/12/23 11:48:21| DEBUG [size=11,place=2] best score = 0.01465113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3586.201s]
-25/12/23 11:55:35| DEBUG [size=62,place=1] best score = 0.01084714; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 434.164s]
-25/12/23 11:55:35| DEBUG [size=62,place=2] best score = 0.01119998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 434.164s]
-25/12/23 12:00:32| DEBUG [size=37,place=1] best score = 0.01093844; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 296.821s]
-25/12/23 12:00:32| DEBUG [size=37,place=2] best score = 0.01097141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 296.821s]
-25/12/23 12:00:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01085) [took 4317.3081s]
-25/12/23 12:09:01| INFO d_bin_kde_rbf_gs finished [took 4826.8264s]
-25/12/23 13:09:43| DEBUG [size=11,place=1] best score = 0.01346915; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3640.022s]
-25/12/23 13:09:43| DEBUG [size=11,place=2] best score = 0.02250214; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3640.023s]
-25/12/23 13:20:16| DEBUG [size=62,place=1] best score = 0.01071790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 632.767s]
-25/12/23 13:20:16| DEBUG [size=62,place=2] best score = 0.01173581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 632.768s]
-25/12/23 13:28:37| DEBUG [size=42,place=1] best score = 0.01060833; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.478s]
-25/12/23 13:28:37| DEBUG [size=42,place=2] best score = 0.01159633; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.479s]
-25/12/23 13:33:58| DEBUG [size=28,place=1] best score = 0.01186816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s]
-25/12/23 13:33:58| DEBUG [size=28,place=2] best score = 0.01209650; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s]
-25/12/23 13:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01061) [took 5094.8833s]
-25/12/23 13:45:50| INFO d_mul_kde_rbf_gs finished [took 5807.3449s]
-25/12/23 14:53:16| DEBUG [size=11,place=1] best score = 0.01343968; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4044.303s]
-25/12/23 14:53:16| DEBUG [size=11,place=2] best score = 0.01608788; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 4044.304s]
-25/12/23 16:06:25| DEBUG [size=62,place=1] best score = 0.01205164; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s]
-25/12/23 16:06:25| DEBUG [size=62,place=2] best score = 0.01236097; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s]
-25/12/23 17:15:16| DEBUG [size=51,place=1] best score = 0.01190939; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4131.177s]
-25/12/23 17:15:16| DEBUG [size=51,place=2] best score = 0.01192229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4131.178s]
-25/12/23 17:23:46| DEBUG [size=34,place=1] best score = 0.01095882; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.948s]
-25/12/23 17:23:46| DEBUG [size=34,place=2] best score = 0.01100209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.949s]
-25/12/23 17:30:02| DEBUG [size=30,place=1] best score = 0.01054549; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 375.998s]
-25/12/23 17:30:02| DEBUG [size=30,place=2] best score = 0.01148511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 375.999s]
-25/12/23 18:41:35| DEBUG [size=52,place=1] best score = 0.01037758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.866s]
-25/12/23 18:41:35| DEBUG [size=52,place=2] best score = 0.01104973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.867s]
-25/12/23 20:19:31| DEBUG [size=51,place=1] best score = 0.01059010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.376s]
-25/12/23 20:19:31| DEBUG [size=51,place=2] best score = 0.01096929; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.377s]
-25/12/23 20:19:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01038) [took 23619.1534s]
-25/12/23 20:30:29| INFO d_m3w_kde_rbf_gs finished [took 24277.1546s]
-25/12/23 20:30:29| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 37585.0817s]
-25/12/23 20:30:29| INFO Dataset sample [0.8 0.2] of dataset imdb started
-25/12/23 20:56:42| INFO d_bin_kde_rbf_c finished [took 1568.5616s]
-25/12/23 20:58:02| INFO d_bin_kde_rbf_ne finished [took 1648.1501s]
-25/12/23 20:58:08| INFO d_bin_kde_rbf_mc finished [took 1654.3673s]
-25/12/23 20:58:37| INFO d_bin_kde_rbf finished [took 1683.0715s]
-25/12/23 21:02:42| INFO d_m3w_kde_rbf_mc finished [took 1928.0304s]
-25/12/23 21:03:06| INFO ref finished [took 23.3987s]
-25/12/23 21:03:22| INFO d_m3w_kde_rbf finished [took 1968.6718s]
-25/12/23 21:03:40| INFO atc_mc finished [took 33.3350s]
-25/12/23 21:04:03| INFO doc finished [took 40.2453s]
-25/12/23 21:04:07| INFO d_m3w_kde_rbf_c finished [took 2013.6472s]
-25/12/23 21:04:41| INFO d_mul_kde_rbf finished [took 2046.9412s]
-25/12/23 21:04:58| INFO d_mul_kde_rbf_mc finished [took 2064.3652s]
-25/12/23 21:05:42| INFO d_mul_kde_rbf_ne finished [took 2107.9692s]
-25/12/23 21:05:43| INFO d_mul_kde_rbf_c finished [took 2110.9850s]
-25/12/23 21:18:50| INFO d_bin_kde_rbf_is finished [took 1247.2640s]
-25/12/23 21:20:35| INFO d_m3w_kde_rbf_ne finished [took 1431.8208s]
-25/12/23 21:22:38| INFO d_m3w_kde_rbf_is finished [took 1440.9743s]
-25/12/23 21:23:03| INFO d_mul_kde_rbf_is finished [took 1494.3900s]
-25/12/23 22:24:23| DEBUG [size=11,place=1] best score = 0.01385908; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3678.880s]
-25/12/23 22:24:23| DEBUG [size=11,place=2] best score = 0.02328191; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 3678.881s]
-25/12/23 23:29:35| DEBUG [size=62,place=1] best score = 0.01196799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3911.784s]
-25/12/23 23:29:35| DEBUG [size=62,place=2] best score = 0.01201496; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3911.785s]
-25/12/23 23:36:46| DEBUG [size=54,place=1] best score = 0.01166832; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 431.200s]
-25/12/23 23:36:46| DEBUG [size=54,place=2] best score = 0.01219974; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 431.200s]
-25/12/23 23:42:47| DEBUG [size=34,place=1] best score = 0.01171743; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 360.788s]
-25/12/23 23:42:47| DEBUG [size=34,place=2] best score = 0.01281785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 360.788s]
-25/12/23 23:42:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01167) [took 8382.8025s]
-25/12/23 23:52:51| INFO d_bin_kde_rbf_gs finished [took 8986.8237s]
-26/12/23 00:56:05| DEBUG [size=11,place=1] best score = 0.01171780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3792.991s]
-26/12/23 00:56:05| DEBUG [size=11,place=2] best score = 0.01391358; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3792.991s]
-26/12/23 01:59:35| DEBUG [size=62,place=1] best score = 0.01134799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3810.029s]
-26/12/23 01:59:35| DEBUG [size=62,place=2] best score = 0.01145816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3810.029s]
-26/12/23 03:00:45| DEBUG [size=36,place=1] best score = 0.01116452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 3670.417s]
-26/12/23 03:00:45| DEBUG [size=36,place=2] best score = 0.01119459; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3670.418s]
-26/12/23 03:06:03| DEBUG [size=39,place=1] best score = 0.01136263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 317.516s]
-26/12/23 03:06:03| DEBUG [size=39,place=2] best score = 0.01168701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 317.516s]
-26/12/23 03:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.01116) [took 11591.0894s]
-26/12/23 03:18:15| INFO d_mul_kde_rbf_gs finished [took 12322.8972s]
-26/12/23 04:19:37| DEBUG [size=11,place=1] best score = 0.00969624; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3681.585s]
-26/12/23 04:19:37| DEBUG [size=11,place=2] best score = 0.01116770; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3681.585s]
-26/12/23 05:27:59| DEBUG [size=62,place=1] best score = 0.00936703; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s]
-26/12/23 05:27:59| DEBUG [size=62,place=2] best score = 0.00973951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s]
-26/12/23 05:35:02| DEBUG [size=52,place=1] best score = 0.00886469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.219s]
-26/12/23 05:35:02| DEBUG [size=52,place=2] best score = 0.00973338; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.220s]
-26/12/23 05:38:21| DEBUG [size=20,place=1] best score = 0.00981961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.678s]
-26/12/23 05:38:21| DEBUG [size=20,place=2] best score = 0.00991196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.678s]
-26/12/23 05:38:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00886) [took 8405.3231s]
-26/12/23 05:49:07| INFO d_m3w_kde_rbf_gs finished [took 9051.2097s]
-26/12/23 05:49:07| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 33517.6730s]
-26/12/23 05:49:07| INFO Dataset sample [0.9 0.1] of dataset imdb started
-26/12/23 06:17:10| INFO d_bin_kde_rbf finished [took 1678.2469s]
-26/12/23 06:19:15| INFO d_bin_kde_rbf_mc finished [took 1803.6286s]
-26/12/23 06:19:20| INFO d_bin_kde_rbf_c finished [took 1808.3854s]
-26/12/23 06:19:31| INFO d_m3w_kde_rbf finished [took 1819.8649s]
-26/12/23 06:20:00| INFO d_bin_kde_rbf_ne finished [took 1850.1981s]
-26/12/23 06:20:25| INFO ref finished [took 24.1477s]
-26/12/23 06:21:00| INFO atc_mc finished [took 33.5838s]
-26/12/23 06:21:08| INFO d_m3w_kde_rbf_mc finished [took 1916.7029s]
-26/12/23 06:21:39| INFO doc finished [took 38.9780s]
-26/12/23 06:21:54| INFO d_m3w_kde_rbf_c finished [took 1963.1543s]
-26/12/23 06:22:45| INFO d_mul_kde_rbf finished [took 2014.0853s]
-26/12/23 06:22:51| INFO d_mul_kde_rbf_ne finished [took 2019.6348s]
-26/12/23 06:23:10| INFO d_mul_kde_rbf_mc finished [took 2038.9945s]
-26/12/23 06:23:29| INFO d_mul_kde_rbf_c finished [took 2057.2510s]
-26/12/23 06:39:55| INFO d_m3w_kde_rbf_ne finished [took 1364.9271s]
-26/12/23 06:41:01| INFO d_bin_kde_rbf_is finished [took 1305.8283s]
-26/12/23 06:42:32| INFO d_m3w_kde_rbf_is finished [took 1380.1725s]
-26/12/23 06:43:37| INFO d_mul_kde_rbf_is finished [took 1456.5408s]
-----------------------------------------------------------------------------------------------------
-27/12/23 13:16:38| INFO dataset rcv1_CCAT [pool size: 10]
-27/12/23 13:16:38| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-27/12/23 13:39:04| INFO d_bin_kde_lr_c finished [took 1340.9634s]
-27/12/23 13:39:16| INFO d_bin_kde_lr finished [took 1355.4906s]
-27/12/23 13:40:00| INFO d_bin_kde_lr_ne finished [took 1396.1975s]
-27/12/23 13:40:11| INFO d_bin_kde_lr_mc finished [took 1407.7704s]
-27/12/23 13:41:10| INFO d_m3w_kde_lr_c finished [took 1466.4540s]
-27/12/23 13:41:51| INFO d_m3w_kde_lr_mc finished [took 1507.2588s]
-27/12/23 13:42:22| INFO d_m3w_kde_lr finished [took 1538.7449s]
-27/12/23 13:42:24| INFO ref finished [took 73.7326s]
-27/12/23 13:43:20| INFO atc_mc finished [took 88.3590s]
-27/12/23 13:43:43| INFO doc finished [took 80.7918s]
-27/12/23 13:43:44| INFO d_mul_kde_lr finished [took 1620.5969s]
-27/12/23 13:43:52| INFO d_mul_kde_lr_c finished [took 1628.5832s]
-27/12/23 13:44:09| INFO d_mul_kde_lr_mc finished [took 1646.0355s]
-27/12/23 13:44:43| INFO d_mul_kde_lr_ne finished [took 1679.3882s]
-27/12/23 13:55:58| INFO d_bin_kde_lr_is finished [took 1000.5233s]
-27/12/23 13:57:23| INFO d_m3w_kde_lr_ne finished [took 1098.3835s]
-27/12/23 13:58:37| INFO d_m3w_kde_lr_is finished [took 1105.4759s]
-27/12/23 13:59:58| INFO d_mul_kde_lr_is finished [took 1197.9381s]
-27/12/23 14:00:36| DEBUG [size=11,place=1] best score = 0.00748775; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.140s]
-27/12/23 14:00:36| DEBUG [size=11,place=2] best score = 0.10035217; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 37.140s]
-27/12/23 14:03:13| DEBUG [size=52,place=1] best score = 0.00725828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s]
-27/12/23 14:03:13| DEBUG [size=52,place=2] best score = 0.00746456; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s]
-27/12/23 14:04:39| DEBUG [size=26,place=1] best score = 0.00697497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.706s]
-27/12/23 14:04:39| DEBUG [size=26,place=2] best score = 0.00709052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.707s]
-27/12/23 14:06:42| DEBUG [size=40,place=1] best score = 0.01679179; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.150s]
-27/12/23 14:06:42| DEBUG [size=40,place=2] best score = 0.02513039; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 123.151s]
-27/12/23 14:06:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00697) [took 402.9361s]
-27/12/23 14:13:12| INFO d_bin_kde_lr_gs finished [took 792.6385s]
-27/12/23 14:13:59| DEBUG [size=11,place=1] best score = 0.01139967; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.978s]
-27/12/23 14:13:59| DEBUG [size=11,place=2] best score = 0.01643994; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.979s]
-27/12/23 14:17:12| DEBUG [size=52,place=1] best score = 0.00963754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 193.110s]
-27/12/23 14:17:12| DEBUG [size=52,place=2] best score = 0.01030709; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.110s]
-27/12/23 14:19:01| DEBUG [size=26,place=1] best score = 0.00811380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 109.032s]
-27/12/23 14:19:01| DEBUG [size=26,place=2] best score = 0.00942258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 109.032s]
-27/12/23 14:21:45| DEBUG [size=42,place=1] best score = 0.00738996; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 163.508s]
-27/12/23 14:21:45| DEBUG [size=42,place=2] best score = 0.00775883; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 163.509s]
-27/12/23 14:22:29| DEBUG [size=11,place=1] best score = 0.00799001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 43.602s]
-27/12/23 14:22:29| DEBUG [size=11,place=2] best score = 0.01341250; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 43.603s]
-27/12/23 14:22:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00739) [took 556.3452s]
-27/12/23 14:31:19| INFO d_mul_kde_lr_gs finished [took 1087.0887s]
-27/12/23 14:32:03| DEBUG [size=11,place=1] best score = 0.01053422; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.016s]
-27/12/23 14:32:03| DEBUG [size=11,place=2] best score = 0.01658176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 43.017s]
-27/12/23 14:34:58| DEBUG [size=52,place=1] best score = 0.00686870; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 174.974s]
-27/12/23 14:34:58| DEBUG [size=52,place=2] best score = 0.00977597; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 174.974s]
-27/12/23 14:37:45| DEBUG [size=46,place=1] best score = 0.00611657; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.933s]
-27/12/23 14:37:45| DEBUG [size=46,place=2] best score = 0.00799362; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 166.933s]
-27/12/23 14:39:38| DEBUG [size=27,place=1] best score = 0.00969584; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s]
-27/12/23 14:39:38| DEBUG [size=27,place=2] best score = 0.01579430; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s]
-27/12/23 14:39:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00612) [took 497.8349s]
-27/12/23 14:46:39| INFO d_m3w_kde_lr_gs finished [took 918.8928s]
-27/12/23 14:46:39| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 5401.1636s]
-27/12/23 14:46:39| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-27/12/23 15:02:07| INFO d_bin_kde_lr_c finished [took 922.1356s]
-27/12/23 15:02:54| INFO d_bin_kde_lr_mc finished [took 968.4435s]
-27/12/23 15:03:12| INFO d_bin_kde_lr_ne finished [took 986.5026s]
-27/12/23 15:03:30| INFO d_bin_kde_lr finished [took 1004.4668s]
-27/12/23 15:07:48| INFO d_m3w_kde_lr_mc finished [took 1262.8780s]
-27/12/23 15:08:03| INFO d_mul_kde_lr finished [took 1278.0765s]
-27/12/23 15:08:12| INFO d_m3w_kde_lr finished [took 1290.1441s]
-27/12/23 15:08:24| INFO d_m3w_kde_lr_c finished [took 1298.7758s]
-27/12/23 15:09:09| INFO ref finished [took 79.9090s]
-27/12/23 15:09:26| INFO atc_mc finished [took 82.0373s]
-27/12/23 15:09:29| INFO d_mul_kde_lr_ne finished [took 1363.4455s]
-27/12/23 15:09:40| INFO doc finished [took 86.3288s]
-27/12/23 15:09:49| INFO d_mul_kde_lr_c finished [took 1383.4893s]
-27/12/23 15:10:00| INFO d_mul_kde_lr_mc finished [took 1395.0251s]
-27/12/23 15:15:48| INFO d_bin_kde_lr_is finished [took 773.7529s]
-27/12/23 15:18:45| INFO d_m3w_kde_lr_ne finished [took 996.6452s]
-27/12/23 15:19:09| INFO d_m3w_kde_lr_is finished [took 938.4963s]
-27/12/23 15:20:23| INFO d_mul_kde_lr_is finished [took 1030.5229s]
-27/12/23 15:20:53| DEBUG [size=11,place=1] best score = 0.01182432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 29.140s]
-27/12/23 15:20:53| DEBUG [size=11,place=2] best score = 0.01352098; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 29.141s]
-27/12/23 15:23:04| DEBUG [size=53,place=1] best score = 0.01143264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 130.967s]
-27/12/23 15:23:04| DEBUG [size=53,place=2] best score = 0.01176203; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 130.967s]
-27/12/23 15:24:48| DEBUG [size=43,place=1] best score = 0.01242812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.159s]
-27/12/23 15:24:48| DEBUG [size=43,place=2] best score = 0.01249833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.159s]
-27/12/23 15:24:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 264.3826s]
-27/12/23 15:31:24| INFO d_bin_kde_lr_gs finished [took 660.5258s]
-27/12/23 15:32:12| DEBUG [size=11,place=1] best score = 0.01329753; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.113s]
-27/12/23 15:32:12| DEBUG [size=11,place=2] best score = 0.01649314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 46.114s]
-27/12/23 15:35:25| DEBUG [size=51,place=1] best score = 0.01124357; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.525s]
-27/12/23 15:35:25| DEBUG [size=51,place=2] best score = 0.01205911; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.525s]
-27/12/23 15:36:04| DEBUG [size=9,place=1] best score = 0.01134000; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 38.809s]
-27/12/23 15:36:04| DEBUG [size=9,place=2] best score = 0.01180376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 38.810s]
-27/12/23 15:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01124) [took 278.5554s]
-27/12/23 15:43:53| INFO d_mul_kde_lr_gs finished [took 746.9379s]
-27/12/23 15:44:37| DEBUG [size=11,place=1] best score = 0.00738573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.556s]
-27/12/23 15:44:37| DEBUG [size=11,place=2] best score = 0.00951197; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.557s]
-27/12/23 15:47:38| DEBUG [size=53,place=1] best score = 0.00736872; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s]
-27/12/23 15:47:38| DEBUG [size=53,place=2] best score = 0.00738749; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s]
-27/12/23 15:49:58| DEBUG [size=41,place=1] best score = 0.00720602; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s]
-27/12/23 15:49:58| DEBUG [size=41,place=2] best score = 0.00762380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s]
-27/12/23 15:52:20| DEBUG [size=41,place=1] best score = 0.00795330; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s]
-27/12/23 15:52:20| DEBUG [size=41,place=2] best score = 0.00803953; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s]
-27/12/23 15:52:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00721) [took 506.2276s]
-27/12/23 15:59:17| INFO d_m3w_kde_lr_gs finished [took 923.9426s]
-27/12/23 15:59:17| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4358.4572s]
-27/12/23 15:59:17| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-27/12/23 16:13:42| INFO d_bin_kde_lr_mc finished [took 861.5724s]
-27/12/23 16:14:16| INFO d_bin_kde_lr_ne finished [took 892.6635s]
-27/12/23 16:14:21| INFO d_bin_kde_lr finished [took 897.3340s]
-27/12/23 16:14:29| INFO d_bin_kde_lr_c finished [took 905.0383s]
-27/12/23 16:20:03| INFO d_m3w_kde_lr finished [took 1239.9383s]
-27/12/23 16:20:38| INFO d_m3w_kde_lr_mc finished [took 1274.5145s]
-27/12/23 16:20:53| INFO d_m3w_kde_lr_c finished [took 1289.4053s]
-27/12/23 16:21:23| INFO ref finished [took 78.4600s]
-27/12/23 16:21:35| INFO d_mul_kde_lr_c finished [took 1331.2956s]
-27/12/23 16:21:54| INFO doc finished [took 60.0898s]
-27/12/23 16:22:04| INFO atc_mc finished [took 84.7338s]
-27/12/23 16:22:32| INFO d_mul_kde_lr_ne finished [took 1388.9787s]
-27/12/23 16:22:50| INFO d_mul_kde_lr finished [took 1406.7405s]
-27/12/23 16:22:51| INFO d_mul_kde_lr_mc finished [took 1407.2339s]
-27/12/23 16:26:43| INFO d_bin_kde_lr_is finished [took 745.9255s]
-27/12/23 16:31:01| INFO d_m3w_kde_lr_is finished [took 992.0498s]
-27/12/23 16:31:46| INFO d_m3w_kde_lr_ne finished [took 1082.7750s]
-27/12/23 16:32:30| INFO d_mul_kde_lr_is finished [took 1088.0734s]
-27/12/23 16:32:55| DEBUG [size=11,place=1] best score = 0.01751127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.762s]
-27/12/23 16:32:55| DEBUG [size=11,place=2] best score = 0.01953680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.763s]
-27/12/23 16:34:35| DEBUG [size=53,place=1] best score = 0.01527170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.125s]
-27/12/23 16:34:35| DEBUG [size=53,place=2] best score = 0.01645425; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.126s]
-27/12/23 16:35:29| DEBUG [size=25,place=1] best score = 0.01486225; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.332s]
-27/12/23 16:35:29| DEBUG [size=25,place=2] best score = 0.01512746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.333s]
-27/12/23 16:36:48| DEBUG [size=38,place=1] best score = 0.01612436; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.449s]
-27/12/23 16:36:48| DEBUG [size=38,place=2] best score = 0.01718074; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.450s]
-27/12/23 16:36:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01486) [took 256.7824s]
-27/12/23 16:41:33| INFO d_bin_kde_lr_gs finished [took 542.5645s]
-27/12/23 16:42:13| DEBUG [size=11,place=1] best score = 0.02382405; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 38.779s]
-27/12/23 16:42:13| DEBUG [size=11,place=2] best score = 0.02409052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.780s]
-27/12/23 16:45:12| DEBUG [size=52,place=1] best score = 0.02227680; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 178.843s]
-27/12/23 16:45:12| DEBUG [size=52,place=2] best score = 0.02229584; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.843s]
-27/12/23 16:46:59| DEBUG [size=29,place=1] best score = 0.02130220; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 107.155s]
-27/12/23 16:46:59| DEBUG [size=29,place=2] best score = 0.02148600; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 107.155s]
-27/12/23 16:47:53| DEBUG [size=14,place=1] best score = 0.02247223; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.590s]
-27/12/23 16:47:53| DEBUG [size=14,place=2] best score = 0.02261046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.591s]
-27/12/23 16:47:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.02130) [took 378.4805s]
-27/12/23 16:56:55| INFO d_mul_kde_lr_gs finished [took 921.0544s]
-27/12/23 16:57:35| DEBUG [size=11,place=1] best score = 0.02206116; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.769s]
-27/12/23 16:57:35| DEBUG [size=11,place=2] best score = 0.02310110; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 38.769s]
-27/12/23 17:00:25| DEBUG [size=53,place=1] best score = 0.02094671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 169.902s]
-27/12/23 17:00:25| DEBUG [size=53,place=2] best score = 0.02205600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.903s]
-27/12/23 17:02:38| DEBUG [size=43,place=1] best score = 0.02094472; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s]
-27/12/23 17:02:38| DEBUG [size=43,place=2] best score = 0.02101298; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s]
-27/12/23 17:04:38| DEBUG [size=38,place=1] best score = 0.02104806; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s]
-27/12/23 17:04:38| DEBUG [size=38,place=2] best score = 0.02164082; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s]
-27/12/23 17:04:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02094) [took 461.8243s]
-27/12/23 17:10:13| INFO d_m3w_kde_lr_gs finished [took 796.5709s]
-27/12/23 17:10:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 4255.2451s]
-27/12/23 17:10:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-27/12/23 17:23:37| INFO d_bin_kde_lr_c finished [took 799.5680s]
-27/12/23 17:24:50| INFO d_bin_kde_lr finished [took 872.4553s]
-27/12/23 17:24:51| INFO d_bin_kde_lr_mc finished [took 873.1745s]
-27/12/23 17:24:51| INFO d_bin_kde_lr_ne finished [took 873.1783s]
-27/12/23 17:31:25| INFO d_m3w_kde_lr_c finished [took 1267.3686s]
-27/12/23 17:32:28| INFO d_m3w_kde_lr finished [took 1332.3351s]
-27/12/23 17:32:30| INFO d_m3w_kde_lr_mc finished [took 1331.7619s]
-27/12/23 17:32:40| INFO d_mul_kde_lr_mc finished [took 1341.8220s]
-27/12/23 17:32:43| INFO ref finished [took 77.4078s]
-27/12/23 17:32:53| INFO d_mul_kde_lr finished [took 1355.2230s]
-27/12/23 17:33:16| INFO d_mul_kde_lr_ne finished [took 1378.2101s]
-27/12/23 17:33:23| INFO atc_mc finished [took 54.7001s]
-27/12/23 17:33:36| INFO d_mul_kde_lr_c finished [took 1398.3778s]
-27/12/23 17:33:47| INFO doc finished [took 76.2828s]
-27/12/23 17:36:39| INFO d_bin_kde_lr_is finished [took 707.8750s]
-27/12/23 17:40:45| INFO d_m3w_kde_lr_ne finished [took 1026.5334s]
-27/12/23 17:42:02| INFO d_m3w_kde_lr_is finished [took 1030.4396s]
-27/12/23 17:43:05| INFO d_mul_kde_lr_is finished [took 1092.9443s]
-27/12/23 17:43:29| DEBUG [size=11,place=1] best score = 0.00883837; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.950s]
-27/12/23 17:43:29| DEBUG [size=11,place=2] best score = 0.00886590; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.950s]
-27/12/23 17:45:06| DEBUG [size=53,place=1] best score = 0.00837510; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.782s]
-27/12/23 17:45:06| DEBUG [size=53,place=2] best score = 0.00838782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.782s]
-27/12/23 17:45:40| DEBUG [size=16,place=1] best score = 0.00843781; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 33.264s]
-27/12/23 17:45:40| DEBUG [size=16,place=2] best score = 0.00855701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 33.264s]
-27/12/23 17:45:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00838) [took 154.1055s]
-27/12/23 17:50:29| INFO d_bin_kde_lr_gs finished [took 443.4272s]
-27/12/23 17:51:11| DEBUG [size=11,place=1] best score = 0.00919120; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.181s]
-27/12/23 17:51:11| DEBUG [size=11,place=2] best score = 0.00990212; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.181s]
-27/12/23 17:54:09| DEBUG [size=53,place=1] best score = 0.00847786; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 178.157s]
-27/12/23 17:54:09| DEBUG [size=53,place=2] best score = 0.00868837; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.157s]
-27/12/23 17:55:54| DEBUG [size=31,place=1] best score = 0.00855789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.666s]
-27/12/23 17:55:54| DEBUG [size=31,place=2] best score = 0.00885204; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 104.667s]
-27/12/23 17:55:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00848) [took 324.1128s]
-27/12/23 18:02:06| INFO d_mul_kde_lr_gs finished [took 695.8443s]
-27/12/23 18:02:46| DEBUG [size=11,place=1] best score = 0.01321138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 39.177s]
-27/12/23 18:02:46| DEBUG [size=11,place=2] best score = 0.01370553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 39.178s]
-27/12/23 18:05:35| DEBUG [size=52,place=1] best score = 0.01171865; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.832s]
-27/12/23 18:05:35| DEBUG [size=52,place=2] best score = 0.01268230; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 169.833s]
-27/12/23 18:07:21| DEBUG [size=28,place=1] best score = 0.01149296; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 105.410s]
-27/12/23 18:07:21| DEBUG [size=28,place=2] best score = 0.01153766; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 105.410s]
-27/12/23 18:08:21| DEBUG [size=14,place=1] best score = 0.01449962; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 59.815s]
-27/12/23 18:08:21| DEBUG [size=14,place=2] best score = 0.01499266; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 59.816s]
-27/12/23 18:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01149) [took 374.3468s]
-27/12/23 18:18:10| INFO d_m3w_kde_lr_gs finished [took 964.0614s]
-27/12/23 18:18:10| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 4077.6384s]
-27/12/23 18:18:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-27/12/23 18:32:29| INFO d_bin_kde_lr_c finished [took 853.4420s]
-27/12/23 18:32:35| INFO d_bin_kde_lr finished [took 858.6863s]
-27/12/23 18:32:56| INFO d_bin_kde_lr_mc finished [took 879.9271s]
-27/12/23 18:33:09| INFO d_bin_kde_lr_ne finished [took 892.9568s]
-27/12/23 18:41:40| INFO d_m3w_kde_lr finished [took 1404.3883s]
-27/12/23 18:42:00| INFO d_mul_kde_lr_c finished [took 1424.4765s]
-27/12/23 18:42:11| INFO d_mul_kde_lr_mc finished [took 1434.9574s]
-27/12/23 18:42:59| INFO ref finished [took 77.5770s]
-27/12/23 18:43:04| INFO d_m3w_kde_lr_c finished [took 1488.3319s]
-27/12/23 18:43:05| INFO d_m3w_kde_lr_mc finished [took 1491.4312s]
-27/12/23 18:43:14| INFO d_mul_kde_lr finished [took 1498.6480s]
-27/12/23 18:43:19| INFO d_mul_kde_lr_ne finished [took 1502.6802s]
-27/12/23 18:43:24| INFO atc_mc finished [took 82.1804s]
-27/12/23 18:43:37| INFO doc finished [took 84.8301s]
-27/12/23 18:45:19| INFO d_bin_kde_lr_is finished [took 763.2207s]
-27/12/23 18:52:14| INFO d_mul_kde_lr_is finished [took 1157.8511s]
-27/12/23 18:52:18| INFO d_m3w_kde_lr_ne finished [took 1187.5624s]
-27/12/23 18:53:08| INFO d_m3w_kde_lr_is finished [took 1198.6244s]
-27/12/23 18:53:33| DEBUG [size=11,place=1] best score = 0.00826550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.626s]
-27/12/23 18:53:33| DEBUG [size=11,place=2] best score = 0.00880553; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.627s]
-27/12/23 18:55:17| DEBUG [size=53,place=1] best score = 0.00754831; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.656s]
-27/12/23 18:55:17| DEBUG [size=53,place=2] best score = 0.00813933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.657s]
-27/12/23 18:56:42| DEBUG [size=40,place=1] best score = 0.00791008; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.469s]
-27/12/23 18:56:42| DEBUG [size=40,place=2] best score = 0.00800630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.469s]
-27/12/23 18:56:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00755) [took 212.8593s]
-27/12/23 19:02:15| INFO d_bin_kde_lr_gs finished [took 545.1374s]
-27/12/23 19:03:01| DEBUG [size=11,place=1] best score = 0.00931896; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 44.992s]
-27/12/23 19:03:01| DEBUG [size=11,place=2] best score = 0.01172863; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 44.993s]
-27/12/23 19:06:08| DEBUG [size=53,place=1] best score = 0.00888069; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 187.474s]
-27/12/23 19:06:08| DEBUG [size=53,place=2] best score = 0.00947999; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 187.475s]
-27/12/23 19:07:50| DEBUG [size=27,place=1] best score = 0.00895165; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 102.247s]
-27/12/23 19:07:50| DEBUG [size=27,place=2] best score = 0.00901480; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 102.248s]
-27/12/23 19:07:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00888) [took 334.8236s]
-27/12/23 19:13:56| INFO d_mul_kde_lr_gs finished [took 700.3598s]
-27/12/23 19:14:38| DEBUG [size=11,place=1] best score = 0.01080686; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.476s]
-27/12/23 19:14:38| DEBUG [size=11,place=2] best score = 0.01090069; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.477s]
-27/12/23 19:17:44| DEBUG [size=52,place=1] best score = 0.00991178; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 186.127s]
-27/12/23 19:17:44| DEBUG [size=52,place=2] best score = 0.00995087; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 186.127s]
-27/12/23 19:19:28| DEBUG [size=26,place=1] best score = 0.00962285; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 103.170s]
-27/12/23 19:19:28| DEBUG [size=26,place=2] best score = 0.00988305; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 103.171s]
-27/12/23 19:20:33| DEBUG [size=14,place=1] best score = 0.01104621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 64.923s]
-27/12/23 19:20:33| DEBUG [size=14,place=2] best score = 0.01127670; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 64.923s]
-27/12/23 19:20:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00962) [took 395.8093s]
-27/12/23 19:30:51| INFO d_m3w_kde_lr_gs finished [took 1014.5895s]
-27/12/23 19:30:51| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 4360.9277s]
-27/12/23 19:30:51| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-27/12/23 19:44:33| INFO d_bin_kde_lr_ne finished [took 817.6210s]
-27/12/23 19:45:02| INFO d_bin_kde_lr_c finished [took 846.0383s]
-27/12/23 19:45:10| INFO d_bin_kde_lr finished [took 854.5088s]
-27/12/23 19:45:23| INFO d_bin_kde_lr_mc finished [took 867.2083s]
-27/12/23 19:52:22| INFO d_m3w_kde_lr finished [took 1286.6041s]
-27/12/23 19:53:08| INFO d_m3w_kde_lr_mc finished [took 1332.2577s]
-27/12/23 19:53:18| INFO d_mul_kde_lr_ne finished [took 1342.5344s]
-27/12/23 19:53:37| INFO d_mul_kde_lr finished [took 1363.0094s]
-27/12/23 19:53:38| INFO d_m3w_kde_lr_c finished [took 1362.6285s]
-27/12/23 19:53:41| INFO ref finished [took 77.7278s]
-27/12/23 19:53:52| INFO d_mul_kde_lr_mc finished [took 1375.9182s]
-27/12/23 19:54:22| INFO atc_mc finished [took 73.8944s]
-27/12/23 19:54:23| INFO doc finished [took 63.6574s]
-27/12/23 19:54:56| INFO d_mul_kde_lr_c finished [took 1439.9975s]
-27/12/23 19:57:20| INFO d_bin_kde_lr_is finished [took 737.4960s]
-27/12/23 20:01:51| INFO d_m3w_kde_lr_ne finished [took 1037.6478s]
-27/12/23 20:02:25| INFO d_m3w_kde_lr_is finished [took 1021.5165s]
-27/12/23 20:03:36| INFO d_mul_kde_lr_is finished [took 1105.6686s]
-27/12/23 20:04:00| DEBUG [size=11,place=1] best score = 0.01126384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.405s]
-27/12/23 20:04:00| DEBUG [size=11,place=2] best score = 0.01135829; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 23.405s]
-27/12/23 20:05:43| DEBUG [size=52,place=1] best score = 0.00974050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s]
-27/12/23 20:05:43| DEBUG [size=52,place=2] best score = 0.01079184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s]
-27/12/23 20:06:40| DEBUG [size=27,place=1] best score = 0.00974361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s]
-27/12/23 20:06:40| DEBUG [size=27,place=2] best score = 0.00976770; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s]
-27/12/23 20:06:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00974) [took 183.3282s]
-27/12/23 20:11:42| INFO d_bin_kde_lr_gs finished [took 485.3578s]
-27/12/23 20:12:26| DEBUG [size=11,place=1] best score = 0.01175157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 42.900s]
-27/12/23 20:12:26| DEBUG [size=11,place=2] best score = 0.01195620; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.901s]
-27/12/23 20:15:23| DEBUG [size=53,place=1] best score = 0.01045101; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 177.778s]
-27/12/23 20:15:23| DEBUG [size=53,place=2] best score = 0.01063733; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.778s]
-27/12/23 20:16:50| DEBUG [size=27,place=1] best score = 0.01032085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.089s]
-27/12/23 20:16:50| DEBUG [size=27,place=2] best score = 0.01052444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 87.089s]
-27/12/23 20:18:39| DEBUG [size=32,place=1] best score = 0.01024562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 108.725s]
-27/12/23 20:18:39| DEBUG [size=32,place=2] best score = 0.01068892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.725s]
-27/12/23 20:20:53| DEBUG [size=39,place=1] best score = 0.01069858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.688s]
-27/12/23 20:20:53| DEBUG [size=39,place=2] best score = 0.01079554; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 133.688s]
-27/12/23 20:20:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01025) [took 550.2969s]
-27/12/23 20:27:16| INFO d_mul_kde_lr_gs finished [took 933.2554s]
-27/12/23 20:27:57| DEBUG [size=11,place=1] best score = 0.01317176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 40.237s]
-27/12/23 20:27:57| DEBUG [size=11,place=2] best score = 0.01443707; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 40.237s]
-27/12/23 20:30:26| DEBUG [size=52,place=1] best score = 0.01213608; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s]
-27/12/23 20:30:26| DEBUG [size=52,place=2] best score = 0.01316772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s]
-27/12/23 20:31:46| DEBUG [size=26,place=1] best score = 0.01213318; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s]
-27/12/23 20:31:46| DEBUG [size=26,place=2] best score = 0.01223228; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s]
-27/12/23 20:33:33| DEBUG [size=35,place=1] best score = 0.01234789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s]
-27/12/23 20:33:33| DEBUG [size=35,place=2] best score = 0.01234802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s]
-27/12/23 20:33:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01213) [took 376.5140s]
-27/12/23 20:39:08| INFO d_m3w_kde_lr_gs finished [took 711.5460s]
-27/12/23 20:39:08| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 4096.5229s]
-27/12/23 20:39:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-27/12/23 20:53:14| INFO d_bin_kde_lr finished [took 841.3596s]
-27/12/23 20:54:23| INFO d_bin_kde_lr_mc finished [took 908.9604s]
-27/12/23 20:54:31| INFO d_bin_kde_lr_ne finished [took 916.8927s]
-27/12/23 20:54:50| INFO d_bin_kde_lr_c finished [took 935.5596s]
-27/12/23 21:01:16| INFO d_m3w_kde_lr finished [took 1325.2014s]
-27/12/23 21:01:31| INFO d_m3w_kde_lr_c finished [took 1336.8876s]
-27/12/23 21:01:36| INFO d_m3w_kde_lr_mc finished [took 1342.2921s]
-27/12/23 21:01:52| INFO d_mul_kde_lr_mc finished [took 1358.0862s]
-27/12/23 21:01:55| INFO d_mul_kde_lr_c finished [took 1361.6696s]
-27/12/23 21:02:30| INFO d_mul_kde_lr finished [took 1395.5208s]
-27/12/23 21:02:36| INFO d_mul_kde_lr_ne finished [took 1401.9500s]
-27/12/23 21:02:37| INFO ref finished [took 79.6776s]
-27/12/23 21:02:41| INFO doc finished [took 63.0368s]
-27/12/23 21:02:52| INFO atc_mc finished [took 79.8141s]
-27/12/23 21:06:48| INFO d_bin_kde_lr_is finished [took 744.3270s]
-27/12/23 21:10:36| INFO d_m3w_kde_lr_ne finished [took 1040.8737s]
-27/12/23 21:11:17| INFO d_m3w_kde_lr_is finished [took 986.1614s]
-27/12/23 21:12:40| INFO d_mul_kde_lr_is finished [took 1087.7125s]
-27/12/23 21:13:06| DEBUG [size=11,place=1] best score = 0.00879072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.957s]
-27/12/23 21:13:06| DEBUG [size=11,place=2] best score = 0.01135166; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.958s]
-27/12/23 21:14:53| DEBUG [size=52,place=1] best score = 0.00865039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 106.855s]
-27/12/23 21:14:53| DEBUG [size=52,place=2] best score = 0.00868560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 106.855s]
-27/12/23 21:15:33| DEBUG [size=16,place=1] best score = 0.00877774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s]
-27/12/23 21:15:33| DEBUG [size=16,place=2] best score = 0.00887333; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s]
-27/12/23 21:15:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00865) [took 172.4534s]
-27/12/23 21:21:36| INFO d_bin_kde_lr_gs finished [took 534.6784s]
-27/12/23 21:22:19| DEBUG [size=11,place=1] best score = 0.00928101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.798s]
-27/12/23 21:22:19| DEBUG [size=11,place=2] best score = 0.01106311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.798s]
-27/12/23 21:25:23| DEBUG [size=52,place=1] best score = 0.00835137; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 184.657s]
-27/12/23 21:25:23| DEBUG [size=52,place=2] best score = 0.00881952; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 184.658s]
-27/12/23 21:27:19| DEBUG [size=31,place=1] best score = 0.00794195; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 115.724s]
-27/12/23 21:27:19| DEBUG [size=31,place=2] best score = 0.00795887; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 115.725s]
-27/12/23 21:28:04| DEBUG [size=11,place=1] best score = 0.00875291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 44.540s]
-27/12/23 21:28:04| DEBUG [size=11,place=2] best score = 0.00920417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 44.540s]
-27/12/23 21:28:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00794) [took 386.8316s]
-27/12/23 21:38:59| INFO d_mul_kde_lr_gs finished [took 1041.9945s]
-27/12/23 21:39:40| DEBUG [size=11,place=1] best score = 0.00958164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 39.770s]
-27/12/23 21:39:40| DEBUG [size=11,place=2] best score = 0.01208153; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 39.770s]
-27/12/23 21:42:08| DEBUG [size=52,place=1] best score = 0.00912723; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.909s]
-27/12/23 21:42:08| DEBUG [size=52,place=2] best score = 0.00953258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.910s]
-27/12/23 21:44:26| DEBUG [size=41,place=1] best score = 0.00924009; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 138.706s]
-27/12/23 21:44:26| DEBUG [size=41,place=2] best score = 0.00965125; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 138.706s]
-27/12/23 21:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00913) [took 326.4992s]
-27/12/23 21:49:49| INFO d_m3w_kde_lr_gs finished [took 649.4679s]
-27/12/23 21:49:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4241.5219s]
-27/12/23 21:49:49| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-27/12/23 22:05:16| INFO d_bin_kde_lr_mc finished [took 920.8394s]
-27/12/23 22:05:39| INFO d_bin_kde_lr_c finished [took 943.7590s]
-27/12/23 22:06:12| INFO d_bin_kde_lr_ne finished [took 976.3145s]
-27/12/23 22:06:30| INFO d_bin_kde_lr finished [took 997.9949s]
-27/12/23 22:09:44| INFO d_m3w_kde_lr finished [took 1188.5384s]
-27/12/23 22:10:32| INFO d_m3w_kde_lr_c finished [took 1237.3100s]
-27/12/23 22:10:51| INFO ref finished [took 66.1481s]
-27/12/23 22:11:10| INFO d_mul_kde_lr_c finished [took 1275.1965s]
-27/12/23 22:11:18| INFO d_m3w_kde_lr_mc finished [took 1282.8196s]
-27/12/23 22:11:27| INFO d_mul_kde_lr finished [took 1291.6163s]
-27/12/23 22:11:43| INFO atc_mc finished [took 69.7805s]
-27/12/23 22:11:49| INFO doc finished [took 57.4316s]
-27/12/23 22:12:02| INFO d_mul_kde_lr_ne finished [took 1326.7510s]
-27/12/23 22:12:20| INFO d_mul_kde_lr_mc finished [took 1344.6447s]
-27/12/23 22:17:43| INFO d_bin_kde_lr_is finished [took 723.6009s]
-27/12/23 22:21:09| INFO d_m3w_kde_lr_ne finished [took 951.7753s]
-27/12/23 22:21:32| INFO d_m3w_kde_lr_is finished [took 900.9977s]
-27/12/23 22:22:25| INFO d_mul_kde_lr_is finished [took 972.3663s]
-27/12/23 22:22:56| DEBUG [size=11,place=1] best score = 0.00859305; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 30.363s]
-27/12/23 22:22:56| DEBUG [size=11,place=2] best score = 0.00870560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 30.364s]
-27/12/23 22:25:08| DEBUG [size=52,place=1] best score = 0.00841942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 132.255s]
-27/12/23 22:25:08| DEBUG [size=52,place=2] best score = 0.00842120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 132.255s]
-27/12/23 22:25:57| DEBUG [size=16,place=1] best score = 0.00840178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 48.535s]
-27/12/23 22:25:57| DEBUG [size=16,place=2] best score = 0.00843029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 48.536s]
-27/12/23 22:26:52| DEBUG [size=21,place=1] best score = 0.00841414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 55.112s]
-27/12/23 22:26:52| DEBUG [size=21,place=2] best score = 0.00845442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 55.112s]
-27/12/23 22:26:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00840) [took 266.3756s]
-27/12/23 22:33:54| INFO d_bin_kde_lr_gs finished [took 688.4219s]
-27/12/23 22:34:42| DEBUG [size=11,place=1] best score = 0.00905193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.291s]
-27/12/23 22:34:42| DEBUG [size=11,place=2] best score = 0.01211567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.292s]
-27/12/23 22:38:08| DEBUG [size=52,place=1] best score = 0.00711483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 205.768s]
-27/12/23 22:38:08| DEBUG [size=52,place=2] best score = 0.00764187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 205.768s]
-27/12/23 22:39:55| DEBUG [size=28,place=1] best score = 0.00754206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 106.777s]
-27/12/23 22:39:55| DEBUG [size=28,place=2] best score = 0.00754592; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.777s]
-27/12/23 22:39:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00711) [took 359.9459s]
-27/12/23 22:46:32| INFO d_mul_kde_lr_gs finished [took 756.5480s]
-27/12/23 22:47:16| DEBUG [size=11,place=1] best score = 0.00760330; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.159s]
-27/12/23 22:47:16| DEBUG [size=11,place=2] best score = 0.00793338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.159s]
-27/12/23 22:50:16| DEBUG [size=53,place=1] best score = 0.00656356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.422s]
-27/12/23 22:50:16| DEBUG [size=53,place=2] best score = 0.00668440; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.423s]
-27/12/23 22:51:50| DEBUG [size=25,place=1] best score = 0.00673108; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.802s]
-27/12/23 22:51:50| DEBUG [size=25,place=2] best score = 0.00679758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.803s]
-27/12/23 22:51:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00656) [took 317.5000s]
-27/12/23 22:58:10| INFO d_m3w_kde_lr_gs finished [took 697.1285s]
-27/12/23 22:58:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 4100.0300s]
-27/12/23 22:58:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-27/12/23 23:18:23| INFO d_bin_kde_lr_ne finished [took 1207.9375s]
-27/12/23 23:19:15| INFO d_bin_kde_lr_mc finished [took 1260.2581s]
-27/12/23 23:19:52| INFO d_bin_kde_lr finished [took 1297.5946s]
-27/12/23 23:20:26| INFO d_bin_kde_lr_c finished [took 1331.5891s]
-27/12/23 23:20:51| INFO d_m3w_kde_lr_mc finished [took 1356.0371s]
-27/12/23 23:22:10| INFO ref finished [took 78.0682s]
-27/12/23 23:22:22| INFO d_m3w_kde_lr_c finished [took 1449.6146s]
-27/12/23 23:22:56| INFO d_m3w_kde_lr finished [took 1481.7150s]
-27/12/23 23:23:37| INFO doc finished [took 74.6941s]
-27/12/23 23:23:39| INFO atc_mc finished [took 88.5215s]
-27/12/23 23:23:50| INFO d_mul_kde_lr finished [took 1535.4435s]
-27/12/23 23:23:58| INFO d_mul_kde_lr_ne finished [took 1542.9688s]
-27/12/23 23:24:02| INFO d_mul_kde_lr_mc finished [took 1547.4435s]
-27/12/23 23:24:19| INFO d_mul_kde_lr_c finished [took 1564.0396s]
-27/12/23 23:35:23| INFO d_bin_kde_lr_is finished [took 966.8846s]
-27/12/23 23:36:11| INFO d_m3w_kde_lr_ne finished [took 1067.0095s]
-27/12/23 23:38:02| INFO d_m3w_kde_lr_is finished [took 1054.9791s]
-27/12/23 23:39:11| INFO d_mul_kde_lr_is finished [took 1157.7450s]
-27/12/23 23:39:48| DEBUG [size=11,place=1] best score = 0.00836576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.755s]
-27/12/23 23:39:48| DEBUG [size=11,place=2] best score = 0.00969450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 36.755s]
-27/12/23 23:42:27| DEBUG [size=51,place=1] best score = 0.00714193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.440s]
-27/12/23 23:42:27| DEBUG [size=51,place=2] best score = 0.00715209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.441s]
-27/12/23 23:42:58| DEBUG [size=9,place=1] best score = 0.00719626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 31.206s]
-27/12/23 23:42:58| DEBUG [size=9,place=2] best score = 0.00752277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 31.206s]
-27/12/23 23:42:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00714) [took 226.5091s]
-27/12/23 23:51:02| INFO d_bin_kde_lr_gs finished [took 710.8250s]
-27/12/23 23:51:51| DEBUG [size=11,place=1] best score = 0.00771372; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.572s]
-27/12/23 23:51:51| DEBUG [size=11,place=2] best score = 0.00902095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.573s]
-27/12/23 23:55:23| DEBUG [size=52,place=1] best score = 0.00662168; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 212.178s]
-27/12/23 23:55:23| DEBUG [size=52,place=2] best score = 0.00669324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 212.178s]
-27/12/23 23:57:38| DEBUG [size=25,place=1] best score = 0.00659101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 135.083s]
-27/12/23 23:57:38| DEBUG [size=25,place=2] best score = 0.00660460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 135.083s]
-27/12/23 23:58:41| DEBUG [size=12,place=1] best score = 0.00808170; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 62.895s]
-27/12/23 23:58:41| DEBUG [size=12,place=2] best score = 0.00850907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 62.895s]
-27/12/23 23:58:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00659) [took 457.8450s]
-28/12/23 00:12:48| INFO d_mul_kde_lr_gs finished [took 1305.3354s]
-28/12/23 00:13:33| DEBUG [size=11,place=1] best score = 0.00597155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.605s]
-28/12/23 00:13:33| DEBUG [size=11,place=2] best score = 0.00691743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.606s]
-28/12/23 00:16:34| DEBUG [size=52,place=1] best score = 0.00574502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 181.115s]
-28/12/23 00:16:34| DEBUG [size=52,place=2] best score = 0.00582564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 181.115s]
-28/12/23 00:18:13| DEBUG [size=25,place=1] best score = 0.00572157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 98.991s]
-28/12/23 00:18:13| DEBUG [size=25,place=2] best score = 0.00572989; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 98.991s]
-28/12/23 00:19:22| DEBUG [size=14,place=1] best score = 0.00593359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 68.727s]
-28/12/23 00:19:22| DEBUG [size=14,place=2] best score = 0.00595610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 68.728s]
-28/12/23 00:19:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00572) [took 392.5549s]
-28/12/23 00:29:04| INFO d_m3w_kde_lr_gs finished [took 974.8528s]
-28/12/23 00:29:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 5454.5022s]
-----------------------------------------------------------------------------------------------------
-28/12/23 11:30:29| INFO dataset rcv1_CCAT [pool size: 10]
-28/12/23 11:30:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-28/12/23 11:53:31| INFO bin_kde_lr finished [took 1376.2547s]
-28/12/23 11:54:49| INFO bin_kde_lr_ne finished [took 1454.1338s]
-28/12/23 11:54:53| INFO bin_kde_lr_mc finished [took 1458.6569s]
-28/12/23 11:55:24| INFO bin_kde_lr_c finished [took 1489.0800s]
-28/12/23 11:57:42| INFO m3w_kde_lr_c finished [took 1627.2326s]
-28/12/23 11:57:52| INFO m3w_kde_lr finished [took 1636.8676s]
-28/12/23 11:58:22| INFO m3w_kde_lr_mc finished [took 1669.6219s]
-28/12/23 11:59:03| INFO ref finished [took 80.5681s]
-28/12/23 11:59:04| INFO atc_mc finished [took 71.7196s]
-28/12/23 11:59:42| INFO doc finished [took 80.0932s]
-28/12/23 12:00:16| INFO mul_kde_lr_mc finished [took 1781.9083s]
-28/12/23 12:00:21| INFO mul_kde_lr finished [took 1786.2257s]
-28/12/23 12:00:39| INFO mul_kde_lr_c finished [took 1804.0897s]
-28/12/23 12:00:44| INFO mul_kde_lr_ne finished [took 1809.5375s]
-28/12/23 12:11:59| INFO bin_kde_lr_is finished [took 1029.8389s]
-28/12/23 12:12:30| INFO m3w_kde_lr_ne finished [took 1138.3036s]
-28/12/23 12:14:13| INFO m3w_kde_lr_is finished [took 1128.1783s]
-28/12/23 12:15:31| INFO mul_kde_lr_is finished [took 1236.3379s]
-28/12/23 12:16:51| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 79.356s]
-28/12/23 12:16:51| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.357s]
-28/12/23 12:21:55| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 303.527s]
-28/12/23 12:21:55| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 303.527s]
-28/12/23 12:24:42| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 167.678s]
-28/12/23 12:24:42| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.678s]
-28/12/23 12:27:57| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s]
-28/12/23 12:27:57| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s]
-28/12/23 12:31:10| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 192.364s]
-28/12/23 12:31:10| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 192.365s]
-28/12/23 12:33:15| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 125.471s]
-28/12/23 12:33:15| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.471s]
-28/12/23 12:33:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1063.5325s]
-28/12/23 12:39:52| INFO bin_kde_lr_gs finished [took 1460.1144s]
-28/12/23 12:44:17| DEBUG [size=11,place=1] best score = 0.02223498; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.270s]
-28/12/23 12:44:17| DEBUG [size=11,place=2] best score = 0.03277332; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.271s]
-28/12/23 13:01:36| DEBUG [size=53,place=1] best score = 0.00771246; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1038.654s]
-28/12/23 13:01:36| DEBUG [size=53,place=2] best score = 0.01482808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1038.654s]
-28/12/23 13:07:10| DEBUG [size=25,place=1] best score = 0.01220009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 333.544s]
-28/12/23 13:07:10| DEBUG [size=25,place=2] best score = 0.01327190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 333.544s]
-28/12/23 13:07:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 1636.5763s]
-28/12/23 13:15:08| INFO mul_kde_lr_gs finished [took 2114.7261s]
-28/12/23 13:18:29| DEBUG [size=11,place=1] best score = 0.02385486; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.583s]
-28/12/23 13:18:29| DEBUG [size=11,place=2] best score = 0.02415147; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.583s]
-28/12/23 13:30:51| DEBUG [size=53,place=1] best score = 0.00880046; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.544s]
-28/12/23 13:30:51| DEBUG [size=53,place=2] best score = 0.01458875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.545s]
-28/12/23 13:35:56| DEBUG [size=40,place=1] best score = 0.00719356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 304.338s]
-28/12/23 13:35:56| DEBUG [size=40,place=2] best score = 0.00930381; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 304.338s]
-28/12/23 13:39:39| DEBUG [size=29,place=1] best score = 0.02166513; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.500s]
-28/12/23 13:39:39| DEBUG [size=29,place=2] best score = 0.02169734; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 223.501s]
-28/12/23 13:39:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00719) [took 1471.0799s]
-28/12/23 13:48:59| INFO m3w_kde_lr_gs finished [took 2030.6255s]
-28/12/23 13:48:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 8309.8828s]
-28/12/23 13:48:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-28/12/23 14:06:42| INFO bin_kde_lr_c finished [took 1059.6077s]
-28/12/23 14:07:08| INFO bin_kde_lr finished [took 1082.6283s]
-28/12/23 14:07:45| INFO bin_kde_lr_ne finished [took 1119.3364s]
-28/12/23 14:07:54| INFO bin_kde_lr_mc finished [took 1128.4742s]
-28/12/23 14:12:00| INFO m3w_kde_lr finished [took 1375.2691s]
-28/12/23 14:12:09| INFO m3w_kde_lr_c finished [took 1384.1306s]
-28/12/23 14:12:50| INFO ref finished [took 48.9710s]
-28/12/23 14:13:36| INFO m3w_kde_lr_mc finished [took 1470.8780s]
-28/12/23 14:13:42| INFO atc_mc finished [took 91.5091s]
-28/12/23 14:13:50| INFO doc finished [took 59.1685s]
-28/12/23 14:13:53| INFO mul_kde_lr_mc finished [took 1487.6410s]
-28/12/23 14:14:14| INFO mul_kde_lr finished [took 1508.7634s]
-28/12/23 14:14:34| INFO mul_kde_lr_c finished [took 1528.3291s]
-28/12/23 14:14:51| INFO mul_kde_lr_ne finished [took 1545.8775s]
-28/12/23 14:19:44| INFO bin_kde_lr_is finished [took 755.2102s]
-28/12/23 14:23:53| INFO m3w_kde_lr_ne finished [took 1029.9400s]
-28/12/23 14:24:39| INFO m3w_kde_lr_is finished [took 1003.6957s]
-28/12/23 14:25:30| INFO mul_kde_lr_is finished [took 1064.1413s]
-28/12/23 14:26:53| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.831s]
-28/12/23 14:26:53| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.832s]
-28/12/23 14:29:20| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.550s]
-28/12/23 14:29:20| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.551s]
-28/12/23 14:33:01| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 220.947s]
-28/12/23 14:33:01| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 220.948s]
-28/12/23 14:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 450.4372s]
-28/12/23 14:39:37| INFO bin_kde_lr_gs finished [took 846.3793s]
-28/12/23 14:44:02| DEBUG [size=11,place=1] best score = 0.01459273; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 263.483s]
-28/12/23 14:44:02| DEBUG [size=11,place=2] best score = 0.01463719; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 263.484s]
-28/12/23 14:52:21| DEBUG [size=34,place=1] best score = 0.01422524; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 499.518s]
-28/12/23 14:52:21| DEBUG [size=34,place=2] best score = 0.01428655; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 499.519s]
-28/12/23 15:02:49| DEBUG [size=27,place=1] best score = 0.01404911; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 627.560s]
-28/12/23 15:02:49| DEBUG [size=27,place=2] best score = 0.01406492; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 627.560s]
-28/12/23 15:07:30| DEBUG [size=14,place=1] best score = 0.01437618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 280.757s]
-28/12/23 15:07:30| DEBUG [size=14,place=2] best score = 0.01453636; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 280.758s]
-28/12/23 15:07:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01405) [took 1671.4347s]
-28/12/23 15:15:34| INFO mul_kde_lr_gs finished [took 2156.0243s]
-28/12/23 15:19:06| DEBUG [size=11,place=1] best score = 0.00969580; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 210.242s]
-28/12/23 15:19:06| DEBUG [size=11,place=2] best score = 0.01118460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 210.242s]
-28/12/23 15:25:10| DEBUG [size=34,place=1] best score = 0.00872691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 363.861s]
-28/12/23 15:25:10| DEBUG [size=34,place=2] best score = 0.00931772; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 363.861s]
-28/12/23 15:28:35| DEBUG [size=16,place=1] best score = 0.00867127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 204.873s]
-28/12/23 15:28:35| DEBUG [size=16,place=2] best score = 0.00893433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 204.874s]
-28/12/23 15:30:41| DEBUG [size=20,place=1] best score = 0.00723256; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 126.246s]
-28/12/23 15:30:41| DEBUG [size=20,place=2] best score = 0.00916570; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 126.246s]
-28/12/23 15:33:44| DEBUG [size=14,place=1] best score = 0.01125884; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 183.028s]
-28/12/23 15:33:44| DEBUG [size=14,place=2] best score = 0.01139840; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 183.028s]
-28/12/23 15:33:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00723) [took 1088.3652s]
-28/12/23 15:40:07| INFO m3w_kde_lr_gs finished [took 1471.8700s]
-28/12/23 15:40:07| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 6668.5184s]
-28/12/23 15:40:07| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-28/12/23 15:56:49| INFO bin_kde_lr_mc finished [took 995.0074s]
-28/12/23 15:57:26| INFO bin_kde_lr finished [took 1032.2110s]
-28/12/23 15:57:32| INFO bin_kde_lr_ne finished [took 1037.8237s]
-28/12/23 15:57:36| INFO bin_kde_lr_c finished [took 1041.8012s]
-28/12/23 16:02:47| INFO m3w_kde_lr_c finished [took 1353.4263s]
-28/12/23 16:04:06| INFO ref finished [took 77.7973s]
-28/12/23 16:04:11| INFO m3w_kde_lr finished [took 1437.4213s]
-28/12/23 16:04:41| INFO m3w_kde_lr_mc finished [took 1467.3275s]
-28/12/23 16:05:29| INFO atc_mc finished [took 82.7533s]
-28/12/23 16:05:36| INFO mul_kde_lr finished [took 1521.8381s]
-28/12/23 16:05:40| INFO mul_kde_lr_mc finished [took 1525.6135s]
-28/12/23 16:05:43| INFO doc finished [took 90.8339s]
-28/12/23 16:05:54| INFO mul_kde_lr_ne finished [took 1540.1960s]
-28/12/23 16:06:24| INFO mul_kde_lr_c finished [took 1573.8620s]
-28/12/23 16:10:18| INFO bin_kde_lr_is finished [took 771.3013s]
-28/12/23 16:15:16| INFO m3w_kde_lr_ne finished [took 1106.0506s]
-28/12/23 16:15:37| INFO m3w_kde_lr_is finished [took 1080.2838s]
-28/12/23 16:16:50| INFO mul_kde_lr_is finished [took 1157.6173s]
-28/12/23 16:18:19| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.663s]
-28/12/23 16:18:19| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.663s]
-28/12/23 16:20:36| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 136.883s]
-28/12/23 16:20:36| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 136.884s]
-28/12/23 16:22:50| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 133.642s]
-28/12/23 16:22:50| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 133.643s]
-28/12/23 16:25:08| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 138.152s]
-28/12/23 16:25:08| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 138.153s]
-28/12/23 16:26:23| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 74.964s]
-28/12/23 16:26:23| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 74.965s]
-28/12/23 16:26:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 571.4223s]
-28/12/23 16:31:46| INFO bin_kde_lr_gs finished [took 894.5112s]
-28/12/23 16:36:16| DEBUG [size=11,place=1] best score = 0.01550718; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 268.711s]
-28/12/23 16:36:16| DEBUG [size=11,place=2] best score = 0.02690014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 268.712s]
-28/12/23 16:44:38| DEBUG [size=34,place=1] best score = 0.01325482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 502.153s]
-28/12/23 16:44:38| DEBUG [size=34,place=2] best score = 0.01550156; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 502.154s]
-28/12/23 16:49:21| DEBUG [size=16,place=1] best score = 0.01522945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.219s]
-28/12/23 16:49:21| DEBUG [size=16,place=2] best score = 0.01776220; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 283.220s]
-28/12/23 16:49:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01325) [took 1054.1919s]
-28/12/23 16:55:55| INFO mul_kde_lr_gs finished [took 1447.7232s]
-28/12/23 16:59:17| DEBUG [size=11,place=1] best score = 0.02366637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 199.662s]
-28/12/23 16:59:17| DEBUG [size=11,place=2] best score = 0.02424175; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 199.663s]
-28/12/23 17:04:30| DEBUG [size=34,place=1] best score = 0.01759526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 313.885s]
-28/12/23 17:04:30| DEBUG [size=34,place=2] best score = 0.02189257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 313.885s]
-28/12/23 17:08:04| DEBUG [size=16,place=1] best score = 0.01687873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 213.700s]
-28/12/23 17:08:04| DEBUG [size=16,place=2] best score = 0.01943452; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 213.701s]
-28/12/23 17:16:03| DEBUG [size=39,place=1] best score = 0.02195458; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 478.593s]
-28/12/23 17:16:03| DEBUG [size=39,place=2] best score = 0.02209250; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 478.593s]
-28/12/23 17:16:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1205.9533s]
-28/12/23 17:21:27| INFO m3w_kde_lr_gs finished [took 1530.2426s]
-28/12/23 17:21:27| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 6079.6108s]
-28/12/23 17:21:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-28/12/23 17:38:21| INFO bin_kde_lr finished [took 1008.6588s]
-28/12/23 17:38:28| INFO bin_kde_lr_c finished [took 1015.4284s]
-28/12/23 17:38:33| INFO bin_kde_lr_ne finished [took 1020.7768s]
-28/12/23 17:38:42| INFO bin_kde_lr_mc finished [took 1029.2546s]
-28/12/23 17:45:50| INFO m3w_kde_lr finished [took 1457.3340s]
-28/12/23 17:46:30| INFO m3w_kde_lr_c finished [took 1497.3790s]
-28/12/23 17:46:36| INFO mul_kde_lr finished [took 1503.6244s]
-28/12/23 17:47:12| INFO m3w_kde_lr_mc finished [took 1539.8224s]
-28/12/23 17:47:15| INFO ref finished [took 84.1775s]
-28/12/23 17:48:02| INFO mul_kde_lr_c finished [took 1589.3368s]
-28/12/23 17:48:04| INFO atc_mc finished [took 93.6603s]
-28/12/23 17:48:14| INFO doc finished [took 96.8844s]
-28/12/23 17:48:21| INFO mul_kde_lr_ne finished [took 1608.9655s]
-28/12/23 17:48:27| INFO mul_kde_lr_mc finished [took 1614.1535s]
-28/12/23 17:51:30| INFO bin_kde_lr_is finished [took 781.8605s]
-28/12/23 17:56:30| INFO m3w_kde_lr_ne finished [took 1087.8579s]
-28/12/23 17:56:54| INFO m3w_kde_lr_is finished [took 1091.5450s]
-28/12/23 17:57:45| INFO mul_kde_lr_is finished [took 1151.0199s]
-28/12/23 17:59:18| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 91.954s]
-28/12/23 17:59:18| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.954s]
-28/12/23 18:04:49| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.616s]
-28/12/23 18:04:49| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.617s]
-28/12/23 18:08:50| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s]
-28/12/23 18:08:50| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s]
-28/12/23 18:13:47| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s]
-28/12/23 18:13:47| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s]
-28/12/23 18:13:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 961.0234s]
-28/12/23 18:19:18| INFO bin_kde_lr_gs finished [took 1291.4286s]
-28/12/23 18:23:48| DEBUG [size=11,place=1] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 269.266s]
-28/12/23 18:23:48| DEBUG [size=11,place=2] best score = 0.01244573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 269.266s]
-28/12/23 18:45:36| DEBUG [size=53,place=1] best score = 0.00907090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s]
-28/12/23 18:45:36| DEBUG [size=53,place=2] best score = 0.01078336; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s]
-28/12/23 19:03:19| DEBUG [size=41,place=1] best score = 0.00729316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s]
-28/12/23 19:03:19| DEBUG [size=41,place=2] best score = 0.00787193; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s]
-28/12/23 19:19:30| DEBUG [size=38,place=1] best score = 0.00709745; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 971.401s]
-28/12/23 19:19:30| DEBUG [size=38,place=2] best score = 0.00720857; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 971.402s]
-28/12/23 19:29:00| DEBUG [size=28,place=1] best score = 0.00710874; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 569.500s]
-28/12/23 19:29:00| DEBUG [size=28,place=2] best score = 0.00780731; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 569.500s]
-28/12/23 19:29:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00710) [took 4181.2010s]
-28/12/23 19:36:02| INFO mul_kde_lr_gs finished [took 4603.1391s]
-28/12/23 19:39:15| DEBUG [size=11,place=1] best score = 0.00737649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 192.211s]
-28/12/23 19:39:15| DEBUG [size=11,place=2] best score = 0.01111595; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 192.211s]
-28/12/23 19:54:52| DEBUG [size=52,place=1] best score = 0.00636288; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.299s]
-28/12/23 19:54:52| DEBUG [size=52,place=2] best score = 0.00760705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.300s]
-28/12/23 20:03:26| DEBUG [size=27,place=1] best score = 0.00722845; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.128s]
-28/12/23 20:03:26| DEBUG [size=27,place=2] best score = 0.00781669; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.129s]
-28/12/23 20:03:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1643.7486s]
-28/12/23 20:09:25| INFO m3w_kde_lr_gs finished [took 2002.8002s]
-28/12/23 20:09:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 10078.2659s]
-28/12/23 20:09:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-28/12/23 20:26:01| INFO bin_kde_lr_c finished [took 989.1798s]
-28/12/23 20:26:18| INFO bin_kde_lr_mc finished [took 1006.2277s]
-28/12/23 20:26:26| INFO bin_kde_lr finished [took 1014.6078s]
-28/12/23 20:26:38| INFO bin_kde_lr_ne finished [took 1026.6087s]
-28/12/23 20:33:22| INFO m3w_kde_lr finished [took 1430.8102s]
-28/12/23 20:33:55| INFO m3w_kde_lr_c finished [took 1464.0359s]
-28/12/23 20:34:19| INFO m3w_kde_lr_mc finished [took 1487.9263s]
-28/12/23 20:34:43| INFO ref finished [took 79.6642s]
-28/12/23 20:35:26| INFO atc_mc finished [took 89.7496s]
-28/12/23 20:35:46| INFO doc finished [took 86.4902s]
-28/12/23 20:35:48| INFO mul_kde_lr finished [took 1576.4861s]
-28/12/23 20:35:55| INFO mul_kde_lr_c finished [took 1586.0846s]
-28/12/23 20:36:03| INFO mul_kde_lr_mc finished [took 1591.8542s]
-28/12/23 20:36:11| INFO mul_kde_lr_ne finished [took 1599.3622s]
-28/12/23 20:39:44| INFO bin_kde_lr_is finished [took 805.9451s]
-28/12/23 20:44:38| INFO m3w_kde_lr_is finished [took 1078.7594s]
-28/12/23 20:44:40| INFO m3w_kde_lr_ne finished [took 1118.5088s]
-28/12/23 20:45:38| INFO mul_kde_lr_is finished [took 1150.8582s]
-28/12/23 20:47:10| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.075s]
-28/12/23 20:47:10| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.076s]
-28/12/23 20:52:32| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 321.783s]
-28/12/23 20:52:32| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 321.784s]
-28/12/23 20:53:57| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.122s]
-28/12/23 20:53:57| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.123s]
-28/12/23 20:57:33| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 215.445s]
-28/12/23 20:57:33| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 215.457s]
-28/12/23 20:57:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 713.5488s]
-28/12/23 21:02:53| INFO bin_kde_lr_gs finished [took 1033.7191s]
-28/12/23 21:07:19| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 264.952s]
-28/12/23 21:07:19| DEBUG [size=11,place=2] best score = 0.01493178; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 264.953s]
-28/12/23 21:29:35| DEBUG [size=53,place=1] best score = 0.00785277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s]
-28/12/23 21:29:35| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s]
-28/12/23 21:33:57| DEBUG [size=14,place=1] best score = 0.00667607; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.285s]
-28/12/23 21:33:57| DEBUG [size=14,place=2] best score = 0.00727881; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.286s]
-28/12/23 21:50:17| DEBUG [size=38,place=1] best score = 0.00673050; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 979.807s]
-28/12/23 21:50:17| DEBUG [size=38,place=2] best score = 0.00680071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 979.807s]
-28/12/23 21:50:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00668) [took 2843.1714s]
-28/12/23 21:57:54| INFO mul_kde_lr_gs finished [took 3300.0599s]
-28/12/23 22:01:18| DEBUG [size=11,place=1] best score = 0.01178544; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 203.814s]
-28/12/23 22:01:18| DEBUG [size=11,place=2] best score = 0.01684634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 203.815s]
-28/12/23 22:06:59| DEBUG [size=34,place=1] best score = 0.00986114; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 340.509s]
-28/12/23 22:06:59| DEBUG [size=34,place=2] best score = 0.01082969; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 340.510s]
-28/12/23 22:10:24| DEBUG [size=27,place=1] best score = 0.00953932; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 204.831s]
-28/12/23 22:10:24| DEBUG [size=27,place=2] best score = 0.00979014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 204.832s]
-28/12/23 22:13:24| DEBUG [size=14,place=1] best score = 0.01431503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 180.679s]
-28/12/23 22:13:24| DEBUG [size=14,place=2] best score = 0.01463339; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 180.680s]
-28/12/23 22:13:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00954) [took 929.9541s]
-28/12/23 22:23:50| INFO m3w_kde_lr_gs finished [took 1555.7436s]
-28/12/23 22:23:50| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 8064.8422s]
-28/12/23 22:23:50| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-28/12/23 22:41:24| INFO bin_kde_lr finished [took 1049.1620s]
-28/12/23 22:41:28| INFO bin_kde_lr_ne finished [took 1052.6789s]
-28/12/23 22:41:28| INFO bin_kde_lr_mc finished [took 1052.8198s]
-28/12/23 22:41:29| INFO bin_kde_lr_c finished [took 1054.3302s]
-28/12/23 22:48:51| INFO m3w_kde_lr finished [took 1495.7234s]
-28/12/23 22:48:57| INFO m3w_kde_lr_c finished [took 1502.0022s]
-28/12/23 22:49:06| INFO mul_kde_lr finished [took 1511.4383s]
-28/12/23 22:49:14| INFO m3w_kde_lr_mc finished [took 1519.5828s]
-28/12/23 22:49:48| INFO mul_kde_lr_ne finished [took 1553.1019s]
-28/12/23 22:50:21| INFO ref finished [took 89.8254s]
-28/12/23 22:50:24| INFO atc_mc finished [took 86.6187s]
-28/12/23 22:50:34| INFO doc finished [took 86.5846s]
-28/12/23 22:50:55| INFO mul_kde_lr_c finished [took 1619.7254s]
-28/12/23 22:51:16| INFO mul_kde_lr_mc finished [took 1641.2623s]
-28/12/23 22:54:31| INFO bin_kde_lr_is finished [took 782.6453s]
-28/12/23 22:59:26| INFO m3w_kde_lr_is finished [took 1076.0042s]
-28/12/23 22:59:34| INFO m3w_kde_lr_ne finished [took 1089.7792s]
-28/12/23 23:00:57| INFO mul_kde_lr_is finished [took 1168.3244s]
-28/12/23 23:02:29| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 91.170s]
-28/12/23 23:02:29| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.170s]
-28/12/23 23:10:00| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 451.251s]
-28/12/23 23:10:00| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 451.252s]
-28/12/23 23:13:43| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.592s]
-28/12/23 23:13:43| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 223.593s]
-28/12/23 23:13:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 766.1236s]
-28/12/23 23:19:20| INFO bin_kde_lr_gs finished [took 1103.1705s]
-28/12/23 23:23:49| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 267.931s]
-28/12/23 23:23:49| DEBUG [size=11,place=2] best score = 0.00987547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.932s]
-28/12/23 23:40:48| DEBUG [size=53,place=1] best score = 0.00757704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1018.608s]
-28/12/23 23:40:48| DEBUG [size=53,place=2] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1018.609s]
-28/12/23 23:53:11| DEBUG [size=29,place=1] best score = 0.00715657; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 743.003s]
-28/12/23 23:53:11| DEBUG [size=29,place=2] best score = 0.00731973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 743.004s]
-28/12/23 23:58:12| DEBUG [size=14,place=1] best score = 0.00784851; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 301.020s]
-28/12/23 23:58:12| DEBUG [size=14,place=2] best score = 0.01127131; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 301.021s]
-28/12/23 23:58:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00716) [took 2330.6779s]
-29/12/23 00:05:21| INFO mul_kde_lr_gs finished [took 2760.2053s]
-29/12/23 00:08:41| DEBUG [size=11,place=1] best score = 0.00929236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.555s]
-29/12/23 00:08:41| DEBUG [size=11,place=2] best score = 0.00974384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.556s]
-29/12/23 00:24:31| DEBUG [size=52,place=1] best score = 0.00969853; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 950.114s]
-29/12/23 00:24:31| DEBUG [size=52,place=2] best score = 0.00986018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 950.115s]
-29/12/23 00:24:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00929) [took 1149.7757s]
-29/12/23 00:30:33| INFO m3w_kde_lr_gs finished [took 1511.4084s]
-29/12/23 00:30:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 7602.7117s]
-29/12/23 00:30:33| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-29/12/23 00:47:36| INFO bin_kde_lr_mc finished [took 1016.7188s]
-29/12/23 00:47:46| INFO bin_kde_lr finished [took 1029.2362s]
-29/12/23 00:47:47| INFO bin_kde_lr_c finished [took 1026.8633s]
-29/12/23 00:47:47| INFO bin_kde_lr_ne finished [took 1026.9251s]
-29/12/23 00:53:30| INFO m3w_kde_lr finished [took 1370.4558s]
-29/12/23 00:53:51| INFO m3w_kde_lr_c finished [took 1391.6870s]
-29/12/23 00:54:43| INFO m3w_kde_lr_mc finished [took 1442.9925s]
-29/12/23 00:54:46| INFO ref finished [took 74.7880s]
-29/12/23 00:55:17| INFO atc_mc finished [took 84.4977s]
-29/12/23 00:55:26| INFO mul_kde_lr_c finished [took 1485.7823s]
-29/12/23 00:55:54| INFO doc finished [took 70.1077s]
-29/12/23 00:55:55| INFO mul_kde_lr finished [took 1515.4042s]
-29/12/23 00:56:04| INFO mul_kde_lr_mc finished [took 1524.0826s]
-29/12/23 00:56:11| INFO mul_kde_lr_ne finished [took 1531.6890s]
-29/12/23 01:01:05| INFO bin_kde_lr_is finished [took 798.6015s]
-29/12/23 01:04:38| INFO m3w_kde_lr_is finished [took 1009.9023s]
-29/12/23 01:05:12| INFO m3w_kde_lr_ne finished [took 1054.0012s]
-29/12/23 01:05:55| INFO mul_kde_lr_is finished [took 1086.8420s]
-29/12/23 01:07:23| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.128s]
-29/12/23 01:07:23| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.129s]
-29/12/23 01:12:28| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 305.184s]
-29/12/23 01:12:28| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 305.185s]
-29/12/23 01:14:47| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 138.664s]
-29/12/23 01:14:47| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 138.665s]
-29/12/23 01:16:11| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 83.939s]
-29/12/23 01:16:11| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 83.939s]
-29/12/23 01:16:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 615.0280s]
-29/12/23 01:22:17| INFO bin_kde_lr_gs finished [took 980.7110s]
-29/12/23 01:26:55| DEBUG [size=11,place=1] best score = 0.00896199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 276.627s]
-29/12/23 01:26:55| DEBUG [size=11,place=2] best score = 0.00938619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 276.628s]
-29/12/23 01:35:41| DEBUG [size=34,place=1] best score = 0.00772349; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 526.396s]
-29/12/23 01:35:41| DEBUG [size=34,place=2] best score = 0.00773738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 526.396s]
-29/12/23 01:45:08| DEBUG [size=22,place=1] best score = 0.00750076; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 567.336s]
-29/12/23 01:45:08| DEBUG [size=22,place=2] best score = 0.00750781; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 567.337s]
-29/12/23 01:50:04| DEBUG [size=14,place=1] best score = 0.00783380; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 295.692s]
-29/12/23 01:50:04| DEBUG [size=14,place=2] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 295.692s]
-29/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00750) [took 1666.1653s]
-29/12/23 01:57:13| INFO mul_kde_lr_gs finished [took 2094.9745s]
-29/12/23 02:00:34| DEBUG [size=11,place=1] best score = 0.01226916; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.471s]
-29/12/23 02:00:34| DEBUG [size=11,place=2] best score = 0.01374821; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 199.472s]
-29/12/23 02:16:17| DEBUG [size=51,place=1] best score = 0.00947634; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 943.235s]
-29/12/23 02:16:17| DEBUG [size=51,place=2] best score = 0.00993357; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 943.236s]
-29/12/23 02:19:05| DEBUG [size=14,place=1] best score = 0.00886541; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.117s]
-29/12/23 02:19:05| DEBUG [size=14,place=2] best score = 0.00924739; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.118s]
-29/12/23 02:29:47| DEBUG [size=41,place=1] best score = 0.00791797; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.377s]
-29/12/23 02:29:47| DEBUG [size=41,place=2] best score = 0.00803822; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.378s]
-29/12/23 02:32:04| DEBUG [size=12,place=1] best score = 0.00835006; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 136.345s]
-29/12/23 02:32:04| DEBUG [size=12,place=2] best score = 0.00887987; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 136.345s]
-29/12/23 02:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00792) [took 2089.6787s]
-29/12/23 02:38:08| INFO m3w_kde_lr_gs finished [took 2454.0617s]
-29/12/23 02:38:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 7655.1753s]
-29/12/23 02:38:08| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-29/12/23 02:55:30| INFO bin_kde_lr_mc finished [took 1035.1355s]
-29/12/23 02:56:16| INFO bin_kde_lr_ne finished [took 1082.0663s]
-29/12/23 02:56:32| INFO bin_kde_lr_c finished [took 1097.4091s]
-29/12/23 02:56:36| INFO bin_kde_lr finished [took 1101.7304s]
-29/12/23 03:00:29| INFO m3w_kde_lr finished [took 1334.5237s]
-29/12/23 03:01:25| INFO m3w_kde_lr_mc finished [took 1390.8831s]
-29/12/23 03:01:31| INFO mul_kde_lr finished [took 1399.3015s]
-29/12/23 03:01:49| INFO ref finished [took 79.4687s]
-29/12/23 03:02:00| INFO m3w_kde_lr_c finished [took 1425.9888s]
-29/12/23 03:02:39| INFO doc finished [took 67.7026s]
-29/12/23 03:02:48| INFO atc_mc finished [took 81.4487s]
-29/12/23 03:03:13| INFO mul_kde_lr_c finished [took 1498.4637s]
-29/12/23 03:03:16| INFO mul_kde_lr_mc finished [took 1501.9888s]
-29/12/23 03:03:25| INFO mul_kde_lr_ne finished [took 1510.2582s]
-29/12/23 03:09:31| INFO bin_kde_lr_is finished [took 793.1897s]
-29/12/23 03:11:54| INFO m3w_kde_lr_ne finished [took 983.7226s]
-29/12/23 03:12:43| INFO m3w_kde_lr_is finished [took 965.5226s]
-29/12/23 03:13:34| INFO mul_kde_lr_is finished [took 1021.4691s]
-29/12/23 03:14:55| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.423s]
-29/12/23 03:14:55| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.424s]
-29/12/23 03:17:26| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.780s]
-29/12/23 03:17:26| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 151.781s]
-29/12/23 03:18:51| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 84.875s]
-29/12/23 03:18:51| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 84.876s]
-29/12/23 03:18:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 316.1878s]
-29/12/23 03:24:31| INFO bin_kde_lr_gs finished [took 656.1513s]
-29/12/23 03:29:00| DEBUG [size=11,place=1] best score = 0.00860917; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.696s]
-29/12/23 03:29:00| DEBUG [size=11,place=2] best score = 0.01310220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 267.697s]
-29/12/23 03:37:35| DEBUG [size=34,place=1] best score = 0.00717803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 515.690s]
-29/12/23 03:37:35| DEBUG [size=34,place=2] best score = 0.00759014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 515.691s]
-29/12/23 03:42:22| DEBUG [size=16,place=1] best score = 0.00916956; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 286.492s]
-29/12/23 03:42:22| DEBUG [size=16,place=2] best score = 0.00926408; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 286.492s]
-29/12/23 03:42:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00718) [took 1069.9894s]
-29/12/23 03:49:36| INFO mul_kde_lr_gs finished [took 1504.0705s]
-29/12/23 03:53:00| DEBUG [size=11,place=1] best score = 0.00707575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 202.406s]
-29/12/23 03:53:00| DEBUG [size=11,place=2] best score = 0.01085311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 202.406s]
-29/12/23 03:58:53| DEBUG [size=34,place=1] best score = 0.00661823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 353.595s]
-29/12/23 03:58:53| DEBUG [size=34,place=2] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.595s]
-29/12/23 04:02:18| DEBUG [size=16,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 204.859s]
-29/12/23 04:02:18| DEBUG [size=16,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.859s]
-29/12/23 04:07:22| DEBUG [size=30,place=1] best score = 0.00683537; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 304.060s]
-29/12/23 04:07:22| DEBUG [size=30,place=2] best score = 0.00740987; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 304.060s]
-29/12/23 04:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00657) [took 1065.0393s]
-29/12/23 04:14:11| INFO m3w_kde_lr_gs finished [took 1474.2371s]
-29/12/23 04:14:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 5763.1110s]
-29/12/23 04:14:11| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-29/12/23 04:36:49| INFO bin_kde_lr_c finished [took 1352.1794s]
-29/12/23 04:36:56| INFO bin_kde_lr finished [took 1359.2531s]
-29/12/23 04:37:22| INFO bin_kde_lr_ne finished [took 1384.8869s]
-29/12/23 04:37:37| INFO bin_kde_lr_mc finished [took 1400.2578s]
-29/12/23 04:39:05| INFO m3w_kde_lr finished [took 1487.8070s]
-29/12/23 04:39:58| INFO m3w_kde_lr_c finished [took 1541.5039s]
-29/12/23 04:40:12| INFO m3w_kde_lr_mc finished [took 1554.6236s]
-29/12/23 04:40:23| INFO ref finished [took 77.9637s]
-29/12/23 04:40:55| INFO atc_mc finished [took 55.8721s]
-29/12/23 04:41:11| INFO mul_kde_lr finished [took 1614.4627s]
-29/12/23 04:41:35| INFO mul_kde_lr_mc finished [took 1638.4775s]
-29/12/23 04:41:41| INFO doc finished [took 89.0403s]
-29/12/23 04:42:36| INFO mul_kde_lr_c finished [took 1701.2568s]
-29/12/23 04:43:00| INFO mul_kde_lr_ne finished [took 1722.6511s]
-29/12/23 04:53:09| INFO bin_kde_lr_is finished [took 972.9748s]
-29/12/23 04:54:56| INFO m3w_kde_lr_ne finished [took 1086.5853s]
-29/12/23 04:55:18| INFO m3w_kde_lr_is finished [took 1060.0284s]
-29/12/23 04:56:53| INFO mul_kde_lr_is finished [took 1170.5450s]
-29/12/23 04:58:16| DEBUG [size=11,place=1] best score = 0.00602932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.974s]
-29/12/23 04:58:16| DEBUG [size=11,place=2] best score = 0.00667302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.975s]
-29/12/23 05:00:56| DEBUG [size=34,place=1] best score = 0.00551992; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 159.646s]
-29/12/23 05:00:56| DEBUG [size=34,place=2] best score = 0.00601292; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 159.646s]
-29/12/23 05:03:34| DEBUG [size=27,place=1] best score = 0.00539687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 157.914s]
-29/12/23 05:03:34| DEBUG [size=27,place=2] best score = 0.00539932; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 157.915s]
-29/12/23 05:05:14| DEBUG [size=14,place=1] best score = 0.00677940; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 100.876s]
-29/12/23 05:05:14| DEBUG [size=14,place=2] best score = 0.00678020; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 100.877s]
-29/12/23 05:05:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 500.5261s]
-29/12/23 05:14:27| INFO bin_kde_lr_gs finished [took 1053.2671s]
-29/12/23 05:18:54| DEBUG [size=11,place=1] best score = 0.00814323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 266.320s]
-29/12/23 05:18:54| DEBUG [size=11,place=2] best score = 0.01108514; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 266.321s]
-29/12/23 05:26:50| DEBUG [size=34,place=1] best score = 0.00809045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 475.121s]
-29/12/23 05:26:50| DEBUG [size=34,place=2] best score = 0.00818104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 475.122s]
-29/12/23 05:31:29| DEBUG [size=16,place=1] best score = 0.01113017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 279.669s]
-29/12/23 05:31:29| DEBUG [size=16,place=2] best score = 0.01163099; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 279.669s]
-29/12/23 05:31:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00809) [took 1021.2186s]
-29/12/23 05:43:25| INFO mul_kde_lr_gs finished [took 1736.7611s]
-29/12/23 05:46:52| DEBUG [size=11,place=1] best score = 0.00746074; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 206.156s]
-29/12/23 05:46:52| DEBUG [size=11,place=2] best score = 0.01089697; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 206.157s]
-29/12/23 05:52:22| DEBUG [size=34,place=1] best score = 0.00743495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 330.523s]
-29/12/23 05:52:22| DEBUG [size=34,place=2] best score = 0.00749617; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 330.524s]
-29/12/23 05:55:45| DEBUG [size=16,place=1] best score = 0.00938453; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 202.801s]
-29/12/23 05:55:45| DEBUG [size=16,place=2] best score = 0.00986901; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 202.801s]
-29/12/23 05:55:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00743) [took 739.5949s]
-29/12/23 06:06:54| INFO m3w_kde_lr_gs finished [took 1408.2189s]
-29/12/23 06:06:54| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 6762.5694s]
-----------------------------------------------------------------------------------------------------
-30/12/23 21:24:10| INFO dataset rcv1_GCAT [pool size: 10]
-30/12/23 21:24:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-30/12/23 21:24:13| WARNING Method d_bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/12/23 21:24:15| WARNING Method d_bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/12/23 21:24:15| WARNING Method d_bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/12/23 21:24:15| WARNING Method d_bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/12/23 21:24:16| WARNING Method d_bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-30/12/23 21:26:17| INFO d_m3w_sld_lr_mc finished [took 121.4888s]
-30/12/23 21:26:20| INFO d_mul_sld_lr_c finished [took 125.3083s]
-30/12/23 21:26:27| INFO ref finished [took 129.8772s]
-30/12/23 21:26:38| INFO d_m3w_sld_lr_ne finished [took 142.9174s]
-30/12/23 21:26:38| INFO d_m3w_sld_lr_c finished [took 143.0786s]
-30/12/23 21:26:39| INFO d_m3w_sld_lr_is finished [took 142.5636s]
-30/12/23 21:26:41| INFO d_m3w_sld_lr finished [took 146.2902s]
-30/12/23 21:26:42| INFO d_mul_sld_lr finished [took 146.6218s]
-30/12/23 21:26:45| INFO d_mul_sld_lr_mc finished [took 150.5860s]
-30/12/23 21:26:47| INFO d_mul_sld_lr_ne finished [took 151.8737s]
-30/12/23 21:26:49| INFO d_mul_sld_lr_is finished [took 152.5995s]
-30/12/23 21:27:19| INFO doc finished [took 57.9366s]
-30/12/23 21:27:24| INFO atc_mc finished [took 66.2102s]
-30/12/23 21:27:25| WARNING Method d_bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-30/12/23 21:27:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00665) [took 14.3363s]
-30/12/23 21:28:36| INFO d_mul_sld_lr_gs finished [took 70.0852s]
-30/12/23 21:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00542) [took 15.9911s]
-30/12/23 21:29:40| INFO d_m3w_sld_lr_gs finished [took 63.3030s]
-30/12/23 21:29:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 329.9017s]
-30/12/23 21:29:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-30/12/23 21:31:42| INFO d_m3w_sld_lr finished [took 119.3346s]
-30/12/23 21:31:52| INFO d_m3w_sld_lr_c finished [took 129.4055s]
-30/12/23 21:32:03| INFO d_m3w_sld_lr_mc finished [took 140.2340s]
-30/12/23 21:32:20| INFO d_mul_sld_lr_c finished [took 157.3105s]
-30/12/23 21:32:29| INFO d_mul_sld_lr_mc finished [took 165.8702s]
-30/12/23 21:32:42| INFO d_bin_sld_lr_c finished [took 179.7777s]
-30/12/23 21:32:42| INFO d_mul_sld_lr_ne finished [took 179.0548s]
-30/12/23 21:32:42| INFO d_mul_sld_lr finished [took 179.4600s]
-30/12/23 21:32:48| INFO d_bin_sld_lr finished [took 185.5454s]
-30/12/23 21:32:59| INFO d_bin_sld_lr_ne finished [took 195.5887s]
-30/12/23 21:33:00| INFO d_bin_sld_lr_mc finished [took 197.1359s]
-30/12/23 21:33:38| INFO ref finished [took 68.5797s]
-30/12/23 21:33:40| INFO d_m3w_sld_lr_ne finished [took 117.2662s]
-30/12/23 21:33:48| INFO d_m3w_sld_lr_is finished [took 86.9631s]
-30/12/23 21:33:50| INFO d_bin_sld_lr_is finished [took 116.8194s]
-30/12/23 21:33:53| INFO atc_mc finished [took 70.2441s]
-30/12/23 21:33:57| INFO doc finished [took 74.0544s]
-30/12/23 21:34:03| INFO d_mul_sld_lr_is finished [took 118.8921s]
-30/12/23 21:34:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00736) [took 27.0980s]
-30/12/23 21:35:32| INFO d_bin_sld_lr_gs finished [took 87.6953s]
-30/12/23 21:35:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00641) [took 21.4835s]
-30/12/23 21:36:51| INFO d_mul_sld_lr_gs finished [took 78.4719s]
-30/12/23 21:37:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00689) [took 13.0153s]
-30/12/23 21:37:51| INFO d_m3w_sld_lr_gs finished [took 59.2380s]
-30/12/23 21:37:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 491.1417s]
-30/12/23 21:37:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-30/12/23 21:40:13| INFO d_m3w_sld_lr_c finished [took 138.8774s]
-30/12/23 21:40:17| INFO d_m3w_sld_lr_mc finished [took 143.2189s]
-30/12/23 21:40:19| INFO d_m3w_sld_lr finished [took 145.4846s]
-30/12/23 21:40:22| INFO d_bin_sld_lr_mc finished [took 147.8787s]
-30/12/23 21:40:28| INFO d_mul_sld_lr_c finished [took 153.9423s]
-30/12/23 21:40:28| INFO d_mul_sld_lr_mc finished [took 154.8731s]
-30/12/23 21:40:48| INFO d_bin_sld_lr_c finished [took 174.5924s]
-30/12/23 21:40:48| INFO d_mul_sld_lr_ne finished [took 174.4057s]
-30/12/23 21:40:49| INFO d_bin_sld_lr_ne finished [took 175.2172s]
-30/12/23 21:40:54| INFO d_bin_sld_lr finished [took 180.5060s]
-30/12/23 21:40:54| INFO d_mul_sld_lr finished [took 180.5585s]
-30/12/23 21:41:40| INFO atc_mc finished [took 71.4545s]
-30/12/23 21:41:44| INFO ref finished [took 75.2249s]
-30/12/23 21:42:01| INFO d_m3w_sld_lr_ne finished [took 107.2225s]
-30/12/23 21:42:01| INFO d_m3w_sld_lr_is finished [took 98.9265s]
-30/12/23 21:42:02| INFO d_mul_sld_lr_is finished [took 102.3341s]
-30/12/23 21:42:03| INFO doc finished [took 74.0230s]
-30/12/23 21:42:17| INFO d_bin_sld_lr_is finished [took 119.1938s]
-30/12/23 21:42:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00859) [took 22.8503s]
-30/12/23 21:43:40| INFO d_bin_sld_lr_gs finished [took 81.9316s]
-30/12/23 21:44:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00870) [took 20.9024s]
-30/12/23 21:45:06| INFO d_mul_sld_lr_gs finished [took 84.8706s]
-30/12/23 21:45:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 12.0010s]
-30/12/23 21:46:05| INFO d_m3w_sld_lr_gs finished [took 58.4481s]
-30/12/23 21:46:05| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 493.7255s]
-30/12/23 21:46:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-30/12/23 21:48:31| INFO d_bin_sld_lr finished [took 144.6784s]
-30/12/23 21:48:32| INFO d_m3w_sld_lr_mc finished [took 144.4357s]
-30/12/23 21:48:33| INFO d_m3w_sld_lr_c finished [took 145.4328s]
-30/12/23 21:48:34| INFO d_m3w_sld_lr finished [took 146.6170s]
-30/12/23 21:48:35| INFO d_mul_sld_lr_ne finished [took 147.5476s]
-30/12/23 21:48:45| INFO d_bin_sld_lr_ne finished [took 157.3233s]
-30/12/23 21:48:46| INFO d_bin_sld_lr_c finished [took 159.0021s]
-30/12/23 21:48:52| INFO d_mul_sld_lr finished [took 164.4037s]
-30/12/23 21:48:55| INFO d_mul_sld_lr_mc finished [took 167.7307s]
-30/12/23 21:48:59| INFO d_mul_sld_lr_c finished [took 171.2662s]
-30/12/23 21:49:01| INFO d_bin_sld_lr_mc finished [took 173.5894s]
-30/12/23 21:49:55| INFO d_m3w_sld_lr_ne finished [took 83.3711s]
-30/12/23 21:49:59| INFO d_m3w_sld_lr_is finished [took 83.7903s]
-30/12/23 21:50:00| INFO atc_mc finished [took 74.4940s]
-30/12/23 21:50:08| INFO ref finished [took 91.8119s]
-30/12/23 21:50:14| INFO d_bin_sld_lr_is finished [took 101.4595s]
-30/12/23 21:50:17| INFO d_mul_sld_lr_is finished [took 103.3679s]
-30/12/23 21:50:19| INFO doc finished [took 91.9694s]
-30/12/23 21:50:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00715) [took 23.4500s]
-30/12/23 21:51:43| INFO d_bin_sld_lr_gs finished [took 83.1869s]
-30/12/23 21:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00653) [took 19.4570s]
-30/12/23 21:53:02| INFO d_mul_sld_lr_gs finished [took 78.4213s]
-30/12/23 21:53:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00736) [took 11.0488s]
-30/12/23 21:54:01| INFO d_m3w_sld_lr_gs finished [took 57.8440s]
-30/12/23 21:54:01| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 476.1565s]
-30/12/23 21:54:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-30/12/23 21:55:57| INFO d_m3w_sld_lr finished [took 113.8541s]
-30/12/23 21:56:15| INFO d_m3w_sld_lr_c finished [took 132.3261s]
-30/12/23 21:56:27| INFO d_m3w_sld_lr_mc finished [took 144.0895s]
-30/12/23 21:56:38| INFO d_mul_sld_lr finished [took 155.3307s]
-30/12/23 21:56:47| INFO d_mul_sld_lr_mc finished [took 163.8253s]
-30/12/23 21:56:54| INFO d_bin_sld_lr_mc finished [took 171.3748s]
-30/12/23 21:56:56| INFO d_bin_sld_lr_ne finished [took 173.2020s]
-30/12/23 21:57:00| INFO d_mul_sld_lr_c finished [took 177.4581s]
-30/12/23 21:57:05| INFO d_bin_sld_lr_c finished [took 182.2670s]
-30/12/23 21:57:05| INFO d_bin_sld_lr finished [took 182.4119s]
-30/12/23 21:57:06| INFO d_mul_sld_lr_ne finished [took 182.8776s]
-30/12/23 21:57:15| INFO d_m3w_sld_lr_ne finished [took 77.8070s]
-30/12/23 21:57:54| INFO ref finished [took 66.5960s]
-30/12/23 21:57:57| INFO d_m3w_sld_lr_is finished [took 78.9247s]
-30/12/23 21:58:03| INFO d_bin_sld_lr_is finished [took 107.4836s]
-30/12/23 21:58:07| INFO atc_mc finished [took 72.4726s]
-30/12/23 21:58:09| INFO d_mul_sld_lr_is finished [took 101.4337s]
-30/12/23 21:58:10| INFO doc finished [took 73.0437s]
-30/12/23 21:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01080) [took 23.9923s]
-30/12/23 21:59:50| INFO d_bin_sld_lr_gs finished [took 100.2317s]
-30/12/23 22:00:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01025) [took 21.0836s]
-30/12/23 22:01:12| INFO d_mul_sld_lr_gs finished [took 81.1067s]
-30/12/23 22:01:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00809) [took 11.5207s]
-30/12/23 22:02:10| INFO d_m3w_sld_lr_gs finished [took 57.6489s]
-30/12/23 22:02:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 488.9730s]
-30/12/23 22:02:10| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-30/12/23 22:04:22| INFO d_m3w_sld_lr finished [took 129.0838s]
-30/12/23 22:04:34| INFO d_bin_sld_lr_ne finished [took 140.9862s]
-30/12/23 22:04:35| INFO d_m3w_sld_lr_mc finished [took 142.4960s]
-30/12/23 22:04:36| INFO d_m3w_sld_lr_c finished [took 143.7379s]
-30/12/23 22:04:49| INFO d_mul_sld_lr_c finished [took 156.7900s]
-30/12/23 22:04:53| INFO d_bin_sld_lr_mc finished [took 159.9019s]
-30/12/23 22:04:59| INFO d_bin_sld_lr finished [took 167.1685s]
-30/12/23 22:05:07| INFO d_mul_sld_lr_mc finished [took 174.8895s]
-30/12/23 22:05:10| INFO d_bin_sld_lr_c finished [took 177.2861s]
-30/12/23 22:05:10| INFO d_mul_sld_lr_ne finished [took 177.8001s]
-30/12/23 22:05:13| INFO d_mul_sld_lr finished [took 180.9621s]
-30/12/23 22:05:53| INFO d_m3w_sld_lr_is finished [took 75.4808s]
-30/12/23 22:05:54| INFO d_m3w_sld_lr_ne finished [took 91.2674s]
-30/12/23 22:06:08| INFO ref finished [took 78.1416s]
-30/12/23 22:06:15| INFO doc finished [took 75.1233s]
-30/12/23 22:06:17| INFO d_bin_sld_lr_is finished [took 102.7615s]
-30/12/23 22:06:22| INFO atc_mc finished [took 88.7997s]
-30/12/23 22:06:34| INFO d_mul_sld_lr_is finished [took 118.2126s]
-30/12/23 22:06:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00825) [took 24.0765s]
-30/12/23 22:07:59| INFO d_bin_sld_lr_gs finished [took 83.4371s]
-30/12/23 22:08:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 20.3563s]
-30/12/23 22:09:22| INFO d_mul_sld_lr_gs finished [took 82.1637s]
-30/12/23 22:09:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00713) [took 11.8082s]
-30/12/23 22:10:21| INFO d_m3w_sld_lr_gs finished [took 58.3338s]
-30/12/23 22:10:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 490.6489s]
-30/12/23 22:10:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-30/12/23 22:12:30| INFO d_mul_sld_lr_ne finished [took 127.1738s]
-30/12/23 22:12:36| INFO d_m3w_sld_lr_c finished [took 132.4252s]
-30/12/23 22:12:42| INFO d_m3w_sld_lr_mc finished [took 138.5915s]
-30/12/23 22:12:45| INFO d_m3w_sld_lr finished [took 142.9938s]
-30/12/23 22:13:28| INFO d_bin_sld_lr_ne finished [took 184.8666s]
-30/12/23 22:13:31| INFO d_mul_sld_lr_c finished [took 187.4855s]
-30/12/23 22:13:31| INFO d_mul_sld_lr finished [took 187.5351s]
-30/12/23 22:13:33| INFO d_bin_sld_lr_c finished [took 189.6452s]
-30/12/23 22:13:35| INFO d_mul_sld_lr_mc finished [took 192.1423s]
-30/12/23 22:13:36| INFO d_bin_sld_lr_mc finished [took 192.9338s]
-30/12/23 22:13:45| INFO d_bin_sld_lr finished [took 201.8639s]
-30/12/23 22:14:06| INFO d_m3w_sld_lr_ne finished [took 95.0273s]
-30/12/23 22:14:17| INFO d_mul_sld_lr_is finished [took 94.6809s]
-30/12/23 22:14:29| INFO d_m3w_sld_lr_is finished [took 102.6650s]
-30/12/23 22:14:34| INFO d_bin_sld_lr_is finished [took 117.2690s]
-30/12/23 22:14:38| INFO atc_mc finished [took 66.8213s]
-30/12/23 22:14:40| INFO doc finished [took 68.8874s]
-30/12/23 22:14:41| INFO ref finished [took 72.3309s]
-30/12/23 22:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00517) [took 22.0713s]
-30/12/23 22:16:03| INFO d_bin_sld_lr_gs finished [took 80.7267s]
-30/12/23 22:16:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00555) [took 18.5296s]
-30/12/23 22:17:18| INFO d_mul_sld_lr_gs finished [took 74.3379s]
-30/12/23 22:17:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00555) [took 11.9045s]
-30/12/23 22:18:17| INFO d_m3w_sld_lr_gs finished [took 58.3692s]
-30/12/23 22:18:17| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 476.0880s]
-30/12/23 22:18:17| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-30/12/23 22:20:26| INFO d_m3w_sld_lr_mc finished [took 126.1608s]
-30/12/23 22:20:42| INFO d_m3w_sld_lr_c finished [took 142.2383s]
-30/12/23 22:20:43| INFO d_m3w_sld_lr finished [took 143.0488s]
-30/12/23 22:21:26| INFO d_mul_sld_lr finished [took 186.4229s]
-30/12/23 22:21:37| INFO d_mul_sld_lr_ne finished [took 197.3263s]
-30/12/23 22:21:44| INFO d_mul_sld_lr_mc finished [took 204.1555s]
-30/12/23 22:21:57| INFO d_mul_sld_lr_c finished [took 217.2415s]
-30/12/23 22:22:15| INFO d_m3w_sld_lr_ne finished [took 108.7762s]
-30/12/23 22:23:01| INFO ref finished [took 82.9723s]
-30/12/23 22:23:03| INFO d_bin_sld_lr_c finished [took 282.9564s]
-30/12/23 22:23:04| INFO d_bin_sld_lr_mc finished [took 283.9592s]
-30/12/23 22:23:05| INFO d_bin_sld_lr_ne finished [took 285.1965s]
-30/12/23 22:23:09| INFO d_m3w_sld_lr_is finished [took 102.0401s]
-30/12/23 22:23:14| INFO atc_mc finished [took 89.3598s]
-30/12/23 22:23:18| INFO d_mul_sld_lr_is finished [took 154.5161s]
-30/12/23 22:23:27| INFO doc finished [took 89.3607s]
-30/12/23 22:23:34| INFO d_bin_sld_lr_is finished [took 171.1880s]
-30/12/23 22:23:39| INFO d_bin_sld_lr finished [took 320.3284s]
-30/12/23 22:24:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 37.5662s]
-30/12/23 22:25:13| INFO d_bin_sld_lr_gs finished [took 93.1555s]
-30/12/23 22:25:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01476) [took 20.8710s]
-30/12/23 22:26:40| INFO d_mul_sld_lr_gs finished [took 85.4534s]
-30/12/23 22:26:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01499) [took 12.8781s]
-30/12/23 22:27:40| INFO d_m3w_sld_lr_gs finished [took 59.5762s]
-30/12/23 22:27:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 563.0941s]
-30/12/23 22:27:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-30/12/23 22:29:32| INFO d_mul_sld_lr_c finished [took 110.1936s]
-30/12/23 22:29:54| INFO d_mul_sld_lr_ne finished [took 131.6168s]
-30/12/23 22:30:01| INFO d_m3w_sld_lr_mc finished [took 139.1539s]
-30/12/23 22:30:02| INFO d_m3w_sld_lr finished [took 139.4658s]
-30/12/23 22:30:08| INFO d_m3w_sld_lr_c finished [took 145.9363s]
-30/12/23 22:30:25| INFO d_bin_sld_lr finished [took 162.5147s]
-30/12/23 22:30:26| INFO d_mul_sld_lr_mc finished [took 163.6268s]
-30/12/23 22:30:27| INFO d_bin_sld_lr_ne finished [took 164.9625s]
-30/12/23 22:30:28| INFO d_mul_sld_lr finished [took 165.7415s]
-30/12/23 22:30:28| INFO d_bin_sld_lr_mc finished [took 165.6223s]
-30/12/23 22:30:28| INFO d_bin_sld_lr_c finished [took 166.2445s]
-30/12/23 22:31:20| INFO d_m3w_sld_lr_is finished [took 78.0149s]
-30/12/23 22:31:23| INFO ref finished [took 74.5017s]
-30/12/23 22:31:24| INFO d_m3w_sld_lr_ne finished [took 111.1919s]
-30/12/23 22:31:37| INFO atc_mc finished [took 71.4102s]
-30/12/23 22:31:39| INFO doc finished [took 72.5965s]
-30/12/23 22:31:47| INFO d_bin_sld_lr_is finished [took 112.8236s]
-30/12/23 22:31:50| INFO d_mul_sld_lr_is finished [took 108.9656s]
-30/12/23 22:32:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00755) [took 13.2147s]
-30/12/23 22:33:01| INFO d_bin_sld_lr_gs finished [took 70.2685s]
-30/12/23 22:33:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00743) [took 17.6941s]
-30/12/23 22:34:17| INFO d_mul_sld_lr_gs finished [took 74.8722s]
-30/12/23 22:34:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00553) [took 19.0210s]
-30/12/23 22:35:37| INFO d_m3w_sld_lr_gs finished [took 79.3151s]
-30/12/23 22:35:37| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 476.6227s]
-----------------------------------------------------------------------------------------------------
-31/12/23 04:29:03| INFO dataset rcv1_GCAT [pool size: 10]
-31/12/23 04:29:04| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-31/12/23 04:29:09| WARNING Method bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 04:29:09| WARNING Method bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 04:29:09| WARNING Method bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 04:29:09| WARNING Method bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 04:29:11| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 04:31:35| INFO m3w_sld_lr finished [took 148.9278s]
-31/12/23 04:31:36| INFO ref finished [took 142.9430s]
-31/12/23 04:31:39| INFO mul_sld_lr_is finished [took 148.0513s]
-31/12/23 04:31:42| INFO mul_sld_lr_ne finished [took 153.3274s]
-31/12/23 04:31:55| INFO m3w_sld_lr_c finished [took 166.8012s]
-31/12/23 04:31:56| INFO m3w_sld_lr_mc finished [took 167.6484s]
-31/12/23 04:31:58| INFO m3w_sld_lr_is finished [took 167.2514s]
-31/12/23 04:32:01| INFO m3w_sld_lr_ne finished [took 170.1268s]
-31/12/23 04:32:05| INFO mul_sld_lr_c finished [took 176.7877s]
-31/12/23 04:32:06| INFO mul_sld_lr finished [took 177.8937s]
-31/12/23 04:32:12| INFO mul_sld_lr_mc finished [took 183.6702s]
-31/12/23 04:32:40| INFO doc finished [took 62.7939s]
-31/12/23 04:32:43| INFO atc_mc finished [took 67.0148s]
-31/12/23 04:32:45| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 04:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00743) [took 308.7526s]
-31/12/23 04:38:55| INFO mul_sld_lr_gs finished [took 368.7939s]
-31/12/23 04:44:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00634) [took 315.5281s]
-31/12/23 04:45:02| INFO m3w_sld_lr_gs finished [took 366.1632s]
-31/12/23 04:45:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 958.1040s]
-31/12/23 04:45:02| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-31/12/23 04:47:40| INFO m3w_sld_lr_mc finished [took 155.2243s]
-31/12/23 04:47:46| INFO m3w_sld_lr_c finished [took 161.9220s]
-31/12/23 04:47:53| INFO m3w_sld_lr finished [took 168.1518s]
-31/12/23 04:47:58| INFO bin_sld_lr finished [took 172.9172s]
-31/12/23 04:48:00| INFO mul_sld_lr_c finished [took 175.1095s]
-31/12/23 04:48:06| INFO bin_sld_lr_ne finished [took 181.3249s]
-31/12/23 04:48:11| INFO bin_sld_lr_mc finished [took 187.2806s]
-31/12/23 04:48:19| INFO mul_sld_lr_mc finished [took 194.2673s]
-31/12/23 04:48:25| INFO mul_sld_lr finished [took 200.0137s]
-31/12/23 04:48:26| INFO mul_sld_lr_ne finished [took 201.0139s]
-31/12/23 04:48:29| INFO bin_sld_lr_c finished [took 204.4275s]
-31/12/23 04:49:33| INFO m3w_sld_lr_is finished [took 93.8189s]
-31/12/23 04:49:34| INFO atc_mc finished [took 87.4864s]
-31/12/23 04:49:35| INFO doc finished [took 83.3140s]
-31/12/23 04:49:40| INFO ref finished [took 99.4872s]
-31/12/23 04:49:42| INFO mul_sld_lr_is finished [took 108.6447s]
-31/12/23 04:49:43| INFO bin_sld_lr_is finished [took 115.5001s]
-31/12/23 04:49:49| INFO m3w_sld_lr_ne finished [took 127.9026s]
-31/12/23 04:51:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00509) [took 105.5067s]
-31/12/23 04:52:36| INFO bin_sld_lr_gs finished [took 166.4662s]
-31/12/23 05:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00688) [took 444.1057s]
-31/12/23 05:01:01| INFO mul_sld_lr_gs finished [took 503.9164s]
-31/12/23 05:06:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00730) [took 319.1908s]
-31/12/23 05:07:13| INFO m3w_sld_lr_gs finished [took 371.3574s]
-31/12/23 05:07:13| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1331.7806s]
-31/12/23 05:07:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-31/12/23 05:09:42| INFO m3w_sld_lr finished [took 146.3530s]
-31/12/23 05:09:50| INFO m3w_sld_lr_mc finished [took 153.6461s]
-31/12/23 05:09:53| INFO bin_sld_lr finished [took 157.4811s]
-31/12/23 05:10:08| INFO m3w_sld_lr_c finished [took 171.7300s]
-31/12/23 05:10:09| INFO bin_sld_lr_ne finished [took 172.3718s]
-31/12/23 05:10:26| INFO bin_sld_lr_mc finished [took 190.8405s]
-31/12/23 05:10:32| INFO mul_sld_lr finished [took 195.8347s]
-31/12/23 05:10:37| INFO mul_sld_lr_ne finished [took 200.6735s]
-31/12/23 05:10:37| INFO bin_sld_lr_c finished [took 201.2540s]
-31/12/23 05:10:41| INFO mul_sld_lr_mc finished [took 205.0564s]
-31/12/23 05:10:42| INFO mul_sld_lr_c finished [took 206.3849s]
-31/12/23 05:11:31| INFO m3w_sld_lr_ne finished [took 107.7165s]
-31/12/23 05:11:31| INFO ref finished [took 81.6545s]
-31/12/23 05:11:45| INFO m3w_sld_lr_is finished [took 96.5562s]
-31/12/23 05:11:49| INFO doc finished [took 76.6592s]
-31/12/23 05:11:52| INFO mul_sld_lr_is finished [took 118.1350s]
-31/12/23 05:11:55| INFO bin_sld_lr_is finished [took 124.5792s]
-31/12/23 05:12:02| INFO atc_mc finished [took 95.2027s]
-31/12/23 05:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 112.7829s]
-31/12/23 05:14:58| INFO bin_sld_lr_gs finished [took 175.2032s]
-31/12/23 05:22:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 442.1574s]
-31/12/23 05:23:21| INFO mul_sld_lr_gs finished [took 502.2556s]
-31/12/23 05:28:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00726) [took 317.8540s]
-31/12/23 05:29:31| INFO m3w_sld_lr_gs finished [took 368.9093s]
-31/12/23 05:29:31| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1337.5273s]
-31/12/23 05:29:31| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-31/12/23 05:31:50| INFO m3w_sld_lr finished [took 136.2330s]
-31/12/23 05:32:20| INFO m3w_sld_lr_mc finished [took 166.6659s]
-31/12/23 05:32:27| INFO mul_sld_lr_mc finished [took 174.7066s]
-31/12/23 05:32:30| INFO m3w_sld_lr_c finished [took 176.2201s]
-31/12/23 05:32:33| INFO bin_sld_lr_c finished [took 179.6911s]
-31/12/23 05:32:35| INFO bin_sld_lr finished [took 181.8279s]
-31/12/23 05:32:47| INFO bin_sld_lr_ne finished [took 193.6292s]
-31/12/23 05:32:52| INFO mul_sld_lr_ne finished [took 198.8331s]
-31/12/23 05:32:56| INFO mul_sld_lr finished [took 202.6624s]
-31/12/23 05:32:57| INFO bin_sld_lr_mc finished [took 204.1362s]
-31/12/23 05:33:00| INFO mul_sld_lr_c finished [took 207.1693s]
-31/12/23 05:33:41| INFO m3w_sld_lr_ne finished [took 110.8927s]
-31/12/23 05:33:54| INFO ref finished [took 80.1569s]
-31/12/23 05:33:55| INFO atc_mc finished [took 78.7927s]
-31/12/23 05:34:04| INFO m3w_sld_lr_is finished [took 93.3544s]
-31/12/23 05:34:14| INFO bin_sld_lr_is finished [took 113.3313s]
-31/12/23 05:34:19| INFO doc finished [took 91.3486s]
-31/12/23 05:34:33| INFO mul_sld_lr_is finished [took 124.6265s]
-31/12/23 05:36:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 110.4382s]
-31/12/23 05:37:23| INFO bin_sld_lr_gs finished [took 169.6635s]
-31/12/23 05:44:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00641) [took 442.8995s]
-31/12/23 05:45:52| INFO mul_sld_lr_gs finished [took 507.5934s]
-31/12/23 05:51:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00684) [took 312.8613s]
-31/12/23 05:51:57| INFO m3w_sld_lr_gs finished [took 364.4713s]
-31/12/23 05:51:57| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1345.9154s]
-31/12/23 05:51:57| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-31/12/23 05:53:47| INFO m3w_sld_lr_mc finished [took 108.8738s]
-31/12/23 05:54:55| INFO m3w_sld_lr finished [took 176.0883s]
-31/12/23 05:54:55| INFO m3w_sld_lr_c finished [took 175.9848s]
-31/12/23 05:55:06| INFO mul_sld_lr finished [took 187.8500s]
-31/12/23 05:55:10| INFO bin_sld_lr_c finished [took 191.0208s]
-31/12/23 05:55:18| INFO mul_sld_lr_c finished [took 199.0530s]
-31/12/23 05:55:19| INFO bin_sld_lr finished [took 200.0996s]
-31/12/23 05:55:20| INFO bin_sld_lr_mc finished [took 201.8631s]
-31/12/23 05:55:22| INFO mul_sld_lr_ne finished [took 202.9292s]
-31/12/23 05:55:22| INFO bin_sld_lr_ne finished [took 203.3925s]
-31/12/23 05:55:27| INFO mul_sld_lr_mc finished [took 207.9965s]
-31/12/23 05:55:39| INFO m3w_sld_lr_ne finished [took 111.5508s]
-31/12/23 05:56:22| INFO ref finished [took 71.5869s]
-31/12/23 05:56:35| INFO m3w_sld_lr_is finished [took 88.4079s]
-31/12/23 05:56:39| INFO doc finished [took 79.6497s]
-31/12/23 05:56:41| INFO bin_sld_lr_is finished [took 105.8210s]
-31/12/23 05:56:46| INFO mul_sld_lr_is finished [took 111.2888s]
-31/12/23 05:56:50| INFO atc_mc finished [took 91.6622s]
-31/12/23 05:58:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 117.8565s]
-31/12/23 05:59:48| INFO bin_sld_lr_gs finished [took 177.9303s]
-31/12/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 437.2570s]
-31/12/23 06:08:10| INFO mul_sld_lr_gs finished [took 501.5099s]
-31/12/23 06:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00644) [took 315.0652s]
-31/12/23 06:14:17| INFO m3w_sld_lr_gs finished [took 366.3772s]
-31/12/23 06:14:17| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1340.3213s]
-31/12/23 06:14:17| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-31/12/23 06:17:02| INFO m3w_sld_lr finished [took 162.5622s]
-31/12/23 06:17:03| INFO m3w_sld_lr_c finished [took 163.2814s]
-31/12/23 06:17:06| INFO m3w_sld_lr_mc finished [took 166.2649s]
-31/12/23 06:17:10| INFO bin_sld_lr_mc finished [took 169.9237s]
-31/12/23 06:17:25| INFO bin_sld_lr_ne finished [took 185.2862s]
-31/12/23 06:17:31| INFO mul_sld_lr_ne finished [took 191.8614s]
-31/12/23 06:17:38| INFO mul_sld_lr_mc finished [took 198.4219s]
-31/12/23 06:17:39| INFO bin_sld_lr_c finished [took 199.0135s]
-31/12/23 06:17:43| INFO mul_sld_lr finished [took 204.5123s]
-31/12/23 06:17:46| INFO bin_sld_lr finished [took 205.9578s]
-31/12/23 06:17:50| INFO mul_sld_lr_c finished [took 210.5683s]
-31/12/23 06:18:35| INFO m3w_sld_lr_is finished [took 84.6632s]
-31/12/23 06:18:40| INFO m3w_sld_lr_ne finished [took 97.3508s]
-31/12/23 06:18:44| INFO ref finished [took 78.0603s]
-31/12/23 06:18:58| INFO bin_sld_lr_is finished [took 114.3485s]
-31/12/23 06:19:05| INFO mul_sld_lr_is finished [took 118.3739s]
-31/12/23 06:19:08| INFO atc_mc finished [took 95.5520s]
-31/12/23 06:19:10| INFO doc finished [took 91.1209s]
-31/12/23 06:21:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00606) [took 111.9199s]
-31/12/23 06:22:03| INFO bin_sld_lr_gs finished [took 172.4054s]
-31/12/23 06:29:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00690) [took 444.5934s]
-31/12/23 06:30:35| INFO mul_sld_lr_gs finished [took 510.6583s]
-31/12/23 06:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00650) [took 312.3419s]
-31/12/23 06:36:39| INFO m3w_sld_lr_gs finished [took 363.7630s]
-31/12/23 06:36:39| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1342.0054s]
-31/12/23 06:36:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-31/12/23 06:39:09| INFO m3w_sld_lr_mc finished [took 148.4988s]
-31/12/23 06:39:14| INFO m3w_sld_lr finished [took 152.5585s]
-31/12/23 06:39:20| INFO bin_sld_lr_ne finished [took 158.0023s]
-31/12/23 06:39:31| INFO m3w_sld_lr_c finished [took 169.3968s]
-31/12/23 06:40:05| INFO bin_sld_lr_mc finished [took 202.9657s]
-31/12/23 06:40:12| INFO mul_sld_lr_c finished [took 210.5151s]
-31/12/23 06:40:12| INFO bin_sld_lr finished [took 210.6538s]
-31/12/23 06:40:12| INFO bin_sld_lr_c finished [took 210.7503s]
-31/12/23 06:40:18| INFO mul_sld_lr finished [took 216.7409s]
-31/12/23 06:40:21| INFO mul_sld_lr_ne finished [took 219.8677s]
-31/12/23 06:40:25| INFO mul_sld_lr_mc finished [took 223.7507s]
-31/12/23 06:41:07| INFO m3w_sld_lr_ne finished [took 116.4922s]
-31/12/23 06:41:10| INFO m3w_sld_lr_is finished [took 98.4937s]
-31/12/23 06:41:15| INFO ref finished [took 70.0663s]
-31/12/23 06:41:20| INFO bin_sld_lr_is finished [took 125.3731s]
-31/12/23 06:41:31| INFO doc finished [took 77.6529s]
-31/12/23 06:41:37| INFO mul_sld_lr_is finished [took 136.7318s]
-31/12/23 06:41:42| INFO atc_mc finished [took 89.0127s]
-31/12/23 06:43:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 106.4544s]
-31/12/23 06:44:32| INFO bin_sld_lr_gs finished [took 169.5516s]
-31/12/23 06:51:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00615) [took 436.3402s]
-31/12/23 06:52:51| INFO mul_sld_lr_gs finished [took 498.3355s]
-31/12/23 06:58:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00549) [took 312.8125s]
-31/12/23 06:58:56| INFO m3w_sld_lr_gs finished [took 364.1569s]
-31/12/23 06:58:56| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1336.8644s]
-31/12/23 06:58:56| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-31/12/23 07:01:09| INFO m3w_sld_lr finished [took 131.2282s]
-31/12/23 07:01:36| INFO m3w_sld_lr_c finished [took 156.9440s]
-31/12/23 07:01:52| INFO m3w_sld_lr_mc finished [took 173.0871s]
-31/12/23 07:02:23| INFO bin_sld_lr finished [took 204.7198s]
-31/12/23 07:02:26| INFO mul_sld_lr finished [took 206.9786s]
-31/12/23 07:02:36| INFO bin_sld_lr_mc finished [took 217.2802s]
-31/12/23 07:02:45| INFO bin_sld_lr_ne finished [took 226.0142s]
-31/12/23 07:02:53| INFO mul_sld_lr_ne finished [took 233.6834s]
-31/12/23 07:02:56| INFO bin_sld_lr_c finished [took 237.0562s]
-31/12/23 07:03:11| INFO mul_sld_lr_c finished [took 252.3188s]
-31/12/23 07:03:13| INFO mul_sld_lr_mc finished [took 254.6116s]
-31/12/23 07:03:16| INFO m3w_sld_lr_ne finished [took 126.4436s]
-31/12/23 07:03:35| INFO bin_sld_lr_is finished [took 117.8242s]
-31/12/23 07:03:50| INFO ref finished [took 83.2772s]
-31/12/23 07:03:53| INFO m3w_sld_lr_is finished [took 88.5527s]
-31/12/23 07:04:01| INFO atc_mc finished [took 84.1215s]
-31/12/23 07:04:06| INFO doc finished [took 79.7621s]
-31/12/23 07:04:32| INFO mul_sld_lr_is finished [took 159.3799s]
-31/12/23 07:06:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 102.3599s]
-31/12/23 07:07:15| INFO bin_sld_lr_gs finished [took 161.7306s]
-31/12/23 07:14:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00817) [took 430.9727s]
-31/12/23 07:15:25| INFO mul_sld_lr_gs finished [took 489.5789s]
-31/12/23 07:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00919) [took 315.8126s]
-31/12/23 07:21:33| INFO m3w_sld_lr_gs finished [took 366.8937s]
-31/12/23 07:21:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1356.7239s]
-31/12/23 07:21:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-31/12/23 07:23:38| INFO m3w_sld_lr_c finished [took 123.6497s]
-31/12/23 07:24:25| INFO m3w_sld_lr_mc finished [took 170.0637s]
-31/12/23 07:24:28| INFO m3w_sld_lr finished [took 172.9901s]
-31/12/23 07:24:33| INFO mul_sld_lr_c finished [took 178.0851s]
-31/12/23 07:24:35| INFO bin_sld_lr_ne finished [took 180.5580s]
-31/12/23 07:24:39| INFO bin_sld_lr_c finished [took 184.4149s]
-31/12/23 07:24:43| INFO bin_sld_lr_mc finished [took 187.8658s]
-31/12/23 07:24:44| INFO bin_sld_lr finished [took 189.6475s]
-31/12/23 07:25:13| INFO mul_sld_lr_ne finished [took 217.6381s]
-31/12/23 07:25:26| INFO mul_sld_lr_mc finished [took 231.2251s]
-31/12/23 07:25:36| INFO mul_sld_lr finished [took 240.9098s]
-31/12/23 07:25:52| INFO m3w_sld_lr_ne finished [took 133.7076s]
-31/12/23 07:26:02| INFO ref finished [took 85.7356s]
-31/12/23 07:26:04| INFO m3w_sld_lr_is finished [took 90.0249s]
-31/12/23 07:26:07| INFO atc_mc finished [took 87.0092s]
-31/12/23 07:26:24| INFO doc finished [took 100.6301s]
-31/12/23 07:26:37| INFO bin_sld_lr_is finished [took 130.8012s]
-31/12/23 07:26:55| INFO mul_sld_lr_is finished [took 146.6380s]
-31/12/23 07:28:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00626) [took 84.4279s]
-31/12/23 07:29:20| INFO bin_sld_lr_gs finished [took 144.0204s]
-31/12/23 07:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00929) [took 410.2443s]
-31/12/23 07:37:10| INFO mul_sld_lr_gs finished [took 469.6149s]
-31/12/23 07:42:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00610) [took 310.1227s]
-31/12/23 07:43:13| INFO m3w_sld_lr_gs finished [took 362.5125s]
-31/12/23 07:43:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 1300.3426s]
-----------------------------------------------------------------------------------------------------
-31/12/23 12:06:40| INFO dataset rcv1_GCAT [pool size: 10]
-31/12/23 12:06:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-31/12/23 12:06:44| WARNING Method d_mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 12:06:44| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 12:06:45| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 12:06:45| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 12:06:45| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 12:06:45| WARNING Method d_mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 12:06:46| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 12:06:46| WARNING Method d_mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 12:06:46| WARNING Method d_mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 12:06:47| WARNING Method d_mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 12:08:03| INFO doc finished [took 77.2888s]
-31/12/23 12:08:32| INFO ref finished [took 105.5161s]
-31/12/23 12:08:39| INFO atc_mc finished [took 112.1617s]
-31/12/23 12:17:09| INFO d_m3w_kde_lr finished [took 623.6934s]
-31/12/23 12:17:09| INFO d_m3w_kde_lr_c finished [took 624.3019s]
-31/12/23 12:17:14| INFO d_m3w_kde_lr_is finished [took 628.1811s]
-31/12/23 12:17:15| INFO d_m3w_kde_lr_mc finished [took 630.1446s]
-31/12/23 12:17:20| INFO d_m3w_kde_lr_ne finished [took 634.2051s]
-31/12/23 12:17:31| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 12:18:00| WARNING Method d_mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 12:18:27| DEBUG [size=11,place=1] best score = 0.00560234; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.885s]
-31/12/23 12:18:27| DEBUG [size=11,place=2] best score = 0.00650517; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.886s]
-31/12/23 12:20:24| DEBUG [size=52,place=1] best score = 0.00545600; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 117.263s]
-31/12/23 12:20:24| DEBUG [size=52,place=2] best score = 0.00555356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 117.264s]
-31/12/23 12:21:31| DEBUG [size=29,place=1] best score = 0.00525826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 66.959s]
-31/12/23 12:21:31| DEBUG [size=29,place=2] best score = 0.00526635; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 66.959s]
-31/12/23 12:22:26| DEBUG [size=23,place=1] best score = 0.00525354; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 54.561s]
-31/12/23 12:22:26| DEBUG [size=23,place=2] best score = 0.00527046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 54.561s]
-31/12/23 12:23:00| DEBUG [size=12,place=1] best score = 0.00575803; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 34.183s]
-31/12/23 12:23:00| DEBUG [size=12,place=2] best score = 0.00575832; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 34.183s]
-31/12/23 12:23:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00525) [took 298.9736s]
-31/12/23 12:28:56| INFO d_m3w_kde_lr_gs finished [took 654.8256s]
-31/12/23 12:28:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 1335.7231s]
-31/12/23 12:28:56| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-31/12/23 12:40:16| INFO d_bin_kde_lr_mc finished [took 674.9057s]
-31/12/23 12:40:23| INFO d_bin_kde_lr_c finished [took 683.8804s]
-31/12/23 12:40:27| INFO d_bin_kde_lr_ne finished [took 685.1134s]
-31/12/23 12:40:37| INFO d_bin_kde_lr finished [took 695.5570s]
-31/12/23 12:43:40| INFO d_m3w_kde_lr_c finished [took 878.5515s]
-31/12/23 12:44:01| INFO d_m3w_kde_lr_mc finished [took 899.7878s]
-31/12/23 12:44:02| INFO d_m3w_kde_lr finished [took 900.9292s]
-31/12/23 12:44:04| INFO d_mul_kde_lr_c finished [took 902.3431s]
-31/12/23 12:44:42| INFO d_mul_kde_lr_ne finished [took 941.6789s]
-31/12/23 12:44:45| INFO ref finished [took 64.2231s]
-31/12/23 12:45:13| INFO d_mul_kde_lr finished [took 972.6061s]
-31/12/23 12:45:21| INFO doc finished [took 77.3555s]
-31/12/23 12:45:32| INFO d_mul_kde_lr_mc finished [took 990.7052s]
-31/12/23 12:45:34| INFO atc_mc finished [took 91.4858s]
-31/12/23 12:49:24| INFO d_bin_kde_lr_is finished [took 539.9356s]
-31/12/23 12:51:31| INFO d_m3w_kde_lr_is finished [took 653.1885s]
-31/12/23 12:51:34| INFO d_m3w_kde_lr_ne finished [took 676.9458s]
-31/12/23 12:52:18| INFO d_mul_kde_lr_is finished [took 710.5415s]
-31/12/23 12:52:38| DEBUG [size=11,place=1] best score = 0.00546945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 19.133s]
-31/12/23 12:52:38| DEBUG [size=11,place=2] best score = 0.00892257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 19.133s]
-31/12/23 12:53:37| DEBUG [size=34,place=1] best score = 0.00548559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 59.126s]
-31/12/23 12:53:37| DEBUG [size=34,place=2] best score = 0.00549191; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 59.127s]
-31/12/23 12:53:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00547) [took 78.3662s]
-31/12/23 12:58:22| INFO d_bin_kde_lr_gs finished [took 362.7772s]
-31/12/23 12:58:50| DEBUG [size=11,place=1] best score = 0.00751715; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.485s]
-31/12/23 12:58:50| DEBUG [size=11,place=2] best score = 0.00932389; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.486s]
-31/12/23 13:01:01| DEBUG [size=52,place=1] best score = 0.00662468; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 130.768s]
-31/12/23 13:01:01| DEBUG [size=52,place=2] best score = 0.00664647; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.769s]
-31/12/23 13:02:47| DEBUG [size=39,place=1] best score = 0.00646103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 106.329s]
-31/12/23 13:02:47| DEBUG [size=39,place=2] best score = 0.00647145; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 106.329s]
-31/12/23 13:03:34| DEBUG [size=12,place=1] best score = 0.00734361; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 46.516s]
-31/12/23 13:03:34| DEBUG [size=12,place=2] best score = 0.00759760; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 46.517s]
-31/12/23 13:03:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} (score=0.00646) [took 311.2195s]
-31/12/23 13:11:19| INFO d_mul_kde_lr_gs finished [took 775.9752s]
-31/12/23 13:11:49| DEBUG [size=11,place=1] best score = 0.00657993; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.826s]
-31/12/23 13:11:49| DEBUG [size=11,place=2] best score = 0.00840696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.826s]
-31/12/23 13:13:35| DEBUG [size=49,place=1] best score = 0.00575234; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.778s]
-31/12/23 13:13:35| DEBUG [size=49,place=2] best score = 0.00612694; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 106.778s]
-31/12/23 13:14:43| DEBUG [size=32,place=1] best score = 0.00559125; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 67.897s]
-31/12/23 13:14:43| DEBUG [size=32,place=2] best score = 0.00573950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 67.897s]
-31/12/23 13:15:20| DEBUG [size=14,place=1] best score = 0.00560337; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s]
-31/12/23 13:15:20| DEBUG [size=14,place=2] best score = 0.00578190; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s]
-31/12/23 13:15:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00559) [took 239.8986s]
-31/12/23 13:19:49| INFO d_m3w_kde_lr_gs finished [took 509.7543s]
-31/12/23 13:19:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 3053.4509s]
-31/12/23 13:19:49| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-31/12/23 13:30:58| INFO d_bin_kde_lr_ne finished [took 666.1762s]
-31/12/23 13:31:03| INFO d_bin_kde_lr finished [took 671.2058s]
-31/12/23 13:31:12| INFO d_bin_kde_lr_mc finished [took 679.8859s]
-31/12/23 13:31:15| INFO d_bin_kde_lr_c finished [took 682.4604s]
-31/12/23 13:34:09| INFO d_m3w_kde_lr_c finished [took 856.6240s]
-31/12/23 13:34:12| INFO d_m3w_kde_lr_mc finished [took 859.7735s]
-31/12/23 13:35:16| INFO d_m3w_kde_lr finished [took 923.8143s]
-31/12/23 13:35:29| INFO ref finished [took 79.1513s]
-31/12/23 13:35:44| INFO atc_mc finished [took 91.3567s]
-31/12/23 13:36:01| INFO d_mul_kde_lr finished [took 968.7042s]
-31/12/23 13:36:09| INFO d_mul_kde_lr_mc finished [took 977.1133s]
-31/12/23 13:36:18| INFO doc finished [took 61.7129s]
-31/12/23 13:36:29| INFO d_mul_kde_lr_c finished [took 997.2926s]
-31/12/23 13:36:37| INFO d_mul_kde_lr_ne finished [took 1004.5901s]
-31/12/23 13:39:25| INFO d_bin_kde_lr_is finished [took 500.7158s]
-31/12/23 13:42:14| INFO d_m3w_kde_lr_ne finished [took 675.3242s]
-31/12/23 13:42:18| INFO d_m3w_kde_lr_is finished [took 662.7262s]
-31/12/23 13:42:54| INFO d_mul_kde_lr_is finished [took 701.1595s]
-31/12/23 13:43:12| DEBUG [size=11,place=1] best score = 0.01207423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.512s]
-31/12/23 13:43:12| DEBUG [size=11,place=2] best score = 0.01343104; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.512s]
-31/12/23 13:44:26| DEBUG [size=52,place=1] best score = 0.01201490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 73.761s]
-31/12/23 13:44:26| DEBUG [size=52,place=2] best score = 0.01207441; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.761s]
-31/12/23 13:45:12| DEBUG [size=31,place=1] best score = 0.01192268; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 45.882s]
-31/12/23 13:45:12| DEBUG [size=31,place=2] best score = 0.01194898; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 45.883s]
-31/12/23 13:45:35| DEBUG [size=12,place=1] best score = 0.01232621; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 22.589s]
-31/12/23 13:45:35| DEBUG [size=12,place=2] best score = 0.01238549; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 22.590s]
-31/12/23 13:45:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.01192) [took 159.8567s]
-31/12/23 13:49:46| INFO d_bin_kde_lr_gs finished [took 411.1548s]
-31/12/23 13:50:15| DEBUG [size=11,place=1] best score = 0.01186411; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.220s]
-31/12/23 13:50:15| DEBUG [size=11,place=2] best score = 0.01350003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.220s]
-31/12/23 13:52:20| DEBUG [size=51,place=1] best score = 0.01173254; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 125.201s]
-31/12/23 13:52:20| DEBUG [size=51,place=2] best score = 0.01331959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.202s]
-31/12/23 13:53:44| DEBUG [size=33,place=1] best score = 0.01167762; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 83.980s]
-31/12/23 13:53:44| DEBUG [size=33,place=2] best score = 0.01175515; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 83.980s]
-31/12/23 13:54:34| DEBUG [size=14,place=1] best score = 0.01404539; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 50.058s]
-31/12/23 13:54:34| DEBUG [size=14,place=2] best score = 0.01438945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 50.059s]
-31/12/23 13:54:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.01168) [took 287.5750s]
-31/12/23 14:01:17| INFO d_mul_kde_lr_gs finished [took 690.5670s]
-31/12/23 14:01:46| DEBUG [size=11,place=1] best score = 0.00755614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.441s]
-31/12/23 14:01:46| DEBUG [size=11,place=2] best score = 0.00873600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.442s]
-31/12/23 14:03:42| DEBUG [size=52,place=1] best score = 0.00745337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 116.358s]
-31/12/23 14:03:42| DEBUG [size=52,place=2] best score = 0.00746821; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 116.358s]
-31/12/23 14:04:15| DEBUG [size=16,place=1] best score = 0.00803786; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 32.957s]
-31/12/23 14:04:15| DEBUG [size=16,place=2] best score = 0.00843927; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 32.957s]
-31/12/23 14:04:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00745) [took 176.8737s]
-31/12/23 14:09:18| INFO d_m3w_kde_lr_gs finished [took 480.1391s]
-31/12/23 14:09:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 2968.8965s]
-31/12/23 14:09:18| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-31/12/23 14:18:54| INFO d_bin_kde_lr finished [took 573.0264s]
-31/12/23 14:19:15| INFO d_bin_kde_lr_ne finished [took 591.2163s]
-31/12/23 14:19:18| INFO d_bin_kde_lr_mc finished [took 595.1228s]
-31/12/23 14:19:44| INFO d_bin_kde_lr_c finished [took 620.5682s]
-31/12/23 14:21:41| INFO d_mul_kde_lr finished [took 737.4221s]
-31/12/23 14:22:39| INFO d_m3w_kde_lr finished [took 796.2187s]
-31/12/23 14:22:45| INFO d_m3w_kde_lr_mc finished [took 801.3335s]
-31/12/23 14:22:58| INFO ref finished [took 76.2930s]
-31/12/23 14:23:39| INFO d_mul_kde_lr_ne finished [took 855.4809s]
-31/12/23 14:23:51| INFO d_m3w_kde_lr_c finished [took 867.1265s]
-31/12/23 14:24:00| INFO atc_mc finished [took 79.9546s]
-31/12/23 14:24:05| INFO d_mul_kde_lr_mc finished [took 881.6328s]
-31/12/23 14:24:14| INFO doc finished [took 88.1236s]
-31/12/23 14:24:34| INFO d_mul_kde_lr_c finished [took 910.9922s]
-31/12/23 14:26:43| INFO d_bin_kde_lr_is finished [took 448.0265s]
-31/12/23 14:30:11| INFO d_m3w_kde_lr_ne finished [took 675.8455s]
-31/12/23 14:30:39| INFO d_m3w_kde_lr_is finished [took 654.7111s]
-31/12/23 14:30:53| INFO d_mul_kde_lr_is finished [took 694.3688s]
-31/12/23 14:31:12| DEBUG [size=11,place=1] best score = 0.00752567; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.300s]
-31/12/23 14:31:12| DEBUG [size=11,place=2] best score = 0.00809629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.301s]
-31/12/23 14:32:26| DEBUG [size=52,place=1] best score = 0.00733754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s]
-31/12/23 14:32:26| DEBUG [size=52,place=2] best score = 0.00734099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s]
-31/12/23 14:33:28| DEBUG [size=42,place=1] best score = 0.00734500; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s]
-31/12/23 14:33:28| DEBUG [size=42,place=2] best score = 0.00737745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s]
-31/12/23 14:33:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00734) [took 153.7021s]
-31/12/23 14:37:22| INFO d_bin_kde_lr_gs finished [took 387.8261s]
-31/12/23 14:37:52| DEBUG [size=11,place=1] best score = 0.00691869; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.401s]
-31/12/23 14:37:52| DEBUG [size=11,place=2] best score = 0.00740065; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.401s]
-31/12/23 14:40:13| DEBUG [size=52,place=1] best score = 0.00671200; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 140.500s]
-31/12/23 14:40:13| DEBUG [size=52,place=2] best score = 0.00678907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 140.500s]
-31/12/23 14:40:53| DEBUG [size=16,place=1] best score = 0.00691467; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 39.859s]
-31/12/23 14:40:53| DEBUG [size=16,place=2] best score = 0.00698267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 39.859s]
-31/12/23 14:40:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00671) [took 209.8730s]
-31/12/23 14:47:18| INFO d_mul_kde_lr_gs finished [took 595.6705s]
-31/12/23 14:47:47| DEBUG [size=11,place=1] best score = 0.01043733; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.258s]
-31/12/23 14:47:47| DEBUG [size=11,place=2] best score = 0.01056988; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 28.258s]
-31/12/23 14:49:50| DEBUG [size=53,place=1] best score = 0.00719852; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 122.243s]
-31/12/23 14:49:50| DEBUG [size=53,place=2] best score = 0.00768863; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 122.244s]
-31/12/23 14:51:00| DEBUG [size=30,place=1] best score = 0.00701043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.834s]
-31/12/23 14:51:00| DEBUG [size=30,place=2] best score = 0.00713442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.834s]
-31/12/23 14:52:27| DEBUG [size=42,place=1] best score = 0.00685984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.165s]
-31/12/23 14:52:27| DEBUG [size=42,place=2] best score = 0.00764834; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.166s]
-31/12/23 14:53:47| DEBUG [size=38,place=1] best score = 0.00984234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.508s]
-31/12/23 14:53:47| DEBUG [size=38,place=2] best score = 0.01001682; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 80.508s]
-31/12/23 14:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00686) [took 388.1310s]
-31/12/23 14:58:22| INFO d_m3w_kde_lr_gs finished [took 662.7868s]
-31/12/23 14:58:22| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 2943.5961s]
-31/12/23 14:58:22| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-31/12/23 15:07:54| INFO d_bin_kde_lr_mc finished [took 571.1421s]
-31/12/23 15:08:05| INFO d_bin_kde_lr finished [took 581.0277s]
-31/12/23 15:08:32| INFO d_bin_kde_lr_ne finished [took 608.2687s]
-31/12/23 15:08:43| INFO d_bin_kde_lr_c finished [took 619.7136s]
-31/12/23 15:11:26| INFO d_m3w_kde_lr finished [took 782.5001s]
-31/12/23 15:11:49| INFO d_mul_kde_lr_mc finished [took 804.8717s]
-31/12/23 15:12:25| INFO d_m3w_kde_lr_mc finished [took 841.6918s]
-31/12/23 15:12:29| INFO d_m3w_kde_lr_c finished [took 845.0167s]
-31/12/23 15:12:45| INFO ref finished [took 78.8028s]
-31/12/23 15:13:05| INFO atc_mc finished [took 76.0877s]
-31/12/23 15:13:16| INFO d_mul_kde_lr_ne finished [took 892.1506s]
-31/12/23 15:13:24| INFO d_mul_kde_lr finished [took 900.5367s]
-31/12/23 15:13:41| INFO doc finished [took 75.2958s]
-31/12/23 15:14:08| INFO d_mul_kde_lr_c finished [took 944.2537s]
-31/12/23 15:16:02| INFO d_bin_kde_lr_is finished [took 476.5972s]
-31/12/23 15:19:23| INFO d_m3w_kde_lr_is finished [took 638.8024s]
-31/12/23 15:19:27| INFO d_m3w_kde_lr_ne finished [took 692.6794s]
-31/12/23 15:20:14| INFO d_mul_kde_lr_is finished [took 701.4169s]
-31/12/23 15:20:31| DEBUG [size=11,place=1] best score = 0.01023366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.251s]
-31/12/23 15:20:31| DEBUG [size=11,place=2] best score = 0.01047307; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 16.251s]
-31/12/23 15:21:39| DEBUG [size=52,place=1] best score = 0.00984704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 68.820s]
-31/12/23 15:21:39| DEBUG [size=52,place=2] best score = 0.01018853; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 68.821s]
-31/12/23 15:22:21| DEBUG [size=31,place=1] best score = 0.01018998; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s]
-31/12/23 15:22:21| DEBUG [size=31,place=2] best score = 0.01020192; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s]
-31/12/23 15:22:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00985) [took 127.1579s]
-31/12/23 15:26:19| INFO d_bin_kde_lr_gs finished [took 364.5053s]
-31/12/23 15:26:46| DEBUG [size=11,place=1] best score = 0.01009789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.853s]
-31/12/23 15:26:46| DEBUG [size=11,place=2] best score = 0.01084313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.853s]
-31/12/23 15:28:55| DEBUG [size=52,place=1] best score = 0.00999761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 129.172s]
-31/12/23 15:28:55| DEBUG [size=52,place=2] best score = 0.01000562; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 129.173s]
-31/12/23 15:29:44| DEBUG [size=15,place=1] best score = 0.01037213; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 48.856s]
-31/12/23 15:29:44| DEBUG [size=15,place=2] best score = 0.01038980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 48.857s]
-31/12/23 15:29:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.01000) [took 204.9983s]
-31/12/23 15:37:09| INFO d_mul_kde_lr_gs finished [took 649.7456s]
-31/12/23 15:37:36| DEBUG [size=11,place=1] best score = 0.00938663; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.708s]
-31/12/23 15:37:36| DEBUG [size=11,place=2] best score = 0.00939312; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.709s]
-31/12/23 15:39:22| DEBUG [size=51,place=1] best score = 0.00908576; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 105.834s]
-31/12/23 15:39:22| DEBUG [size=51,place=2] best score = 0.00926007; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.834s]
-31/12/23 15:40:18| DEBUG [size=27,place=1] best score = 0.00916850; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s]
-31/12/23 15:40:18| DEBUG [size=27,place=2] best score = 0.00926569; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s]
-31/12/23 15:40:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00909) [took 188.1087s]
-31/12/23 15:44:15| INFO d_m3w_kde_lr_gs finished [took 425.8182s]
-31/12/23 15:44:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 2753.3931s]
-31/12/23 15:44:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-31/12/23 15:54:32| INFO d_bin_kde_lr_ne finished [took 613.7645s]
-31/12/23 15:54:34| INFO d_bin_kde_lr_c finished [took 616.1243s]
-31/12/23 15:54:37| INFO d_bin_kde_lr finished [took 618.9641s]
-31/12/23 15:54:38| INFO d_bin_kde_lr_mc finished [took 619.8938s]
-31/12/23 15:56:44| INFO d_mul_kde_lr finished [took 745.7867s]
-31/12/23 15:57:47| INFO d_m3w_kde_lr finished [took 809.4852s]
-31/12/23 15:58:01| INFO ref finished [took 76.8044s]
-31/12/23 15:58:16| INFO d_m3w_kde_lr_c finished [took 838.5424s]
-31/12/23 15:58:29| INFO d_mul_kde_lr_c finished [took 851.8652s]
-31/12/23 15:58:29| INFO d_m3w_kde_lr_mc finished [took 851.6036s]
-31/12/23 15:58:36| INFO d_mul_kde_lr_ne finished [took 858.9832s]
-31/12/23 15:59:11| INFO doc finished [took 69.3650s]
-31/12/23 15:59:14| INFO atc_mc finished [took 85.8927s]
-31/12/23 15:59:56| INFO d_mul_kde_lr_mc finished [took 938.5268s]
-31/12/23 16:02:09| INFO d_bin_kde_lr_is finished [took 454.0845s]
-31/12/23 16:05:33| INFO d_m3w_kde_lr_ne finished [took 660.6474s]
-31/12/23 16:05:40| INFO d_m3w_kde_lr_is finished [took 662.0380s]
-31/12/23 16:06:15| INFO d_mul_kde_lr_is finished [took 697.8607s]
-31/12/23 16:06:34| DEBUG [size=11,place=1] best score = 0.00926199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.708s]
-31/12/23 16:06:34| DEBUG [size=11,place=2] best score = 0.00943991; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.709s]
-31/12/23 16:07:49| DEBUG [size=52,place=1] best score = 0.00905370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 75.586s]
-31/12/23 16:07:49| DEBUG [size=52,place=2] best score = 0.00913371; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 75.587s]
-31/12/23 16:08:36| DEBUG [size=31,place=1] best score = 0.00889463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.122s]
-31/12/23 16:08:36| DEBUG [size=31,place=2] best score = 0.00903304; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 46.122s]
-31/12/23 16:08:57| DEBUG [size=12,place=1] best score = 0.00902277; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 21.102s]
-31/12/23 16:08:57| DEBUG [size=12,place=2] best score = 0.00904340; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.103s]
-31/12/23 16:08:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00889) [took 160.6391s]
-31/12/23 16:13:08| INFO d_bin_kde_lr_gs finished [took 412.3118s]
-31/12/23 16:13:39| DEBUG [size=11,place=1] best score = 0.00938623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.668s]
-31/12/23 16:13:39| DEBUG [size=11,place=2] best score = 0.00993810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.668s]
-31/12/23 16:15:59| DEBUG [size=52,place=1] best score = 0.00901460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 140.627s]
-31/12/23 16:15:59| DEBUG [size=52,place=2] best score = 0.00902488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 140.627s]
-31/12/23 16:16:42| DEBUG [size=14,place=1] best score = 0.00927310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 42.420s]
-31/12/23 16:16:42| DEBUG [size=14,place=2] best score = 0.00929318; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.420s]
-31/12/23 16:16:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00901) [took 212.8257s]
-31/12/23 16:22:26| INFO d_mul_kde_lr_gs finished [took 557.2379s]
-31/12/23 16:22:57| DEBUG [size=11,place=1] best score = 0.01022782; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.522s]
-31/12/23 16:22:57| DEBUG [size=11,place=2] best score = 0.01052411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.523s]
-31/12/23 16:25:01| DEBUG [size=52,place=1] best score = 0.00997560; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 124.477s]
-31/12/23 16:25:01| DEBUG [size=52,place=2] best score = 0.01001120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 124.478s]
-31/12/23 16:26:17| DEBUG [size=28,place=1] best score = 0.00978263; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 75.676s]
-31/12/23 16:26:17| DEBUG [size=28,place=2] best score = 0.00988801; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 75.676s]
-31/12/23 16:27:01| DEBUG [size=14,place=1] best score = 0.01046232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 44.551s]
-31/12/23 16:27:01| DEBUG [size=14,place=2] best score = 0.01046917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 44.552s]
-31/12/23 16:27:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00978) [took 274.3448s]
-31/12/23 16:34:21| INFO d_m3w_kde_lr_gs finished [took 713.9853s]
-31/12/23 16:34:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 3005.6684s]
-31/12/23 16:34:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-31/12/23 16:45:05| INFO d_bin_kde_lr_ne finished [took 640.7512s]
-31/12/23 16:45:34| INFO d_bin_kde_lr_c finished [took 667.6669s]
-31/12/23 16:45:35| INFO d_bin_kde_lr finished [took 668.7758s]
-31/12/23 16:45:44| INFO d_bin_kde_lr_mc finished [took 677.8405s]
-31/12/23 16:46:48| INFO d_m3w_kde_lr finished [took 741.6409s]
-31/12/23 16:47:35| INFO d_mul_kde_lr finished [took 788.6166s]
-31/12/23 16:48:06| INFO ref finished [took 77.2648s]
-31/12/23 16:49:05| INFO atc_mc finished [took 89.2486s]
-31/12/23 16:49:15| INFO d_m3w_kde_lr_c finished [took 888.8457s]
-31/12/23 16:49:20| INFO d_mul_kde_lr_ne finished [took 894.1623s]
-31/12/23 16:49:31| INFO d_m3w_kde_lr_mc finished [took 904.5483s]
-31/12/23 16:49:31| INFO doc finished [took 85.1605s]
-31/12/23 16:49:45| INFO d_mul_kde_lr_mc finished [took 919.2026s]
-31/12/23 16:50:12| INFO d_mul_kde_lr_c finished [took 946.2518s]
-31/12/23 16:53:58| INFO d_bin_kde_lr_is finished [took 503.0182s]
-31/12/23 16:55:40| INFO d_m3w_kde_lr_ne finished [took 634.6144s]
-31/12/23 16:57:11| INFO d_m3w_kde_lr_is finished [took 686.3339s]
-31/12/23 16:57:19| INFO d_mul_kde_lr_is finished [took 703.7869s]
-31/12/23 16:57:39| DEBUG [size=11,place=1] best score = 0.00560311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 18.262s]
-31/12/23 16:57:39| DEBUG [size=11,place=2] best score = 0.00620825; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.262s]
-31/12/23 16:58:56| DEBUG [size=52,place=1] best score = 0.00515094; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 76.871s]
-31/12/23 16:58:56| DEBUG [size=52,place=2] best score = 0.00560374; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 76.871s]
-31/12/23 16:59:40| DEBUG [size=28,place=1] best score = 0.00518253; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 44.054s]
-31/12/23 16:59:40| DEBUG [size=28,place=2] best score = 0.00529956; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.055s]
-31/12/23 16:59:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00515) [took 139.1986s]
-31/12/23 17:03:54| INFO d_bin_kde_lr_gs finished [took 393.9464s]
-31/12/23 17:04:24| DEBUG [size=11,place=1] best score = 0.00643480; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.456s]
-31/12/23 17:04:24| DEBUG [size=11,place=2] best score = 0.01020764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.457s]
-31/12/23 17:06:36| DEBUG [size=52,place=1] best score = 0.00532939; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s]
-31/12/23 17:06:36| DEBUG [size=52,place=2] best score = 0.00566622; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s]
-31/12/23 17:08:14| DEBUG [size=40,place=1] best score = 0.00536495; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 98.195s]
-31/12/23 17:08:14| DEBUG [size=40,place=2] best score = 0.00545780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 98.196s]
-31/12/23 17:08:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00533) [took 259.2890s]
-31/12/23 17:13:30| INFO d_mul_kde_lr_gs finished [took 574.4968s]
-31/12/23 17:13:58| DEBUG [size=11,place=1] best score = 0.00577341; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.427s]
-31/12/23 17:13:58| DEBUG [size=11,place=2] best score = 0.00656387; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.428s]
-31/12/23 17:15:56| DEBUG [size=52,place=1] best score = 0.00518782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 117.650s]
-31/12/23 17:15:56| DEBUG [size=52,place=2] best score = 0.00545295; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 117.650s]
-31/12/23 17:16:28| DEBUG [size=16,place=1] best score = 0.00540229; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s]
-31/12/23 17:16:28| DEBUG [size=16,place=2] best score = 0.00544676; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s]
-31/12/23 17:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00519) [took 177.1733s]
-31/12/23 17:21:02| INFO d_m3w_kde_lr_gs finished [took 451.9544s]
-31/12/23 17:21:02| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 2801.2372s]
-31/12/23 17:21:02| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-31/12/23 17:32:48| INFO d_bin_kde_lr_c finished [took 703.3071s]
-31/12/23 17:32:56| INFO d_bin_kde_lr_mc finished [took 711.4017s]
-31/12/23 17:33:11| INFO d_bin_kde_lr finished [took 726.6407s]
-31/12/23 17:33:18| INFO d_bin_kde_lr_ne finished [took 733.3814s]
-31/12/23 17:35:09| INFO d_m3w_kde_lr_mc finished [took 844.1906s]
-31/12/23 17:35:19| INFO d_m3w_kde_lr finished [took 853.6037s]
-31/12/23 17:35:34| INFO d_m3w_kde_lr_c finished [took 869.3182s]
-31/12/23 17:36:10| INFO d_mul_kde_lr_ne finished [took 905.1205s]
-31/12/23 17:36:23| INFO d_mul_kde_lr finished [took 918.0049s]
-31/12/23 17:36:25| INFO d_mul_kde_lr_mc finished [took 920.2286s]
-31/12/23 17:36:30| INFO ref finished [took 79.6238s]
-31/12/23 17:36:31| INFO d_mul_kde_lr_c finished [took 926.4050s]
-31/12/23 17:36:51| INFO atc_mc finished [took 91.3221s]
-31/12/23 17:36:56| INFO doc finished [took 81.1662s]
-31/12/23 17:41:50| INFO d_bin_kde_lr_is finished [took 532.6468s]
-31/12/23 17:43:20| INFO d_m3w_kde_lr_ne finished [took 630.6764s]
-31/12/23 17:43:38| INFO d_m3w_kde_lr_is finished [took 619.0046s]
-31/12/23 17:44:25| INFO d_mul_kde_lr_is finished [took 673.7239s]
-31/12/23 17:44:45| DEBUG [size=11,place=1] best score = 0.01210209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 18.873s]
-31/12/23 17:44:45| DEBUG [size=11,place=2] best score = 0.03793930; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.873s]
-31/12/23 17:46:06| DEBUG [size=51,place=1] best score = 0.00777243; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s]
-31/12/23 17:46:06| DEBUG [size=51,place=2] best score = 0.00777317; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s]
-31/12/23 17:46:21| DEBUG [size=9,place=1] best score = 0.00784312; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s]
-31/12/23 17:46:21| DEBUG [size=9,place=2] best score = 0.00784928; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s]
-31/12/23 17:46:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00777) [took 114.8754s]
-31/12/23 17:50:23| INFO d_bin_kde_lr_gs finished [took 356.5080s]
-31/12/23 17:50:52| DEBUG [size=11,place=1] best score = 0.00796073; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 28.555s]
-31/12/23 17:50:52| DEBUG [size=11,place=2] best score = 0.00837674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.555s]
-31/12/23 17:53:03| DEBUG [size=54,place=1] best score = 0.00681110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 130.461s]
-31/12/23 17:53:03| DEBUG [size=54,place=2] best score = 0.00750883; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 130.461s]
-31/12/23 17:54:16| DEBUG [size=31,place=1] best score = 0.00692086; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 73.481s]
-31/12/23 17:54:16| DEBUG [size=31,place=2] best score = 0.00702617; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.481s]
-31/12/23 17:54:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00681) [took 232.6128s]
-31/12/23 17:59:13| INFO d_mul_kde_lr_gs finished [took 529.3983s]
-31/12/23 17:59:42| DEBUG [size=11,place=1] best score = 0.00711645; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 27.851s]
-31/12/23 17:59:42| DEBUG [size=11,place=2] best score = 0.00741973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.852s]
-31/12/23 18:01:28| DEBUG [size=49,place=1] best score = 0.00690087; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 106.785s]
-31/12/23 18:01:28| DEBUG [size=49,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 106.785s]
-31/12/23 18:02:09| DEBUG [size=14,place=1] best score = 0.00713497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 40.167s]
-31/12/23 18:02:09| DEBUG [size=14,place=2] best score = 0.00719079; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 40.167s]
-31/12/23 18:02:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.00690) [took 174.9241s]
-31/12/23 18:07:33| INFO d_m3w_kde_lr_gs finished [took 499.0991s]
-31/12/23 18:07:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 2790.3985s]
-31/12/23 18:07:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-31/12/23 18:07:36| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/12/23 18:07:38| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/12/23 18:07:38| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/12/23 18:07:38| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/12/23 18:07:39| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-31/12/23 18:09:31| INFO ref finished [took 111.4139s]
-31/12/23 18:10:59| INFO atc_mc finished [took 87.3619s]
-31/12/23 18:12:26| INFO doc finished [took 86.9977s]
-31/12/23 18:20:17| INFO d_m3w_kde_lr_mc finished [took 759.9474s]
-31/12/23 18:21:02| INFO d_m3w_kde_lr_is finished [took 803.4286s]
-31/12/23 18:21:03| INFO d_mul_kde_lr_mc finished [took 805.7349s]
-31/12/23 18:21:11| INFO d_m3w_kde_lr_c finished [took 814.3388s]
-31/12/23 18:21:12| INFO d_m3w_kde_lr finished [took 814.6256s]
-31/12/23 18:21:25| INFO d_m3w_kde_lr_ne finished [took 827.6942s]
-31/12/23 18:21:40| INFO d_mul_kde_lr_is finished [took 841.2213s]
-31/12/23 18:21:49| INFO d_mul_kde_lr finished [took 851.6291s]
-31/12/23 18:21:50| INFO d_mul_kde_lr_c finished [took 852.4264s]
-31/12/23 18:21:54| INFO d_mul_kde_lr_ne finished [took 856.4482s]
-31/12/23 18:22:16| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 18:22:45| DEBUG [size=11,place=1] best score = 0.00716252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.351s]
-31/12/23 18:22:45| DEBUG [size=11,place=2] best score = 0.00734139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.351s]
-31/12/23 18:24:55| DEBUG [size=53,place=1] best score = 0.00666226; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.087s]
-31/12/23 18:24:55| DEBUG [size=53,place=2] best score = 0.00672109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 130.087s]
-31/12/23 18:26:07| DEBUG [size=28,place=1] best score = 0.00520906; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 72.148s]
-31/12/23 18:26:07| DEBUG [size=28,place=2] best score = 0.00522329; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.149s]
-31/12/23 18:28:08| DEBUG [size=49,place=1] best score = 0.00538839; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 120.353s]
-31/12/23 18:28:08| DEBUG [size=49,place=2] best score = 0.00538841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 120.353s]
-31/12/23 18:28:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00521) [took 351.0566s]
-31/12/23 18:33:16| INFO d_mul_kde_lr_gs finished [took 658.9809s]
-31/12/23 18:33:44| DEBUG [size=11,place=1] best score = 0.00544808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.986s]
-31/12/23 18:33:44| DEBUG [size=11,place=2] best score = 0.00721840; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 27.987s]
-31/12/23 18:35:38| DEBUG [size=53,place=1] best score = 0.00541587; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.315s]
-31/12/23 18:35:38| DEBUG [size=53,place=2] best score = 0.00542086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.316s]
-31/12/23 18:36:19| DEBUG [size=16,place=1] best score = 0.00583996; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 40.987s]
-31/12/23 18:36:19| DEBUG [size=16,place=2] best score = 0.00635524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 40.988s]
-31/12/23 18:36:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00542) [took 182.4011s]
-31/12/23 18:41:45| INFO d_m3w_kde_lr_gs finished [took 508.3477s]
-31/12/23 18:41:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 2051.9618s]
-----------------------------------------------------------------------------------------------------
-31/12/23 19:30:33| INFO dataset rcv1_GCAT [pool size: 10]
-31/12/23 19:30:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-31/12/23 19:30:38| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 19:30:38| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 19:30:38| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 19:30:38| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 19:30:40| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-31/12/23 19:32:22| WARNING Method mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 19:32:31| WARNING Method mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 19:32:35| WARNING Method mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 19:32:46| WARNING Method mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 19:32:47| WARNING Method mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-31/12/23 19:33:28| INFO ref finished [took 165.0547s]
-31/12/23 19:34:01| INFO doc finished [took 88.3625s]
-31/12/23 19:34:11| INFO atc_mc finished [took 106.0873s]
-31/12/23 19:42:46| INFO m3w_kde_lr_is finished [took 725.2071s]
-31/12/23 19:42:46| INFO m3w_kde_lr_ne finished [took 725.3686s]
-31/12/23 19:42:57| INFO m3w_kde_lr finished [took 738.9365s]
-31/12/23 19:42:57| INFO m3w_kde_lr_mc finished [took 739.1772s]
-31/12/23 19:43:11| INFO m3w_kde_lr_c finished [took 753.2732s]
-31/12/23 19:43:26| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 21:18:26| WARNING Method mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-31/12/23 21:21:22| DEBUG [size=11,place=1] best score = 0.00657628; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.156s]
-31/12/23 21:21:22| DEBUG [size=11,place=2] best score = 0.00806805; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.156s]
-31/12/23 21:26:17| DEBUG [size=34,place=1] best score = 0.00588735; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 295.315s]
-31/12/23 21:26:17| DEBUG [size=34,place=2] best score = 0.00589832; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 295.316s]
-31/12/23 21:30:48| DEBUG [size=44,place=1] best score = 0.00587954; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 270.868s]
-31/12/23 21:30:48| DEBUG [size=44,place=2] best score = 0.00605025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 270.868s]
-31/12/23 21:33:36| DEBUG [size=14,place=1] best score = 0.00734826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 167.882s]
-31/12/23 21:33:36| DEBUG [size=14,place=2] best score = 0.00749789; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.882s]
-31/12/23 21:33:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00588) [took 908.3441s]
-31/12/23 21:39:08| INFO m3w_kde_lr_gs finished [took 1240.2224s]
-31/12/23 21:39:08| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 7714.6343s]
-31/12/23 21:39:08| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-31/12/23 21:52:15| INFO bin_kde_lr_mc finished [took 784.6742s]
-31/12/23 21:52:19| INFO bin_kde_lr finished [took 785.6986s]
-31/12/23 21:52:28| INFO bin_kde_lr_c finished [took 794.7131s]
-31/12/23 21:52:47| INFO bin_kde_lr_ne finished [took 813.7528s]
-31/12/23 21:55:00| INFO m3w_kde_lr_mc finished [took 946.9560s]
-31/12/23 21:55:18| INFO m3w_kde_lr_c finished [took 964.8996s]
-31/12/23 21:55:44| INFO m3w_kde_lr finished [took 991.2467s]
-31/12/23 21:56:24| INFO ref finished [took 82.5224s]
-31/12/23 21:56:24| INFO mul_kde_lr finished [took 1030.8234s]
-31/12/23 21:56:52| INFO atc_mc finished [took 92.7054s]
-31/12/23 21:57:19| INFO doc finished [took 93.3789s]
-31/12/23 21:57:32| INFO mul_kde_lr_c finished [took 1099.0822s]
-31/12/23 21:57:37| INFO mul_kde_lr_mc finished [took 1103.3494s]
-31/12/23 21:57:37| INFO mul_kde_lr_ne finished [took 1103.9978s]
-31/12/23 22:01:19| INFO bin_kde_lr_is finished [took 538.6573s]
-31/12/23 22:04:11| INFO m3w_kde_lr_ne finished [took 715.3704s]
-31/12/23 22:04:24| INFO m3w_kde_lr_is finished [took 696.2336s]
-31/12/23 22:05:16| INFO mul_kde_lr_is finished [took 767.5446s]
-31/12/23 22:06:25| DEBUG [size=11,place=1] best score = 0.00501229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 66.605s]
-31/12/23 22:06:25| DEBUG [size=11,place=2] best score = 0.00518665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.606s]
-31/12/23 22:08:18| DEBUG [size=34,place=1] best score = 0.00453606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 113.075s]
-31/12/23 22:08:18| DEBUG [size=34,place=2] best score = 0.00455731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 113.075s]
-31/12/23 22:09:29| DEBUG [size=16,place=1] best score = 0.00464131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.257s]
-31/12/23 22:09:29| DEBUG [size=16,place=2] best score = 0.00464700; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 71.258s]
-31/12/23 22:09:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.00454) [took 251.0448s]
-31/12/23 22:14:07| INFO bin_kde_lr_gs finished [took 528.7592s]
-31/12/23 22:18:11| DEBUG [size=11,place=1] best score = 0.00965367; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.702s]
-31/12/23 22:18:11| DEBUG [size=11,place=2] best score = 0.01444392; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 242.703s]
-31/12/23 22:25:23| DEBUG [size=34,place=1] best score = 0.00581494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 431.835s]
-31/12/23 22:25:23| DEBUG [size=34,place=2] best score = 0.00654838; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 431.835s]
-31/12/23 22:35:50| DEBUG [size=44,place=1] best score = 0.00589855; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 627.041s]
-31/12/23 22:35:50| DEBUG [size=44,place=2] best score = 0.00606699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 627.042s]
-31/12/23 22:35:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00581) [took 1301.6866s]
-31/12/23 22:41:43| INFO mul_kde_lr_gs finished [took 1654.7689s]
-31/12/23 22:44:44| DEBUG [size=11,place=1] best score = 0.01350040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 180.351s]
-31/12/23 22:44:44| DEBUG [size=11,place=2] best score = 0.01404426; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 180.352s]
-31/12/23 23:00:22| DEBUG [size=54,place=1] best score = 0.00652296; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 937.556s]
-31/12/23 23:00:22| DEBUG [size=54,place=2] best score = 0.00726689; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 937.556s]
-31/12/23 23:09:16| DEBUG [size=33,place=1] best score = 0.00641139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 534.560s]
-31/12/23 23:09:16| DEBUG [size=33,place=2] best score = 0.00642536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 534.560s]
-31/12/23 23:12:11| DEBUG [size=13,place=1] best score = 0.00878637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.595s]
-31/12/23 23:12:11| DEBUG [size=13,place=2] best score = 0.00894667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 174.595s]
-31/12/23 23:12:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00641) [took 1827.1719s]
-31/12/23 23:19:30| INFO m3w_kde_lr_gs finished [took 2266.3083s]
-31/12/23 23:19:30| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 6022.2013s]
-31/12/23 23:19:30| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-31/12/23 23:31:44| INFO bin_kde_lr finished [took 728.5525s]
-31/12/23 23:32:09| INFO bin_kde_lr_c finished [took 753.5555s]
-31/12/23 23:32:14| INFO bin_kde_lr_mc finished [took 758.3856s]
-31/12/23 23:32:24| INFO bin_kde_lr_ne finished [took 768.9656s]
-31/12/23 23:35:36| INFO mul_kde_lr finished [took 960.5570s]
-31/12/23 23:36:13| INFO m3w_kde_lr finished [took 997.9031s]
-31/12/23 23:36:39| INFO m3w_kde_lr_c finished [took 1023.4820s]
-31/12/23 23:36:56| INFO ref finished [took 79.4591s]
-31/12/23 23:36:57| INFO m3w_kde_lr_mc finished [took 1041.3916s]
-31/12/23 23:37:41| INFO atc_mc finished [took 86.5951s]
-31/12/23 23:37:56| INFO mul_kde_lr_mc finished [took 1100.1534s]
-31/12/23 23:38:00| INFO doc finished [took 80.5242s]
-31/12/23 23:38:10| INFO mul_kde_lr_ne finished [took 1114.6928s]
-31/12/23 23:38:13| INFO mul_kde_lr_c finished [took 1120.6115s]
-31/12/23 23:41:07| INFO bin_kde_lr_is finished [took 537.3506s]
-31/12/23 23:43:40| INFO m3w_kde_lr_is finished [took 674.6998s]
-31/12/23 23:43:53| INFO m3w_kde_lr_ne finished [took 728.1437s]
-31/12/23 23:45:04| INFO mul_kde_lr_is finished [took 769.0879s]
-31/12/23 23:46:12| DEBUG [size=11,place=1] best score = 0.01099462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 67.463s]
-31/12/23 23:46:12| DEBUG [size=11,place=2] best score = 0.01199663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 67.464s]
-31/12/23 23:51:44| DEBUG [size=53,place=1] best score = 0.00989281; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 332.241s]
-31/12/23 23:51:44| DEBUG [size=53,place=2] best score = 0.00989490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 332.242s]
-31/12/23 23:53:01| DEBUG [size=16,place=1] best score = 0.00950538; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 76.449s]
-31/12/23 23:53:01| DEBUG [size=16,place=2] best score = 0.00960553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 76.449s]
-31/12/23 23:55:46| DEBUG [size=27,place=1] best score = 0.00917151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 165.076s]
-31/12/23 23:55:46| DEBUG [size=27,place=2] best score = 0.00955826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 165.076s]
-31/12/23 23:58:43| DEBUG [size=28,place=1] best score = 0.00920721; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 177.510s]
-31/12/23 23:58:43| DEBUG [size=28,place=2] best score = 0.01010573; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.511s]
-31/12/23 23:58:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00917) [took 818.8535s]
-01/01/24 00:02:50| INFO bin_kde_lr_gs finished [took 1065.5292s]
-01/01/24 00:06:55| DEBUG [size=11,place=1] best score = 0.01622126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 243.882s]
-01/01/24 00:06:55| DEBUG [size=11,place=2] best score = 0.01782359; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 243.882s]
-01/01/24 00:22:23| DEBUG [size=52,place=1] best score = 0.00863187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 927.935s]
-01/01/24 00:22:23| DEBUG [size=52,place=2] best score = 0.00927886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 927.936s]
-01/01/24 00:26:41| DEBUG [size=16,place=1] best score = 0.00944888; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 258.728s]
-01/01/24 00:26:41| DEBUG [size=16,place=2] best score = 0.00993584; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 258.728s]
-01/01/24 00:26:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00863) [took 1430.6581s]
-01/01/24 00:31:56| INFO mul_kde_lr_gs finished [took 1745.0413s]
-01/01/24 00:35:00| DEBUG [size=11,place=1] best score = 0.00759875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.752s]
-01/01/24 00:35:00| DEBUG [size=11,place=2] best score = 0.01423386; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 182.752s]
-01/01/24 00:46:16| DEBUG [size=53,place=1] best score = 0.00726551; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 676.626s]
-01/01/24 00:46:16| DEBUG [size=53,place=2] best score = 0.00727111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 676.627s]
-01/01/24 00:49:19| DEBUG [size=16,place=1] best score = 0.00726541; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 182.559s]
-01/01/24 00:49:19| DEBUG [size=16,place=2] best score = 0.00792718; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 182.560s]
-01/01/24 00:51:05| DEBUG [size=21,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.787s]
-01/01/24 00:51:05| DEBUG [size=21,place=2] best score = 0.00709382; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 106.788s]
-01/01/24 00:53:47| DEBUG [size=14,place=1] best score = 0.01053747; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s]
-01/01/24 00:53:47| DEBUG [size=14,place=2] best score = 0.01175594; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s]
-01/01/24 00:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00676) [took 1310.3114s]
-01/01/24 00:57:55| INFO m3w_kde_lr_gs finished [took 1558.2559s]
-01/01/24 00:57:55| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 5905.0687s]
-01/01/24 00:57:55| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-01/01/24 01:08:54| INFO bin_kde_lr_mc finished [took 657.3067s]
-01/01/24 01:09:24| INFO bin_kde_lr finished [took 688.0202s]
-01/01/24 01:09:38| INFO bin_kde_lr_c finished [took 700.5413s]
-01/01/24 01:09:54| INFO bin_kde_lr_ne finished [took 712.5212s]
-01/01/24 01:12:44| INFO m3w_kde_lr finished [took 886.6984s]
-01/01/24 01:13:00| INFO mul_kde_lr finished [took 903.6855s]
-01/01/24 01:13:42| INFO mul_kde_lr_mc finished [took 940.6350s]
-01/01/24 01:14:00| INFO mul_kde_lr_ne finished [took 957.0769s]
-01/01/24 01:14:06| INFO ref finished [took 81.5246s]
-01/01/24 01:14:14| INFO atc_mc finished [took 72.6315s]
-01/01/24 01:14:35| INFO m3w_kde_lr_mc finished [took 994.3883s]
-01/01/24 01:14:45| INFO mul_kde_lr_c finished [took 1008.0827s]
-01/01/24 01:14:46| INFO m3w_kde_lr_c finished [took 1008.7969s]
-01/01/24 01:15:00| INFO doc finished [took 76.9213s]
-01/01/24 01:17:57| INFO bin_kde_lr_is finished [took 512.1462s]
-01/01/24 01:20:27| INFO m3w_kde_lr_ne finished [took 691.9776s]
-01/01/24 01:21:21| INFO m3w_kde_lr_is finished [took 685.6198s]
-01/01/24 01:22:05| INFO mul_kde_lr_is finished [took 746.7311s]
-01/01/24 01:23:10| DEBUG [size=11,place=1] best score = 0.00724942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.846s]
-01/01/24 01:23:10| DEBUG [size=11,place=2] best score = 0.01113207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 63.847s]
-01/01/24 01:24:59| DEBUG [size=34,place=1] best score = 0.00563295; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s]
-01/01/24 01:24:59| DEBUG [size=34,place=2] best score = 0.00581658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s]
-01/01/24 01:29:23| DEBUG [size=40,place=1] best score = 0.00550339; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 264.109s]
-01/01/24 01:29:23| DEBUG [size=40,place=2] best score = 0.00564438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 264.110s]
-01/01/24 01:30:23| DEBUG [size=12,place=1] best score = 0.00566721; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 60.047s]
-01/01/24 01:30:23| DEBUG [size=12,place=2] best score = 0.00590478; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 60.047s]
-01/01/24 01:30:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00550) [took 497.6234s]
-01/01/24 01:34:41| INFO bin_kde_lr_gs finished [took 754.7533s]
-01/01/24 01:38:44| DEBUG [size=11,place=1] best score = 0.00719990; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.254s]
-01/01/24 01:38:44| DEBUG [size=11,place=2] best score = 0.00886401; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 242.254s]
-01/01/24 01:54:42| DEBUG [size=53,place=1] best score = 0.00569525; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 958.101s]
-01/01/24 01:54:42| DEBUG [size=53,place=2] best score = 0.00580444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 958.101s]
-01/01/24 02:08:58| DEBUG [size=46,place=1] best score = 0.00546224; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 855.939s]
-01/01/24 02:08:58| DEBUG [size=46,place=2] best score = 0.00551615; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 855.939s]
-01/01/24 02:13:34| DEBUG [size=14,place=1] best score = 0.00586128; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 276.174s]
-01/01/24 02:13:34| DEBUG [size=14,place=2] best score = 0.00590048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 276.174s]
-01/01/24 02:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00546) [took 2332.5786s]
-01/01/24 02:20:08| INFO mul_kde_lr_gs finished [took 2726.4055s]
-01/01/24 02:23:08| DEBUG [size=11,place=1] best score = 0.00915533; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 179.122s]
-01/01/24 02:23:08| DEBUG [size=11,place=2] best score = 0.00981882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 179.122s]
-01/01/24 02:38:35| DEBUG [size=52,place=1] best score = 0.00658839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s]
-01/01/24 02:38:35| DEBUG [size=52,place=2] best score = 0.00714308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s]
-01/01/24 02:41:16| DEBUG [size=14,place=1] best score = 0.00680687; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.290s]
-01/01/24 02:41:16| DEBUG [size=14,place=2] best score = 0.00689117; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.291s]
-01/01/24 02:41:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00659) [took 1267.9992s]
-01/01/24 02:46:21| INFO m3w_kde_lr_gs finished [took 1572.9233s]
-01/01/24 02:46:21| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 6506.3590s]
-01/01/24 02:46:21| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-01/01/24 02:57:35| INFO bin_kde_lr_c finished [took 668.8860s]
-01/01/24 02:58:06| INFO bin_kde_lr_mc finished [took 700.4428s]
-01/01/24 02:58:12| INFO bin_kde_lr finished [took 706.1500s]
-01/01/24 02:58:13| INFO bin_kde_lr_ne finished [took 707.4408s]
-01/01/24 03:02:00| INFO m3w_kde_lr_c finished [took 933.9977s]
-01/01/24 03:02:04| INFO m3w_kde_lr finished [took 940.2734s]
-01/01/24 03:02:06| INFO m3w_kde_lr_mc finished [took 939.5482s]
-01/01/24 03:02:07| INFO mul_kde_lr_c finished [took 941.1635s]
-01/01/24 03:03:10| INFO mul_kde_lr finished [took 1004.3736s]
-01/01/24 03:03:17| INFO atc_mc finished [took 71.8734s]
-01/01/24 03:03:20| INFO mul_kde_lr_mc finished [took 1014.3730s]
-01/01/24 03:03:21| INFO mul_kde_lr_ne finished [took 1014.8101s]
-01/01/24 03:03:22| INFO ref finished [took 81.2972s]
-01/01/24 03:03:28| INFO doc finished [took 81.8926s]
-01/01/24 03:06:30| INFO bin_kde_lr_is finished [took 503.4204s]
-01/01/24 03:08:56| INFO m3w_kde_lr_ne finished [took 680.3422s]
-01/01/24 03:09:03| INFO m3w_kde_lr_is finished [took 648.9539s]
-01/01/24 03:09:52| INFO mul_kde_lr_is finished [took 699.0169s]
-01/01/24 03:11:02| DEBUG [size=11,place=1] best score = 0.00924873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 69.849s]
-01/01/24 03:11:02| DEBUG [size=11,place=2] best score = 0.00936859; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.850s]
-01/01/24 03:15:03| DEBUG [size=53,place=1] best score = 0.00869317; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 240.921s]
-01/01/24 03:15:03| DEBUG [size=53,place=2] best score = 0.00903865; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 240.921s]
-01/01/24 03:17:26| DEBUG [size=44,place=1] best score = 0.00848930; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 143.213s]
-01/01/24 03:17:26| DEBUG [size=44,place=2] best score = 0.00852907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 143.213s]
-01/01/24 03:18:33| DEBUG [size=14,place=1] best score = 0.00850503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 66.831s]
-01/01/24 03:18:33| DEBUG [size=14,place=2] best score = 0.00859552; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 66.832s]
-01/01/24 03:18:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00849) [took 520.9245s]
-01/01/24 03:22:27| INFO bin_kde_lr_gs finished [took 754.6634s]
-01/01/24 03:26:32| DEBUG [size=11,place=1] best score = 0.00838849; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.385s]
-01/01/24 03:26:32| DEBUG [size=11,place=2] best score = 0.01423142; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 244.385s]
-01/01/24 03:42:03| DEBUG [size=52,place=1] best score = 0.00788282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 930.989s]
-01/01/24 03:42:03| DEBUG [size=52,place=2] best score = 0.00839811; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 930.990s]
-01/01/24 03:50:06| DEBUG [size=28,place=1] best score = 0.00771926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 483.153s]
-01/01/24 03:50:06| DEBUG [size=28,place=2] best score = 0.00790834; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 483.153s]
-01/01/24 03:54:17| DEBUG [size=14,place=1] best score = 0.00897999; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 250.426s]
-01/01/24 03:54:17| DEBUG [size=14,place=2] best score = 0.00924797; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 250.426s]
-01/01/24 03:54:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00772) [took 1909.0711s]
-01/01/24 04:00:19| INFO mul_kde_lr_gs finished [took 2271.4847s]
-01/01/24 04:03:22| DEBUG [size=11,place=1] best score = 0.00880752; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 182.714s]
-01/01/24 04:03:22| DEBUG [size=11,place=2] best score = 0.00932352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.714s]
-01/01/24 04:14:35| DEBUG [size=53,place=1] best score = 0.00697562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s]
-01/01/24 04:14:35| DEBUG [size=53,place=2] best score = 0.00711367; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s]
-01/01/24 04:24:44| DEBUG [size=42,place=1] best score = 0.00695179; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s]
-01/01/24 04:24:44| DEBUG [size=42,place=2] best score = 0.00729048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s]
-01/01/24 04:34:14| DEBUG [size=43,place=1] best score = 0.00739451; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s]
-01/01/24 04:34:14| DEBUG [size=43,place=2] best score = 0.00768891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s]
-01/01/24 04:34:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00695) [took 2034.2114s]
-01/01/24 04:38:52| INFO m3w_kde_lr_gs finished [took 2312.1673s]
-01/01/24 04:38:52| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 6750.4422s]
-01/01/24 04:38:52| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-01/01/24 04:49:33| INFO bin_kde_lr finished [took 639.2711s]
-01/01/24 04:50:44| INFO bin_kde_lr_ne finished [took 705.5963s]
-01/01/24 04:50:50| INFO bin_kde_lr_mc finished [took 710.9626s]
-01/01/24 04:50:53| INFO bin_kde_lr_c finished [took 718.9690s]
-01/01/24 04:53:24| INFO m3w_kde_lr_mc finished [took 865.0742s]
-01/01/24 04:53:39| INFO m3w_kde_lr finished [took 884.8954s]
-01/01/24 04:54:46| INFO atc_mc finished [took 66.9130s]
-01/01/24 04:54:46| INFO ref finished [took 81.6058s]
-01/01/24 04:54:49| INFO mul_kde_lr_mc finished [took 949.7082s]
-01/01/24 04:54:59| INFO mul_kde_lr_ne finished [took 959.9009s]
-01/01/24 04:55:16| INFO mul_kde_lr finished [took 982.7717s]
-01/01/24 04:55:42| INFO m3w_kde_lr_c finished [took 1008.8172s]
-01/01/24 04:55:58| INFO mul_kde_lr_c finished [took 1023.9928s]
-01/01/24 04:56:04| INFO doc finished [took 77.1569s]
-01/01/24 04:59:05| INFO bin_kde_lr_is finished [took 499.8934s]
-01/01/24 05:02:19| INFO m3w_kde_lr_is finished [took 686.0243s]
-01/01/24 05:02:25| INFO m3w_kde_lr_ne finished [took 772.1209s]
-01/01/24 05:03:08| INFO mul_kde_lr_is finished [took 737.9123s]
-01/01/24 05:04:14| DEBUG [size=11,place=1] best score = 0.00671484; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 64.927s]
-01/01/24 05:04:14| DEBUG [size=11,place=2] best score = 0.00855412; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 64.927s]
-01/01/24 05:08:06| DEBUG [size=53,place=1] best score = 0.00672315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 231.882s]
-01/01/24 05:08:06| DEBUG [size=53,place=2] best score = 0.00682444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 231.883s]
-01/01/24 05:08:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00671) [took 296.9151s]
-01/01/24 05:12:24| INFO bin_kde_lr_gs finished [took 555.0798s]
-01/01/24 05:16:22| DEBUG [size=11,place=1] best score = 0.01018731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 237.551s]
-01/01/24 05:16:22| DEBUG [size=11,place=2] best score = 0.01090868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 237.552s]
-01/01/24 05:32:12| DEBUG [size=53,place=1] best score = 0.00719102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 949.970s]
-01/01/24 05:32:12| DEBUG [size=53,place=2] best score = 0.00720750; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 949.971s]
-01/01/24 05:49:00| DEBUG [size=46,place=1] best score = 0.00678798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1007.364s]
-01/01/24 05:49:00| DEBUG [size=46,place=2] best score = 0.00707334; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1007.365s]
-01/01/24 05:53:11| DEBUG [size=14,place=1] best score = 0.00700201; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 250.947s]
-01/01/24 05:53:11| DEBUG [size=14,place=2] best score = 0.00821755; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 250.947s]
-01/01/24 05:53:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00679) [took 2445.9536s]
-01/01/24 05:58:25| INFO mul_kde_lr_gs finished [took 2760.2576s]
-01/01/24 06:01:20| DEBUG [size=11,place=1] best score = 0.00902796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.825s]
-01/01/24 06:01:20| DEBUG [size=11,place=2] best score = 0.01012963; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.826s]
-01/01/24 06:12:28| DEBUG [size=53,place=1] best score = 0.00678353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 668.759s]
-01/01/24 06:12:28| DEBUG [size=53,place=2] best score = 0.00703197; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 668.760s]
-01/01/24 06:21:07| DEBUG [size=31,place=1] best score = 0.00666618; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 518.352s]
-01/01/24 06:21:07| DEBUG [size=31,place=2] best score = 0.00755136; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 518.353s]
-01/01/24 06:33:49| DEBUG [size=39,place=1] best score = 0.00695294; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 762.443s]
-01/01/24 06:33:49| DEBUG [size=39,place=2] best score = 0.00700831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 762.443s]
-01/01/24 06:33:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00667) [took 2123.4999s]
-01/01/24 06:38:49| INFO m3w_kde_lr_gs finished [took 2423.4182s]
-01/01/24 06:38:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 7197.4406s]
-01/01/24 06:38:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-01/01/24 06:51:07| INFO bin_kde_lr_ne finished [took 732.0319s]
-01/01/24 06:51:18| INFO bin_kde_lr_mc finished [took 742.9845s]
-01/01/24 06:51:31| INFO bin_kde_lr_c finished [took 756.2925s]
-01/01/24 06:51:54| INFO bin_kde_lr finished [took 780.1296s]
-01/01/24 06:54:15| INFO m3w_kde_lr finished [took 920.8731s]
-01/01/24 06:55:10| INFO mul_kde_lr finished [took 976.1369s]
-01/01/24 06:55:19| INFO ref finished [took 63.1187s]
-01/01/24 06:55:45| INFO m3w_kde_lr_mc finished [took 1010.2109s]
-01/01/24 06:56:05| INFO mul_kde_lr_ne finished [took 1030.7070s]
-01/01/24 06:56:09| INFO m3w_kde_lr_c finished [took 1037.0501s]
-01/01/24 06:56:18| INFO atc_mc finished [took 67.9086s]
-01/01/24 06:56:48| INFO doc finished [took 88.1182s]
-01/01/24 06:57:03| INFO mul_kde_lr_mc finished [took 1088.3772s]
-01/01/24 06:57:16| INFO mul_kde_lr_c finished [took 1101.5312s]
-01/01/24 07:00:29| INFO bin_kde_lr_is finished [took 550.9961s]
-01/01/24 07:03:17| INFO m3w_kde_lr_is finished [took 681.5421s]
-01/01/24 07:03:33| INFO m3w_kde_lr_ne finished [took 745.1629s]
-01/01/24 07:03:50| INFO mul_kde_lr_is finished [took 738.2665s]
-01/01/24 07:04:57| DEBUG [size=11,place=1] best score = 0.00551482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.113s]
-01/01/24 07:04:57| DEBUG [size=11,place=2] best score = 0.00784850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 66.113s]
-01/01/24 07:08:59| DEBUG [size=52,place=1] best score = 0.00507598; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.987s]
-01/01/24 07:08:59| DEBUG [size=52,place=2] best score = 0.00531952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 241.988s]
-01/01/24 07:11:00| DEBUG [size=42,place=1] best score = 0.00512679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 121.426s]
-01/01/24 07:11:00| DEBUG [size=42,place=2] best score = 0.00519506; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 121.427s]
-01/01/24 07:11:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00508) [took 429.6455s]
-01/01/24 07:15:21| INFO bin_kde_lr_gs finished [took 690.6521s]
-01/01/24 07:19:26| DEBUG [size=11,place=1] best score = 0.01053746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.274s]
-01/01/24 07:19:26| DEBUG [size=11,place=2] best score = 0.01153110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 244.274s]
-01/01/24 07:35:06| DEBUG [size=53,place=1] best score = 0.00624223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.720s]
-01/01/24 07:35:06| DEBUG [size=53,place=2] best score = 0.00626370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 939.720s]
-01/01/24 07:39:17| DEBUG [size=16,place=1] best score = 0.00839216; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 251.389s]
-01/01/24 07:39:17| DEBUG [size=16,place=2] best score = 0.00854639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 251.389s]
-01/01/24 07:39:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00624) [took 1435.3923s]
-01/01/24 07:44:29| INFO mul_kde_lr_gs finished [took 1747.6866s]
-01/01/24 07:47:22| DEBUG [size=11,place=1] best score = 0.00569782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 171.407s]
-01/01/24 07:47:22| DEBUG [size=11,place=2] best score = 0.00687739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 171.408s]
-01/01/24 07:58:35| DEBUG [size=53,place=1] best score = 0.00563243; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 672.896s]
-01/01/24 07:58:35| DEBUG [size=53,place=2] best score = 0.00564520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 672.896s]
-01/01/24 08:04:21| DEBUG [size=28,place=1] best score = 0.00518178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 346.609s]
-01/01/24 08:04:21| DEBUG [size=28,place=2] best score = 0.00524028; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 346.610s]
-01/01/24 08:07:22| DEBUG [size=14,place=1] best score = 0.00564938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.925s]
-01/01/24 08:07:22| DEBUG [size=14,place=2] best score = 0.00567113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.926s]
-01/01/24 08:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00518) [took 1371.9578s]
-01/01/24 08:11:46| INFO m3w_kde_lr_gs finished [took 1636.1851s]
-01/01/24 08:11:46| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 5577.1663s]
-01/01/24 08:11:46| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-01/01/24 08:24:38| INFO bin_kde_lr_c finished [took 769.6441s]
-01/01/24 08:24:50| INFO bin_kde_lr finished [took 780.8516s]
-01/01/24 08:25:00| INFO bin_kde_lr_mc finished [took 790.8180s]
-01/01/24 08:25:05| INFO bin_kde_lr_ne finished [took 791.6437s]
-01/01/24 08:26:40| INFO m3w_kde_lr_c finished [took 891.5040s]
-01/01/24 08:26:49| INFO m3w_kde_lr finished [took 899.7465s]
-01/01/24 08:27:13| INFO m3w_kde_lr_mc finished [took 918.9721s]
-01/01/24 08:27:50| INFO mul_kde_lr finished [took 961.7577s]
-01/01/24 08:27:53| INFO ref finished [took 73.3474s]
-01/01/24 08:27:59| INFO atc_mc finished [took 70.0783s]
-01/01/24 08:28:21| INFO mul_kde_lr_c finished [took 992.2637s]
-01/01/24 08:28:26| INFO mul_kde_lr_mc finished [took 997.4793s]
-01/01/24 08:28:29| INFO doc finished [took 75.1961s]
-01/01/24 08:28:33| INFO mul_kde_lr_ne finished [took 999.7032s]
-01/01/24 08:33:46| INFO bin_kde_lr_is finished [took 535.6566s]
-01/01/24 08:35:22| INFO m3w_kde_lr_ne finished [took 642.9447s]
-01/01/24 08:35:28| INFO m3w_kde_lr_is finished [took 621.2782s]
-01/01/24 08:36:16| INFO mul_kde_lr_is finished [took 676.0446s]
-01/01/24 08:37:20| DEBUG [size=11,place=1] best score = 0.06949559; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 63.047s]
-01/01/24 08:37:20| DEBUG [size=11,place=2] best score = 0.11839102; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.048s]
-01/01/24 08:39:50| DEBUG [size=53,place=1] best score = 0.00653383; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 150.089s]
-01/01/24 08:39:50| DEBUG [size=53,place=2] best score = 0.01252308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 150.090s]
-01/01/24 08:41:42| DEBUG [size=33,place=1] best score = 0.00591114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 111.266s]
-01/01/24 08:41:42| DEBUG [size=33,place=2] best score = 0.00606129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 111.266s]
-01/01/24 08:42:42| DEBUG [size=14,place=1] best score = 0.00663905; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.646s]
-01/01/24 08:42:42| DEBUG [size=14,place=2] best score = 0.00686150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 60.646s]
-01/01/24 08:42:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00591) [took 385.0630s]
-01/01/24 08:47:01| INFO bin_kde_lr_gs finished [took 643.9123s]
-01/01/24 08:50:58| DEBUG [size=11,place=1] best score = 0.00920486; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 236.290s]
-01/01/24 08:50:58| DEBUG [size=11,place=2] best score = 0.01010040; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.290s]
-01/01/24 09:11:57| DEBUG [size=54,place=1] best score = 0.00799868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 1259.248s]
-01/01/24 09:11:57| DEBUG [size=54,place=2] best score = 0.00803523; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 1259.249s]
-01/01/24 09:16:25| DEBUG [size=16,place=1] best score = 0.00766902; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 267.973s]
-01/01/24 09:16:25| DEBUG [size=16,place=2] best score = 0.00792535; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 267.973s]
-01/01/24 09:26:43| DEBUG [size=28,place=1] best score = 0.00738688; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 617.316s]
-01/01/24 09:26:43| DEBUG [size=28,place=2] best score = 0.00740012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 617.317s]
-01/01/24 09:35:35| DEBUG [size=22,place=1] best score = 0.00704904; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 532.146s]
-01/01/24 09:35:35| DEBUG [size=22,place=2] best score = 0.00708861; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 532.146s]
-01/01/24 09:38:02| DEBUG [size=11,place=1] best score = 0.00728327; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.502s]
-01/01/24 09:38:02| DEBUG [size=11,place=2] best score = 0.00728623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 147.502s]
-01/01/24 09:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00705) [took 3060.4958s]
-01/01/24 09:43:11| INFO mul_kde_lr_gs finished [took 3369.0364s]
-01/01/24 09:46:13| DEBUG [size=11,place=1] best score = 0.00777645; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 181.371s]
-01/01/24 09:46:13| DEBUG [size=11,place=2] best score = 0.00790701; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 181.372s]
-01/01/24 10:02:20| DEBUG [size=54,place=1] best score = 0.00593998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 967.089s]
-01/01/24 10:02:20| DEBUG [size=54,place=2] best score = 0.00784576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 967.089s]
-01/01/24 10:05:13| DEBUG [size=29,place=1] best score = 0.00628038; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.947s]
-01/01/24 10:05:13| DEBUG [size=29,place=2] best score = 0.00677041; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 172.948s]
-01/01/24 10:05:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00594) [took 1321.5246s]
-01/01/24 10:09:40| INFO m3w_kde_lr_gs finished [took 1588.2757s]
-01/01/24 10:09:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 7073.5793s]
-01/01/24 10:09:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-01/01/24 10:09:56| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-01/01/24 10:10:04| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-01/01/24 10:10:05| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-01/01/24 10:10:14| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-01/01/24 10:10:20| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-01/01/24 10:13:39| INFO ref finished [took 198.3351s]
-01/01/24 10:15:18| INFO atc_mc finished [took 98.0596s]
-01/01/24 10:16:54| INFO doc finished [took 95.7394s]
-01/01/24 10:25:09| INFO m3w_kde_lr_c finished [took 923.5459s]
-01/01/24 10:25:11| INFO mul_kde_lr_is finished [took 904.1758s]
-01/01/24 10:25:26| INFO m3w_kde_lr finished [took 944.9692s]
-01/01/24 10:25:35| INFO m3w_kde_lr_mc finished [took 949.4054s]
-01/01/24 10:26:00| INFO m3w_kde_lr_ne finished [took 962.6927s]
-01/01/24 10:26:09| INFO mul_kde_lr finished [took 987.4178s]
-01/01/24 10:26:17| INFO m3w_kde_lr_is finished [took 961.1752s]
-01/01/24 10:26:19| INFO mul_kde_lr_ne finished [took 993.0489s]
-01/01/24 10:26:28| INFO mul_kde_lr_c finished [took 1003.2757s]
-01/01/24 10:26:41| INFO mul_kde_lr_mc finished [took 1015.3100s]
-01/01/24 10:52:59| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-01/01/24 10:56:48| DEBUG [size=11,place=1] best score = 0.00582808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 228.215s]
-01/01/24 10:56:48| DEBUG [size=11,place=2] best score = 0.00753188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.216s]
-01/01/24 11:12:06| DEBUG [size=53,place=1] best score = 0.00574884; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 918.166s]
-01/01/24 11:12:06| DEBUG [size=53,place=2] best score = 0.00576699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 918.166s]
-01/01/24 11:16:06| DEBUG [size=16,place=1] best score = 0.00630025; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 239.424s]
-01/01/24 11:16:06| DEBUG [size=16,place=2] best score = 0.00635395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 239.425s]
-01/01/24 11:16:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00575) [took 1385.9174s]
-01/01/24 11:22:19| INFO mul_kde_lr_gs finished [took 1759.2384s]
-01/01/24 11:25:15| DEBUG [size=11,place=1] best score = 0.00542903; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.275s]
-01/01/24 11:25:15| DEBUG [size=11,place=2] best score = 0.00784603; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.276s]
-01/01/24 11:36:28| DEBUG [size=53,place=1] best score = 0.00541303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 673.324s]
-01/01/24 11:36:28| DEBUG [size=53,place=2] best score = 0.00544105; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 673.325s]
-01/01/24 11:39:22| DEBUG [size=28,place=1] best score = 0.00540460; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 173.564s]
-01/01/24 11:39:22| DEBUG [size=28,place=2] best score = 0.00543583; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 173.565s]
-01/01/24 11:42:03| DEBUG [size=14,place=1] best score = 0.00603347; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 161.100s]
-01/01/24 11:42:03| DEBUG [size=14,place=2] best score = 0.00638171; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.100s]
-01/01/24 11:42:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00540) [took 1183.3849s]
-01/01/24 11:46:22| INFO m3w_kde_lr_gs finished [took 1442.9441s]
-01/01/24 11:46:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 5802.3714s]
-----------------------------------------------------------------------------------------------------
-01/01/24 12:27:09| INFO dataset rcv1_MCAT [pool size: 10]
-01/01/24 12:27:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-01/01/24 12:29:46| INFO bin_sld_lr_mc finished [took 152.3843s]
-01/01/24 12:29:57| INFO m3w_sld_lr_c finished [took 165.6259s]
-01/01/24 12:30:17| INFO m3w_sld_lr finished [took 183.5030s]
-01/01/24 12:30:17| INFO bin_sld_lr_ne finished [took 183.5212s]
-01/01/24 12:30:19| INFO m3w_sld_lr_mc finished [took 185.1406s]
-01/01/24 12:30:26| INFO bin_sld_lr finished [took 191.9758s]
-01/01/24 12:30:48| INFO bin_sld_lr_c finished [took 213.9083s]
-01/01/24 12:31:06| INFO mul_sld_lr_c finished [took 232.3848s]
-01/01/24 12:31:16| INFO mul_sld_lr_ne finished [took 242.1610s]
-01/01/24 12:31:34| INFO mul_sld_lr finished [took 259.7800s]
-01/01/24 12:31:36| INFO mul_sld_lr_mc finished [took 261.9777s]
-01/01/24 12:32:02| INFO ref finished [took 101.6718s]
-01/01/24 12:32:09| INFO bin_sld_lr_is finished [took 130.5404s]
-01/01/24 12:32:11| INFO m3w_sld_lr_is finished [took 112.6322s]
-01/01/24 12:32:12| INFO m3w_sld_lr_ne finished [took 145.2841s]
-01/01/24 12:32:22| INFO atc_mc finished [took 115.7760s]
-01/01/24 12:32:23| INFO doc finished [took 94.1426s]
-01/01/24 12:32:30| INFO mul_sld_lr_is finished [took 132.1884s]
-01/01/24 12:32:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00607) [took 22.2354s]
-01/01/24 12:33:54| INFO bin_sld_lr_gs finished [took 83.1686s]
-01/01/24 12:40:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00793) [took 390.5317s]
-01/01/24 12:41:26| INFO mul_sld_lr_gs finished [took 451.5693s]
-01/01/24 12:46:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00635) [took 291.5097s]
-01/01/24 12:47:11| INFO m3w_sld_lr_gs finished [took 344.3714s]
-01/01/24 12:47:11| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1202.2635s]
-01/01/24 12:47:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-01/01/24 12:49:52| INFO bin_sld_lr_ne finished [took 158.5417s]
-01/01/24 12:50:03| INFO m3w_sld_lr_c finished [took 170.2019s]
-01/01/24 12:50:04| INFO m3w_sld_lr_mc finished [took 171.4376s]
-01/01/24 12:50:06| INFO m3w_sld_lr finished [took 173.2441s]
-01/01/24 12:50:07| INFO bin_sld_lr_mc finished [took 173.8102s]
-01/01/24 12:50:40| INFO bin_sld_lr_c finished [took 207.1076s]
-01/01/24 12:50:43| INFO bin_sld_lr finished [took 209.8804s]
-01/01/24 12:51:15| INFO mul_sld_lr finished [took 241.4459s]
-01/01/24 12:51:24| INFO mul_sld_lr_c finished [took 250.6329s]
-01/01/24 12:51:25| INFO mul_sld_lr_ne finished [took 251.6005s]
-01/01/24 12:51:27| INFO mul_sld_lr_mc finished [took 253.3611s]
-01/01/24 12:51:38| INFO m3w_sld_lr_is finished [took 90.6933s]
-01/01/24 12:51:49| INFO m3w_sld_lr_ne finished [took 116.7824s]
-01/01/24 12:51:51| INFO ref finished [took 103.3955s]
-01/01/24 12:52:14| INFO doc finished [took 90.7912s]
-01/01/24 12:52:15| INFO atc_mc finished [took 93.6395s]
-01/01/24 12:52:24| INFO bin_sld_lr_is finished [took 140.2059s]
-01/01/24 12:52:43| INFO mul_sld_lr_is finished [took 157.8502s]
-01/01/24 12:54:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00653) [took 98.3149s]
-01/01/24 12:55:23| INFO bin_sld_lr_gs finished [took 159.4736s]
-01/01/24 13:02:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00725) [took 424.5008s]
-01/01/24 13:03:30| INFO mul_sld_lr_gs finished [took 487.0770s]
-01/01/24 13:08:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00794) [took 305.0578s]
-01/01/24 13:09:28| INFO m3w_sld_lr_gs finished [took 357.3563s]
-01/01/24 13:09:28| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1337.0126s]
-01/01/24 13:09:28| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-01/01/24 13:12:09| INFO m3w_sld_lr_c finished [took 159.0358s]
-01/01/24 13:12:16| INFO bin_sld_lr_ne finished [took 165.6170s]
-01/01/24 13:12:23| INFO m3w_sld_lr finished [took 172.3251s]
-01/01/24 13:12:25| INFO m3w_sld_lr_mc finished [took 174.7246s]
-01/01/24 13:12:34| INFO mul_sld_lr_ne finished [took 183.7550s]
-01/01/24 13:12:46| INFO bin_sld_lr_c finished [took 195.9743s]
-01/01/24 13:12:53| INFO bin_sld_lr finished [took 202.2788s]
-01/01/24 13:12:54| INFO bin_sld_lr_mc finished [took 203.9760s]
-01/01/24 13:12:55| INFO mul_sld_lr_c finished [took 204.3248s]
-01/01/24 13:12:55| INFO mul_sld_lr finished [took 204.6776s]
-01/01/24 13:13:03| INFO mul_sld_lr_mc finished [took 212.2801s]
-01/01/24 13:13:56| INFO m3w_sld_lr_ne finished [took 106.5332s]
-01/01/24 13:14:04| INFO m3w_sld_lr_is finished [took 98.0741s]
-01/01/24 13:14:06| INFO atc_mc finished [took 79.1853s]
-01/01/24 13:14:13| INFO doc finished [took 79.6293s]
-01/01/24 13:14:16| INFO ref finished [took 100.7487s]
-01/01/24 13:14:23| INFO mul_sld_lr_is finished [took 119.6849s]
-01/01/24 13:14:33| INFO bin_sld_lr_is finished [took 136.0057s]
-01/01/24 13:16:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00733) [took 94.3877s]
-01/01/24 13:17:09| INFO bin_sld_lr_gs finished [took 155.3356s]
-01/01/24 13:24:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00519) [took 422.8680s]
-01/01/24 13:25:16| INFO mul_sld_lr_gs finished [took 486.9162s]
-01/01/24 13:30:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 297.2743s]
-01/01/24 13:31:06| INFO m3w_sld_lr_gs finished [took 349.0693s]
-01/01/24 13:31:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1297.4575s]
-01/01/24 13:31:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-01/01/24 13:33:36| INFO m3w_sld_lr finished [took 148.3900s]
-01/01/24 13:33:54| INFO m3w_sld_lr_mc finished [took 165.0207s]
-01/01/24 13:34:00| INFO m3w_sld_lr_c finished [took 171.9781s]
-01/01/24 13:34:09| INFO bin_sld_lr_ne finished [took 180.8560s]
-01/01/24 13:34:13| INFO bin_sld_lr finished [took 184.9483s]
-01/01/24 13:34:16| INFO mul_sld_lr_ne finished [took 188.0227s]
-01/01/24 13:34:17| INFO mul_sld_lr_mc finished [took 188.6060s]
-01/01/24 13:34:25| INFO bin_sld_lr_mc finished [took 196.6096s]
-01/01/24 13:34:26| INFO bin_sld_lr_c finished [took 197.2370s]
-01/01/24 13:34:30| INFO mul_sld_lr_c finished [took 201.3132s]
-01/01/24 13:34:40| INFO mul_sld_lr finished [took 212.1497s]
-01/01/24 13:35:30| INFO ref finished [took 75.2872s]
-01/01/24 13:35:39| INFO atc_mc finished [took 81.6396s]
-01/01/24 13:35:39| INFO m3w_sld_lr_is finished [took 89.1064s]
-01/01/24 13:35:45| INFO m3w_sld_lr_ne finished [took 128.2182s]
-01/01/24 13:35:45| INFO doc finished [took 87.4883s]
-01/01/24 13:36:01| INFO mul_sld_lr_is finished [took 119.4597s]
-01/01/24 13:36:06| INFO bin_sld_lr_is finished [took 131.6548s]
-01/01/24 13:37:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00722) [took 108.9903s]
-01/01/24 13:38:56| INFO bin_sld_lr_gs finished [took 169.2987s]
-01/01/24 13:46:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00859) [took 432.3779s]
-01/01/24 13:47:11| INFO mul_sld_lr_gs finished [took 493.8185s]
-01/01/24 13:52:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00849) [took 302.7310s]
-01/01/24 13:53:06| INFO m3w_sld_lr_gs finished [took 353.9316s]
-01/01/24 13:53:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1319.7425s]
-01/01/24 13:53:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-01/01/24 13:55:30| INFO m3w_sld_lr_mc finished [took 141.4340s]
-01/01/24 13:55:35| INFO m3w_sld_lr finished [took 146.5173s]
-01/01/24 13:56:00| INFO m3w_sld_lr_c finished [took 172.0987s]
-01/01/24 13:56:15| INFO mul_sld_lr_ne finished [took 187.0183s]
-01/01/24 13:56:20| INFO bin_sld_lr_mc finished [took 191.9254s]
-01/01/24 13:56:21| INFO bin_sld_lr_ne finished [took 193.2337s]
-01/01/24 13:56:26| INFO bin_sld_lr_c finished [took 197.9792s]
-01/01/24 13:56:35| INFO bin_sld_lr finished [took 207.2434s]
-01/01/24 13:56:41| INFO mul_sld_lr finished [took 213.3105s]
-01/01/24 13:56:42| INFO mul_sld_lr_c finished [took 214.0049s]
-01/01/24 13:56:43| INFO mul_sld_lr_mc finished [took 215.2579s]
-01/01/24 13:57:16| INFO m3w_sld_lr_ne finished [took 105.5046s]
-01/01/24 13:57:34| INFO bin_sld_lr_is finished [took 118.8195s]
-01/01/24 13:57:36| INFO ref finished [took 75.1674s]
-01/01/24 13:57:39| INFO atc_mc finished [took 77.7305s]
-01/01/24 13:57:52| INFO m3w_sld_lr_is finished [took 96.0808s]
-01/01/24 13:57:54| INFO doc finished [took 87.4162s]
-01/01/24 13:58:10| INFO mul_sld_lr_is finished [took 128.5504s]
-01/01/24 13:59:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 107.8241s]
-01/01/24 14:01:00| INFO bin_sld_lr_gs finished [took 169.8906s]
-01/01/24 14:08:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00834) [took 433.9244s]
-01/01/24 14:09:15| INFO mul_sld_lr_gs finished [took 493.8452s]
-01/01/24 14:14:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00880) [took 306.5178s]
-01/01/24 14:15:13| INFO m3w_sld_lr_gs finished [took 357.0944s]
-01/01/24 14:15:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1327.2804s]
-01/01/24 14:15:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-01/01/24 14:17:39| INFO m3w_sld_lr finished [took 144.3710s]
-01/01/24 14:17:49| INFO mul_sld_lr_c finished [took 154.6475s]
-01/01/24 14:17:58| INFO m3w_sld_lr_mc finished [took 163.7501s]
-01/01/24 14:18:08| INFO m3w_sld_lr_c finished [took 173.5601s]
-01/01/24 14:18:18| INFO bin_sld_lr_ne finished [took 183.5677s]
-01/01/24 14:18:32| INFO bin_sld_lr_mc finished [took 197.2745s]
-01/01/24 14:18:36| INFO mul_sld_lr_ne finished [took 201.0865s]
-01/01/24 14:18:37| INFO bin_sld_lr finished [took 202.5873s]
-01/01/24 14:18:38| INFO mul_sld_lr_mc finished [took 202.9082s]
-01/01/24 14:18:39| INFO bin_sld_lr_c finished [took 204.7345s]
-01/01/24 14:18:40| INFO mul_sld_lr finished [took 204.8958s]
-01/01/24 14:19:24| INFO m3w_sld_lr_ne finished [took 104.5128s]
-01/01/24 14:19:35| INFO ref finished [took 76.2062s]
-01/01/24 14:19:43| INFO m3w_sld_lr_is finished [took 93.8891s]
-01/01/24 14:19:51| INFO atc_mc finished [took 78.1761s]
-01/01/24 14:19:59| INFO mul_sld_lr_is finished [took 120.1906s]
-01/01/24 14:20:04| INFO bin_sld_lr_is finished [took 133.9342s]
-01/01/24 14:20:05| INFO doc finished [took 88.6371s]
-01/01/24 14:21:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00682) [took 109.6849s]
-01/01/24 14:22:56| INFO bin_sld_lr_gs finished [took 170.6436s]
-01/01/24 14:30:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00612) [took 431.0007s]
-01/01/24 14:31:08| INFO mul_sld_lr_gs finished [took 491.5754s]
-01/01/24 14:36:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00638) [took 304.2492s]
-01/01/24 14:37:04| INFO m3w_sld_lr_gs finished [took 355.0741s]
-01/01/24 14:37:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1311.1318s]
-01/01/24 14:37:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-01/01/24 14:39:34| INFO m3w_sld_lr_c finished [took 147.1646s]
-01/01/24 14:39:55| INFO m3w_sld_lr_mc finished [took 168.3586s]
-01/01/24 14:39:57| INFO m3w_sld_lr finished [took 170.7659s]
-01/01/24 14:39:58| INFO bin_sld_lr_c finished [took 172.5390s]
-01/01/24 14:40:11| INFO mul_sld_lr_mc finished [took 183.9581s]
-01/01/24 14:40:27| INFO mul_sld_lr_c finished [took 200.8565s]
-01/01/24 14:40:30| INFO mul_sld_lr_ne finished [took 202.7226s]
-01/01/24 14:40:34| INFO bin_sld_lr finished [took 207.2057s]
-01/01/24 14:40:36| INFO bin_sld_lr_ne finished [took 209.4134s]
-01/01/24 14:40:39| INFO mul_sld_lr finished [took 211.9872s]
-01/01/24 14:40:43| INFO bin_sld_lr_mc finished [took 216.0379s]
-01/01/24 14:41:23| INFO m3w_sld_lr_ne finished [took 108.7977s]
-01/01/24 14:41:31| INFO ref finished [took 79.6512s]
-01/01/24 14:41:46| INFO mul_sld_lr_is finished [took 107.7997s]
-01/01/24 14:41:52| INFO doc finished [took 81.8328s]
-01/01/24 14:41:52| INFO bin_sld_lr_is finished [took 116.7012s]
-01/01/24 14:41:55| INFO m3w_sld_lr_is finished [took 116.0429s]
-01/01/24 14:41:59| INFO atc_mc finished [took 90.5454s]
-01/01/24 14:43:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00460) [took 104.8987s]
-01/01/24 14:44:45| INFO bin_sld_lr_gs finished [took 165.1926s]
-01/01/24 14:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 430.4056s]
-01/01/24 14:52:57| INFO mul_sld_lr_gs finished [took 490.1917s]
-01/01/24 14:58:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 304.9253s]
-01/01/24 14:58:53| INFO m3w_sld_lr_gs finished [took 356.0374s]
-01/01/24 14:58:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 1309.2144s]
-01/01/24 14:58:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-01/01/24 15:01:17| INFO mul_sld_lr_ne finished [took 140.5273s]
-01/01/24 15:01:41| INFO m3w_sld_lr finished [took 164.4789s]
-01/01/24 15:01:42| INFO m3w_sld_lr_mc finished [took 165.8847s]
-01/01/24 15:01:43| INFO bin_sld_lr_ne finished [took 168.0381s]
-01/01/24 15:01:47| INFO m3w_sld_lr_c finished [took 170.8093s]
-01/01/24 15:02:14| INFO mul_sld_lr_c finished [took 197.6609s]
-01/01/24 15:02:14| INFO bin_sld_lr_mc finished [took 197.9740s]
-01/01/24 15:02:20| INFO bin_sld_lr_c finished [took 203.4889s]
-01/01/24 15:02:22| INFO mul_sld_lr_mc finished [took 205.1686s]
-01/01/24 15:02:23| INFO mul_sld_lr finished [took 207.0555s]
-01/01/24 15:02:23| INFO bin_sld_lr finished [took 207.1479s]
-01/01/24 15:03:10| INFO m3w_sld_lr_ne finished [took 112.1447s]
-01/01/24 15:03:12| INFO ref finished [took 83.4619s]
-01/01/24 15:03:22| INFO m3w_sld_lr_is finished [took 97.5204s]
-01/01/24 15:03:38| INFO doc finished [took 82.8450s]
-01/01/24 15:03:40| INFO bin_sld_lr_is finished [took 118.7079s]
-01/01/24 15:03:43| INFO atc_mc finished [took 87.4616s]
-01/01/24 15:03:46| INFO mul_sld_lr_is finished [took 122.7364s]
-01/01/24 15:05:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00631) [took 104.4804s]
-01/01/24 15:06:31| INFO bin_sld_lr_gs finished [took 164.1936s]
-01/01/24 15:13:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 430.4854s]
-01/01/24 15:14:43| INFO mul_sld_lr_gs finished [took 490.4746s]
-01/01/24 15:19:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01118) [took 310.6192s]
-01/01/24 15:20:45| INFO m3w_sld_lr_gs finished [took 361.4644s]
-01/01/24 15:20:45| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1311.7933s]
-01/01/24 15:20:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-01/01/24 15:23:33| INFO m3w_sld_lr_c finished [took 165.2940s]
-01/01/24 15:23:37| INFO m3w_sld_lr finished [took 170.0687s]
-01/01/24 15:23:38| INFO m3w_sld_lr_mc finished [took 170.4575s]
-01/01/24 15:24:11| INFO bin_sld_lr_mc finished [took 204.1035s]
-01/01/24 15:24:14| INFO bin_sld_lr finished [took 206.5731s]
-01/01/24 15:24:16| INFO mul_sld_lr_c finished [took 209.0983s]
-01/01/24 15:24:18| INFO bin_sld_lr_c finished [took 210.7575s]
-01/01/24 15:24:20| INFO mul_sld_lr_ne finished [took 212.8678s]
-01/01/24 15:24:20| INFO bin_sld_lr_ne finished [took 212.1851s]
-01/01/24 15:24:51| INFO mul_sld_lr finished [took 243.4270s]
-01/01/24 15:25:27| INFO ref finished [took 71.9049s]
-01/01/24 15:25:33| INFO atc_mc finished [took 76.2771s]
-01/01/24 15:25:34| INFO mul_sld_lr_mc finished [took 286.2069s]
-01/01/24 15:25:40| INFO m3w_sld_lr_ne finished [took 126.6111s]
-01/01/24 15:25:48| INFO m3w_sld_lr_is finished [took 96.2847s]
-01/01/24 15:25:51| INFO bin_sld_lr_is finished [took 132.6684s]
-01/01/24 15:25:59| INFO mul_sld_lr_is finished [took 139.9503s]
-01/01/24 15:26:02| INFO doc finished [took 102.9728s]
-01/01/24 15:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00684) [took 96.4441s]
-01/01/24 15:28:39| INFO bin_sld_lr_gs finished [took 156.5663s]
-01/01/24 15:35:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 424.7790s]
-01/01/24 15:36:45| INFO mul_sld_lr_gs finished [took 484.6712s]
-01/01/24 15:41:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00771) [took 308.4602s]
-01/01/24 15:42:45| INFO m3w_sld_lr_gs finished [took 359.9707s]
-01/01/24 15:42:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1320.1228s]
-----------------------------------------------------------------------------------------------------
-01/01/24 16:42:57| INFO dataset rcv1_MCAT [pool size: 10]
-01/01/24 16:42:57| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-01/01/24 16:45:06| INFO d_m3w_sld_lr finished [took 124.7822s]
-01/01/24 16:45:17| INFO d_m3w_sld_lr_c finished [took 135.6784s]
-01/01/24 16:45:26| INFO d_mul_sld_lr_ne finished [took 144.1138s]
-01/01/24 16:45:35| INFO d_m3w_sld_lr_mc finished [took 153.1231s]
-01/01/24 16:45:39| INFO d_bin_sld_lr_c finished [took 157.3941s]
-01/01/24 16:45:42| INFO d_bin_sld_lr_ne finished [took 160.2783s]
-01/01/24 16:45:44| INFO d_mul_sld_lr_c finished [took 162.2779s]
-01/01/24 16:45:51| INFO d_bin_sld_lr_mc finished [took 169.4110s]
-01/01/24 16:45:51| INFO d_bin_sld_lr finished [took 169.4420s]
-01/01/24 16:45:53| INFO d_mul_sld_lr_mc finished [took 172.5928s]
-01/01/24 16:45:54| INFO d_mul_sld_lr finished [took 173.7622s]
-01/01/24 16:46:43| INFO d_m3w_sld_lr_ne finished [took 95.8415s]
-01/01/24 16:46:51| INFO d_m3w_sld_lr_is finished [took 75.8622s]
-01/01/24 16:46:54| INFO ref finished [took 74.3204s]
-01/01/24 16:46:58| INFO d_bin_sld_lr_is finished [took 99.7174s]
-01/01/24 16:47:03| INFO doc finished [took 78.1784s]
-01/01/24 16:47:15| INFO d_mul_sld_lr_is finished [took 108.9696s]
-01/01/24 16:47:16| INFO atc_mc finished [took 93.6369s]
-01/01/24 16:47:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01027) [took 19.6770s]
-01/01/24 16:48:34| INFO d_bin_sld_lr_gs finished [took 77.1838s]
-01/01/24 16:48:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01135) [took 13.9130s]
-01/01/24 16:49:46| INFO d_mul_sld_lr_gs finished [took 71.1997s]
-01/01/24 16:50:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00660) [took 14.2900s]
-01/01/24 16:50:48| INFO d_m3w_sld_lr_gs finished [took 61.7914s]
-01/01/24 16:50:48| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 470.9928s]
-01/01/24 16:50:48| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-01/01/24 16:52:59| INFO d_m3w_sld_lr_c finished [took 129.5050s]
-01/01/24 16:53:15| INFO d_m3w_sld_lr_mc finished [took 144.8890s]
-01/01/24 16:53:21| INFO d_m3w_sld_lr finished [took 150.7831s]
-01/01/24 16:53:32| INFO d_mul_sld_lr finished [took 161.7195s]
-01/01/24 16:53:37| INFO d_bin_sld_lr_ne finished [took 166.7989s]
-01/01/24 16:53:41| INFO d_mul_sld_lr_c finished [took 171.1269s]
-01/01/24 16:53:44| INFO d_mul_sld_lr_ne finished [took 174.3028s]
-01/01/24 16:53:45| INFO d_mul_sld_lr_mc finished [took 174.9312s]
-01/01/24 16:53:49| INFO d_bin_sld_lr_c finished [took 179.4062s]
-01/01/24 16:53:57| INFO d_bin_sld_lr_mc finished [took 187.4074s]
-01/01/24 16:54:01| INFO d_bin_sld_lr finished [took 190.8836s]
-01/01/24 16:54:52| INFO d_m3w_sld_lr_ne finished [took 112.6664s]
-01/01/24 16:54:52| INFO ref finished [took 75.2327s]
-01/01/24 16:54:55| INFO d_mul_sld_lr_is finished [took 93.8140s]
-01/01/24 16:54:59| INFO atc_mc finished [took 77.0871s]
-01/01/24 16:54:59| INFO doc finished [took 74.2569s]
-01/01/24 16:55:08| INFO d_bin_sld_lr_is finished [took 112.4767s]
-01/01/24 16:55:14| INFO d_m3w_sld_lr_is finished [took 102.3247s]
-01/01/24 16:55:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00735) [took 38.9038s]
-01/01/24 16:56:50| INFO d_bin_sld_lr_gs finished [took 94.8303s]
-01/01/24 16:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01054) [took 22.9959s]
-01/01/24 16:58:12| INFO d_mul_sld_lr_gs finished [took 81.2816s]
-01/01/24 16:58:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00818) [took 12.2107s]
-01/01/24 16:59:11| INFO d_m3w_sld_lr_gs finished [took 59.0716s]
-01/01/24 16:59:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 503.4656s]
-01/01/24 16:59:11| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-01/01/24 17:01:26| INFO d_m3w_sld_lr_c finished [took 132.0314s]
-01/01/24 17:01:38| INFO d_m3w_sld_lr finished [took 144.1609s]
-01/01/24 17:01:43| INFO d_m3w_sld_lr_mc finished [took 149.2184s]
-01/01/24 17:02:01| INFO d_bin_sld_lr finished [took 167.7982s]
-01/01/24 17:02:04| INFO d_mul_sld_lr_c finished [took 170.4234s]
-01/01/24 17:02:08| INFO d_mul_sld_lr_mc finished [took 174.2016s]
-01/01/24 17:02:08| INFO d_bin_sld_lr_c finished [took 175.0109s]
-01/01/24 17:02:11| INFO d_bin_sld_lr_mc finished [took 178.3991s]
-01/01/24 17:02:16| INFO d_bin_sld_lr_ne finished [took 182.2430s]
-01/01/24 17:02:16| INFO d_mul_sld_lr finished [took 182.6070s]
-01/01/24 17:02:19| INFO d_mul_sld_lr_ne finished [took 185.0286s]
-01/01/24 17:02:58| INFO d_m3w_sld_lr_ne finished [took 91.5501s]
-01/01/24 17:03:22| INFO d_m3w_sld_lr_is finished [took 79.8587s]
-01/01/24 17:03:24| INFO atc_mc finished [took 75.9350s]
-01/01/24 17:03:25| INFO d_bin_sld_lr_is finished [took 106.5378s]
-01/01/24 17:03:28| INFO doc finished [took 78.4224s]
-01/01/24 17:03:28| INFO d_mul_sld_lr_is finished [took 104.6330s]
-01/01/24 17:03:30| INFO ref finished [took 85.1632s]
-01/01/24 17:03:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00949) [took 22.6363s]
-01/01/24 17:04:51| INFO d_bin_sld_lr_gs finished [took 80.7673s]
-01/01/24 17:05:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00700) [took 19.6711s]
-01/01/24 17:06:07| INFO d_mul_sld_lr_gs finished [took 75.4333s]
-01/01/24 17:06:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00663) [took 11.3224s]
-01/01/24 17:07:06| INFO d_m3w_sld_lr_gs finished [took 58.3535s]
-01/01/24 17:07:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 474.7733s]
-01/01/24 17:07:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-01/01/24 17:09:13| INFO d_m3w_sld_lr_mc finished [took 123.6493s]
-01/01/24 17:09:26| INFO d_m3w_sld_lr finished [took 136.9719s]
-01/01/24 17:09:37| INFO d_m3w_sld_lr_c finished [took 148.3302s]
-01/01/24 17:09:44| INFO d_mul_sld_lr_ne finished [took 155.5119s]
-01/01/24 17:09:52| INFO d_bin_sld_lr_ne finished [took 162.9593s]
-01/01/24 17:09:56| INFO d_bin_sld_lr_c finished [took 167.2148s]
-01/01/24 17:10:05| INFO d_bin_sld_lr finished [took 176.5240s]
-01/01/24 17:10:10| INFO d_bin_sld_lr_mc finished [took 181.3359s]
-01/01/24 17:10:12| INFO d_mul_sld_lr_mc finished [took 183.0548s]
-01/01/24 17:10:15| INFO d_mul_sld_lr_c finished [took 186.6952s]
-01/01/24 17:10:20| INFO d_mul_sld_lr finished [took 192.1249s]
-01/01/24 17:10:40| INFO d_m3w_sld_lr_ne finished [took 86.5003s]
-01/01/24 17:11:08| INFO d_m3w_sld_lr_is finished [took 83.0835s]
-01/01/24 17:11:09| INFO ref finished [took 76.3452s]
-01/01/24 17:11:17| INFO atc_mc finished [took 80.5121s]
-01/01/24 17:11:22| INFO d_mul_sld_lr_is finished [took 104.3107s]
-01/01/24 17:11:22| INFO d_bin_sld_lr_is finished [took 115.7806s]
-01/01/24 17:11:27| INFO doc finished [took 80.7904s]
-01/01/24 17:11:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00759) [took 24.6312s]
-01/01/24 17:13:04| INFO d_bin_sld_lr_gs finished [took 96.3295s]
-01/01/24 17:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01991) [took 21.5986s]
-01/01/24 17:14:24| INFO d_mul_sld_lr_gs finished [took 79.9449s]
-01/01/24 17:14:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01231) [took 12.6797s]
-01/01/24 17:15:25| INFO d_m3w_sld_lr_gs finished [took 60.4208s]
-01/01/24 17:15:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 499.1470s]
-01/01/24 17:15:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-01/01/24 17:17:29| INFO d_m3w_sld_lr finished [took 120.9339s]
-01/01/24 17:17:32| INFO d_m3w_sld_lr_c finished [took 123.7499s]
-01/01/24 17:17:55| INFO d_m3w_sld_lr_mc finished [took 146.8231s]
-01/01/24 17:18:03| INFO d_bin_sld_lr_mc finished [took 154.7413s]
-01/01/24 17:18:22| INFO d_bin_sld_lr finished [took 173.6684s]
-01/01/24 17:18:24| INFO d_bin_sld_lr_ne finished [took 176.5977s]
-01/01/24 17:18:25| INFO d_bin_sld_lr_c finished [took 176.9152s]
-01/01/24 17:18:30| INFO d_mul_sld_lr_mc finished [took 182.1827s]
-01/01/24 17:18:31| INFO d_mul_sld_lr finished [took 183.0389s]
-01/01/24 17:18:36| INFO d_mul_sld_lr_ne finished [took 187.4554s]
-01/01/24 17:18:37| INFO d_mul_sld_lr_c finished [took 188.4078s]
-01/01/24 17:19:09| INFO d_m3w_sld_lr_ne finished [took 98.7287s]
-01/01/24 17:19:18| INFO d_m3w_sld_lr_is finished [took 74.2111s]
-01/01/24 17:19:34| INFO ref finished [took 71.0368s]
-01/01/24 17:19:34| INFO d_bin_sld_lr_is finished [took 121.8153s]
-01/01/24 17:19:38| INFO doc finished [took 71.8703s]
-01/01/24 17:19:41| INFO atc_mc finished [took 76.3957s]
-01/01/24 17:19:53| INFO d_mul_sld_lr_is finished [took 116.7752s]
-01/01/24 17:20:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00866) [took 24.1865s]
-01/01/24 17:21:17| INFO d_bin_sld_lr_gs finished [took 83.6151s]
-01/01/24 17:21:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00839) [took 19.3585s]
-01/01/24 17:22:35| INFO d_mul_sld_lr_gs finished [took 76.6534s]
-01/01/24 17:22:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 11.4788s]
-01/01/24 17:23:33| INFO d_m3w_sld_lr_gs finished [took 57.5050s]
-01/01/24 17:23:33| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 487.3774s]
-01/01/24 17:23:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-01/01/24 17:25:37| INFO d_m3w_sld_lr finished [took 123.2905s]
-01/01/24 17:25:40| INFO d_m3w_sld_lr_mc finished [took 125.7046s]
-01/01/24 17:25:53| INFO d_m3w_sld_lr_c finished [took 138.6585s]
-01/01/24 17:26:16| INFO d_mul_sld_lr_c finished [took 161.0186s]
-01/01/24 17:26:19| INFO d_mul_sld_lr_ne finished [took 164.8812s]
-01/01/24 17:26:30| INFO d_bin_sld_lr finished [took 175.1068s]
-01/01/24 17:26:33| INFO d_bin_sld_lr_ne finished [took 178.2224s]
-01/01/24 17:26:35| INFO d_bin_sld_lr_c finished [took 180.6764s]
-01/01/24 17:26:37| INFO d_bin_sld_lr_mc finished [took 182.6496s]
-01/01/24 17:26:42| INFO d_mul_sld_lr finished [took 187.3003s]
-01/01/24 17:26:42| INFO d_mul_sld_lr_mc finished [took 187.6797s]
-01/01/24 17:27:14| INFO d_m3w_sld_lr_ne finished [took 95.4854s]
-01/01/24 17:27:30| INFO ref finished [took 70.0330s]
-01/01/24 17:27:32| INFO d_bin_sld_lr_is finished [took 111.4729s]
-01/01/24 17:27:44| INFO doc finished [took 70.9028s]
-01/01/24 17:27:48| INFO atc_mc finished [took 77.6856s]
-01/01/24 17:27:48| INFO d_m3w_sld_lr_is finished [took 91.9956s]
-01/01/24 17:27:54| INFO d_mul_sld_lr_is finished [took 119.9567s]
-01/01/24 17:28:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 24.1339s]
-01/01/24 17:29:17| INFO d_bin_sld_lr_gs finished [took 82.3987s]
-01/01/24 17:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00668) [took 20.4410s]
-01/01/24 17:30:38| INFO d_mul_sld_lr_gs finished [took 80.6461s]
-01/01/24 17:30:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00656) [took 11.5327s]
-01/01/24 17:31:36| INFO d_m3w_sld_lr_gs finished [took 58.1343s]
-01/01/24 17:31:36| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 483.6011s]
-01/01/24 17:31:36| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-01/01/24 17:33:59| INFO d_m3w_sld_lr finished [took 139.6783s]
-01/01/24 17:34:02| INFO d_m3w_sld_lr_mc finished [took 142.9558s]
-01/01/24 17:34:03| INFO d_m3w_sld_lr_c finished [took 144.9223s]
-01/01/24 17:34:11| INFO d_bin_sld_lr finished [took 151.9622s]
-01/01/24 17:34:15| INFO d_mul_sld_lr_mc finished [took 155.9456s]
-01/01/24 17:34:31| INFO d_bin_sld_lr_c finished [took 172.3452s]
-01/01/24 17:34:34| INFO d_mul_sld_lr_ne finished [took 174.7654s]
-01/01/24 17:34:43| INFO d_mul_sld_lr_c finished [took 184.0133s]
-01/01/24 17:34:44| INFO d_bin_sld_lr_mc finished [took 185.0585s]
-01/01/24 17:34:46| INFO d_mul_sld_lr finished [took 187.3882s]
-01/01/24 17:34:51| INFO d_bin_sld_lr_ne finished [took 191.4343s]
-01/01/24 17:35:39| INFO ref finished [took 83.2089s]
-01/01/24 17:35:44| INFO d_m3w_sld_lr_is finished [took 92.3426s]
-01/01/24 17:35:48| INFO atc_mc finished [took 75.9225s]
-01/01/24 17:35:52| INFO d_m3w_sld_lr_ne finished [took 112.6218s]
-01/01/24 17:35:53| INFO d_mul_sld_lr_is finished [took 109.4609s]
-01/01/24 17:35:55| INFO doc finished [took 80.5590s]
-01/01/24 17:36:11| INFO d_bin_sld_lr_is finished [took 128.2953s]
-01/01/24 17:36:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01682) [took 23.3541s]
-01/01/24 17:37:34| INFO d_bin_sld_lr_gs finished [took 82.2046s]
-01/01/24 17:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00995) [took 19.8435s]
-01/01/24 17:38:59| INFO d_mul_sld_lr_gs finished [took 84.3469s]
-01/01/24 17:39:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00889) [took 12.3208s]
-01/01/24 17:39:59| INFO d_m3w_sld_lr_gs finished [took 58.6751s]
-01/01/24 17:39:59| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 502.4286s]
-01/01/24 17:39:59| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-01/01/24 17:42:16| INFO d_m3w_sld_lr finished [took 134.0253s]
-01/01/24 17:42:26| INFO d_m3w_sld_lr_c finished [took 144.4818s]
-01/01/24 17:42:30| INFO d_m3w_sld_lr_mc finished [took 147.6249s]
-01/01/24 17:42:49| INFO d_mul_sld_lr finished [took 166.9410s]
-01/01/24 17:42:58| INFO d_mul_sld_lr_mc finished [took 176.4616s]
-01/01/24 17:43:00| INFO d_mul_sld_lr_c finished [took 177.9824s]
-01/01/24 17:43:00| INFO d_bin_sld_lr_ne finished [took 179.1509s]
-01/01/24 17:43:01| INFO d_bin_sld_lr_c finished [took 178.8391s]
-01/01/24 17:43:10| INFO d_mul_sld_lr_ne finished [took 187.8743s]
-01/01/24 17:43:18| INFO d_bin_sld_lr_mc finished [took 195.8931s]
-01/01/24 17:43:45| INFO d_bin_sld_lr finished [took 223.6390s]
-01/01/24 17:43:47| INFO d_m3w_sld_lr_ne finished [took 90.5535s]
-01/01/24 17:44:08| INFO ref finished [took 68.9140s]
-01/01/24 17:44:15| INFO d_m3w_sld_lr_is finished [took 85.2894s]
-01/01/24 17:44:20| INFO doc finished [took 79.3147s]
-01/01/24 17:44:28| INFO d_mul_sld_lr_is finished [took 117.3355s]
-01/01/24 17:44:28| INFO atc_mc finished [took 87.7850s]
-01/01/24 17:44:34| INFO d_bin_sld_lr_is finished [took 126.8518s]
-01/01/24 17:45:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.05613) [took 30.0502s]
-01/01/24 17:46:01| INFO d_bin_sld_lr_gs finished [took 85.9709s]
-01/01/24 17:46:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03643) [took 21.9138s]
-01/01/24 17:47:21| INFO d_mul_sld_lr_gs finished [took 79.1328s]
-01/01/24 17:47:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03516) [took 12.8513s]
-01/01/24 17:48:22| INFO d_m3w_sld_lr_gs finished [took 59.7831s]
-01/01/24 17:48:22| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 502.7829s]
-01/01/24 17:48:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-01/01/24 17:50:26| INFO d_mul_sld_lr_mc finished [took 122.3401s]
-01/01/24 17:50:33| INFO d_m3w_sld_lr_c finished [took 128.5785s]
-01/01/24 17:50:54| INFO d_m3w_sld_lr finished [took 149.8553s]
-01/01/24 17:50:54| INFO d_m3w_sld_lr_mc finished [took 149.8619s]
-01/01/24 17:51:03| INFO d_mul_sld_lr finished [took 158.7995s]
-01/01/24 17:51:04| INFO d_mul_sld_lr_ne finished [took 159.8438s]
-01/01/24 17:51:12| INFO d_bin_sld_lr_mc finished [took 168.3052s]
-01/01/24 17:51:15| INFO d_mul_sld_lr_c finished [took 170.9829s]
-01/01/24 17:51:18| INFO d_bin_sld_lr finished [took 174.3724s]
-01/01/24 17:51:21| INFO d_bin_sld_lr_ne finished [took 177.1422s]
-01/01/24 17:51:28| INFO d_bin_sld_lr_c finished [took 183.7880s]
-01/01/24 17:52:03| INFO d_m3w_sld_lr_ne finished [took 96.8359s]
-01/01/24 17:52:18| INFO d_m3w_sld_lr_is finished [took 83.3614s]
-01/01/24 17:52:19| INFO ref finished [took 76.0695s]
-01/01/24 17:52:20| INFO atc_mc finished [took 75.0147s]
-01/01/24 17:52:23| INFO d_mul_sld_lr_is finished [took 88.2129s]
-01/01/24 17:52:40| INFO doc finished [took 86.8992s]
-01/01/24 17:52:51| INFO d_bin_sld_lr_is finished [took 137.6642s]
-01/01/24 17:53:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01390) [took 28.0119s]
-01/01/24 17:54:15| INFO d_bin_sld_lr_gs finished [took 83.5588s]
-01/01/24 17:54:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00806) [took 31.1567s]
-01/01/24 17:55:42| INFO d_mul_sld_lr_gs finished [took 86.2955s]
-01/01/24 17:56:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00678) [took 18.2265s]
-01/01/24 17:56:48| INFO d_m3w_sld_lr_gs finished [took 65.3132s]
-01/01/24 17:56:48| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 506.3709s]
-----------------------------------------------------------------------------------------------------
-01/01/24 21:24:57| INFO dataset rcv1_MCAT [pool size: 10]
-01/01/24 21:24:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-01/01/24 21:25:02| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-01/01/24 21:25:02| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-01/01/24 21:25:02| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-01/01/24 21:25:02| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-01/01/24 21:25:03| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-01/01/24 21:27:09| INFO ref finished [took 125.4658s]
-01/01/24 21:28:35| INFO atc_mc finished [took 84.8051s]
-01/01/24 21:30:06| INFO doc finished [took 90.3754s]
-01/01/24 21:36:17| INFO d_m3w_kde_lr_mc finished [took 674.8680s]
-01/01/24 21:37:37| INFO d_m3w_kde_lr finished [took 755.1957s]
-01/01/24 21:37:38| INFO d_m3w_kde_lr_c finished [took 756.3081s]
-01/01/24 21:37:43| INFO d_m3w_kde_lr_is finished [took 760.0722s]
-01/01/24 21:37:46| INFO d_mul_kde_lr_is finished [took 762.8687s]
-01/01/24 21:37:58| INFO d_m3w_kde_lr_ne finished [took 775.6628s]
-01/01/24 21:38:09| INFO d_mul_kde_lr_ne finished [took 786.7805s]
-01/01/24 21:38:23| INFO d_mul_kde_lr finished [took 802.0373s]
-01/01/24 21:38:37| INFO d_mul_kde_lr_c finished [took 815.1570s]
-01/01/24 21:39:02| INFO d_mul_kde_lr_mc finished [took 840.6507s]
-01/01/24 21:39:12| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-01/01/24 21:39:38| DEBUG [size=11,place=1] best score = 0.01144759; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 25.398s]
-01/01/24 21:39:38| DEBUG [size=11,place=2] best score = 0.01335604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.398s]
-01/01/24 21:40:59| DEBUG [size=34,place=1] best score = 0.00849789; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 80.341s]
-01/01/24 21:40:59| DEBUG [size=34,place=2] best score = 0.00906934; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 80.341s]
-01/01/24 21:41:45| DEBUG [size=16,place=1] best score = 0.01153357; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 46.183s]
-01/01/24 21:41:45| DEBUG [size=16,place=2] best score = 0.01188841; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 46.183s]
-01/01/24 21:41:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00850) [took 152.0401s]
-01/01/24 21:48:44| INFO d_mul_kde_lr_gs finished [took 570.8654s]
-01/01/24 21:49:09| DEBUG [size=11,place=1] best score = 0.00855722; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.996s]
-01/01/24 21:49:09| DEBUG [size=11,place=2] best score = 0.01232063; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.996s]
-01/01/24 21:50:18| DEBUG [size=34,place=1] best score = 0.00814046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 68.960s]
-01/01/24 21:50:18| DEBUG [size=34,place=2] best score = 0.00815766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 68.961s]
-01/01/24 21:51:01| DEBUG [size=16,place=1] best score = 0.01306769; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 42.546s]
-01/01/24 21:51:01| DEBUG [size=16,place=2] best score = 0.01383573; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 42.546s]
-01/01/24 21:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 136.6136s]
-01/01/24 21:57:24| INFO d_m3w_kde_lr_gs finished [took 520.0138s]
-01/01/24 21:57:24| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1946.7431s]
-01/01/24 21:57:24| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-01/01/24 22:07:36| INFO d_bin_kde_lr_mc finished [took 607.0704s]
-01/01/24 22:07:56| INFO d_bin_kde_lr finished [took 626.7906s]
-01/01/24 22:08:04| INFO d_bin_kde_lr_ne finished [took 634.8514s]
-01/01/24 22:08:24| INFO d_bin_kde_lr_c finished [took 655.5506s]
-01/01/24 22:10:55| INFO d_m3w_kde_lr finished [took 806.2320s]
-01/01/24 22:11:07| INFO d_m3w_kde_lr_mc finished [took 819.6319s]
-01/01/24 22:11:24| INFO d_m3w_kde_lr_c finished [took 835.0851s]
-01/01/24 22:11:29| INFO d_mul_kde_lr_ne finished [took 839.8359s]
-01/01/24 22:11:57| INFO d_mul_kde_lr finished [took 868.2089s]
-01/01/24 22:12:04| INFO d_mul_kde_lr_mc finished [took 874.7912s]
-01/01/24 22:12:11| INFO d_mul_kde_lr_c finished [took 881.7606s]
-01/01/24 22:12:13| INFO ref finished [took 77.0632s]
-01/01/24 22:12:26| INFO atc_mc finished [took 78.8436s]
-01/01/24 22:12:35| INFO doc finished [took 71.1637s]
-01/01/24 22:15:49| INFO d_bin_kde_lr_is finished [took 472.7305s]
-01/01/24 22:17:40| INFO d_m3w_kde_lr_ne finished [took 602.9919s]
-01/01/24 22:18:28| INFO d_m3w_kde_lr_is finished [took 603.2606s]
-01/01/24 22:19:10| INFO d_mul_kde_lr_is finished [took 665.3705s]
-01/01/24 22:19:27| DEBUG [size=11,place=1] best score = 0.00900705; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.919s]
-01/01/24 22:19:27| DEBUG [size=11,place=2] best score = 0.02098850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.919s]
-01/01/24 22:20:36| DEBUG [size=51,place=1] best score = 0.01105968; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s]
-01/01/24 22:20:36| DEBUG [size=51,place=2] best score = 0.01108049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s]
-01/01/24 22:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00901) [took 86.1315s]
-01/01/24 22:24:07| INFO d_bin_kde_lr_gs finished [took 296.8120s]
-01/01/24 22:24:32| DEBUG [size=11,place=1] best score = 0.00822970; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.491s]
-01/01/24 22:24:32| DEBUG [size=11,place=2] best score = 0.02185633; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.492s]
-01/01/24 22:26:26| DEBUG [size=52,place=1] best score = 0.00801518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.594s]
-01/01/24 22:26:26| DEBUG [size=52,place=2] best score = 0.00802216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.595s]
-01/01/24 22:27:05| DEBUG [size=16,place=1] best score = 0.01213952; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 39.271s]
-01/01/24 22:27:05| DEBUG [size=16,place=2] best score = 0.01272400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 39.271s]
-01/01/24 22:27:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00802) [took 177.4731s]
-01/01/24 22:33:26| INFO d_mul_kde_lr_gs finished [took 558.9074s]
-01/01/24 22:33:52| DEBUG [size=11,place=1] best score = 0.00879835; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.213s]
-01/01/24 22:33:52| DEBUG [size=11,place=2] best score = 0.01034366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.213s]
-01/01/24 22:35:33| DEBUG [size=52,place=1] best score = 0.00814745; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 100.695s]
-01/01/24 22:35:33| DEBUG [size=52,place=2] best score = 0.00817144; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 100.695s]
-01/01/24 22:36:15| DEBUG [size=16,place=1] best score = 0.00813010; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 42.209s]
-01/01/24 22:36:15| DEBUG [size=16,place=2] best score = 0.00815117; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 42.209s]
-01/01/24 22:36:59| DEBUG [size=20,place=1] best score = 0.00825066; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 44.206s]
-01/01/24 22:36:59| DEBUG [size=20,place=2] best score = 0.00828018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.206s]
-01/01/24 22:36:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} (score=0.00813) [took 212.3389s]
-01/01/24 22:43:25| INFO d_m3w_kde_lr_gs finished [took 597.7513s]
-01/01/24 22:43:25| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 2760.4927s]
-01/01/24 22:43:25| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-01/01/24 22:52:04| INFO d_bin_kde_lr_mc finished [took 514.6447s]
-01/01/24 22:52:06| INFO d_bin_kde_lr_c finished [took 516.5472s]
-01/01/24 22:52:34| INFO d_bin_kde_lr finished [took 544.4214s]
-01/01/24 22:52:42| INFO d_bin_kde_lr_ne finished [took 552.5421s]
-01/01/24 22:53:48| INFO d_m3w_kde_lr finished [took 618.4188s]
-01/01/24 22:54:26| INFO d_m3w_kde_lr_c finished [took 656.3758s]
-01/01/24 22:54:27| INFO d_mul_kde_lr_ne finished [took 657.7584s]
-01/01/24 22:54:32| INFO d_m3w_kde_lr_mc finished [took 662.1477s]
-01/01/24 22:54:58| INFO d_mul_kde_lr_c finished [took 690.2152s]
-01/01/24 22:55:00| INFO ref finished [took 71.7256s]
-01/01/24 22:55:02| INFO d_mul_kde_lr_mc finished [took 693.0483s]
-01/01/24 22:55:14| INFO d_mul_kde_lr finished [took 705.0184s]
-01/01/24 22:55:39| INFO atc_mc finished [took 72.4720s]
-01/01/24 22:55:40| INFO doc finished [took 72.1096s]
-01/01/24 22:58:49| INFO d_bin_kde_lr_is finished [took 402.5078s]
-01/01/24 22:59:58| INFO d_m3w_kde_lr_ne finished [took 473.5037s]
-01/01/24 23:00:33| INFO d_m3w_kde_lr_is finished [took 470.4312s]
-01/01/24 23:00:38| INFO d_mul_kde_lr_is finished [took 483.2732s]
-01/01/24 23:00:54| DEBUG [size=11,place=1] best score = 0.01147540; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 15.263s]
-01/01/24 23:00:54| DEBUG [size=11,place=2] best score = 0.01217611; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.264s]
-01/01/24 23:01:59| DEBUG [size=52,place=1] best score = 0.00966447; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 65.191s]
-01/01/24 23:01:59| DEBUG [size=52,place=2] best score = 0.01068999; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.192s]
-01/01/24 23:02:21| DEBUG [size=16,place=1] best score = 0.00972549; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.040s]
-01/01/24 23:02:21| DEBUG [size=16,place=2] best score = 0.00975466; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.041s]
-01/01/24 23:02:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00966) [took 102.5044s]
-01/01/24 23:05:42| INFO d_bin_kde_lr_gs finished [took 303.9222s]
-01/01/24 23:06:07| DEBUG [size=11,place=1] best score = 0.01190909; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.738s]
-01/01/24 23:06:07| DEBUG [size=11,place=2] best score = 0.01237798; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.738s]
-01/01/24 23:08:05| DEBUG [size=52,place=1] best score = 0.01129391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 117.562s]
-01/01/24 23:08:05| DEBUG [size=52,place=2] best score = 0.01157920; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 117.563s]
-01/01/24 23:08:42| DEBUG [size=14,place=1] best score = 0.01315054; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 36.565s]
-01/01/24 23:08:42| DEBUG [size=14,place=2] best score = 0.01352815; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.566s]
-01/01/24 23:08:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01129) [took 178.9797s]
-01/01/24 23:13:20| INFO d_mul_kde_lr_gs finished [took 456.9115s]
-01/01/24 23:13:42| DEBUG [size=11,place=1] best score = 0.01102299; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.066s]
-01/01/24 23:13:42| DEBUG [size=11,place=2] best score = 0.01141440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 22.066s]
-01/01/24 23:15:26| DEBUG [size=52,place=1] best score = 0.00925370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.006s]
-01/01/24 23:15:26| DEBUG [size=52,place=2] best score = 0.00992504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.006s]
-01/01/24 23:15:53| DEBUG [size=16,place=1] best score = 0.00882355; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.955s]
-01/01/24 23:15:53| DEBUG [size=16,place=2] best score = 0.00993108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 26.956s]
-01/01/24 23:17:16| DEBUG [size=39,place=1] best score = 0.00937701; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.546s]
-01/01/24 23:17:16| DEBUG [size=39,place=2] best score = 0.00946074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.547s]
-01/01/24 23:17:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00882) [took 235.6866s]
-01/01/24 23:21:19| INFO d_m3w_kde_lr_gs finished [took 479.1869s]
-01/01/24 23:21:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 2274.4587s]
-01/01/24 23:21:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-01/01/24 23:29:23| INFO d_bin_kde_lr_c finished [took 481.1314s]
-01/01/24 23:30:12| INFO d_bin_kde_lr_ne finished [took 530.4737s]
-01/01/24 23:30:23| INFO d_bin_kde_lr_mc finished [took 540.7155s]
-01/01/24 23:30:24| INFO d_bin_kde_lr finished [took 542.6461s]
-01/01/24 23:31:31| INFO d_m3w_kde_lr finished [took 608.8175s]
-01/01/24 23:31:58| INFO d_mul_kde_lr finished [took 636.5757s]
-01/01/24 23:32:14| INFO d_m3w_kde_lr_mc finished [took 653.3255s]
-01/01/24 23:32:34| INFO d_mul_kde_lr_ne finished [took 671.8673s]
-01/01/24 23:32:34| INFO ref finished [took 62.5042s]
-01/01/24 23:33:06| INFO d_m3w_kde_lr_c finished [took 704.2431s]
-01/01/24 23:33:19| INFO d_mul_kde_lr_mc finished [took 717.5224s]
-01/01/24 23:33:25| INFO atc_mc finished [took 86.6198s]
-01/01/24 23:33:31| INFO d_mul_kde_lr_c finished [took 728.9840s]
-01/01/24 23:33:38| INFO doc finished [took 82.6919s]
-01/01/24 23:36:43| INFO d_bin_kde_lr_is finished [took 390.0015s]
-01/01/24 23:37:45| INFO d_m3w_kde_lr_ne finished [took 501.7329s]
-01/01/24 23:38:30| INFO d_m3w_kde_lr_is finished [took 484.8984s]
-01/01/24 23:39:03| INFO d_mul_kde_lr_is finished [took 519.4599s]
-01/01/24 23:39:18| DEBUG [size=11,place=1] best score = 0.00963123; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.910s]
-01/01/24 23:39:18| DEBUG [size=11,place=2] best score = 0.01044261; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.911s]
-01/01/24 23:40:12| DEBUG [size=45,place=1] best score = 0.00926629; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 54.280s]
-01/01/24 23:40:13| DEBUG [size=45,place=2] best score = 0.00928115; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 54.280s]
-01/01/24 23:40:35| DEBUG [size=14,place=1] best score = 0.00921641; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 22.133s]
-01/01/24 23:40:35| DEBUG [size=14,place=2] best score = 0.00928015; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 22.134s]
-01/01/24 23:41:26| DEBUG [size=42,place=1] best score = 0.00925211; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s]
-01/01/24 23:41:26| DEBUG [size=42,place=2] best score = 0.00937830; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s]
-01/01/24 23:41:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00922) [took 143.2370s]
-01/01/24 23:45:09| INFO d_bin_kde_lr_gs finished [took 365.8168s]
-01/01/24 23:45:34| DEBUG [size=11,place=1] best score = 0.00911547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.021s]
-01/01/24 23:45:34| DEBUG [size=11,place=2] best score = 0.01047562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 24.022s]
-01/01/24 23:47:23| DEBUG [size=53,place=1] best score = 0.00890160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 109.169s]
-01/01/24 23:47:23| DEBUG [size=53,place=2] best score = 0.00890354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 109.169s]
-01/01/24 23:48:55| DEBUG [size=42,place=1] best score = 0.00890585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 91.709s]
-01/01/24 23:48:55| DEBUG [size=42,place=2] best score = 0.00896045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 91.710s]
-01/01/24 23:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00890) [took 225.0103s]
-01/01/24 23:53:22| INFO d_mul_kde_lr_gs finished [took 492.3981s]
-01/01/24 23:53:44| DEBUG [size=11,place=1] best score = 0.01168833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 21.382s]
-01/01/24 23:53:44| DEBUG [size=11,place=2] best score = 0.01266095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 21.383s]
-01/01/24 23:55:16| DEBUG [size=51,place=1] best score = 0.01151283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 92.032s]
-01/01/24 23:55:16| DEBUG [size=51,place=2] best score = 0.01161646; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 92.032s]
-01/01/24 23:56:12| DEBUG [size=27,place=1] best score = 0.01132403; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 55.680s]
-01/01/24 23:56:12| DEBUG [size=27,place=2] best score = 0.01161695; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 55.681s]
-01/01/24 23:56:46| DEBUG [size=13,place=1] best score = 0.01164288; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.533s]
-01/01/24 23:56:46| DEBUG [size=13,place=2] best score = 0.01190891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.534s]
-01/01/24 23:56:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} (score=0.01132) [took 202.7466s]
-02/01/24 00:02:14| INFO d_m3w_kde_lr_gs finished [took 530.6456s]
-02/01/24 00:02:14| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 2454.3010s]
-02/01/24 00:02:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-02/01/24 00:11:08| INFO d_bin_kde_lr_ne finished [took 528.6032s]
-02/01/24 00:11:10| INFO d_bin_kde_lr_mc finished [took 531.5894s]
-02/01/24 00:11:39| INFO d_bin_kde_lr_c finished [took 562.4947s]
-02/01/24 00:11:40| INFO d_bin_kde_lr finished [took 561.3113s]
-02/01/24 00:14:45| INFO d_m3w_kde_lr_c finished [took 746.5365s]
-02/01/24 00:14:57| INFO d_m3w_kde_lr finished [took 758.1924s]
-02/01/24 00:15:27| INFO d_mul_kde_lr_ne finished [took 787.6005s]
-02/01/24 00:15:29| INFO d_mul_kde_lr finished [took 790.0761s]
-02/01/24 00:15:33| INFO d_mul_kde_lr_c finished [took 793.9736s]
-02/01/24 00:15:47| INFO d_m3w_kde_lr_mc finished [took 808.2253s]
-02/01/24 00:15:54| INFO d_mul_kde_lr_mc finished [took 814.9912s]
-02/01/24 00:16:01| INFO ref finished [took 74.8201s]
-02/01/24 00:16:14| INFO atc_mc finished [took 76.5909s]
-02/01/24 00:16:31| INFO doc finished [took 63.4654s]
-02/01/24 00:18:24| INFO d_bin_kde_lr_is finished [took 432.4777s]
-02/01/24 00:20:23| INFO d_m3w_kde_lr_ne finished [took 554.8485s]
-02/01/24 00:21:49| INFO d_m3w_kde_lr_is finished [took 608.4758s]
-02/01/24 00:22:05| INFO d_mul_kde_lr_is finished [took 624.9484s]
-02/01/24 00:22:20| DEBUG [size=11,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 14.794s]
-02/01/24 00:22:20| DEBUG [size=11,place=2] best score = 0.00938031; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.795s]
-02/01/24 00:23:20| DEBUG [size=51,place=1] best score = 0.00736699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.251s]
-02/01/24 00:23:20| DEBUG [size=51,place=2] best score = 0.00738554; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.252s]
-02/01/24 00:23:46| DEBUG [size=22,place=1] best score = 0.00759545; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.772s]
-02/01/24 00:23:46| DEBUG [size=22,place=2] best score = 0.00759667; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.773s]
-02/01/24 00:23:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00737) [took 100.9309s]
-02/01/24 00:26:56| INFO d_bin_kde_lr_gs finished [took 290.9659s]
-02/01/24 00:27:21| DEBUG [size=11,place=1] best score = 0.00867675; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.347s]
-02/01/24 00:27:21| DEBUG [size=11,place=2] best score = 0.00882464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.348s]
-02/01/24 00:29:16| DEBUG [size=52,place=1] best score = 0.00828823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 114.270s]
-02/01/24 00:29:16| DEBUG [size=52,place=2] best score = 0.00832494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.270s]
-02/01/24 00:30:18| DEBUG [size=28,place=1] best score = 0.00825616; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 62.152s]
-02/01/24 00:30:18| DEBUG [size=28,place=2] best score = 0.00826136; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 62.153s]
-02/01/24 00:30:37| DEBUG [size=9,place=1] best score = 0.00808106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s]
-02/01/24 00:30:37| DEBUG [size=9,place=2] best score = 0.00839937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s]
-02/01/24 00:32:04| DEBUG [size=38,place=1] best score = 0.00779456; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 86.938s]
-02/01/24 00:32:04| DEBUG [size=38,place=2] best score = 0.00804303; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 86.938s]
-02/01/24 00:32:27| DEBUG [size=10,place=1] best score = 0.00752031; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.705s]
-02/01/24 00:32:27| DEBUG [size=10,place=2] best score = 0.00837450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.705s]
-02/01/24 00:33:58| DEBUG [size=42,place=1] best score = 0.00846737; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 90.926s]
-02/01/24 00:33:58| DEBUG [size=42,place=2] best score = 0.00848140; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 90.927s]
-02/01/24 00:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00752) [took 421.2211s]
-02/01/24 00:38:33| INFO d_mul_kde_lr_gs finished [took 696.3281s]
-02/01/24 00:38:56| DEBUG [size=11,place=1] best score = 0.00764003; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.042s]
-02/01/24 00:38:56| DEBUG [size=11,place=2] best score = 0.00911037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.042s]
-02/01/24 00:40:23| DEBUG [size=52,place=1] best score = 0.00761354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.013s]
-02/01/24 00:40:23| DEBUG [size=52,place=2] best score = 0.00763174; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.014s]
-02/01/24 00:41:47| DEBUG [size=45,place=1] best score = 0.00717209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s]
-02/01/24 00:41:47| DEBUG [size=45,place=2] best score = 0.00766292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s]
-02/01/24 00:43:03| DEBUG [size=40,place=1] best score = 0.00790373; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 76.791s]
-02/01/24 00:43:03| DEBUG [size=40,place=2] best score = 0.00859460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 76.792s]
-02/01/24 00:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00717) [took 269.4161s]
-02/01/24 00:46:35| INFO d_m3w_kde_lr_gs finished [took 481.2456s]
-02/01/24 00:46:35| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 2661.6274s]
-02/01/24 00:46:35| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-02/01/24 00:54:51| INFO d_bin_kde_lr_c finished [took 493.7427s]
-02/01/24 00:55:14| INFO d_bin_kde_lr finished [took 517.0591s]
-02/01/24 00:55:33| INFO d_bin_kde_lr_ne finished [took 536.3094s]
-02/01/24 00:55:49| INFO d_bin_kde_lr_mc finished [took 552.1085s]
-02/01/24 00:57:50| INFO d_m3w_kde_lr finished [took 672.6358s]
-02/01/24 00:58:04| INFO d_mul_kde_lr finished [took 687.3319s]
-02/01/24 00:58:25| INFO d_mul_kde_lr_ne finished [took 708.2123s]
-02/01/24 00:58:30| INFO d_mul_kde_lr_mc finished [took 712.9544s]
-02/01/24 00:58:49| INFO d_m3w_kde_lr_mc finished [took 732.8050s]
-02/01/24 00:58:58| INFO ref finished [took 68.5480s]
-02/01/24 00:59:02| INFO d_m3w_kde_lr_c finished [took 744.7319s]
-02/01/24 00:59:23| INFO atc_mc finished [took 77.7688s]
-02/01/24 00:59:28| INFO d_mul_kde_lr_c finished [took 771.4705s]
-02/01/24 00:59:45| INFO doc finished [took 79.2073s]
-02/01/24 01:02:17| INFO d_bin_kde_lr_is finished [took 422.6464s]
-02/01/24 01:03:28| INFO d_m3w_kde_lr_ne finished [took 516.4100s]
-02/01/24 01:04:32| INFO d_m3w_kde_lr_is finished [took 522.1618s]
-02/01/24 01:04:55| INFO d_mul_kde_lr_is finished [took 561.4826s]
-02/01/24 01:05:12| DEBUG [size=11,place=1] best score = 0.00747444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 15.367s]
-02/01/24 01:05:12| DEBUG [size=11,place=2] best score = 0.00846890; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.367s]
-02/01/24 01:06:13| DEBUG [size=51,place=1] best score = 0.00743911; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.998s]
-02/01/24 01:06:13| DEBUG [size=51,place=2] best score = 0.00747735; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.999s]
-02/01/24 01:06:39| DEBUG [size=22,place=1] best score = 0.00769536; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s]
-02/01/24 01:06:39| DEBUG [size=22,place=2] best score = 0.00774043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s]
-02/01/24 01:06:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00744) [took 102.9874s]
-02/01/24 01:09:47| INFO d_bin_kde_lr_gs finished [took 290.7269s]
-02/01/24 01:10:11| DEBUG [size=11,place=1] best score = 0.00708446; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.589s]
-02/01/24 01:10:11| DEBUG [size=11,place=2] best score = 0.00922869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 23.590s]
-02/01/24 01:12:00| DEBUG [size=51,place=1] best score = 0.00778949; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 108.841s]
-02/01/24 01:12:00| DEBUG [size=51,place=2] best score = 0.00799302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.841s]
-02/01/24 01:12:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 132.4460s]
-02/01/24 01:16:13| INFO d_mul_kde_lr_gs finished [took 385.5660s]
-02/01/24 01:16:35| DEBUG [size=11,place=1] best score = 0.00618227; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 21.780s]
-02/01/24 01:16:35| DEBUG [size=11,place=2] best score = 0.00943937; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.781s]
-02/01/24 01:18:03| DEBUG [size=52,place=1] best score = 0.00613689; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.828s]
-02/01/24 01:18:03| DEBUG [size=52,place=2] best score = 0.00617846; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.828s]
-02/01/24 01:19:27| DEBUG [size=45,place=1] best score = 0.00615852; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s]
-02/01/24 01:19:27| DEBUG [size=45,place=2] best score = 0.00622833; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s]
-02/01/24 01:19:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00614) [took 193.6832s]
-02/01/24 01:23:03| INFO d_m3w_kde_lr_gs finished [took 410.2144s]
-02/01/24 01:23:03| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 2188.0278s]
-02/01/24 01:23:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-02/01/24 01:31:36| INFO d_bin_kde_lr_ne finished [took 510.3996s]
-02/01/24 01:31:59| INFO d_bin_kde_lr finished [took 533.5087s]
-02/01/24 01:32:29| INFO d_bin_kde_lr_c finished [took 562.8858s]
-02/01/24 01:32:35| INFO d_bin_kde_lr_mc finished [took 569.4781s]
-02/01/24 01:33:43| INFO d_m3w_kde_lr_c finished [took 637.1820s]
-02/01/24 01:34:07| INFO d_m3w_kde_lr_mc finished [took 660.7430s]
-02/01/24 01:34:29| INFO d_m3w_kde_lr finished [took 683.5342s]
-02/01/24 01:35:06| INFO ref finished [took 81.9215s]
-02/01/24 01:35:28| INFO d_mul_kde_lr_mc finished [took 742.1094s]
-02/01/24 01:35:31| INFO d_mul_kde_lr finished [took 745.9381s]
-02/01/24 01:35:31| INFO doc finished [took 61.5654s]
-02/01/24 01:35:33| INFO atc_mc finished [took 86.1419s]
-02/01/24 01:35:42| INFO d_mul_kde_lr_ne finished [took 755.5809s]
-02/01/24 01:35:52| INFO d_mul_kde_lr_c finished [took 766.1627s]
-02/01/24 01:38:55| INFO d_bin_kde_lr_is finished [took 415.3772s]
-02/01/24 01:40:13| INFO d_m3w_kde_lr_ne finished [took 516.3272s]
-02/01/24 01:40:57| INFO d_m3w_kde_lr_is finished [took 501.1015s]
-02/01/24 01:41:22| INFO d_mul_kde_lr_is finished [took 532.4332s]
-02/01/24 01:41:39| DEBUG [size=11,place=1] best score = 0.01047164; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 16.482s]
-02/01/24 01:41:39| DEBUG [size=11,place=2] best score = 0.01225428; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.483s]
-02/01/24 01:42:50| DEBUG [size=53,place=1] best score = 0.00702833; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s]
-02/01/24 01:42:50| DEBUG [size=53,place=2] best score = 0.00969143; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s]
-02/01/24 01:43:46| DEBUG [size=42,place=1] best score = 0.00700448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 56.817s]
-02/01/24 01:43:46| DEBUG [size=42,place=2] best score = 0.00994469; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 56.817s]
-02/01/24 01:44:29| DEBUG [size=30,place=1] best score = 0.00857540; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 42.682s]
-02/01/24 01:44:29| DEBUG [size=30,place=2] best score = 0.00862989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 42.683s]
-02/01/24 01:44:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00700) [took 186.6091s]
-02/01/24 01:48:05| INFO d_bin_kde_lr_gs finished [took 402.8685s]
-02/01/24 01:48:32| DEBUG [size=11,place=1] best score = 0.01138464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.697s]
-02/01/24 01:48:32| DEBUG [size=11,place=2] best score = 0.01168259; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.698s]
-02/01/24 01:50:28| DEBUG [size=53,place=1] best score = 0.00707573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.264s]
-02/01/24 01:50:28| DEBUG [size=53,place=2] best score = 0.00857135; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 116.264s]
-02/01/24 01:51:00| DEBUG [size=15,place=1] best score = 0.00720080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 31.609s]
-02/01/24 01:51:00| DEBUG [size=15,place=2] best score = 0.00764380; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.610s]
-02/01/24 01:51:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 173.6867s]
-02/01/24 01:56:02| INFO d_mul_kde_lr_gs finished [took 475.8973s]
-02/01/24 01:56:29| DEBUG [size=11,place=1] best score = 0.00545517; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.844s]
-02/01/24 01:56:29| DEBUG [size=11,place=2] best score = 0.01299648; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.845s]
-02/01/24 01:58:02| DEBUG [size=52,place=1] best score = 0.00542654; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s]
-02/01/24 01:58:02| DEBUG [size=52,place=2] best score = 0.00573656; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s]
-02/01/24 01:59:23| DEBUG [size=41,place=1] best score = 0.00560917; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.259s]
-02/01/24 01:59:23| DEBUG [size=41,place=2] best score = 0.00592014; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.260s]
-02/01/24 01:59:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00543) [took 199.8981s]
-02/01/24 02:03:15| INFO d_m3w_kde_lr_gs finished [took 432.5187s]
-02/01/24 02:03:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 2411.8898s]
-02/01/24 02:03:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-02/01/24 02:13:24| INFO d_bin_kde_lr_ne finished [took 605.9253s]
-02/01/24 02:14:18| INFO d_bin_kde_lr_mc finished [took 659.3314s]
-02/01/24 02:14:22| INFO d_bin_kde_lr_c finished [took 663.4089s]
-02/01/24 02:14:25| INFO d_bin_kde_lr finished [took 666.5858s]
-02/01/24 02:16:24| INFO d_m3w_kde_lr_c finished [took 786.1994s]
-02/01/24 02:16:28| INFO d_m3w_kde_lr finished [took 789.2548s]
-02/01/24 02:17:19| INFO d_m3w_kde_lr_mc finished [took 840.5325s]
-02/01/24 02:17:31| INFO d_mul_kde_lr finished [took 852.3630s]
-02/01/24 02:17:35| INFO d_mul_kde_lr_mc finished [took 856.4655s]
-02/01/24 02:17:37| INFO atc_mc finished [took 69.3956s]
-02/01/24 02:17:38| INFO d_mul_kde_lr_c finished [took 859.2938s]
-02/01/24 02:17:47| INFO ref finished [took 81.8459s]
-02/01/24 02:17:54| INFO d_mul_kde_lr_ne finished [took 877.0768s]
-02/01/24 02:18:21| INFO doc finished [took 61.7699s]
-02/01/24 02:21:59| INFO d_bin_kde_lr_is finished [took 460.7997s]
-02/01/24 02:23:48| INFO d_m3w_kde_lr_ne finished [took 623.0858s]
-02/01/24 02:24:29| INFO d_m3w_kde_lr_is finished [took 603.0987s]
-02/01/24 02:25:09| INFO d_mul_kde_lr_is finished [took 646.9583s]
-02/01/24 02:25:28| DEBUG [size=11,place=1] best score = 0.01158711; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 17.511s]
-02/01/24 02:25:28| DEBUG [size=11,place=2] best score = 0.01238506; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 17.511s]
-02/01/24 02:26:44| DEBUG [size=53,place=1] best score = 0.01019197; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 75.983s]
-02/01/24 02:26:44| DEBUG [size=53,place=2] best score = 0.01043696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 75.984s]
-02/01/24 02:27:12| DEBUG [size=16,place=1] best score = 0.00995009; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.467s]
-02/01/24 02:27:12| DEBUG [size=16,place=2] best score = 0.01016914; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.468s]
-02/01/24 02:28:02| DEBUG [size=34,place=1] best score = 0.01069510; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 49.530s]
-02/01/24 02:28:02| DEBUG [size=34,place=2] best score = 0.01072716; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.17, 'confidence': None} [took 49.530s]
-02/01/24 02:28:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.00995) [took 171.6088s]
-02/01/24 02:32:25| INFO d_bin_kde_lr_gs finished [took 434.7860s]
-02/01/24 02:32:50| DEBUG [size=11,place=1] best score = 0.01332707; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 23.638s]
-02/01/24 02:32:50| DEBUG [size=11,place=2] best score = 0.01535734; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 23.639s]
-02/01/24 02:34:38| DEBUG [size=51,place=1] best score = 0.01052349; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 108.011s]
-02/01/24 02:34:38| DEBUG [size=51,place=2] best score = 0.01086786; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 108.011s]
-02/01/24 02:35:22| DEBUG [size=14,place=1] best score = 0.01142487; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.546s]
-02/01/24 02:35:22| DEBUG [size=14,place=2] best score = 0.01179857; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 44.546s]
-02/01/24 02:35:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01052) [took 176.2179s]
-02/01/24 02:42:21| INFO d_mul_kde_lr_gs finished [took 594.9460s]
-02/01/24 02:42:47| DEBUG [size=11,place=1] best score = 0.02806977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 24.844s]
-02/01/24 02:42:47| DEBUG [size=11,place=2] best score = 0.02926440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 24.844s]
-02/01/24 02:44:25| DEBUG [size=52,place=1] best score = 0.01478891; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 97.648s]
-02/01/24 02:44:25| DEBUG [size=52,place=2] best score = 0.02499789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 97.649s]
-02/01/24 02:45:21| DEBUG [size=26,place=1] best score = 0.01304300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 56.605s]
-02/01/24 02:45:21| DEBUG [size=26,place=2] best score = 0.01327623; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 56.606s]
-02/01/24 02:45:44| DEBUG [size=8,place=1] best score = 0.02547609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.685s]
-02/01/24 02:45:44| DEBUG [size=8,place=2] best score = 0.02937472; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.686s]
-02/01/24 02:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.01304) [took 201.8962s]
-02/01/24 02:52:10| INFO d_m3w_kde_lr_gs finished [took 587.9926s]
-02/01/24 02:52:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 2934.9184s]
-02/01/24 02:52:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-02/01/24 03:03:40| INFO d_bin_kde_lr finished [took 685.0387s]
-02/01/24 03:04:02| INFO d_bin_kde_lr_ne finished [took 706.9629s]
-02/01/24 03:04:07| INFO d_bin_kde_lr_c finished [took 711.6533s]
-02/01/24 03:04:18| INFO d_bin_kde_lr_mc finished [took 723.3094s]
-02/01/24 03:04:42| INFO d_m3w_kde_lr_mc finished [took 746.5004s]
-02/01/24 03:05:04| INFO d_m3w_kde_lr finished [took 770.5230s]
-02/01/24 03:05:35| INFO d_mul_kde_lr_c finished [took 799.5692s]
-02/01/24 03:05:38| INFO d_mul_kde_lr_mc finished [took 803.4744s]
-02/01/24 03:05:42| INFO d_m3w_kde_lr_c finished [took 806.4412s]
-02/01/24 03:06:06| INFO ref finished [took 84.0524s]
-02/01/24 03:06:26| INFO d_mul_kde_lr_ne finished [took 850.5748s]
-02/01/24 03:06:26| INFO d_mul_kde_lr finished [took 851.1803s]
-02/01/24 03:06:31| INFO atc_mc finished [took 87.1131s]
-02/01/24 03:06:52| INFO doc finished [took 76.5982s]
-02/01/24 03:12:12| INFO d_bin_kde_lr_is finished [took 489.3363s]
-02/01/24 03:13:05| INFO d_m3w_kde_lr_ne finished [took 564.6204s]
-02/01/24 03:13:19| INFO d_m3w_kde_lr_is finished [took 539.8868s]
-02/01/24 03:14:12| INFO d_mul_kde_lr_is finished [took 604.7773s]
-02/01/24 03:14:33| DEBUG [size=11,place=1] best score = 0.00765783; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 20.441s]
-02/01/24 03:14:33| DEBUG [size=11,place=2] best score = 0.00775744; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 20.442s]
-02/01/24 03:15:58| DEBUG [size=53,place=1] best score = 0.00598730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 85.222s]
-02/01/24 03:15:58| DEBUG [size=53,place=2] best score = 0.00615771; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.223s]
-02/01/24 03:16:55| DEBUG [size=34,place=1] best score = 0.00575938; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.790s]
-02/01/24 03:16:55| DEBUG [size=34,place=2] best score = 0.00595006; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 56.790s]
-02/01/24 03:18:02| DEBUG [size=39,place=1] best score = 0.00533077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 66.885s]
-02/01/24 03:18:02| DEBUG [size=39,place=2] best score = 0.00606284; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 66.886s]
-02/01/24 03:18:27| DEBUG [size=14,place=1] best score = 0.00614861; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 25.365s]
-02/01/24 03:18:27| DEBUG [size=14,place=2] best score = 0.00630921; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 25.365s]
-02/01/24 03:18:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00533) [took 254.8284s]
-02/01/24 03:22:24| INFO d_bin_kde_lr_gs finished [took 491.4977s]
-02/01/24 03:22:49| DEBUG [size=11,place=1] best score = 0.00588141; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.606s]
-02/01/24 03:22:49| DEBUG [size=11,place=2] best score = 0.00821772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.606s]
-02/01/24 03:24:44| DEBUG [size=52,place=1] best score = 0.00584475; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 114.371s]
-02/01/24 03:24:44| DEBUG [size=52,place=2] best score = 0.00592057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 114.372s]
-02/01/24 03:25:22| DEBUG [size=16,place=1] best score = 0.00570282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 38.564s]
-02/01/24 03:25:22| DEBUG [size=16,place=2] best score = 0.00584926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 38.565s]
-02/01/24 03:26:11| DEBUG [size=21,place=1] best score = 0.00552898; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 48.581s]
-02/01/24 03:26:11| DEBUG [size=21,place=2] best score = 0.00558434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 48.581s]
-02/01/24 03:27:17| DEBUG [size=27,place=1] best score = 0.00615957; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 65.655s]
-02/01/24 03:27:17| DEBUG [size=27,place=2] best score = 0.00623726; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 65.655s]
-02/01/24 03:27:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.00553) [took 291.8962s]
-02/01/24 03:32:36| INFO d_mul_kde_lr_gs finished [took 611.6517s]
-02/01/24 03:33:02| DEBUG [size=11,place=1] best score = 0.00718745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 24.493s]
-02/01/24 03:33:02| DEBUG [size=11,place=2] best score = 0.00993395; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.494s]
-02/01/24 03:34:42| DEBUG [size=53,place=1] best score = 0.00548869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.327s]
-02/01/24 03:34:42| DEBUG [size=53,place=2] best score = 0.00599700; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.328s]
-02/01/24 03:36:04| DEBUG [size=40,place=1] best score = 0.00550440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.460s]
-02/01/24 03:36:04| DEBUG [size=40,place=2] best score = 0.00553429; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 82.460s]
-02/01/24 03:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00549) [took 207.2917s]
-02/01/24 03:40:58| INFO d_m3w_kde_lr_gs finished [took 500.8967s]
-02/01/24 03:40:58| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 2927.7341s]
-----------------------------------------------------------------------------------------------------
-02/01/24 08:48:33| INFO dataset rcv1_MCAT [pool size: 10]
-02/01/24 08:48:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-02/01/24 08:48:44| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/01/24 08:48:45| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/01/24 08:48:45| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/01/24 08:48:45| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/01/24 08:48:54| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-02/01/24 08:52:17| INFO ref finished [took 201.2618s]
-02/01/24 08:53:26| INFO atc_mc finished [took 68.2157s]
-02/01/24 08:54:41| INFO doc finished [took 74.9494s]
-02/01/24 09:01:54| INFO m3w_kde_lr_mc finished [took 796.6330s]
-02/01/24 09:02:12| INFO m3w_kde_lr finished [took 813.5698s]
-02/01/24 09:03:02| INFO m3w_kde_lr_c finished [took 864.1238s]
-02/01/24 09:03:22| INFO m3w_kde_lr_is finished [took 874.3582s]
-02/01/24 09:03:32| INFO m3w_kde_lr_ne finished [took 885.9031s]
-02/01/24 09:04:02| INFO mul_kde_lr_mc finished [took 925.6372s]
-02/01/24 09:04:23| INFO mul_kde_lr_is finished [took 936.3439s]
-02/01/24 09:04:36| INFO mul_kde_lr finished [took 958.0325s]
-02/01/24 09:04:42| INFO mul_kde_lr_ne finished [took 963.4823s]
-02/01/24 09:04:51| INFO mul_kde_lr_c finished [took 973.3256s]
-02/01/24 09:07:36| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-02/01/24 09:11:10| DEBUG [size=11,place=1] best score = 0.00587823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 213.321s]
-02/01/24 09:11:10| DEBUG [size=11,place=2] best score = 0.00973399; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 213.322s]
-02/01/24 09:25:43| DEBUG [size=53,place=1] best score = 0.00582630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 872.751s]
-02/01/24 09:25:43| DEBUG [size=53,place=2] best score = 0.00585714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 872.751s]
-02/01/24 09:29:26| DEBUG [size=16,place=1] best score = 0.00604693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 222.699s]
-02/01/24 09:29:26| DEBUG [size=16,place=2] best score = 0.00619417; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 222.699s]
-02/01/24 09:29:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00583) [took 1308.8812s]
-02/01/24 09:34:30| INFO mul_kde_lr_gs finished [took 1613.0131s]
-02/01/24 09:37:18| DEBUG [size=11,place=1] best score = 0.00749732; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.526s]
-02/01/24 09:37:18| DEBUG [size=11,place=2] best score = 0.00837188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.526s]
-02/01/24 09:48:01| DEBUG [size=53,place=1] best score = 0.00582010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 643.385s]
-02/01/24 09:48:01| DEBUG [size=53,place=2] best score = 0.00608479; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 643.385s]
-02/01/24 09:50:43| DEBUG [size=16,place=1] best score = 0.00608606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 161.667s]
-02/01/24 09:50:43| DEBUG [size=16,place=2] best score = 0.00681663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 161.668s]
-02/01/24 09:50:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00582) [took 972.6928s]
-02/01/24 09:54:59| INFO m3w_kde_lr_gs finished [took 1228.8556s]
-02/01/24 09:54:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 3986.0567s]
-02/01/24 09:54:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-02/01/24 10:06:55| INFO bin_kde_lr_ne finished [took 711.9670s]
-02/01/24 10:07:10| INFO bin_kde_lr_c finished [took 728.8197s]
-02/01/24 10:07:13| INFO bin_kde_lr_mc finished [took 731.8311s]
-02/01/24 10:07:14| INFO bin_kde_lr finished [took 733.0361s]
-02/01/24 10:08:54| INFO m3w_kde_lr_mc finished [took 828.4757s]
-02/01/24 10:09:26| INFO m3w_kde_lr finished [took 864.8254s]
-02/01/24 10:10:00| INFO mul_kde_lr finished [took 898.9675s]
-02/01/24 10:10:15| INFO ref finished [took 81.0324s]
-02/01/24 10:10:21| INFO m3w_kde_lr_c finished [took 920.4202s]
-02/01/24 10:10:28| INFO mul_kde_lr_ne finished [took 921.7160s]
-02/01/24 10:10:57| INFO atc_mc finished [took 90.8431s]
-02/01/24 10:11:01| INFO mul_kde_lr_mc finished [took 956.1313s]
-02/01/24 10:11:07| INFO doc finished [took 66.9155s]
-02/01/24 10:11:10| INFO mul_kde_lr_c finished [took 969.5661s]
-02/01/24 10:15:03| INFO bin_kde_lr_is finished [took 473.3137s]
-02/01/24 10:17:00| INFO m3w_kde_lr_ne finished [took 604.5868s]
-02/01/24 10:17:51| INFO m3w_kde_lr_is finished [took 636.8338s]
-02/01/24 10:18:42| INFO mul_kde_lr_is finished [took 688.5801s]
-02/01/24 10:19:43| DEBUG [size=11,place=1] best score = 0.04042064; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.134s]
-02/01/24 10:19:43| DEBUG [size=11,place=2] best score = 0.11063000; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 60.134s]
-02/01/24 10:23:14| DEBUG [size=52,place=1] best score = 0.01834546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.597s]
-02/01/24 10:23:14| DEBUG [size=52,place=2] best score = 0.02400858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.598s]
-02/01/24 10:25:51| DEBUG [size=40,place=1] best score = 0.01948045; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 156.116s]
-02/01/24 10:25:51| DEBUG [size=40,place=2] best score = 0.02208780; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 156.116s]
-02/01/24 10:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01835) [took 427.9576s]
-02/01/24 10:29:23| INFO bin_kde_lr_gs finished [took 640.5149s]
-02/01/24 10:33:16| DEBUG [size=11,place=1] best score = 0.00913622; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.344s]
-02/01/24 10:33:16| DEBUG [size=11,place=2] best score = 0.01639093; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.345s]
-02/01/24 10:48:39| DEBUG [size=53,place=1] best score = 0.00786927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 922.713s]
-02/01/24 10:48:39| DEBUG [size=53,place=2] best score = 0.00864693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.713s]
-02/01/24 10:51:58| DEBUG [size=14,place=1] best score = 0.01074482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 199.777s]
-02/01/24 10:51:58| DEBUG [size=14,place=2] best score = 0.01269698; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 199.778s]
-02/01/24 10:51:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00787) [took 1354.9440s]
-02/01/24 10:56:35| INFO mul_kde_lr_gs finished [took 1631.9156s]
-02/01/24 10:59:30| DEBUG [size=11,place=1] best score = 0.00925981; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.857s]
-02/01/24 10:59:30| DEBUG [size=11,place=2] best score = 0.01286403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 173.858s]
-02/01/24 11:04:30| DEBUG [size=34,place=1] best score = 0.00617467; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 300.136s]
-02/01/24 11:04:30| DEBUG [size=34,place=2] best score = 0.00722680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 300.136s]
-02/01/24 11:07:25| DEBUG [size=16,place=1] best score = 0.00693267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 175.410s]
-02/01/24 11:07:25| DEBUG [size=16,place=2] best score = 0.00732381; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 175.410s]
-02/01/24 11:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00617) [took 649.5136s]
-02/01/24 11:11:33| INFO m3w_kde_lr_gs finished [took 897.0757s]
-02/01/24 11:11:33| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 4593.5332s]
-02/01/24 11:11:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-02/01/24 11:21:31| INFO bin_kde_lr_c finished [took 596.4559s]
-02/01/24 11:21:36| INFO bin_kde_lr finished [took 602.0204s]
-02/01/24 11:21:42| INFO bin_kde_lr_mc finished [took 608.0652s]
-02/01/24 11:22:14| INFO bin_kde_lr_ne finished [took 635.1272s]
-02/01/24 11:23:59| INFO m3w_kde_lr finished [took 744.0698s]
-02/01/24 11:24:30| INFO m3w_kde_lr_mc finished [took 771.1680s]
-02/01/24 11:24:33| INFO m3w_kde_lr_c finished [took 777.9809s]
-02/01/24 11:24:52| INFO mul_kde_lr finished [took 797.6187s]
-02/01/24 11:25:07| INFO mul_kde_lr_c finished [took 812.3440s]
-02/01/24 11:25:15| INFO ref finished [took 76.0568s]
-02/01/24 11:25:18| INFO mul_kde_lr_mc finished [took 819.1738s]
-02/01/24 11:25:41| INFO mul_kde_lr_ne finished [took 841.4497s]
-02/01/24 11:25:48| INFO atc_mc finished [took 77.1065s]
-02/01/24 11:25:50| INFO doc finished [took 76.9810s]
-02/01/24 11:28:51| INFO bin_kde_lr_is finished [took 434.5410s]
-02/01/24 11:29:43| INFO m3w_kde_lr_ne finished [took 491.9550s]
-02/01/24 11:31:02| INFO m3w_kde_lr_is finished [took 527.0262s]
-02/01/24 11:31:17| INFO mul_kde_lr_is finished [took 573.5651s]
-02/01/24 11:32:12| DEBUG [size=11,place=1] best score = 0.01053077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 55.117s]
-02/01/24 11:32:12| DEBUG [size=11,place=2] best score = 0.02105634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 55.118s]
-02/01/24 11:33:50| DEBUG [size=34,place=1] best score = 0.01006155; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.810s]
-02/01/24 11:33:50| DEBUG [size=34,place=2] best score = 0.01011895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.811s]
-02/01/24 11:34:47| DEBUG [size=16,place=1] best score = 0.01044048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.148s]
-02/01/24 11:34:47| DEBUG [size=16,place=2] best score = 0.01189281; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 57.148s]
-02/01/24 11:34:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01006) [took 210.1858s]
-02/01/24 11:38:25| INFO bin_kde_lr_gs finished [took 427.5885s]
-02/01/24 11:42:19| DEBUG [size=11,place=1] best score = 0.01736375; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.815s]
-02/01/24 11:42:19| DEBUG [size=11,place=2] best score = 0.02497029; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 233.815s]
-02/01/24 11:48:58| DEBUG [size=34,place=1] best score = 0.01166022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 398.804s]
-02/01/24 11:48:58| DEBUG [size=34,place=2] best score = 0.01405691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 398.804s]
-02/01/24 11:53:00| DEBUG [size=16,place=1] best score = 0.01143373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.352s]
-02/01/24 11:53:00| DEBUG [size=16,place=2] best score = 0.01315482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 242.353s]
-02/01/24 11:54:50| DEBUG [size=20,place=1] best score = 0.00870961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 109.815s]
-02/01/24 11:54:50| DEBUG [size=20,place=2] best score = 0.01487512; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 109.815s]
-02/01/24 11:58:31| DEBUG [size=14,place=1] best score = 0.01340938; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.539s]
-02/01/24 11:58:31| DEBUG [size=14,place=2] best score = 0.02565864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 220.540s]
-02/01/24 11:58:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00871) [took 1205.4437s]
-02/01/24 12:03:14| INFO mul_kde_lr_gs finished [took 1488.6593s]
-02/01/24 12:06:04| DEBUG [size=11,place=1] best score = 0.01014390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.647s]
-02/01/24 12:06:04| DEBUG [size=11,place=2] best score = 0.01308632; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.647s]
-02/01/24 12:10:33| DEBUG [size=34,place=1] best score = 0.00826323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 269.024s]
-02/01/24 12:10:33| DEBUG [size=34,place=2] best score = 0.00969789; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 269.025s]
-02/01/24 12:12:57| DEBUG [size=27,place=1] best score = 0.00913886; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.865s]
-02/01/24 12:12:57| DEBUG [size=27,place=2] best score = 0.00918544; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 143.866s]
-02/01/24 12:12:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00826) [took 582.5556s]
-02/01/24 12:18:04| INFO m3w_kde_lr_gs finished [took 889.1597s]
-02/01/24 12:18:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 3990.7743s]
-02/01/24 12:18:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-02/01/24 12:28:18| INFO bin_kde_lr_mc finished [took 609.2024s]
-02/01/24 12:28:27| INFO bin_kde_lr_c finished [took 617.8411s]
-02/01/24 12:28:34| INFO bin_kde_lr finished [took 624.7424s]
-02/01/24 12:28:51| INFO bin_kde_lr_ne finished [took 641.3851s]
-02/01/24 12:30:11| INFO m3w_kde_lr finished [took 722.2360s]
-02/01/24 12:30:30| INFO m3w_kde_lr_c finished [took 741.2890s]
-02/01/24 12:31:03| INFO mul_kde_lr_ne finished [took 773.5894s]
-02/01/24 12:31:18| INFO mul_kde_lr finished [took 789.2610s]
-02/01/24 12:31:34| INFO mul_kde_lr_mc finished [took 806.8797s]
-02/01/24 12:31:37| INFO ref finished [took 85.1667s]
-02/01/24 12:31:55| INFO atc_mc finished [took 83.7089s]
-02/01/24 12:32:06| INFO m3w_kde_lr_mc finished [took 836.4689s]
-02/01/24 12:32:21| INFO doc finished [took 77.9624s]
-02/01/24 12:32:37| INFO mul_kde_lr_c finished [took 867.3839s]
-02/01/24 12:35:28| INFO bin_kde_lr_is finished [took 420.1192s]
-02/01/24 12:36:43| INFO m3w_kde_lr_ne finished [took 503.5448s]
-02/01/24 12:37:40| INFO m3w_kde_lr_is finished [took 528.4140s]
-02/01/24 12:38:01| INFO mul_kde_lr_is finished [took 566.0183s]
-02/01/24 12:39:06| DEBUG [size=11,place=1] best score = 0.00856505; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 64.363s]
-02/01/24 12:39:06| DEBUG [size=11,place=2] best score = 0.00969496; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 64.364s]
-02/01/24 12:42:50| DEBUG [size=52,place=1] best score = 0.00677462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.797s]
-02/01/24 12:42:50| DEBUG [size=52,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.797s]
-02/01/24 12:44:02| DEBUG [size=16,place=1] best score = 0.00678003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 72.087s]
-02/01/24 12:44:02| DEBUG [size=16,place=2] best score = 0.00680675; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 72.087s]
-02/01/24 12:44:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00677) [took 360.3693s]
-02/01/24 12:47:54| INFO bin_kde_lr_gs finished [took 592.1149s]
-02/01/24 12:51:55| DEBUG [size=11,place=1] best score = 0.00812404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 240.604s]
-02/01/24 12:51:55| DEBUG [size=11,place=2] best score = 0.01179100; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 240.604s]
-02/01/24 13:07:14| DEBUG [size=52,place=1] best score = 0.00724978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 919.488s]
-02/01/24 13:07:14| DEBUG [size=52,place=2] best score = 0.00761122; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 919.488s]
-02/01/24 13:25:28| DEBUG [size=41,place=1] best score = 0.00712704; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 1093.926s]
-02/01/24 13:25:28| DEBUG [size=41,place=2] best score = 0.00733570; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 1093.926s]
-02/01/24 13:30:04| DEBUG [size=14,place=1] best score = 0.00741006; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 275.973s]
-02/01/24 13:30:04| DEBUG [size=14,place=2] best score = 0.00772931; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 275.974s]
-02/01/24 13:30:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00713) [took 2530.0071s]
-02/01/24 13:36:59| INFO mul_kde_lr_gs finished [took 2944.3477s]
-02/01/24 13:39:48| DEBUG [size=11,place=1] best score = 0.00842696; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 168.936s]
-02/01/24 13:39:48| DEBUG [size=11,place=2] best score = 0.00894397; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 168.937s]
-02/01/24 13:53:29| DEBUG [size=51,place=1] best score = 0.00710854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 821.074s]
-02/01/24 13:53:29| DEBUG [size=51,place=2] best score = 0.00839045; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 821.075s]
-02/01/24 13:55:56| DEBUG [size=14,place=1] best score = 0.00807203; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 146.172s]
-02/01/24 13:55:56| DEBUG [size=14,place=2] best score = 0.00850139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 146.173s]
-02/01/24 13:55:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00711) [took 1136.2936s]
-02/01/24 14:00:05| INFO m3w_kde_lr_gs finished [took 1385.7257s]
-02/01/24 14:00:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 6121.3366s]
-02/01/24 14:00:05| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-02/01/24 14:10:43| INFO bin_kde_lr_mc finished [took 635.8698s]
-02/01/24 14:11:03| INFO bin_kde_lr_c finished [took 655.1578s]
-02/01/24 14:11:09| INFO bin_kde_lr finished [took 661.9415s]
-02/01/24 14:11:10| INFO bin_kde_lr_ne finished [took 657.3803s]
-02/01/24 14:13:36| INFO m3w_kde_lr finished [took 808.2982s]
-02/01/24 14:14:14| INFO m3w_kde_lr_c finished [took 846.4517s]
-02/01/24 14:14:38| INFO ref finished [took 61.4258s]
-02/01/24 14:14:54| INFO m3w_kde_lr_mc finished [took 882.1468s]
-02/01/24 14:15:37| INFO mul_kde_lr finished [took 929.5060s]
-02/01/24 14:15:43| INFO atc_mc finished [took 88.8051s]
-02/01/24 14:15:54| INFO mul_kde_lr_c finished [took 946.3064s]
-02/01/24 14:15:55| INFO doc finished [took 76.5139s]
-02/01/24 14:16:10| INFO mul_kde_lr_ne finished [took 957.9979s]
-02/01/24 14:16:13| INFO mul_kde_lr_mc finished [took 966.3035s]
-02/01/24 14:18:57| INFO bin_kde_lr_is finished [took 473.5024s]
-02/01/24 14:21:06| INFO m3w_kde_lr_ne finished [took 621.7541s]
-02/01/24 14:21:21| INFO m3w_kde_lr_is finished [took 610.2332s]
-02/01/24 14:22:03| INFO mul_kde_lr_is finished [took 653.1436s]
-02/01/24 14:23:06| DEBUG [size=11,place=1] best score = 0.00885658; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.270s]
-02/01/24 14:23:06| DEBUG [size=11,place=2] best score = 0.00923764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.271s]
-02/01/24 14:26:43| DEBUG [size=53,place=1] best score = 0.00674382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.800s]
-02/01/24 14:26:43| DEBUG [size=53,place=2] best score = 0.00720964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.801s]
-02/01/24 14:27:52| DEBUG [size=16,place=1] best score = 0.00651409; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 68.565s]
-02/01/24 14:27:52| DEBUG [size=16,place=2] best score = 0.00775556; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 68.566s]
-02/01/24 14:32:14| DEBUG [size=39,place=1] best score = 0.00669961; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.815s]
-02/01/24 14:32:14| DEBUG [size=39,place=2] best score = 0.00729807; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.816s]
-02/01/24 14:32:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00651) [took 609.5690s]
-02/01/24 14:36:03| INFO bin_kde_lr_gs finished [took 838.9687s]
-02/01/24 14:39:59| DEBUG [size=11,place=1] best score = 0.00812606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 234.944s]
-02/01/24 14:39:59| DEBUG [size=11,place=2] best score = 0.01074759; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.945s]
-02/01/24 14:54:19| DEBUG [size=50,place=1] best score = 0.00702078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.365s]
-02/01/24 14:54:19| DEBUG [size=50,place=2] best score = 0.00715817; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.366s]
-02/01/24 15:13:13| DEBUG [size=42,place=1] best score = 0.00696843; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1133.477s]
-02/01/24 15:13:13| DEBUG [size=42,place=2] best score = 0.00707395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1133.477s]
-02/01/24 15:23:56| DEBUG [size=28,place=1] best score = 0.00675389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 643.872s]
-02/01/24 15:23:56| DEBUG [size=28,place=2] best score = 0.00799254; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 643.873s]
-02/01/24 15:31:11| DEBUG [size=25,place=1] best score = 0.00713287; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 434.643s]
-02/01/24 15:31:11| DEBUG [size=25,place=2] best score = 0.00789940; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 434.644s]
-02/01/24 15:31:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00675) [took 3307.4191s]
-02/01/24 15:36:01| INFO mul_kde_lr_gs finished [took 3597.5265s]
-02/01/24 15:38:57| DEBUG [size=11,place=1] best score = 0.00992394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 174.478s]
-02/01/24 15:38:57| DEBUG [size=11,place=2] best score = 0.01105798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.479s]
-02/01/24 15:50:02| DEBUG [size=53,place=1] best score = 0.00790548; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 664.948s]
-02/01/24 15:50:02| DEBUG [size=53,place=2] best score = 0.00799767; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 664.948s]
-02/01/24 16:00:25| DEBUG [size=42,place=1] best score = 0.00787823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 623.491s]
-02/01/24 16:00:25| DEBUG [size=42,place=2] best score = 0.00796865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 623.491s]
-02/01/24 16:03:39| DEBUG [size=14,place=1] best score = 0.00817671; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 194.084s]
-02/01/24 16:03:39| DEBUG [size=14,place=2] best score = 0.00834057; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 194.084s]
-02/01/24 16:03:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00788) [took 1657.1148s]
-02/01/24 16:07:37| INFO m3w_kde_lr_gs finished [took 1894.6474s]
-02/01/24 16:07:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 7651.6789s]
-02/01/24 16:07:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-02/01/24 16:16:33| INFO bin_kde_lr_c finished [took 534.9289s]
-02/01/24 16:18:16| INFO bin_kde_lr finished [took 637.8618s]
-02/01/24 16:18:23| INFO bin_kde_lr_mc finished [took 644.4268s]
-02/01/24 16:18:31| INFO bin_kde_lr_ne finished [took 652.2919s]
-02/01/24 16:19:46| INFO m3w_kde_lr finished [took 727.7703s]
-02/01/24 16:20:39| INFO m3w_kde_lr_mc finished [took 780.7197s]
-02/01/24 16:21:04| INFO mul_kde_lr_mc finished [took 805.8109s]
-02/01/24 16:21:08| INFO ref finished [took 81.3181s]
-02/01/24 16:21:15| INFO mul_kde_lr finished [took 816.7490s]
-02/01/24 16:21:18| INFO m3w_kde_lr_c finished [took 819.6392s]
-02/01/24 16:21:19| INFO mul_kde_lr_ne finished [took 817.8412s]
-02/01/24 16:21:21| INFO mul_kde_lr_c finished [took 823.1320s]
-02/01/24 16:21:50| INFO atc_mc finished [took 70.0930s]
-02/01/24 16:22:03| INFO doc finished [took 57.8856s]
-02/01/24 16:24:45| INFO m3w_kde_lr_ne finished [took 491.7101s]
-02/01/24 16:25:20| INFO bin_kde_lr_is finished [took 422.8329s]
-02/01/24 16:27:18| INFO m3w_kde_lr_is finished [took 526.9409s]
-02/01/24 16:27:48| INFO mul_kde_lr_is finished [took 564.1875s]
-02/01/24 16:28:51| DEBUG [size=11,place=1] best score = 0.00776187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.411s]
-02/01/24 16:28:51| DEBUG [size=11,place=2] best score = 0.01514816; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 62.412s]
-02/01/24 16:30:32| DEBUG [size=34,place=1] best score = 0.00745125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 101.402s]
-02/01/24 16:30:32| DEBUG [size=34,place=2] best score = 0.00748704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 101.402s]
-02/01/24 16:31:37| DEBUG [size=16,place=1] best score = 0.00833128; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.080s]
-02/01/24 16:31:37| DEBUG [size=16,place=2] best score = 0.00844493; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 65.080s]
-02/01/24 16:31:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00745) [took 229.0101s]
-02/01/24 16:34:58| INFO bin_kde_lr_gs finished [took 429.4379s]
-02/01/24 16:38:54| DEBUG [size=11,place=1] best score = 0.01019345; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 235.937s]
-02/01/24 16:38:54| DEBUG [size=11,place=2] best score = 0.01470412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.937s]
-02/01/24 16:54:33| DEBUG [size=53,place=1] best score = 0.00655354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.378s]
-02/01/24 16:54:33| DEBUG [size=53,place=2] best score = 0.00787349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 939.378s]
-02/01/24 16:58:40| DEBUG [size=16,place=1] best score = 0.00770464; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 246.645s]
-02/01/24 16:58:40| DEBUG [size=16,place=2] best score = 0.00864607; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 246.646s]
-02/01/24 16:58:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00655) [took 1421.9793s]
-02/01/24 17:04:05| INFO mul_kde_lr_gs finished [took 1746.7051s]
-02/01/24 17:06:55| DEBUG [size=11,place=1] best score = 0.00850615; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.732s]
-02/01/24 17:06:55| DEBUG [size=11,place=2] best score = 0.00971086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.732s]
-02/01/24 17:11:34| DEBUG [size=34,place=1] best score = 0.00680081; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 279.124s]
-02/01/24 17:11:34| DEBUG [size=34,place=2] best score = 0.00770326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 279.125s]
-02/01/24 17:14:26| DEBUG [size=16,place=1] best score = 0.00772220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 171.715s]
-02/01/24 17:14:26| DEBUG [size=16,place=2] best score = 0.00775601; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.715s]
-02/01/24 17:14:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00680) [took 620.6870s]
-02/01/24 17:18:13| INFO m3w_kde_lr_gs finished [took 847.3995s]
-02/01/24 17:18:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 4235.8251s]
-02/01/24 17:18:13| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-02/01/24 17:29:10| INFO bin_kde_lr finished [took 654.3123s]
-02/01/24 17:29:11| INFO bin_kde_lr_c finished [took 656.7069s]
-02/01/24 17:29:20| INFO bin_kde_lr_ne finished [took 664.5401s]
-02/01/24 17:29:20| INFO bin_kde_lr_mc finished [took 665.1431s]
-02/01/24 17:30:42| INFO m3w_kde_lr finished [took 746.2214s]
-02/01/24 17:30:57| INFO m3w_kde_lr_mc finished [took 762.1933s]
-02/01/24 17:31:37| INFO ref finished [took 54.7585s]
-02/01/24 17:31:49| INFO m3w_kde_lr_c finished [took 813.9690s]
-02/01/24 17:32:02| INFO mul_kde_lr_ne finished [took 826.4187s]
-02/01/24 17:32:05| INFO mul_kde_lr finished [took 829.9779s]
-02/01/24 17:32:20| INFO mul_kde_lr_c finished [took 844.9961s]
-02/01/24 17:32:27| INFO atc_mc finished [took 89.2054s]
-02/01/24 17:32:30| INFO mul_kde_lr_mc finished [took 854.6743s]
-02/01/24 17:32:42| INFO doc finished [took 64.6520s]
-02/01/24 17:36:29| INFO bin_kde_lr_is finished [took 437.2971s]
-02/01/24 17:37:51| INFO m3w_kde_lr_ne finished [took 521.1241s]
-02/01/24 17:38:15| INFO m3w_kde_lr_is finished [took 533.9188s]
-02/01/24 17:38:47| INFO mul_kde_lr_is finished [took 566.6127s]
-02/01/24 17:39:49| DEBUG [size=11,place=1] best score = 0.01045856; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.252s]
-02/01/24 17:39:49| DEBUG [size=11,place=2] best score = 0.01059988; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 61.252s]
-02/01/24 17:43:30| DEBUG [size=52,place=1] best score = 0.00894600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 220.986s]
-02/01/24 17:43:30| DEBUG [size=52,place=2] best score = 0.00894932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.987s]
-02/01/24 17:44:39| DEBUG [size=16,place=1] best score = 0.00541985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.434s]
-02/01/24 17:44:39| DEBUG [size=16,place=2] best score = 0.00651111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.435s]
-02/01/24 17:48:15| DEBUG [size=44,place=1] best score = 0.00529105; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 216.543s]
-02/01/24 17:48:15| DEBUG [size=44,place=2] best score = 0.00531296; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 216.543s]
-02/01/24 17:50:41| DEBUG [size=25,place=1] best score = 0.00534310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 145.698s]
-02/01/24 17:50:41| DEBUG [size=25,place=2] best score = 0.00648029; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.699s]
-02/01/24 17:50:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00529) [took 713.0379s]
-02/01/24 17:54:35| INFO bin_kde_lr_gs finished [took 946.6872s]
-02/01/24 17:58:30| DEBUG [size=11,place=1] best score = 0.01002312; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.883s]
-02/01/24 17:58:30| DEBUG [size=11,place=2] best score = 0.01013488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.884s]
-02/01/24 18:18:21| DEBUG [size=50,place=1] best score = 0.00735391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1191.046s]
-02/01/24 18:18:21| DEBUG [size=50,place=2] best score = 0.00837600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1191.046s]
-02/01/24 18:22:05| DEBUG [size=14,place=1] best score = 0.00494190; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 223.851s]
-02/01/24 18:22:05| DEBUG [size=14,place=2] best score = 0.00606744; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 223.852s]
-02/01/24 18:30:20| DEBUG [size=38,place=1] best score = 0.00540545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 495.238s]
-02/01/24 18:30:20| DEBUG [size=38,place=2] best score = 0.00554091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 495.238s]
-02/01/24 18:30:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00494) [took 2145.1323s]
-02/01/24 18:35:11| INFO mul_kde_lr_gs finished [took 2435.9109s]
-02/01/24 18:38:03| DEBUG [size=11,place=1] best score = 0.01144390; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 170.633s]
-02/01/24 18:38:03| DEBUG [size=11,place=2] best score = 0.01160773; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 170.633s]
-02/01/24 18:46:38| DEBUG [size=32,place=1] best score = 0.00854046; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 515.434s]
-02/01/24 18:46:38| DEBUG [size=32,place=2] best score = 0.00884623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 515.434s]
-02/01/24 18:49:49| DEBUG [size=16,place=1] best score = 0.01011544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.590s]
-02/01/24 18:49:49| DEBUG [size=16,place=2] best score = 0.01013225; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.591s]
-02/01/24 18:49:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00854) [took 876.7731s]
-02/01/24 18:54:15| INFO m3w_kde_lr_gs finished [took 1143.4961s]
-02/01/24 18:54:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 5762.7763s]
-02/01/24 18:54:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-02/01/24 19:05:42| INFO bin_kde_lr_c finished [took 683.6847s]
-02/01/24 19:06:24| INFO bin_kde_lr_ne finished [took 720.7595s]
-02/01/24 19:06:38| INFO bin_kde_lr_mc finished [took 739.8667s]
-02/01/24 19:06:44| INFO bin_kde_lr finished [took 746.2008s]
-02/01/24 19:08:21| INFO m3w_kde_lr finished [took 843.6908s]
-02/01/24 19:09:03| INFO m3w_kde_lr_mc finished [took 883.6728s]
-02/01/24 19:09:39| INFO ref finished [took 77.4800s]
-02/01/24 19:09:40| INFO m3w_kde_lr_c finished [took 922.2722s]
-02/01/24 19:09:42| INFO mul_kde_lr finished [took 923.7393s]
-02/01/24 19:09:57| INFO mul_kde_lr_mc finished [took 939.1954s]
-02/01/24 19:10:23| INFO atc_mc finished [took 78.5635s]
-02/01/24 19:10:29| INFO mul_kde_lr_ne finished [took 965.7125s]
-02/01/24 19:10:36| INFO mul_kde_lr_c finished [took 978.6720s]
-02/01/24 19:10:55| INFO doc finished [took 75.2874s]
-02/01/24 19:14:51| INFO bin_kde_lr_is finished [took 505.7754s]
-02/01/24 19:15:16| INFO m3w_kde_lr_ne finished [took 574.2775s]
-02/01/24 19:16:41| INFO m3w_kde_lr_is finished [took 595.5924s]
-02/01/24 19:17:53| INFO mul_kde_lr_is finished [took 674.1411s]
-02/01/24 19:18:55| DEBUG [size=11,place=1] best score = 0.00862805; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 61.479s]
-02/01/24 19:18:55| DEBUG [size=11,place=2] best score = 0.00927636; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 61.479s]
-02/01/24 19:23:15| DEBUG [size=51,place=1] best score = 0.00850826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 259.732s]
-02/01/24 19:23:15| DEBUG [size=51,place=2] best score = 0.00853837; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 259.732s]
-02/01/24 19:24:24| DEBUG [size=16,place=1] best score = 0.00851674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s]
-02/01/24 19:24:24| DEBUG [size=16,place=2] best score = 0.00852011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s]
-02/01/24 19:24:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00851) [took 390.4916s]
-02/01/24 19:28:22| INFO bin_kde_lr_gs finished [took 628.7523s]
-02/01/24 19:32:21| DEBUG [size=11,place=1] best score = 0.00911051; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 237.694s]
-02/01/24 19:32:21| DEBUG [size=11,place=2] best score = 0.00976105; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 237.695s]
-02/01/24 19:52:24| DEBUG [size=52,place=1] best score = 0.00813714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 1203.319s]
-02/01/24 19:52:24| DEBUG [size=52,place=2] best score = 0.00813754; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 1203.320s]
-02/01/24 19:55:16| DEBUG [size=9,place=1] best score = 0.00836973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s]
-02/01/24 19:55:16| DEBUG [size=9,place=2] best score = 0.01051549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s]
-02/01/24 19:55:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 1613.2390s]
-02/01/24 20:02:19| INFO mul_kde_lr_gs finished [took 2036.4235s]
-02/01/24 20:05:13| DEBUG [size=11,place=1] best score = 0.01520504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 172.516s]
-02/01/24 20:05:13| DEBUG [size=11,place=2] best score = 0.01591944; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 172.516s]
-02/01/24 20:20:50| DEBUG [size=53,place=1] best score = 0.01349524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 936.508s]
-02/01/24 20:20:50| DEBUG [size=53,place=2] best score = 0.01360995; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 936.508s]
-02/01/24 20:24:18| DEBUG [size=16,place=1] best score = 0.01376144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 208.742s]
-02/01/24 20:24:18| DEBUG [size=16,place=2] best score = 0.01407972; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 208.743s]
-02/01/24 20:24:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01350) [took 1317.8802s]
-02/01/24 20:30:47| INFO m3w_kde_lr_gs finished [took 1706.4894s]
-02/01/24 20:30:47| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 5791.5091s]
-02/01/24 20:30:47| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-02/01/24 20:43:12| INFO bin_kde_lr_c finished [took 739.7763s]
-02/01/24 20:43:33| INFO bin_kde_lr_ne finished [took 761.3269s]
-02/01/24 20:43:57| INFO bin_kde_lr finished [took 785.2356s]
-02/01/24 20:44:02| INFO bin_kde_lr_mc finished [took 790.1126s]
-02/01/24 20:45:22| INFO m3w_kde_lr_mc finished [took 869.9909s]
-02/01/24 20:45:42| INFO m3w_kde_lr_c finished [took 889.9314s]
-02/01/24 20:45:46| INFO mul_kde_lr_mc finished [took 893.9086s]
-02/01/24 20:46:00| INFO m3w_kde_lr finished [took 908.4717s]
-02/01/24 20:46:48| INFO doc finished [took 62.1226s]
-02/01/24 20:46:50| INFO ref finished [took 87.1244s]
-02/01/24 20:46:53| INFO mul_kde_lr_c finished [took 960.7549s]
-02/01/24 20:46:57| INFO mul_kde_lr_ne finished [took 966.4175s]
-02/01/24 20:47:06| INFO mul_kde_lr finished [took 974.4396s]
-02/01/24 20:47:09| INFO atc_mc finished [took 86.2941s]
-02/01/24 20:52:39| INFO bin_kde_lr_is finished [took 544.4662s]
-02/01/24 20:53:25| INFO m3w_kde_lr_ne finished [took 612.8911s]
-02/01/24 20:53:55| INFO m3w_kde_lr_is finished [took 592.3837s]
-02/01/24 20:54:19| INFO mul_kde_lr_is finished [took 621.1118s]
-02/01/24 20:55:20| DEBUG [size=11,place=1] best score = 0.00697207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 61.085s]
-02/01/24 20:55:20| DEBUG [size=11,place=2] best score = 0.00832428; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.086s]
-02/01/24 20:57:07| DEBUG [size=34,place=1] best score = 0.00540271; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 106.514s]
-02/01/24 20:57:07| DEBUG [size=34,place=2] best score = 0.00542619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 106.515s]
-02/01/24 21:00:01| DEBUG [size=44,place=1] best score = 0.00472139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 173.618s]
-02/01/24 21:00:01| DEBUG [size=44,place=2] best score = 0.00479071; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 173.618s]
-02/01/24 21:00:57| DEBUG [size=14,place=1] best score = 0.00455215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 56.805s]
-02/01/24 21:00:57| DEBUG [size=14,place=2] best score = 0.00467292; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.806s]
-02/01/24 21:02:17| DEBUG [size=21,place=1] best score = 0.00471257; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.178s]
-02/01/24 21:02:17| DEBUG [size=21,place=2] best score = 0.00507547; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 79.178s]
-02/01/24 21:02:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00455) [took 477.2244s]
-02/01/24 21:06:18| INFO bin_kde_lr_gs finished [took 718.7884s]
-02/01/24 21:10:08| DEBUG [size=11,place=1] best score = 0.00875691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.663s]
-02/01/24 21:10:08| DEBUG [size=11,place=2] best score = 0.01107449; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.664s]
-02/01/24 21:17:02| DEBUG [size=34,place=1] best score = 0.00763711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 413.341s]
-02/01/24 21:17:02| DEBUG [size=34,place=2] best score = 0.00799170; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 413.342s]
-02/01/24 21:21:03| DEBUG [size=16,place=1] best score = 0.00752164; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 241.072s]
-02/01/24 21:21:03| DEBUG [size=16,place=2] best score = 0.01004041; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 241.072s]
-02/01/24 21:27:04| DEBUG [size=20,place=1] best score = 0.00694597; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 361.022s]
-02/01/24 21:27:04| DEBUG [size=20,place=2] best score = 0.00704831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.022s]
-02/01/24 21:31:08| DEBUG [size=14,place=1] best score = 0.01027879; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 243.887s]
-02/01/24 21:31:08| DEBUG [size=14,place=2] best score = 0.01040925; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 243.888s]
-02/01/24 21:31:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00695) [took 1489.1057s]
-02/01/24 21:35:54| INFO mul_kde_lr_gs finished [took 1775.6414s]
-02/01/24 21:38:45| DEBUG [size=11,place=1] best score = 0.00732318; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 170.042s]
-02/01/24 21:38:45| DEBUG [size=11,place=2] best score = 0.00833196; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.042s]
-02/01/24 21:49:50| DEBUG [size=53,place=1] best score = 0.00688976; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 665.003s]
-02/01/24 21:49:50| DEBUG [size=53,place=2] best score = 0.00699353; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 665.004s]
-02/01/24 21:52:46| DEBUG [size=16,place=1] best score = 0.00696447; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 175.819s]
-02/01/24 21:52:46| DEBUG [size=16,place=2] best score = 0.00696623; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 175.819s]
-02/01/24 21:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00689) [took 1010.8801s]
-02/01/24 21:57:13| INFO m3w_kde_lr_gs finished [took 1277.8073s]
-02/01/24 21:57:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 5185.9419s]
-----------------------------------------------------------------------------------------------------
-03/01/24 15:58:06| INFO dataset rcv1_CCAT [pool size: 10]
-03/01/24 15:58:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-03/01/24 16:03:05| INFO d_m3w_sld_rbf_c finished [took 293.6715s]
-03/01/24 16:03:07| INFO d_m3w_sld_rbf_mc finished [took 297.1171s]
-03/01/24 16:03:07| INFO d_bin_sld_rbf_ne finished [took 295.5722s]
-03/01/24 16:03:19| INFO d_m3w_sld_rbf finished [took 307.5435s]
-03/01/24 16:03:21| INFO d_bin_sld_rbf_mc finished [took 309.5679s]
-03/01/24 16:03:21| INFO d_bin_sld_rbf_c finished [took 309.9217s]
-03/01/24 16:03:42| INFO d_mul_sld_rbf_ne finished [took 330.1160s]
-03/01/24 16:03:46| INFO d_mul_sld_rbf finished [took 334.7731s]
-03/01/24 16:03:49| INFO d_mul_sld_rbf_c finished [took 337.2883s]
-03/01/24 16:03:59| INFO d_mul_sld_rbf_mc finished [took 347.4340s]
-03/01/24 16:04:49| INFO ref finished [took 86.8265s]
-03/01/24 16:04:52| INFO atc_mc finished [took 89.7290s]
-03/01/24 16:05:02| INFO d_bin_sld_rbf finished [took 411.0575s]
-03/01/24 16:05:07| INFO doc finished [took 84.6837s]
-03/01/24 16:06:15| INFO d_m3w_sld_rbf_ne finished [took 188.9229s]
-03/01/24 16:06:35| INFO d_mul_sld_rbf_is finished [took 207.3731s]
-03/01/24 16:06:39| INFO d_m3w_sld_rbf_is finished [took 199.0175s]
-03/01/24 16:06:49| INFO d_bin_sld_rbf_is finished [took 221.5465s]
-03/01/24 16:07:15| DEBUG [size=11,place=1] best score = 0.00856450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 24.755s]
-03/01/24 16:07:15| DEBUG [size=11,place=2] best score = 0.01259650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.756s]
-03/01/24 16:10:22| DEBUG [size=28,place=1] best score = 0.00637255; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 187.405s]
-03/01/24 16:10:22| DEBUG [size=28,place=2] best score = 0.00881960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 187.405s]
-03/01/24 16:11:01| DEBUG [size=17,place=1] best score = 0.00691988; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.172s]
-03/01/24 16:11:01| DEBUG [size=17,place=2] best score = 0.00884210; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.173s]
-03/01/24 16:11:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00637) [took 250.4410s]
-03/01/24 16:13:05| INFO d_bin_sld_rbf_gs finished [took 375.0995s]
-03/01/24 16:13:37| DEBUG [size=11,place=1] best score = 0.00815313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.873s]
-03/01/24 16:13:37| DEBUG [size=11,place=2] best score = 0.00949693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.874s]
-03/01/24 16:16:02| DEBUG [size=28,place=1] best score = 0.00818784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.089s]
-03/01/24 16:16:02| DEBUG [size=28,place=2] best score = 0.00970266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 145.089s]
-03/01/24 16:16:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00815) [took 176.0687s]
-03/01/24 16:18:18| INFO d_mul_sld_rbf_gs finished [took 311.7971s]
-03/01/24 16:18:46| DEBUG [size=11,place=1] best score = 0.00708895; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.818s]
-03/01/24 16:18:46| DEBUG [size=11,place=2] best score = 0.00898320; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 26.819s]
-03/01/24 16:20:47| DEBUG [size=28,place=1] best score = 0.00821430; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.149s]
-03/01/24 16:20:47| DEBUG [size=28,place=2] best score = 0.00914938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.150s]
-03/01/24 16:20:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00709) [took 148.0748s]
-03/01/24 16:23:15| INFO d_m3w_sld_rbf_gs finished [took 295.7051s]
-03/01/24 16:23:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1509.0580s]
-03/01/24 16:23:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-03/01/24 16:28:08| INFO d_bin_sld_rbf_c finished [took 289.5764s]
-03/01/24 16:28:08| INFO d_bin_sld_rbf_mc finished [took 290.0857s]
-03/01/24 16:28:16| INFO d_bin_sld_rbf finished [took 297.0008s]
-03/01/24 16:29:04| INFO d_m3w_sld_rbf finished [took 345.3522s]
-03/01/24 16:29:17| INFO d_m3w_sld_rbf_mc finished [took 358.4127s]
-03/01/24 16:29:24| INFO d_m3w_sld_rbf_c finished [took 365.0304s]
-03/01/24 16:29:38| INFO d_mul_sld_rbf_c finished [took 379.7522s]
-03/01/24 16:30:03| INFO d_mul_sld_rbf_mc finished [took 404.5035s]
-03/01/24 16:30:21| INFO d_mul_sld_rbf finished [took 422.5101s]
-03/01/24 16:30:47| INFO ref finished [took 89.1311s]
-03/01/24 16:30:49| INFO atc_mc finished [took 85.0586s]
-03/01/24 16:30:51| INFO d_mul_sld_rbf_ne finished [took 452.6123s]
-03/01/24 16:30:59| INFO doc finished [took 79.5883s]
-03/01/24 16:31:31| INFO d_bin_sld_rbf_ne finished [took 492.3906s]
-03/01/24 16:32:26| INFO d_m3w_sld_rbf_ne finished [took 256.5896s]
-03/01/24 16:32:45| INFO d_m3w_sld_rbf_is finished [took 220.3774s]
-03/01/24 16:32:56| INFO d_mul_sld_rbf_is finished [took 279.5446s]
-03/01/24 16:33:51| INFO d_bin_sld_rbf_is finished [took 341.7105s]
-03/01/24 16:34:09| DEBUG [size=11,place=1] best score = 0.01010201; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.955s]
-03/01/24 16:34:09| DEBUG [size=11,place=2] best score = 0.01033457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.955s]
-03/01/24 16:35:39| DEBUG [size=28,place=1] best score = 0.00722806; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 90.081s]
-03/01/24 16:35:39| DEBUG [size=28,place=2] best score = 0.00745306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.082s]
-03/01/24 16:37:40| DEBUG [size=26,place=1] best score = 0.01119317; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 120.771s]
-03/01/24 16:37:40| DEBUG [size=26,place=2] best score = 0.01137114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 120.771s]
-03/01/24 16:37:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00723) [took 227.9157s]
-03/01/24 16:42:50| INFO d_bin_sld_rbf_gs finished [took 537.8465s]
-03/01/24 16:43:21| DEBUG [size=11,place=1] best score = 0.01540531; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.626s]
-03/01/24 16:43:21| DEBUG [size=11,place=2] best score = 0.01839151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.626s]
-03/01/24 16:45:54| DEBUG [size=28,place=1] best score = 0.01163778; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s]
-03/01/24 16:45:54| DEBUG [size=28,place=2] best score = 0.01252821; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s]
-03/01/24 16:52:03| DEBUG [size=20,place=1] best score = 0.00996001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.896s]
-03/01/24 16:52:03| DEBUG [size=20,place=2] best score = 0.01215340; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.897s]
-03/01/24 16:52:52| DEBUG [size=11,place=1] best score = 0.00994373; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 49.259s]
-03/01/24 16:52:52| DEBUG [size=11,place=2] best score = 0.01278331; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.260s]
-03/01/24 17:01:17| DEBUG [size=20,place=1] best score = 0.00838250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 505.172s]
-03/01/24 17:01:17| DEBUG [size=20,place=2] best score = 0.00914437; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 505.172s]
-03/01/24 17:10:51| DEBUG [size=13,place=1] best score = 0.00738845; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 573.682s]
-03/01/24 17:10:51| DEBUG [size=13,place=2] best score = 0.00885085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 573.683s]
-03/01/24 17:21:47| DEBUG [size=17,place=1] best score = 0.01418207; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s]
-03/01/24 17:21:47| DEBUG [size=17,place=2] best score = 0.01561966; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s]
-03/01/24 17:21:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00739) [took 2335.7900s]
-03/01/24 17:25:10| INFO d_mul_sld_rbf_gs finished [took 2538.5869s]
-03/01/24 17:25:43| DEBUG [size=11,place=1] best score = 0.00884403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 31.872s]
-03/01/24 17:25:43| DEBUG [size=11,place=2] best score = 0.01149285; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': None} [took 31.873s]
-03/01/24 17:28:05| DEBUG [size=28,place=1] best score = 0.00731754; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 142.101s]
-03/01/24 17:28:05| DEBUG [size=28,place=2] best score = 0.00802235; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.102s]
-03/01/24 17:34:32| DEBUG [size=22,place=1] best score = 0.00733894; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 387.070s]
-03/01/24 17:34:32| DEBUG [size=22,place=2] best score = 0.00769157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 387.071s]
-03/01/24 17:34:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 561.1562s]
-03/01/24 17:40:00| INFO d_m3w_sld_rbf_gs finished [took 889.0425s]
-03/01/24 17:40:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4605.0013s]
-03/01/24 17:40:00| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-03/01/24 17:44:17| INFO d_bin_sld_rbf finished [took 252.7217s]
-03/01/24 17:44:40| INFO d_bin_sld_rbf_ne finished [took 274.8340s]
-03/01/24 17:44:53| INFO d_bin_sld_rbf_mc finished [took 287.2478s]
-03/01/24 17:44:55| INFO d_bin_sld_rbf_c finished [took 288.9330s]
-03/01/24 17:45:10| INFO d_mul_sld_rbf finished [took 304.2819s]
-03/01/24 17:45:48| INFO d_m3w_sld_rbf_c finished [took 342.2759s]
-03/01/24 17:46:04| INFO d_m3w_sld_rbf finished [took 358.6060s]
-03/01/24 17:46:17| INFO d_m3w_sld_rbf_mc finished [took 371.7313s]
-03/01/24 17:46:26| INFO d_mul_sld_rbf_ne finished [took 380.5977s]
-03/01/24 17:46:33| INFO d_mul_sld_rbf_mc finished [took 386.9857s]
-03/01/24 17:46:42| INFO ref finished [took 91.1043s]
-03/01/24 17:46:47| INFO atc_mc finished [took 58.3767s]
-03/01/24 17:47:10| INFO doc finished [took 64.8698s]
-03/01/24 17:47:18| INFO d_mul_sld_rbf_c finished [took 432.1811s]
-03/01/24 17:48:23| INFO d_m3w_sld_rbf_ne finished [took 244.7157s]
-03/01/24 17:48:45| INFO d_m3w_sld_rbf_is finished [took 229.7189s]
-03/01/24 17:49:08| INFO d_bin_sld_rbf_is finished [took 266.4798s]
-03/01/24 17:50:02| INFO d_mul_sld_rbf_is finished [took 308.4638s]
-03/01/24 17:50:21| DEBUG [size=11,place=1] best score = 0.01392546; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.620s]
-03/01/24 17:50:21| DEBUG [size=11,place=2] best score = 0.01482634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 17.620s]
-03/01/24 17:51:37| DEBUG [size=28,place=1] best score = 0.01379176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 76.170s]
-03/01/24 17:51:37| DEBUG [size=28,place=2] best score = 0.01382448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.171s]
-03/01/24 17:52:36| DEBUG [size=22,place=1] best score = 0.01404665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.470s]
-03/01/24 17:52:36| DEBUG [size=22,place=2] best score = 0.01448612; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.471s]
-03/01/24 17:52:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01379) [took 152.3708s]
-03/01/24 17:55:19| INFO d_bin_sld_rbf_gs finished [took 315.2795s]
-03/01/24 17:55:53| DEBUG [size=11,place=1] best score = 0.01170707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.558s]
-03/01/24 17:55:53| DEBUG [size=11,place=2] best score = 0.01703903; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.559s]
-03/01/24 17:57:49| DEBUG [size=28,place=1] best score = 0.01219437; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.778s]
-03/01/24 17:57:49| DEBUG [size=28,place=2] best score = 0.01232025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.779s]
-03/01/24 17:57:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01171) [took 148.4427s]
-03/01/24 18:05:42| INFO d_mul_sld_rbf_gs finished [took 622.0876s]
-03/01/24 18:06:13| DEBUG [size=11,place=1] best score = 0.01116316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.487s]
-03/01/24 18:06:13| DEBUG [size=11,place=2] best score = 0.02037543; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.488s]
-03/01/24 18:08:28| DEBUG [size=28,place=1] best score = 0.01093661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s]
-03/01/24 18:08:28| DEBUG [size=28,place=2] best score = 0.01102480; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s]
-03/01/24 18:09:22| DEBUG [size=16,place=1] best score = 0.01321818; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.576s]
-03/01/24 18:09:22| DEBUG [size=16,place=2] best score = 0.01382667; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 53.576s]
-03/01/24 18:09:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01094) [took 218.5814s]
-03/01/24 18:15:04| INFO d_m3w_sld_rbf_gs finished [took 560.2009s]
-03/01/24 18:15:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 2103.3979s]
-03/01/24 18:15:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-03/01/24 18:20:27| INFO d_m3w_sld_rbf finished [took 318.9853s]
-03/01/24 18:20:37| INFO d_m3w_sld_rbf_c finished [took 328.3487s]
-03/01/24 18:21:04| INFO d_m3w_sld_rbf_mc finished [took 355.1920s]
-03/01/24 18:21:09| INFO d_bin_sld_rbf_ne finished [took 360.9616s]
-03/01/24 18:21:36| INFO d_mul_sld_rbf_c finished [took 389.3773s]
-03/01/24 18:22:13| INFO d_mul_sld_rbf_ne finished [took 424.7271s]
-03/01/24 18:22:22| INFO d_bin_sld_rbf_mc finished [took 433.2354s]
-03/01/24 18:22:35| INFO d_bin_sld_rbf finished [took 446.5443s]
-03/01/24 18:22:56| INFO ref finished [took 79.2443s]
-03/01/24 18:23:16| INFO d_mul_sld_rbf_mc finished [took 487.9490s]
-03/01/24 18:23:21| INFO d_bin_sld_rbf_c finished [took 493.0460s]
-03/01/24 18:23:40| INFO d_mul_sld_rbf finished [took 511.8677s]
-03/01/24 18:23:44| INFO atc_mc finished [took 90.2311s]
-03/01/24 18:23:51| INFO doc finished [took 89.1160s]
-03/01/24 18:24:19| INFO d_m3w_sld_rbf_ne finished [took 230.5426s]
-03/01/24 18:25:05| INFO d_bin_sld_rbf_is finished [took 267.3399s]
-03/01/24 18:25:12| INFO d_m3w_sld_rbf_is finished [took 241.5981s]
-03/01/24 18:26:56| INFO d_mul_sld_rbf_is finished [took 351.9708s]
-03/01/24 18:27:13| DEBUG [size=11,place=1] best score = 0.00875427; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 15.935s]
-03/01/24 18:27:13| DEBUG [size=11,place=2] best score = 0.00935771; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.936s]
-03/01/24 18:28:31| DEBUG [size=28,place=1] best score = 0.00776606; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 77.696s]
-03/01/24 18:28:31| DEBUG [size=28,place=2] best score = 0.00795707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.696s]
-03/01/24 18:29:08| DEBUG [size=20,place=1] best score = 0.00769259; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.887s]
-03/01/24 18:29:08| DEBUG [size=20,place=2] best score = 0.00800109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.888s]
-03/01/24 18:29:53| DEBUG [size=12,place=1] best score = 0.00642181; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 44.530s]
-03/01/24 18:29:53| DEBUG [size=12,place=2] best score = 0.00880346; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 44.530s]
-03/01/24 18:31:58| DEBUG [size=21,place=1] best score = 0.00843858; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s]
-03/01/24 18:31:58| DEBUG [size=21,place=2] best score = 0.00938926; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s]
-03/01/24 18:31:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00642) [took 300.4611s]
-03/01/24 18:36:58| INFO d_bin_sld_rbf_gs finished [took 600.9566s]
-03/01/24 18:37:36| DEBUG [size=11,place=1] best score = 0.00848036; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.761s]
-03/01/24 18:37:36| DEBUG [size=11,place=2] best score = 0.01027819; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.762s]
-03/01/24 18:39:46| DEBUG [size=28,place=1] best score = 0.00772856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s]
-03/01/24 18:39:46| DEBUG [size=28,place=2] best score = 0.00779185; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s]
-03/01/24 18:40:54| DEBUG [size=16,place=1] best score = 0.00747546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 68.911s]
-03/01/24 18:40:54| DEBUG [size=16,place=2] best score = 0.00771192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 68.912s]
-03/01/24 18:42:11| DEBUG [size=20,place=1] best score = 0.00745328; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.354s]
-03/01/24 18:42:11| DEBUG [size=20,place=2] best score = 0.00814284; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 76.355s]
-03/01/24 18:43:20| DEBUG [size=16,place=1] best score = 0.00734651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.449s]
-03/01/24 18:43:20| DEBUG [size=16,place=2] best score = 0.00748798; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.450s]
-03/01/24 18:44:33| DEBUG [size=11,place=1] best score = 0.00746626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 73.168s]
-03/01/24 18:44:33| DEBUG [size=11,place=2] best score = 0.01035103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 73.169s]
-03/01/24 18:44:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00735) [took 454.1809s]
-03/01/24 18:48:39| INFO d_mul_sld_rbf_gs finished [took 700.0390s]
-03/01/24 18:49:15| DEBUG [size=11,place=1] best score = 0.00925739; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.829s]
-03/01/24 18:49:15| DEBUG [size=11,place=2] best score = 0.01222678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.830s]
-03/01/24 18:51:49| DEBUG [size=28,place=1] best score = 0.00871499; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 154.221s]
-03/01/24 18:51:49| DEBUG [size=28,place=2] best score = 0.00997679; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 154.221s]
-03/01/24 18:54:11| DEBUG [size=19,place=1] best score = 0.01044078; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 141.956s]
-03/01/24 18:54:11| DEBUG [size=19,place=2] best score = 0.01066407; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 141.956s]
-03/01/24 18:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00871) [took 331.1146s]
-03/01/24 19:00:13| INFO d_m3w_sld_rbf_gs finished [took 693.4001s]
-03/01/24 19:00:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 2709.7183s]
-03/01/24 19:00:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-03/01/24 19:04:39| INFO d_bin_sld_rbf_c finished [took 260.6393s]
-03/01/24 19:04:44| INFO d_bin_sld_rbf finished [took 266.5694s]
-03/01/24 19:04:57| INFO d_bin_sld_rbf_ne finished [took 278.1237s]
-03/01/24 19:05:40| INFO d_mul_sld_rbf_mc finished [took 321.5211s]
-03/01/24 19:05:55| INFO d_m3w_sld_rbf finished [took 337.0869s]
-03/01/24 19:05:56| INFO d_m3w_sld_rbf_mc finished [took 336.9822s]
-03/01/24 19:06:08| INFO d_mul_sld_rbf finished [took 349.6881s]
-03/01/24 19:06:10| INFO d_m3w_sld_rbf_c finished [took 351.2682s]
-03/01/24 19:06:50| INFO d_bin_sld_rbf_mc finished [took 391.0117s]
-03/01/24 19:06:54| INFO d_mul_sld_rbf_c finished [took 395.4647s]
-03/01/24 19:07:20| INFO ref finished [took 83.7974s]
-03/01/24 19:07:22| INFO atc_mc finished [took 85.5000s]
-03/01/24 19:07:24| INFO doc finished [took 75.1492s]
-03/01/24 19:07:57| INFO d_mul_sld_rbf_ne finished [took 460.8706s]
-03/01/24 19:08:46| INFO d_m3w_sld_rbf_ne finished [took 245.3754s]
-03/01/24 19:08:47| INFO d_bin_sld_rbf_is finished [took 241.8477s]
-03/01/24 19:09:00| INFO d_m3w_sld_rbf_is finished [took 199.1808s]
-03/01/24 19:09:38| INFO d_mul_sld_rbf_is finished [took 280.6582s]
-03/01/24 19:09:56| DEBUG [size=11,place=1] best score = 0.01001240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.430s]
-03/01/24 19:09:56| DEBUG [size=11,place=2] best score = 0.01128388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.431s]
-03/01/24 19:11:15| DEBUG [size=28,place=1] best score = 0.00778244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 78.690s]
-03/01/24 19:11:15| DEBUG [size=28,place=2] best score = 0.00819096; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 78.691s]
-03/01/24 19:12:44| DEBUG [size=20,place=1] best score = 0.00829340; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 89.672s]
-03/01/24 19:12:44| DEBUG [size=20,place=2] best score = 0.00839614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 89.673s]
-03/01/24 19:12:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00778) [took 184.9015s]
-03/01/24 19:15:30| INFO d_bin_sld_rbf_gs finished [took 350.2125s]
-03/01/24 19:16:09| DEBUG [size=11,place=1] best score = 0.00995795; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.301s]
-03/01/24 19:16:09| DEBUG [size=11,place=2] best score = 0.01437841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.301s]
-03/01/24 19:18:12| DEBUG [size=28,place=1] best score = 0.00771802; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 123.088s]
-03/01/24 19:18:12| DEBUG [size=28,place=2] best score = 0.00785432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 123.089s]
-03/01/24 19:19:12| DEBUG [size=21,place=1] best score = 0.00730280; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s]
-03/01/24 19:19:12| DEBUG [size=21,place=2] best score = 0.00744141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s]
-03/01/24 19:19:42| DEBUG [size=10,place=1] best score = 0.00739232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 30.335s]
-03/01/24 19:19:42| DEBUG [size=10,place=2] best score = 0.00739315; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': None} [took 30.336s]
-03/01/24 19:19:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00730) [took 251.6787s]
-03/01/24 19:24:45| INFO d_mul_sld_rbf_gs finished [took 554.7739s]
-03/01/24 19:25:28| DEBUG [size=11,place=1] best score = 0.01014619; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 41.202s]
-03/01/24 19:25:28| DEBUG [size=11,place=2] best score = 0.01080552; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 41.203s]
-03/01/24 19:28:02| DEBUG [size=28,place=1] best score = 0.00747461; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.802s]
-03/01/24 19:28:02| DEBUG [size=28,place=2] best score = 0.00826802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.803s]
-03/01/24 19:38:51| DEBUG [size=20,place=1] best score = 0.00629499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.748s]
-03/01/24 19:38:51| DEBUG [size=20,place=2] best score = 0.00707768; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.749s]
-03/01/24 19:41:10| DEBUG [size=16,place=1] best score = 0.00627792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 139.161s]
-03/01/24 19:41:10| DEBUG [size=16,place=2] best score = 0.00651419; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 139.162s]
-03/01/24 19:48:59| DEBUG [size=20,place=1] best score = 0.00698609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 469.018s]
-03/01/24 19:48:59| DEBUG [size=20,place=2] best score = 0.00700042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 469.018s]
-03/01/24 19:49:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00628) [took 1453.0482s]
-03/01/24 19:56:06| INFO d_m3w_sld_rbf_gs finished [took 1879.7011s]
-03/01/24 19:56:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 3352.8700s]
-03/01/24 19:56:06| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-03/01/24 20:00:34| INFO d_bin_sld_rbf_mc finished [took 263.2412s]
-03/01/24 20:01:13| INFO d_bin_sld_rbf_c finished [took 302.6058s]
-03/01/24 20:01:23| INFO d_m3w_sld_rbf_mc finished [took 312.5183s]
-03/01/24 20:01:47| INFO d_bin_sld_rbf finished [took 336.3405s]
-03/01/24 20:01:58| INFO d_m3w_sld_rbf finished [took 348.1340s]
-03/01/24 20:02:13| INFO d_m3w_sld_rbf_c finished [took 364.2212s]
-03/01/24 20:02:25| INFO d_mul_sld_rbf_c finished [took 374.6185s]
-03/01/24 20:02:54| INFO d_mul_sld_rbf finished [took 403.1942s]
-03/01/24 20:02:54| INFO d_mul_sld_rbf_mc finished [took 403.5101s]
-03/01/24 20:02:56| INFO d_bin_sld_rbf_ne finished [took 405.4245s]
-03/01/24 20:02:58| INFO d_mul_sld_rbf_ne finished [took 407.8643s]
-03/01/24 20:03:16| INFO ref finished [took 77.0816s]
-03/01/24 20:03:30| INFO atc_mc finished [took 76.5579s]
-03/01/24 20:03:45| INFO doc finished [took 79.2446s]
-03/01/24 20:04:19| INFO d_m3w_sld_rbf_ne finished [took 224.9589s]
-03/01/24 20:04:21| INFO d_bin_sld_rbf_is finished [took 187.5511s]
-03/01/24 20:05:18| INFO d_mul_sld_rbf_is finished [took 234.8559s]
-03/01/24 20:05:27| INFO d_m3w_sld_rbf_is finished [took 219.9608s]
-03/01/24 20:05:50| DEBUG [size=11,place=1] best score = 0.01936968; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 21.648s]
-03/01/24 20:05:50| DEBUG [size=11,place=2] best score = 0.01970619; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.648s]
-03/01/24 20:10:54| DEBUG [size=26,place=1] best score = 0.01700365; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 304.543s]
-03/01/24 20:10:54| DEBUG [size=26,place=2] best score = 0.01840254; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 304.543s]
-03/01/24 20:12:52| DEBUG [size=18,place=1] best score = 0.01654492; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s]
-03/01/24 20:12:52| DEBUG [size=18,place=2] best score = 0.02037578; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s]
-03/01/24 20:19:57| DEBUG [size=14,place=1] best score = 0.01563239; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.729s]
-03/01/24 20:19:57| DEBUG [size=14,place=2] best score = 0.01686880; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.730s]
-03/01/24 20:24:54| DEBUG [size=17,place=1] best score = 0.01181627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.125s]
-03/01/24 20:24:54| DEBUG [size=17,place=2] best score = 0.01280227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.126s]
-03/01/24 20:28:41| DEBUG [size=17,place=1] best score = 0.01063434; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 227.689s]
-03/01/24 20:28:41| DEBUG [size=17,place=2] best score = 0.01149553; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 227.690s]
-03/01/24 20:36:30| DEBUG [size=16,place=1] best score = 0.01120151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 468.506s]
-03/01/24 20:36:30| DEBUG [size=16,place=2] best score = 0.01316551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 468.506s]
-03/01/24 20:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01063) [took 1861.8910s]
-03/01/24 20:39:04| INFO d_bin_sld_rbf_gs finished [took 2016.1126s]
-03/01/24 20:39:41| DEBUG [size=11,place=1] best score = 0.01210445; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.488s]
-03/01/24 20:39:41| DEBUG [size=11,place=2] best score = 0.01696232; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 36.489s]
-03/01/24 20:42:04| DEBUG [size=28,place=1] best score = 0.01007386; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 142.603s]
-03/01/24 20:42:04| DEBUG [size=28,place=2] best score = 0.01156518; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 142.604s]
-03/01/24 20:44:01| DEBUG [size=20,place=1] best score = 0.01238813; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.932s]
-03/01/24 20:44:01| DEBUG [size=20,place=2] best score = 0.02143012; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.933s]
-03/01/24 20:44:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} (score=0.01007) [took 296.1340s]
-03/01/24 20:50:10| INFO d_mul_sld_rbf_gs finished [took 665.1298s]
-03/01/24 20:50:46| DEBUG [size=11,place=1] best score = 0.01244395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.752s]
-03/01/24 20:50:46| DEBUG [size=11,place=2] best score = 0.01443981; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 35.753s]
-03/01/24 20:57:21| DEBUG [size=28,place=1] best score = 0.01056482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s]
-03/01/24 20:57:21| DEBUG [size=28,place=2] best score = 0.01167214; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s]
-03/01/24 21:09:59| DEBUG [size=20,place=1] best score = 0.00964115; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s]
-03/01/24 21:09:59| DEBUG [size=20,place=2] best score = 0.01056794; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s]
-03/01/24 21:11:09| DEBUG [size=12,place=1] best score = 0.00879207; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 69.538s]
-03/01/24 21:11:09| DEBUG [size=12,place=2] best score = 0.00982684; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.538s]
-03/01/24 21:27:07| DEBUG [size=20,place=1] best score = 0.00906368; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s]
-03/01/24 21:27:07| DEBUG [size=20,place=2] best score = 0.01110814; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s]
-03/01/24 21:27:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00879) [took 2217.1602s]
-03/01/24 21:31:18| INFO d_m3w_sld_rbf_gs finished [took 2468.2137s]
-03/01/24 21:31:18| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 5712.1459s]
-03/01/24 21:31:18| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-03/01/24 21:35:56| INFO d_m3w_sld_rbf_c finished [took 271.9743s]
-03/01/24 21:36:06| INFO d_bin_sld_rbf_c finished [took 282.1177s]
-03/01/24 21:36:23| INFO d_bin_sld_rbf_mc finished [took 299.3857s]
-03/01/24 21:36:33| INFO d_bin_sld_rbf_ne finished [took 308.7171s]
-03/01/24 21:36:38| INFO d_m3w_sld_rbf_mc finished [took 313.3953s]
-03/01/24 21:37:14| INFO d_m3w_sld_rbf finished [took 349.6929s]
-03/01/24 21:37:37| INFO d_bin_sld_rbf finished [took 376.7270s]
-03/01/24 21:37:38| INFO d_mul_sld_rbf_c finished [took 376.5539s]
-03/01/24 21:37:52| INFO d_mul_sld_rbf_ne finished [took 387.3466s]
-03/01/24 21:37:58| INFO ref finished [took 79.6677s]
-03/01/24 21:38:06| INFO d_mul_sld_rbf_mc finished [took 401.3457s]
-03/01/24 21:38:20| INFO d_mul_sld_rbf finished [took 415.4304s]
-03/01/24 21:38:33| INFO atc_mc finished [took 78.0550s]
-03/01/24 21:38:52| INFO doc finished [took 73.7905s]
-03/01/24 21:39:24| INFO d_bin_sld_rbf_is finished [took 196.9473s]
-03/01/24 21:39:39| INFO d_m3w_sld_rbf_ne finished [took 222.3311s]
-03/01/24 21:40:14| INFO d_m3w_sld_rbf_is finished [took 220.3268s]
-03/01/24 21:40:39| INFO d_mul_sld_rbf_is finished [took 254.4827s]
-03/01/24 21:40:59| DEBUG [size=11,place=1] best score = 0.01027065; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.873s]
-03/01/24 21:40:59| DEBUG [size=11,place=2] best score = 0.01327360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 18.874s]
-03/01/24 21:42:41| DEBUG [size=28,place=1] best score = 0.00803611; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 101.952s]
-03/01/24 21:42:41| DEBUG [size=28,place=2] best score = 0.00929319; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 101.953s]
-03/01/24 21:48:11| DEBUG [size=20,place=1] best score = 0.00811975; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 329.511s]
-03/01/24 21:48:11| DEBUG [size=20,place=2] best score = 0.00814424; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 329.512s]
-03/01/24 21:48:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00804) [took 450.4472s]
-03/01/24 21:50:39| INFO d_bin_sld_rbf_gs finished [took 599.0950s]
-03/01/24 21:51:15| DEBUG [size=11,place=1] best score = 0.01077096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 34.244s]
-03/01/24 21:51:15| DEBUG [size=11,place=2] best score = 0.01389176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.245s]
-03/01/24 21:53:33| DEBUG [size=28,place=1] best score = 0.00886196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 137.854s]
-03/01/24 21:53:33| DEBUG [size=28,place=2] best score = 0.00906780; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 137.854s]
-03/01/24 21:58:17| DEBUG [size=22,place=1] best score = 0.00747285; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 284.496s]
-03/01/24 21:58:17| DEBUG [size=22,place=2] best score = 0.00895496; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 284.496s]
-03/01/24 22:00:33| DEBUG [size=18,place=1] best score = 0.00960725; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 135.555s]
-03/01/24 22:00:33| DEBUG [size=18,place=2] best score = 0.01013880; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 135.555s]
-03/01/24 22:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00747) [took 592.2617s]
-03/01/24 22:05:33| INFO d_mul_sld_rbf_gs finished [took 892.4175s]
-03/01/24 22:06:05| DEBUG [size=11,place=1] best score = 0.01415107; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.353s]
-03/01/24 22:06:05| DEBUG [size=11,place=2] best score = 0.01436784; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.354s]
-03/01/24 22:10:55| DEBUG [size=28,place=1] best score = 0.01228412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 290.858s]
-03/01/24 22:10:55| DEBUG [size=28,place=2] best score = 0.01239400; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 290.858s]
-03/01/24 22:17:01| DEBUG [size=19,place=1] best score = 0.01200352; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.557s]
-03/01/24 22:17:01| DEBUG [size=19,place=2] best score = 0.01250877; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.558s]
-03/01/24 22:27:51| DEBUG [size=14,place=1] best score = 0.00757640; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.759s]
-03/01/24 22:27:51| DEBUG [size=14,place=2] best score = 0.00983877; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.760s]
-03/01/24 22:43:06| DEBUG [size=18,place=1] best score = 0.00898697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 915.454s]
-03/01/24 22:43:06| DEBUG [size=18,place=2] best score = 0.01249045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 915.455s]
-03/01/24 22:43:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00758) [took 2252.1024s]
-03/01/24 22:46:53| INFO d_m3w_sld_rbf_gs finished [took 2479.0514s]
-03/01/24 22:46:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4534.8701s]
-03/01/24 22:46:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-03/01/24 22:50:55| INFO d_bin_sld_rbf_c finished [took 236.3692s]
-03/01/24 22:51:53| INFO d_bin_sld_rbf_mc finished [took 294.4353s]
-03/01/24 22:52:03| INFO d_bin_sld_rbf finished [took 307.6458s]
-03/01/24 22:52:07| INFO d_m3w_sld_rbf_c finished [took 308.5891s]
-03/01/24 22:52:26| INFO d_m3w_sld_rbf_mc finished [took 327.8333s]
-03/01/24 22:52:32| INFO d_m3w_sld_rbf finished [took 333.0840s]
-03/01/24 22:52:48| INFO d_mul_sld_rbf_mc finished [took 348.9965s]
-03/01/24 22:53:06| INFO d_mul_sld_rbf_c finished [took 369.6149s]
-03/01/24 22:53:14| INFO d_mul_sld_rbf finished [took 375.6223s]
-03/01/24 22:53:19| INFO d_mul_sld_rbf_ne finished [took 381.0421s]
-03/01/24 22:53:26| INFO ref finished [took 58.4056s]
-03/01/24 22:54:01| INFO doc finished [took 72.6234s]
-03/01/24 22:54:09| INFO atc_mc finished [took 96.1098s]
-03/01/24 22:54:16| INFO d_bin_sld_rbf_ne finished [took 437.5203s]
-03/01/24 22:54:24| INFO d_m3w_sld_rbf_ne finished [took 207.9857s]
-03/01/24 22:55:17| INFO d_bin_sld_rbf_is finished [took 203.2816s]
-03/01/24 22:55:34| INFO d_m3w_sld_rbf_is finished [took 205.9873s]
-03/01/24 22:56:00| INFO d_mul_sld_rbf_is finished [took 236.3668s]
-03/01/24 22:56:20| DEBUG [size=11,place=1] best score = 0.00745207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.091s]
-03/01/24 22:56:20| DEBUG [size=11,place=2] best score = 0.00854572; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 19.092s]
-03/01/24 22:58:50| DEBUG [size=28,place=1] best score = 0.00764859; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.271s]
-03/01/24 22:58:50| DEBUG [size=28,place=2] best score = 0.00767851; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.272s]
-03/01/24 22:58:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00745) [took 169.4695s]
-03/01/24 23:00:40| INFO d_bin_sld_rbf_gs finished [took 279.4346s]
-03/01/24 23:01:17| DEBUG [size=11,place=1] best score = 0.00723958; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.171s]
-03/01/24 23:01:17| DEBUG [size=11,place=2] best score = 0.00912338; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.172s]
-03/01/24 23:03:43| DEBUG [size=28,place=1] best score = 0.00740265; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.887s]
-03/01/24 23:03:43| DEBUG [size=28,place=2] best score = 0.00827567; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.888s]
-03/01/24 23:03:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00724) [took 181.1637s]
-03/01/24 23:06:51| INFO d_mul_sld_rbf_gs finished [took 369.0360s]
-03/01/24 23:07:18| DEBUG [size=11,place=1] best score = 0.00791317; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.260s]
-03/01/24 23:07:18| DEBUG [size=11,place=2] best score = 0.00929591; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': None} [took 26.261s]
-03/01/24 23:09:40| DEBUG [size=28,place=1] best score = 0.00693749; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s]
-03/01/24 23:09:40| DEBUG [size=28,place=2] best score = 0.00729760; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s]
-03/01/24 23:10:34| DEBUG [size=20,place=1] best score = 0.00692618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.327s]
-03/01/24 23:10:34| DEBUG [size=20,place=2] best score = 0.00703463; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.328s]
-03/01/24 23:11:02| DEBUG [size=11,place=1] best score = 0.00731376; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.591s]
-03/01/24 23:11:02| DEBUG [size=11,place=2] best score = 0.00744536; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.591s]
-03/01/24 23:11:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00693) [took 250.8201s]
-03/01/24 23:14:25| INFO d_m3w_sld_rbf_gs finished [took 453.0329s]
-03/01/24 23:14:25| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1651.2982s]
-03/01/24 23:14:25| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-03/01/24 23:17:53| INFO d_bin_sld_rbf_mc finished [took 206.1307s]
-03/01/24 23:18:31| INFO d_bin_sld_rbf finished [took 243.6937s]
-03/01/24 23:18:33| INFO d_m3w_sld_rbf finished [took 247.2794s]
-03/01/24 23:18:56| INFO d_m3w_sld_rbf_mc finished [took 268.8621s]
-03/01/24 23:18:57| INFO d_bin_sld_rbf_ne finished [took 270.2861s]
-03/01/24 23:19:01| INFO d_bin_sld_rbf_c finished [took 274.1765s]
-03/01/24 23:19:11| INFO d_m3w_sld_rbf_c finished [took 284.3704s]
-03/01/24 23:19:25| INFO d_mul_sld_rbf_c finished [took 298.0822s]
-03/01/24 23:19:32| INFO d_mul_sld_rbf_ne finished [took 305.4739s]
-03/01/24 23:19:34| INFO d_mul_sld_rbf_mc finished [took 307.0764s]
-03/01/24 23:19:38| INFO d_mul_sld_rbf finished [took 311.2046s]
-03/01/24 23:20:05| INFO ref finished [took 66.8641s]
-03/01/24 23:20:19| INFO atc_mc finished [took 77.6812s]
-03/01/24 23:20:21| INFO doc finished [took 68.9887s]
-03/01/24 23:20:55| INFO d_bin_sld_rbf_is finished [took 144.1035s]
-03/01/24 23:21:00| INFO d_m3w_sld_rbf_ne finished [took 186.0927s]
-03/01/24 23:21:34| INFO d_m3w_sld_rbf_is finished [took 157.0897s]
-03/01/24 23:21:59| INFO d_mul_sld_rbf_is finished [took 204.4197s]
-03/01/24 23:22:24| DEBUG [size=11,place=1] best score = 0.00591992; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 24.112s]
-03/01/24 23:22:24| DEBUG [size=11,place=2] best score = 0.00868644; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.113s]
-03/01/24 23:24:44| DEBUG [size=28,place=1] best score = 0.00617944; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 140.516s]
-03/01/24 23:24:44| DEBUG [size=28,place=2] best score = 0.00686651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 140.517s]
-03/01/24 23:24:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 164.7362s]
-03/01/24 23:27:13| INFO d_bin_sld_rbf_gs finished [took 312.9531s]
-03/01/24 23:27:45| DEBUG [size=11,place=1] best score = 0.00974977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.340s]
-03/01/24 23:27:45| DEBUG [size=11,place=2] best score = 0.01050742; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': None} [took 31.340s]
-03/01/24 23:30:22| DEBUG [size=28,place=1] best score = 0.00624685; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.491s]
-03/01/24 23:30:22| DEBUG [size=28,place=2] best score = 0.00661700; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.492s]
-03/01/24 23:32:06| DEBUG [size=22,place=1] best score = 0.00568003; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s]
-03/01/24 23:32:06| DEBUG [size=22,place=2] best score = 0.00570065; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s]
-03/01/24 23:33:12| DEBUG [size=15,place=1] best score = 0.00599542; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s]
-03/01/24 23:33:12| DEBUG [size=15,place=2] best score = 0.00698367; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s]
-03/01/24 23:33:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00568) [took 358.0618s]
-03/01/24 23:35:20| INFO d_mul_sld_rbf_gs finished [took 486.4042s]
-03/01/24 23:35:49| DEBUG [size=11,place=1] best score = 0.00682260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.935s]
-03/01/24 23:35:49| DEBUG [size=11,place=2] best score = 0.00720174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.936s]
-03/01/24 23:37:27| DEBUG [size=28,place=1] best score = 0.00600032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.277s]
-03/01/24 23:37:27| DEBUG [size=28,place=2] best score = 0.00625258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.278s]
-03/01/24 23:38:02| DEBUG [size=16,place=1] best score = 0.00688086; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.804s]
-03/01/24 23:38:02| DEBUG [size=16,place=2] best score = 0.00710490; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.804s]
-03/01/24 23:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00600) [took 161.1307s]
-03/01/24 23:39:43| INFO d_m3w_sld_rbf_gs finished [took 261.8533s]
-03/01/24 23:39:43| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1518.2389s]
-----------------------------------------------------------------------------------------------------
-04/01/24 11:19:02| INFO dataset rcv1_GCAT [pool size: 10]
-04/01/24 11:19:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-04/01/24 11:19:06| WARNING Method d_bin_sld_rbf failed. Exception: The number of classes has to be greater than one; got 1 class
-04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class
-04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class
-04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class
-04/01/24 11:19:08| WARNING Method d_bin_sld_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class
-04/01/24 11:21:05| INFO ref finished [took 116.7835s]
-04/01/24 11:22:27| INFO d_m3w_sld_rbf_c finished [took 200.5309s]
-04/01/24 11:22:36| INFO d_m3w_sld_rbf finished [took 209.0450s]
-04/01/24 11:22:39| INFO d_m3w_sld_rbf_is finished [took 211.8908s]
-04/01/24 11:22:39| INFO atc_mc finished [took 93.8029s]
-04/01/24 11:22:56| INFO d_m3w_sld_rbf_ne finished [took 228.5424s]
-04/01/24 11:22:58| INFO d_mul_sld_rbf_c finished [took 233.1672s]
-04/01/24 11:23:04| INFO d_m3w_sld_rbf_mc finished [took 237.1894s]
-04/01/24 11:23:05| INFO d_mul_sld_rbf_mc finished [took 238.4391s]
-04/01/24 11:23:10| INFO d_mul_sld_rbf finished [took 243.6118s]
-04/01/24 11:23:14| INFO d_mul_sld_rbf_ne finished [took 247.2925s]
-04/01/24 11:23:16| INFO d_mul_sld_rbf_is finished [took 248.7828s]
-04/01/24 11:23:28| INFO doc finished [took 60.1637s]
-04/01/24 11:23:35| WARNING Method d_bin_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work
-04/01/24 11:23:52| DEBUG [size=11,place=1] best score = 0.00901216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 277.41039162846886, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.397s]
-04/01/24 11:23:52| DEBUG [size=11,place=2] best score = 0.01586408; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 16.397s]
-04/01/24 11:24:35| DEBUG [size=28,place=1] best score = 0.00668552; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 43.273s]
-04/01/24 11:24:35| DEBUG [size=28,place=2] best score = 0.00782528; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 43.274s]
-04/01/24 11:24:56| DEBUG [size=16,place=1] best score = 0.00611622; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s]
-04/01/24 11:24:56| DEBUG [size=16,place=2] best score = 0.00733278; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s]
-04/01/24 11:25:04| DEBUG [size=14,place=1] best score = 0.00867012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7741039162846883, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.795s]
-04/01/24 11:25:04| DEBUG [size=14,place=2] best score = 0.00975069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.74103916284688, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.796s]
-04/01/24 11:25:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00612) [took 89.1352s]
-04/01/24 11:27:01| INFO d_mul_sld_rbf_gs finished [took 205.9997s]
-04/01/24 11:27:19| DEBUG [size=11,place=1] best score = 0.00656518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.961s]
-04/01/24 11:27:19| DEBUG [size=11,place=2] best score = 0.00860014; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.962s]
-04/01/24 11:27:53| DEBUG [size=26,place=1] best score = 0.00606658; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s]
-04/01/24 11:27:53| DEBUG [size=26,place=2] best score = 0.00646683; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s]
-04/01/24 11:28:09| DEBUG [size=14,place=1] best score = 0.00626281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s]
-04/01/24 11:28:09| DEBUG [size=14,place=2] best score = 0.00629881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s]
-04/01/24 11:28:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00607) [took 67.2615s]
-04/01/24 11:29:36| INFO d_m3w_sld_rbf_gs finished [took 153.5893s]
-04/01/24 11:29:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 634.0420s]
-04/01/24 11:29:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-04/01/24 11:32:43| INFO d_bin_sld_rbf finished [took 184.6472s]
-04/01/24 11:33:05| INFO d_mul_sld_rbf finished [took 207.1939s]
-04/01/24 11:33:26| INFO d_bin_sld_rbf_c finished [took 226.9375s]
-04/01/24 11:33:32| INFO d_bin_sld_rbf_ne finished [took 233.5862s]
-04/01/24 11:33:45| INFO d_bin_sld_rbf_mc finished [took 245.9072s]
-04/01/24 11:33:53| INFO d_m3w_sld_rbf finished [took 253.9559s]
-04/01/24 11:33:56| INFO d_m3w_sld_rbf_mc finished [took 257.3459s]
-04/01/24 11:34:01| INFO d_m3w_sld_rbf_c finished [took 262.4911s]
-04/01/24 11:34:23| INFO d_mul_sld_rbf_mc finished [took 284.9617s]
-04/01/24 11:34:44| INFO d_mul_sld_rbf_ne finished [took 305.5013s]
-04/01/24 11:35:04| INFO atc_mc finished [took 70.3051s]
-04/01/24 11:35:05| INFO d_mul_sld_rbf_c finished [took 326.3081s]
-04/01/24 11:35:07| INFO ref finished [took 81.4915s]
-04/01/24 11:35:25| INFO doc finished [took 88.3515s]
-04/01/24 11:35:45| INFO d_m3w_sld_rbf_ne finished [took 180.6040s]
-04/01/24 11:36:00| INFO d_mul_sld_rbf_is finished [took 153.9714s]
-04/01/24 11:36:24| INFO d_m3w_sld_rbf_is finished [took 171.5508s]
-04/01/24 11:37:37| INFO d_bin_sld_rbf_is finished [took 271.9914s]
-04/01/24 11:37:49| DEBUG [size=11,place=1] best score = 0.00686258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} [took 10.207s]
-04/01/24 11:37:49| DEBUG [size=11,place=2] best score = 0.01079415; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.207s]
-04/01/24 11:38:20| DEBUG [size=28,place=1] best score = 0.00724502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.080s]
-04/01/24 11:38:20| DEBUG [size=28,place=2] best score = 0.00844321; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': None, 'confidence': None} [took 31.080s]
-04/01/24 11:38:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} (score=0.00686) [took 41.3916s]
-04/01/24 11:39:40| INFO d_bin_sld_rbf_gs finished [took 121.6748s]
-04/01/24 11:40:01| DEBUG [size=11,place=1] best score = 0.01027361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s]
-04/01/24 11:40:01| DEBUG [size=11,place=2] best score = 0.01621916; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s]
-04/01/24 11:40:52| DEBUG [size=28,place=1] best score = 0.00785272; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s]
-04/01/24 11:40:52| DEBUG [size=28,place=2] best score = 0.00844626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s]
-04/01/24 11:41:36| DEBUG [size=20,place=1] best score = 0.00871653; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.057s]
-04/01/24 11:41:36| DEBUG [size=20,place=2] best score = 0.00872032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.033740582874394826, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.058s]
-04/01/24 11:41:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00785) [took 114.5956s]
-04/01/24 11:43:35| INFO d_mul_sld_rbf_gs finished [took 234.0509s]
-04/01/24 11:43:54| DEBUG [size=11,place=1] best score = 0.00991259; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.974s]
-04/01/24 11:43:54| DEBUG [size=11,place=2] best score = 0.01454289; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.974s]
-04/01/24 11:44:32| DEBUG [size=28,place=1] best score = 0.00618553; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.643s]
-04/01/24 11:44:32| DEBUG [size=28,place=2] best score = 0.00800294; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.644s]
-04/01/24 11:46:56| DEBUG [size=21,place=1] best score = 0.00591734; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s]
-04/01/24 11:46:56| DEBUG [size=21,place=2] best score = 0.00644927; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s]
-04/01/24 11:50:29| DEBUG [size=13,place=1] best score = 0.00555731; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} [took 213.755s]
-04/01/24 11:50:29| DEBUG [size=13,place=2] best score = 0.00596637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 213.755s]
-04/01/24 11:51:03| DEBUG [size=18,place=1] best score = 0.00595246; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.247s]
-04/01/24 11:51:03| DEBUG [size=18,place=2] best score = 0.00622515; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': None} [took 33.247s]
-04/01/24 11:51:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00556) [took 446.4524s]
-04/01/24 11:52:36| INFO d_m3w_sld_rbf_gs finished [took 539.5701s]
-04/01/24 11:52:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1380.1322s]
-04/01/24 11:52:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-04/01/24 11:56:11| INFO d_mul_sld_rbf_c finished [took 212.7795s]
-04/01/24 11:56:16| INFO d_bin_sld_rbf_ne finished [took 217.5226s]
-04/01/24 11:56:21| INFO d_bin_sld_rbf_mc finished [took 222.7652s]
-04/01/24 11:56:23| INFO d_bin_sld_rbf_c finished [took 224.3967s]
-04/01/24 11:57:00| INFO d_m3w_sld_rbf finished [took 261.7302s]
-04/01/24 11:57:04| INFO d_m3w_sld_rbf_mc finished [took 265.2412s]
-04/01/24 11:57:08| INFO d_m3w_sld_rbf_c finished [took 269.2310s]
-04/01/24 11:57:10| INFO d_mul_sld_rbf_ne finished [took 272.4678s]
-04/01/24 11:57:20| INFO d_mul_sld_rbf_mc finished [took 281.9019s]
-04/01/24 11:57:51| INFO d_mul_sld_rbf finished [took 312.2680s]
-04/01/24 11:58:01| INFO d_bin_sld_rbf finished [took 322.5640s]
-04/01/24 11:58:12| INFO atc_mc finished [took 67.8959s]
-04/01/24 11:58:25| INFO ref finished [took 84.2561s]
-04/01/24 11:58:32| INFO doc finished [took 83.2275s]
-04/01/24 11:58:44| INFO d_bin_sld_rbf_is finished [took 147.5339s]
-04/01/24 11:59:04| INFO d_mul_sld_rbf_is finished [took 162.1686s]
-04/01/24 11:59:12| INFO d_m3w_sld_rbf_ne finished [took 180.6929s]
-04/01/24 11:59:12| INFO d_m3w_sld_rbf_is finished [took 168.9259s]
-04/01/24 11:59:27| DEBUG [size=11,place=1] best score = 0.00804607; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 13.805s]
-04/01/24 11:59:27| DEBUG [size=11,place=2] best score = 0.01021119; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.805s]
-04/01/24 12:00:03| DEBUG [size=28,place=1] best score = 0.00831758; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 35.186s]
-04/01/24 12:00:03| DEBUG [size=28,place=2] best score = 0.00870043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.187s]
-04/01/24 12:00:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} (score=0.00805) [took 49.0982s]
-04/01/24 12:01:22| INFO d_bin_sld_rbf_gs finished [took 128.8302s]
-04/01/24 12:01:45| DEBUG [size=11,place=1] best score = 0.01136150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 21.474s]
-04/01/24 12:01:45| DEBUG [size=11,place=2] best score = 0.01138655; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.474s]
-04/01/24 12:02:44| DEBUG [size=28,place=1] best score = 0.00912671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 58.933s]
-04/01/24 12:02:44| DEBUG [size=28,place=2] best score = 0.00922606; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 58.933s]
-04/01/24 12:03:16| DEBUG [size=18,place=1] best score = 0.00829488; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.895s]
-04/01/24 12:03:16| DEBUG [size=18,place=2] best score = 0.00865699; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.895s]
-04/01/24 12:03:47| DEBUG [size=17,place=1] best score = 0.00860660; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.593s]
-04/01/24 12:03:47| DEBUG [size=17,place=2] best score = 0.00914374; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.594s]
-04/01/24 12:03:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00829) [took 144.0062s]
-04/01/24 12:06:04| INFO d_mul_sld_rbf_gs finished [took 280.8184s]
-04/01/24 12:06:22| DEBUG [size=11,place=1] best score = 0.00891793; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.538s]
-04/01/24 12:06:22| DEBUG [size=11,place=2] best score = 0.00956361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.538s]
-04/01/24 12:07:17| DEBUG [size=28,place=1] best score = 0.00657673; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 55.442s]
-04/01/24 12:07:17| DEBUG [size=28,place=2] best score = 0.00732831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.443s]
-04/01/24 12:07:51| DEBUG [size=23,place=1] best score = 0.00661614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.521s]
-04/01/24 12:07:51| DEBUG [size=23,place=2] best score = 0.00670376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.522s]
-04/01/24 12:07:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00658) [took 105.6187s]
-04/01/24 12:09:37| INFO d_m3w_sld_rbf_gs finished [took 211.8147s]
-04/01/24 12:09:37| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1020.8794s]
-04/01/24 12:09:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-04/01/24 12:13:20| INFO d_m3w_sld_rbf_mc finished [took 221.3180s]
-04/01/24 12:13:38| INFO d_m3w_sld_rbf finished [took 238.9713s]
-04/01/24 12:13:43| INFO d_m3w_sld_rbf_c finished [took 243.4372s]
-04/01/24 12:13:53| INFO d_bin_sld_rbf_c finished [took 254.2886s]
-04/01/24 12:13:59| INFO d_bin_sld_rbf_ne finished [took 260.0437s]
-04/01/24 12:14:17| INFO d_bin_sld_rbf finished [took 277.6201s]
-04/01/24 12:14:26| INFO d_mul_sld_rbf_ne finished [took 286.9254s]
-04/01/24 12:14:36| INFO d_bin_sld_rbf_mc finished [took 296.9914s]
-04/01/24 12:14:57| INFO d_mul_sld_rbf_mc finished [took 318.1279s]
-04/01/24 12:15:17| INFO d_mul_sld_rbf_c finished [took 337.5436s]
-04/01/24 12:15:22| INFO d_mul_sld_rbf finished [took 342.7690s]
-04/01/24 12:15:24| INFO atc_mc finished [took 66.4123s]
-04/01/24 12:15:26| INFO ref finished [took 85.7483s]
-04/01/24 12:15:49| INFO doc finished [took 82.5167s]
-04/01/24 12:15:55| INFO d_m3w_sld_rbf_ne finished [took 154.8958s]
-04/01/24 12:16:37| INFO d_m3w_sld_rbf_is finished [took 163.1474s]
-04/01/24 12:17:43| INFO d_mul_sld_rbf_is finished [took 240.2537s]
-04/01/24 12:17:49| INFO d_bin_sld_rbf_is finished [took 250.6061s]
-04/01/24 12:18:01| DEBUG [size=11,place=1] best score = 0.01753310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.372s]
-04/01/24 12:18:01| DEBUG [size=11,place=2] best score = 0.01891110; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 10.372s]
-04/01/24 12:18:36| DEBUG [size=28,place=1] best score = 0.00716281; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.202s]
-04/01/24 12:18:36| DEBUG [size=28,place=2] best score = 0.00727528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.203s]
-04/01/24 12:18:53| DEBUG [size=16,place=1] best score = 0.00709829; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.683s]
-04/01/24 12:18:53| DEBUG [size=16,place=2] best score = 0.00713609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.684s]
-04/01/24 12:19:15| DEBUG [size=18,place=1] best score = 0.00691563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 22.402s]
-04/01/24 12:19:15| DEBUG [size=18,place=2] best score = 0.00691737; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.403s]
-04/01/24 12:19:37| DEBUG [size=21,place=1] best score = 0.00693948; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.473s]
-04/01/24 12:19:37| DEBUG [size=21,place=2] best score = 0.00712748; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 21.473s]
-04/01/24 12:19:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 106.2472s]
-04/01/24 12:21:38| INFO d_bin_sld_rbf_gs finished [took 227.9407s]
-04/01/24 12:22:00| DEBUG [size=11,place=1] best score = 0.01209765; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.157s]
-04/01/24 12:22:00| DEBUG [size=11,place=2] best score = 0.01400943; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.158s]
-04/01/24 12:23:05| DEBUG [size=28,place=1] best score = 0.00569014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s]
-04/01/24 12:23:05| DEBUG [size=28,place=2] best score = 0.00724619; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s]
-04/01/24 12:23:48| DEBUG [size=16,place=1] best score = 0.00713187; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.229s]
-04/01/24 12:23:48| DEBUG [size=16,place=2] best score = 0.00787274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.229s]
-04/01/24 12:23:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00569) [took 128.8765s]
-04/01/24 12:29:03| INFO d_mul_sld_rbf_gs finished [took 444.3125s]
-04/01/24 12:29:25| DEBUG [size=11,place=1] best score = 0.00706886; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.166s]
-04/01/24 12:29:25| DEBUG [size=11,place=2] best score = 0.00854233; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.167s]
-04/01/24 12:30:25| DEBUG [size=28,place=1] best score = 0.00703442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.373s]
-04/01/24 12:30:25| DEBUG [size=28,place=2] best score = 0.00725190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.374s]
-04/01/24 12:30:52| DEBUG [size=16,place=1] best score = 0.00671030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.615s]
-04/01/24 12:30:52| DEBUG [size=16,place=2] best score = 0.00687896; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 27.615s]
-04/01/24 12:31:30| DEBUG [size=18,place=1] best score = 0.00629104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.447s]
-04/01/24 12:31:30| DEBUG [size=18,place=2] best score = 0.00654356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.447s]
-04/01/24 12:32:12| DEBUG [size=16,place=1] best score = 0.00653268; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s]
-04/01/24 12:32:12| DEBUG [size=16,place=2] best score = 0.00694679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s]
-04/01/24 12:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00629) [took 188.3998s]
-04/01/24 12:34:27| INFO d_m3w_sld_rbf_gs finished [took 322.9568s]
-04/01/24 12:34:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1490.2069s]
-04/01/24 12:34:27| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-04/01/24 12:37:55| INFO d_bin_sld_rbf_ne finished [took 206.0253s]
-04/01/24 12:38:02| INFO d_mul_sld_rbf_ne finished [took 213.9979s]
-04/01/24 12:38:09| INFO d_bin_sld_rbf_c finished [took 220.4990s]
-04/01/24 12:38:12| INFO d_bin_sld_rbf finished [took 223.2561s]
-04/01/24 12:38:19| INFO d_bin_sld_rbf_mc finished [took 230.2558s]
-04/01/24 12:38:25| INFO d_m3w_sld_rbf_c finished [took 236.0904s]
-04/01/24 12:38:37| INFO d_m3w_sld_rbf finished [took 247.9630s]
-04/01/24 12:38:37| INFO d_m3w_sld_rbf_mc finished [took 248.4108s]
-04/01/24 12:38:53| INFO d_mul_sld_rbf finished [took 263.9295s]
-04/01/24 12:38:54| INFO d_mul_sld_rbf_c finished [took 265.1996s]
-04/01/24 12:39:04| INFO d_mul_sld_rbf_mc finished [took 275.5170s]
-04/01/24 12:39:34| INFO ref finished [took 74.5725s]
-04/01/24 12:39:48| INFO atc_mc finished [took 82.7947s]
-04/01/24 12:39:54| INFO doc finished [took 76.9170s]
-04/01/24 12:40:28| INFO d_bin_sld_rbf_is finished [took 145.1566s]
-04/01/24 12:40:28| INFO d_m3w_sld_rbf_ne finished [took 152.9311s]
-04/01/24 12:40:50| INFO d_m3w_sld_rbf_is finished [took 157.4790s]
-04/01/24 12:41:04| INFO d_mul_sld_rbf_is finished [took 174.1611s]
-04/01/24 12:41:18| DEBUG [size=11,place=1] best score = 0.01111293; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 12.887s]
-04/01/24 12:41:18| DEBUG [size=11,place=2] best score = 0.02673176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 12.888s]
-04/01/24 12:41:49| DEBUG [size=28,place=1] best score = 0.00981059; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.469s]
-04/01/24 12:41:49| DEBUG [size=28,place=2] best score = 0.01008088; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.469s]
-04/01/24 12:42:21| DEBUG [size=19,place=1] best score = 0.00944766; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.289s]
-04/01/24 12:42:21| DEBUG [size=19,place=2] best score = 0.00956986; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 32.289s]
-04/01/24 12:42:51| DEBUG [size=19,place=1] best score = 0.00931384; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.266s]
-04/01/24 12:42:51| DEBUG [size=19,place=2] best score = 0.00933671; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.266s]
-04/01/24 12:43:15| DEBUG [size=18,place=1] best score = 0.00941337; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 24.495s]
-04/01/24 12:43:15| DEBUG [size=18,place=2] best score = 0.00954945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 42.94866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.496s]
-04/01/24 12:43:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00931) [took 130.5205s]
-04/01/24 12:46:19| INFO d_bin_sld_rbf_gs finished [took 314.5915s]
-04/01/24 12:46:46| DEBUG [size=11,place=1] best score = 0.00979453; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.723s]
-04/01/24 12:46:46| DEBUG [size=11,place=2] best score = 0.02669162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.724s]
-04/01/24 12:47:54| DEBUG [size=28,place=1] best score = 0.00931298; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s]
-04/01/24 12:47:54| DEBUG [size=28,place=2] best score = 0.00977812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s]
-04/01/24 12:48:48| DEBUG [size=16,place=1] best score = 0.00933297; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 53.574s]
-04/01/24 12:48:48| DEBUG [size=16,place=2] best score = 0.01065410; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.574s]
-04/01/24 12:48:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00931) [took 148.0593s]
-04/01/24 12:52:23| INFO d_mul_sld_rbf_gs finished [took 363.2251s]
-04/01/24 12:52:46| DEBUG [size=11,place=1] best score = 0.00918636; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.796s]
-04/01/24 12:52:46| DEBUG [size=11,place=2] best score = 0.01009758; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.796s]
-04/01/24 12:53:36| DEBUG [size=28,place=1] best score = 0.00731812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.123s]
-04/01/24 12:53:36| DEBUG [size=28,place=2] best score = 0.00754074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.124s]
-04/01/24 12:54:28| DEBUG [size=20,place=1] best score = 0.00764551; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.796s]
-04/01/24 12:54:28| DEBUG [size=20,place=2] best score = 0.00771542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.797s]
-04/01/24 12:54:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 123.8352s]
-04/01/24 12:56:37| INFO d_m3w_sld_rbf_gs finished [took 253.4800s]
-04/01/24 12:56:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1330.2090s]
-04/01/24 12:56:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-04/01/24 13:00:21| INFO d_m3w_sld_rbf_c finished [took 221.6678s]
-04/01/24 13:00:33| INFO d_bin_sld_rbf_c finished [took 233.3608s]
-04/01/24 13:00:44| INFO d_m3w_sld_rbf finished [took 244.3343s]
-04/01/24 13:00:45| INFO d_bin_sld_rbf_mc finished [took 245.9037s]
-04/01/24 13:00:57| INFO d_m3w_sld_rbf_mc finished [took 257.6997s]
-04/01/24 13:01:15| INFO d_bin_sld_rbf_ne finished [took 276.5599s]
-04/01/24 13:01:19| INFO d_mul_sld_rbf_c finished [took 279.1292s]
-04/01/24 13:01:29| INFO d_mul_sld_rbf_ne finished [took 289.9085s]
-04/01/24 13:01:49| INFO d_mul_sld_rbf_mc finished [took 308.9848s]
-04/01/24 13:01:52| INFO d_mul_sld_rbf finished [took 312.2802s]
-04/01/24 13:02:14| INFO d_bin_sld_rbf finished [took 334.1261s]
-04/01/24 13:02:29| INFO ref finished [took 91.4362s]
-04/01/24 13:02:36| INFO doc finished [took 76.5089s]
-04/01/24 13:02:51| INFO atc_mc finished [took 95.0827s]
-04/01/24 13:03:01| INFO d_m3w_sld_rbf_ne finished [took 159.4522s]
-04/01/24 13:03:23| INFO d_bin_sld_rbf_is finished [took 169.1550s]
-04/01/24 13:03:30| INFO d_m3w_sld_rbf_is finished [took 163.8194s]
-04/01/24 13:04:01| INFO d_mul_sld_rbf_is finished [took 196.2586s]
-04/01/24 13:04:13| DEBUG [size=11,place=1] best score = 0.00931021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.761s]
-04/01/24 13:04:13| DEBUG [size=11,place=2] best score = 0.01152919; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 10.762s]
-04/01/24 13:04:46| DEBUG [size=28,place=1] best score = 0.00779148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.329s]
-04/01/24 13:04:46| DEBUG [size=28,place=2] best score = 0.00879794; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.329s]
-04/01/24 13:05:20| DEBUG [size=18,place=1] best score = 0.00659635; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 34.059s]
-04/01/24 13:05:20| DEBUG [size=18,place=2] best score = 0.00725730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.059s]
-04/01/24 13:05:49| DEBUG [size=19,place=1] best score = 0.00736902; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s]
-04/01/24 13:05:49| DEBUG [size=19,place=2] best score = 0.00864219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s]
-04/01/24 13:05:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00660) [took 107.1448s]
-04/01/24 13:08:57| INFO d_bin_sld_rbf_gs finished [took 294.8183s]
-04/01/24 13:09:21| DEBUG [size=11,place=1] best score = 0.00917865; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.245s]
-04/01/24 13:09:21| DEBUG [size=11,place=2] best score = 0.01035925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 23.246s]
-04/01/24 13:10:22| DEBUG [size=28,place=1] best score = 0.00691668; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s]
-04/01/24 13:10:22| DEBUG [size=28,place=2] best score = 0.00735120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s]
-04/01/24 13:11:11| DEBUG [size=16,place=1] best score = 0.00771978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s]
-04/01/24 13:11:11| DEBUG [size=16,place=2] best score = 0.00844288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s]
-04/01/24 13:11:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00692) [took 133.2635s]
-04/01/24 13:16:31| INFO d_mul_sld_rbf_gs finished [took 453.9158s]
-04/01/24 13:16:54| DEBUG [size=11,place=1] best score = 0.00844730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.828s]
-04/01/24 13:16:54| DEBUG [size=11,place=2] best score = 0.01006541; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.828s]
-04/01/24 13:17:46| DEBUG [size=28,place=1] best score = 0.00810074; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.094s]
-04/01/24 13:17:46| DEBUG [size=28,place=2] best score = 0.00813809; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.095s]
-04/01/24 13:19:04| DEBUG [size=17,place=1] best score = 0.00804980; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.943s]
-04/01/24 13:19:04| DEBUG [size=17,place=2] best score = 0.00824874; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.944s]
-04/01/24 13:22:44| DEBUG [size=11,place=1] best score = 0.00776942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s]
-04/01/24 13:22:44| DEBUG [size=11,place=2] best score = 0.00783426; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s]
-04/01/24 13:23:23| DEBUG [size=16,place=1] best score = 0.00770306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 39.041s]
-04/01/24 13:23:23| DEBUG [size=16,place=2] best score = 0.00779286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.041s]
-04/01/24 13:23:50| DEBUG [size=14,place=1] best score = 0.00778910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s]
-04/01/24 13:23:50| DEBUG [size=14,place=2] best score = 0.00797215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s]
-04/01/24 13:23:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00770) [took 437.8573s]
-04/01/24 13:26:11| INFO d_m3w_sld_rbf_gs finished [took 578.6150s]
-04/01/24 13:26:11| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1773.6254s]
-04/01/24 13:26:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-04/01/24 13:28:58| INFO d_m3w_sld_rbf_c finished [took 164.9888s]
-04/01/24 13:30:00| INFO d_m3w_sld_rbf_mc finished [took 227.3256s]
-04/01/24 13:30:05| INFO d_bin_sld_rbf_mc finished [took 231.5711s]
-04/01/24 13:30:07| INFO d_bin_sld_rbf_ne finished [took 234.0276s]
-04/01/24 13:30:13| INFO d_m3w_sld_rbf finished [took 239.9023s]
-04/01/24 13:30:40| INFO d_bin_sld_rbf_c finished [took 266.6825s]
-04/01/24 13:31:01| INFO d_mul_sld_rbf finished [took 287.2152s]
-04/01/24 13:31:08| INFO d_mul_sld_rbf_c finished [took 295.0942s]
-04/01/24 13:31:20| INFO d_mul_sld_rbf_ne finished [took 306.2243s]
-04/01/24 13:31:25| INFO d_mul_sld_rbf_mc finished [took 311.5058s]
-04/01/24 13:31:32| INFO ref finished [took 77.8133s]
-04/01/24 13:31:46| INFO atc_mc finished [took 65.1938s]
-04/01/24 13:31:52| INFO d_m3w_sld_rbf_ne finished [took 172.8842s]
-04/01/24 13:31:54| INFO d_bin_sld_rbf finished [took 340.6928s]
-04/01/24 13:32:09| INFO doc finished [took 67.8940s]
-04/01/24 13:32:23| INFO d_bin_sld_rbf_is finished [took 142.4513s]
-04/01/24 13:33:08| INFO d_m3w_sld_rbf_is finished [took 180.2028s]
-04/01/24 13:33:13| INFO d_mul_sld_rbf_is finished [took 187.7594s]
-04/01/24 13:33:25| DEBUG [size=11,place=1] best score = 0.00524084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 10.955s]
-04/01/24 13:33:25| DEBUG [size=11,place=2] best score = 0.00579352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.956s]
-04/01/24 13:33:56| DEBUG [size=28,place=1] best score = 0.00505526; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.815s]
-04/01/24 13:33:56| DEBUG [size=28,place=2] best score = 0.00521920; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.816s]
-04/01/24 13:34:16| DEBUG [size=19,place=1] best score = 0.00517386; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.702s]
-04/01/24 13:34:16| DEBUG [size=19,place=2] best score = 0.00533539; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.702s]
-04/01/24 13:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00506) [took 61.5832s]
-04/01/24 13:36:06| INFO d_bin_sld_rbf_gs finished [took 171.7080s]
-04/01/24 13:36:29| DEBUG [size=11,place=1] best score = 0.00913668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 22.403s]
-04/01/24 13:36:29| DEBUG [size=11,place=2] best score = 0.00948679; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 22.403s]
-04/01/24 13:37:26| DEBUG [size=28,place=1] best score = 0.00667598; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.236s]
-04/01/24 13:37:26| DEBUG [size=28,place=2] best score = 0.00755526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 57.237s]
-04/01/24 13:38:14| DEBUG [size=21,place=1] best score = 0.00652281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s]
-04/01/24 13:38:14| DEBUG [size=21,place=2] best score = 0.00687523; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s]
-04/01/24 13:38:33| DEBUG [size=14,place=1] best score = 0.00610705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 19.383s]
-04/01/24 13:38:33| DEBUG [size=14,place=2] best score = 0.00613196; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 19.383s]
-04/01/24 13:39:11| DEBUG [size=19,place=1] best score = 0.00653965; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 38.313s]
-04/01/24 13:39:11| DEBUG [size=19,place=2] best score = 0.00657447; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 38.35854083610381, 'quantifier__recalib': None, 'confidence': None} [took 38.313s]
-04/01/24 13:39:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} (score=0.00611) [took 184.6940s]
-04/01/24 13:41:58| INFO d_mul_sld_rbf_gs finished [took 351.1935s]
-04/01/24 13:42:17| DEBUG [size=11,place=1] best score = 0.00634576; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.494s]
-04/01/24 13:42:17| DEBUG [size=11,place=2] best score = 0.00655663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.494s]
-04/01/24 13:43:04| DEBUG [size=28,place=1] best score = 0.00559102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 46.316s]
-04/01/24 13:43:04| DEBUG [size=28,place=2] best score = 0.00560394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 46.316s]
-04/01/24 13:43:40| DEBUG [size=21,place=1] best score = 0.00557679; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.652s]
-04/01/24 13:43:40| DEBUG [size=21,place=2] best score = 0.00593858; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.653s]
-04/01/24 13:44:43| DEBUG [size=14,place=1] best score = 0.00558831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s]
-04/01/24 13:44:43| DEBUG [size=14,place=2] best score = 0.00565359; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s]
-04/01/24 13:44:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00558) [took 164.3158s]
-04/01/24 13:46:35| INFO d_m3w_sld_rbf_gs finished [took 276.6883s]
-04/01/24 13:46:35| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1224.4134s]
-04/01/24 13:46:35| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-04/01/24 13:49:24| INFO d_bin_sld_rbf_ne finished [took 166.3949s]
-04/01/24 13:50:19| INFO d_bin_sld_rbf finished [took 221.1158s]
-04/01/24 13:50:20| INFO d_bin_sld_rbf_mc finished [took 222.1022s]
-04/01/24 13:50:24| INFO d_m3w_sld_rbf_c finished [took 226.1186s]
-04/01/24 13:50:30| INFO d_m3w_sld_rbf finished [took 232.0746s]
-04/01/24 13:50:33| INFO d_bin_sld_rbf_c finished [took 234.5421s]
-04/01/24 13:50:36| INFO d_m3w_sld_rbf_mc finished [took 237.7455s]
-04/01/24 13:50:46| INFO d_mul_sld_rbf finished [took 248.0891s]
-04/01/24 13:50:59| INFO d_mul_sld_rbf_mc finished [took 261.0446s]
-04/01/24 13:51:08| INFO d_mul_sld_rbf_ne finished [took 269.6489s]
-04/01/24 13:51:12| INFO d_mul_sld_rbf_c finished [took 274.5208s]
-04/01/24 13:51:28| INFO d_m3w_sld_rbf_ne finished [took 124.2759s]
-04/01/24 13:51:44| INFO ref finished [took 73.7358s]
-04/01/24 13:51:57| INFO atc_mc finished [took 84.0683s]
-04/01/24 13:51:58| INFO doc finished [took 81.1965s]
-04/01/24 13:52:38| INFO d_bin_sld_rbf_is finished [took 138.5401s]
-04/01/24 13:52:52| INFO d_m3w_sld_rbf_is finished [took 146.9897s]
-04/01/24 13:53:08| INFO d_mul_sld_rbf_is finished [took 167.0751s]
-04/01/24 13:53:22| DEBUG [size=11,place=1] best score = 0.00619598; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.576s]
-04/01/24 13:53:22| DEBUG [size=11,place=2] best score = 0.00626423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.577s]
-04/01/24 13:53:43| DEBUG [size=26,place=1] best score = 0.00675400; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.291s]
-04/01/24 13:53:43| DEBUG [size=26,place=2] best score = 0.00714796; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.292s]
-04/01/24 13:53:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00620) [took 33.9745s]
-04/01/24 13:55:02| INFO d_bin_sld_rbf_gs finished [took 112.6652s]
-04/01/24 13:55:21| DEBUG [size=11,place=1] best score = 0.01274357; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 18.307s]
-04/01/24 13:55:21| DEBUG [size=11,place=2] best score = 0.01582448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.307s]
-04/01/24 13:56:18| DEBUG [size=28,place=1] best score = 0.00923843; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 56.761s]
-04/01/24 13:56:18| DEBUG [size=28,place=2] best score = 0.00928207; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 56.761s]
-04/01/24 13:57:32| DEBUG [size=17,place=1] best score = 0.00901995; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s]
-04/01/24 13:57:32| DEBUG [size=17,place=2] best score = 0.00959055; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s]
-04/01/24 13:57:51| DEBUG [size=14,place=1] best score = 0.00865627; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s]
-04/01/24 13:57:51| DEBUG [size=14,place=2] best score = 0.00886360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s]
-04/01/24 13:58:04| DEBUG [size=12,place=1] best score = 0.00864159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 13.112s]
-04/01/24 13:58:04| DEBUG [size=12,place=2] best score = 0.00884385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.112s]
-04/01/24 13:58:38| DEBUG [size=14,place=1] best score = 0.00838609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.675s]
-04/01/24 13:58:38| DEBUG [size=14,place=2] best score = 0.00892746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.676s]
-04/01/24 13:58:58| DEBUG [size=12,place=1] best score = 0.00869818; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.422s]
-04/01/24 13:58:58| DEBUG [size=12,place=2] best score = 0.00919337; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.423s]
-04/01/24 13:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00839) [took 234.9974s]
-04/01/24 14:00:24| INFO d_mul_sld_rbf_gs finished [took 321.7887s]
-04/01/24 14:00:42| DEBUG [size=11,place=1] best score = 0.00914582; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.210s]
-04/01/24 14:00:42| DEBUG [size=11,place=2] best score = 0.00927034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.211s]
-04/01/24 14:01:59| DEBUG [size=28,place=1] best score = 0.00848826; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.306s]
-04/01/24 14:01:59| DEBUG [size=28,place=2] best score = 0.00876583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.307s]
-04/01/24 14:04:05| DEBUG [size=18,place=1] best score = 0.00886676; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.517s]
-04/01/24 14:04:05| DEBUG [size=18,place=2] best score = 0.00896464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.518s]
-04/01/24 14:04:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00849) [took 220.1491s]
-04/01/24 14:05:20| INFO d_m3w_sld_rbf_gs finished [took 294.4855s]
-04/01/24 14:05:20| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1124.2704s]
-04/01/24 14:05:20| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-04/01/24 14:07:44| INFO d_bin_sld_rbf finished [took 142.6992s]
-04/01/24 14:08:43| INFO d_bin_sld_rbf_c finished [took 201.5703s]
-04/01/24 14:08:52| INFO d_bin_sld_rbf_mc finished [took 210.0484s]
-04/01/24 14:08:54| INFO d_m3w_sld_rbf finished [took 212.8778s]
-04/01/24 14:08:59| INFO d_m3w_sld_rbf_mc finished [took 217.1081s]
-04/01/24 14:09:03| INFO d_bin_sld_rbf_ne finished [took 221.6905s]
-04/01/24 14:09:07| INFO d_m3w_sld_rbf_c finished [took 225.0241s]
-04/01/24 14:09:08| INFO d_mul_sld_rbf finished [took 226.6039s]
-04/01/24 14:09:29| INFO d_mul_sld_rbf_mc finished [took 246.8090s]
-04/01/24 14:09:39| INFO d_mul_sld_rbf_ne finished [took 257.7313s]
-04/01/24 14:09:56| INFO d_mul_sld_rbf_c finished [took 274.2714s]
-04/01/24 14:10:03| INFO d_m3w_sld_rbf_ne finished [took 139.3250s]
-04/01/24 14:10:16| INFO ref finished [took 76.7872s]
-04/01/24 14:10:33| INFO atc_mc finished [took 89.1551s]
-04/01/24 14:10:35| INFO doc finished [took 87.6538s]
-04/01/24 14:10:50| INFO d_bin_sld_rbf_is finished [took 126.6638s]
-04/01/24 14:10:56| INFO d_m3w_sld_rbf_is finished [took 120.9876s]
-04/01/24 14:11:25| INFO d_mul_sld_rbf_is finished [took 152.9899s]
-04/01/24 14:11:43| DEBUG [size=11,place=1] best score = 0.12720022; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.763s]
-04/01/24 14:11:43| DEBUG [size=11,place=2] best score = 0.17573423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.764s]
-04/01/24 14:12:08| DEBUG [size=26,place=1] best score = 0.01812658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 25.559s]
-04/01/24 14:12:08| DEBUG [size=26,place=2] best score = 0.02750708; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 25.560s]
-04/01/24 14:12:16| DEBUG [size=15,place=1] best score = 0.02699881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 7.175s]
-04/01/24 14:12:16| DEBUG [size=15,place=2] best score = 0.05259984; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 7.176s]
-04/01/24 14:12:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.01813) [took 49.6068s]
-04/01/24 14:13:28| INFO d_bin_sld_rbf_gs finished [took 121.8315s]
-04/01/24 14:13:47| DEBUG [size=11,place=1] best score = 0.44622297; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 18.682s]
-04/01/24 14:13:47| DEBUG [size=11,place=2] best score = 0.44868307; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 18.683s]
-04/01/24 14:14:04| DEBUG [size=26,place=1] best score = 0.14216569; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s]
-04/01/24 14:14:04| DEBUG [size=26,place=2] best score = 0.31742522; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s]
-04/01/24 14:14:28| DEBUG [size=14,place=1] best score = 0.15579576; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 23.518s]
-04/01/24 14:14:28| DEBUG [size=14,place=2] best score = 0.24814867; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': None, 'confidence': None} [took 23.519s]
-04/01/24 14:14:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.14217) [took 59.1842s]
-04/01/24 14:16:22| INFO d_mul_sld_rbf_gs finished [took 173.7137s]
-04/01/24 14:16:41| DEBUG [size=11,place=1] best score = 0.00681338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.119s]
-04/01/24 14:16:41| DEBUG [size=11,place=2] best score = 0.00771308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.120s]
-04/01/24 14:17:19| DEBUG [size=28,place=1] best score = 0.00534484; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s]
-04/01/24 14:17:19| DEBUG [size=28,place=2] best score = 0.00546287; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s]
-04/01/24 14:18:29| DEBUG [size=16,place=1] best score = 0.00513243; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.928s]
-04/01/24 14:18:29| DEBUG [size=16,place=2] best score = 0.00574793; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 69.928s]
-04/01/24 14:19:08| DEBUG [size=17,place=1] best score = 0.00498843; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.317s]
-04/01/24 14:19:08| DEBUG [size=17,place=2] best score = 0.00536860; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.317s]
-04/01/24 14:19:37| DEBUG [size=14,place=1] best score = 0.00559080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s]
-04/01/24 14:19:37| DEBUG [size=14,place=2] best score = 0.00610676; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s]
-04/01/24 14:19:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00499) [took 194.6814s]
-04/01/24 14:21:17| INFO d_m3w_sld_rbf_gs finished [took 294.5265s]
-04/01/24 14:21:17| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 957.6250s]
-----------------------------------------------------------------------------------------------------
-04/01/24 16:23:32| INFO dataset rcv1_MCAT [pool size: 10]
-04/01/24 16:23:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-04/01/24 16:26:19| INFO d_bin_sld_rbf_mc finished [took 162.6153s]
-04/01/24 16:26:55| INFO d_bin_sld_rbf finished [took 197.9336s]
-04/01/24 16:26:55| INFO d_bin_sld_rbf_c finished [took 198.6225s]
-04/01/24 16:27:09| INFO d_m3w_sld_rbf finished [took 212.0829s]
-04/01/24 16:27:09| INFO d_m3w_sld_rbf_mc finished [took 212.1716s]
-04/01/24 16:27:14| INFO d_bin_sld_rbf_ne finished [took 217.0881s]
-04/01/24 16:27:14| INFO d_m3w_sld_rbf_c finished [took 217.1151s]
-04/01/24 16:27:27| INFO d_mul_sld_rbf_mc finished [took 232.0726s]
-04/01/24 16:27:44| INFO d_mul_sld_rbf finished [took 247.5468s]
-04/01/24 16:27:45| INFO d_mul_sld_rbf_ne finished [took 248.1777s]
-04/01/24 16:27:49| INFO d_mul_sld_rbf_c finished [took 252.4865s]
-04/01/24 16:28:23| INFO ref finished [took 73.5268s]
-04/01/24 16:28:24| INFO d_m3w_sld_rbf_ne finished [took 124.5769s]
-04/01/24 16:28:36| INFO doc finished [took 81.0773s]
-04/01/24 16:28:48| INFO atc_mc finished [took 93.5163s]
-04/01/24 16:28:54| INFO d_bin_sld_rbf_is finished [took 118.1968s]
-04/01/24 16:29:13| INFO d_m3w_sld_rbf_is finished [took 123.6937s]
-04/01/24 16:29:26| INFO d_mul_sld_rbf_is finished [took 150.1996s]
-04/01/24 16:29:40| DEBUG [size=11,place=1] best score = 0.01686184; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 13.045s]
-04/01/24 16:29:40| DEBUG [size=11,place=2] best score = 0.04231075; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 13.046s]
-04/01/24 16:30:07| DEBUG [size=28,place=1] best score = 0.00970781; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 26.436s]
-04/01/24 16:30:07| DEBUG [size=28,place=2] best score = 0.01002171; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 26.436s]
-04/01/24 16:30:13| DEBUG [size=14,place=1] best score = 0.00875958; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 6.534s]
-04/01/24 16:30:13| DEBUG [size=14,place=2] best score = 0.00875993; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': None} [took 6.535s]
-04/01/24 16:30:28| DEBUG [size=16,place=1] best score = 0.00874979; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 14.441s]
-04/01/24 16:30:28| DEBUG [size=16,place=2] best score = 0.00920132; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 14.442s]
-04/01/24 16:30:42| DEBUG [size=12,place=1] best score = 0.01379807; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 13.996s]
-04/01/24 16:30:42| DEBUG [size=12,place=2] best score = 0.01487496; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 13.996s]
-04/01/24 16:30:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 74.4734s]
-04/01/24 16:32:12| INFO d_bin_sld_rbf_gs finished [took 164.6859s]
-04/01/24 16:32:27| DEBUG [size=11,place=1] best score = 0.15364909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': None} [took 14.656s]
-04/01/24 16:32:27| DEBUG [size=11,place=2] best score = 0.16741171; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 14.656s]
-04/01/24 16:32:41| DEBUG [size=26,place=1] best score = 0.00896799; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 14.236s]
-04/01/24 16:32:41| DEBUG [size=26,place=2] best score = 0.01018724; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': None} [took 14.236s]
-04/01/24 16:32:58| DEBUG [size=14,place=1] best score = 0.01104681; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.699s]
-04/01/24 16:32:58| DEBUG [size=14,place=2] best score = 0.05905547; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.699s]
-04/01/24 16:32:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} (score=0.00897) [took 45.7068s]
-04/01/24 16:34:27| INFO d_mul_sld_rbf_gs finished [took 134.4619s]
-04/01/24 16:34:43| DEBUG [size=11,place=1] best score = 0.00795978; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.378s]
-04/01/24 16:34:43| DEBUG [size=11,place=2] best score = 0.00822745; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 15.379s]
-04/01/24 16:34:58| DEBUG [size=28,place=1] best score = 0.00834486; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 15.303s]
-04/01/24 16:34:58| DEBUG [size=28,place=2] best score = 0.00851900; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.303s]
-04/01/24 16:34:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 30.6898s]
-04/01/24 16:36:09| INFO d_m3w_sld_rbf_gs finished [took 101.2521s]
-04/01/24 16:36:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 756.4315s]
-04/01/24 16:36:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-04/01/24 16:38:40| INFO d_bin_sld_rbf_c finished [took 150.3074s]
-04/01/24 16:40:04| INFO d_m3w_sld_rbf finished [took 234.0387s]
-04/01/24 16:40:05| INFO d_bin_sld_rbf finished [took 234.4392s]
-04/01/24 16:40:05| INFO d_bin_sld_rbf_mc finished [took 234.7146s]
-04/01/24 16:40:07| INFO d_m3w_sld_rbf_mc finished [took 236.3389s]
-04/01/24 16:40:10| INFO d_bin_sld_rbf_ne finished [took 239.6654s]
-04/01/24 16:40:18| INFO d_m3w_sld_rbf_c finished [took 247.8512s]
-04/01/24 16:40:37| INFO d_m3w_sld_rbf_ne finished [took 116.8618s]
-04/01/24 16:40:46| INFO d_mul_sld_rbf_ne finished [took 275.2690s]
-04/01/24 16:40:52| INFO d_mul_sld_rbf finished [took 281.3133s]
-04/01/24 16:40:56| INFO d_mul_sld_rbf_c finished [took 285.6652s]
-04/01/24 16:41:01| INFO d_mul_sld_rbf_mc finished [took 290.9970s]
-04/01/24 16:41:28| INFO ref finished [took 80.8344s]
-04/01/24 16:41:34| INFO atc_mc finished [took 83.3159s]
-04/01/24 16:41:38| INFO doc finished [took 79.5063s]
-04/01/24 16:42:31| INFO d_bin_sld_rbf_is finished [took 145.7439s]
-04/01/24 16:42:32| INFO d_m3w_sld_rbf_is finished [took 145.8764s]
-04/01/24 16:43:07| INFO d_mul_sld_rbf_is finished [took 181.7308s]
-04/01/24 16:43:18| DEBUG [size=11,place=1] best score = 0.00673779; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 9.811s]
-04/01/24 16:43:18| DEBUG [size=11,place=2] best score = 0.00730551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 9.812s]
-04/01/24 16:43:41| DEBUG [size=28,place=1] best score = 0.00660354; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.626s]
-04/01/24 16:43:41| DEBUG [size=28,place=2] best score = 0.00766132; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.626s]
-04/01/24 16:44:18| DEBUG [size=16,place=1] best score = 0.00661899; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.356s]
-04/01/24 16:44:18| DEBUG [size=16,place=2] best score = 0.00709346; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.356s]
-04/01/24 16:44:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00660) [took 69.9084s]
-04/01/24 16:45:57| INFO d_bin_sld_rbf_gs finished [took 168.9568s]
-04/01/24 16:46:14| DEBUG [size=11,place=1] best score = 0.01385448; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.984s]
-04/01/24 16:46:14| DEBUG [size=11,place=2] best score = 0.01834783; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.985s]
-04/01/24 16:46:51| DEBUG [size=28,place=1] best score = 0.01047168; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 36.805s]
-04/01/24 16:46:51| DEBUG [size=28,place=2] best score = 0.01171519; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.806s]
-04/01/24 16:47:05| DEBUG [size=15,place=1] best score = 0.01023761; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.216s]
-04/01/24 16:47:05| DEBUG [size=15,place=2] best score = 0.01203808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.217s]
-04/01/24 16:47:40| DEBUG [size=20,place=1] best score = 0.00921386; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.024s]
-04/01/24 16:47:40| DEBUG [size=20,place=2] best score = 0.01167202; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.025s]
-04/01/24 16:48:11| DEBUG [size=12,place=1] best score = 0.01073005; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.148s]
-04/01/24 16:48:11| DEBUG [size=12,place=2] best score = 0.01101119; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.5704068584740662, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.148s]
-04/01/24 16:48:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00921) [took 133.2981s]
-04/01/24 16:50:29| INFO d_mul_sld_rbf_gs finished [took 271.5548s]
-04/01/24 16:50:45| DEBUG [size=11,place=1] best score = 0.00970296; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.120s]
-04/01/24 16:50:45| DEBUG [size=11,place=2] best score = 0.00988607; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.120s]
-04/01/24 16:51:24| DEBUG [size=28,place=1] best score = 0.00817591; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 39.231s]
-04/01/24 16:51:24| DEBUG [size=28,place=2] best score = 0.00880206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 39.231s]
-04/01/24 16:51:42| DEBUG [size=16,place=1] best score = 0.00756128; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.823s]
-04/01/24 16:51:42| DEBUG [size=16,place=2] best score = 0.00864251; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 17.823s]
-04/01/24 16:52:27| DEBUG [size=18,place=1] best score = 0.00658723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 45.363s]
-04/01/24 16:52:27| DEBUG [size=18,place=2] best score = 0.00709295; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.363s]
-04/01/24 16:52:55| DEBUG [size=13,place=1] best score = 0.00703414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': None} [took 27.763s]
-04/01/24 16:52:55| DEBUG [size=13,place=2] best score = 0.00731927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 27.764s]
-04/01/24 16:52:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00659) [took 145.4195s]
-04/01/24 16:54:59| INFO d_m3w_sld_rbf_gs finished [took 269.7683s]
-04/01/24 16:54:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1130.5660s]
-04/01/24 16:54:59| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-04/01/24 16:57:46| INFO d_m3w_sld_rbf_mc finished [took 164.8013s]
-04/01/24 16:58:43| INFO d_bin_sld_rbf_c finished [took 221.8355s]
-04/01/24 16:58:49| INFO d_m3w_sld_rbf finished [took 227.5045s]
-04/01/24 16:58:50| INFO d_m3w_sld_rbf_c finished [took 228.9994s]
-04/01/24 16:59:05| INFO d_bin_sld_rbf finished [took 244.1978s]
-04/01/24 16:59:09| INFO d_mul_sld_rbf_c finished [took 248.1884s]
-04/01/24 16:59:14| INFO d_mul_sld_rbf_ne finished [took 253.1041s]
-04/01/24 16:59:21| INFO d_bin_sld_rbf_ne finished [took 259.6263s]
-04/01/24 16:59:27| INFO d_bin_sld_rbf_mc finished [took 266.0658s]
-04/01/24 16:59:54| INFO d_mul_sld_rbf_mc finished [took 293.0138s]
-04/01/24 17:00:15| INFO ref finished [took 69.1896s]
-04/01/24 17:00:16| INFO d_mul_sld_rbf finished [took 314.8929s]
-04/01/24 17:00:31| INFO d_m3w_sld_rbf_ne finished [took 164.6215s]
-04/01/24 17:00:35| INFO atc_mc finished [took 84.7339s]
-04/01/24 17:00:37| INFO doc finished [took 82.7400s]
-04/01/24 17:01:10| INFO d_bin_sld_rbf_is finished [took 147.0067s]
-04/01/24 17:01:27| INFO d_m3w_sld_rbf_is finished [took 156.3086s]
-04/01/24 17:01:47| INFO d_mul_sld_rbf_is finished [took 177.2512s]
-04/01/24 17:01:56| DEBUG [size=11,place=1] best score = 0.01136726; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 8.402s]
-04/01/24 17:01:56| DEBUG [size=11,place=2] best score = 0.01470061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 410.19659818785465, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.403s]
-04/01/24 17:02:21| DEBUG [size=28,place=1] best score = 0.00813787; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 24.966s]
-04/01/24 17:02:21| DEBUG [size=28,place=2] best score = 0.00822617; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': None} [took 24.967s]
-04/01/24 17:02:37| DEBUG [size=19,place=1] best score = 0.00821366; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.525s]
-04/01/24 17:02:37| DEBUG [size=19,place=2] best score = 0.00917898; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.526s]
-04/01/24 17:02:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00814) [took 50.0163s]
-04/01/24 17:04:18| INFO d_bin_sld_rbf_gs finished [took 150.7581s]
-04/01/24 17:04:37| DEBUG [size=11,place=1] best score = 0.00867270; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.548s]
-04/01/24 17:04:37| DEBUG [size=11,place=2] best score = 0.02531788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 410.19659818785465, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 18.549s]
-04/01/24 17:05:25| DEBUG [size=28,place=1] best score = 0.00688281; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.471s]
-04/01/24 17:05:25| DEBUG [size=28,place=2] best score = 0.00728591; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.471s]
-04/01/24 17:05:53| DEBUG [size=19,place=1] best score = 0.00666136; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.252s]
-04/01/24 17:05:53| DEBUG [size=19,place=2] best score = 0.00687012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.252s]
-04/01/24 17:06:14| DEBUG [size=11,place=1] best score = 0.00754079; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.101s]
-04/01/24 17:06:14| DEBUG [size=11,place=2] best score = 0.00765905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.101s]
-04/01/24 17:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00666) [took 115.4860s]
-04/01/24 17:08:32| INFO d_mul_sld_rbf_gs finished [took 253.2155s]
-04/01/24 17:08:47| DEBUG [size=11,place=1] best score = 0.00932812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04101965981878546, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.039s]
-04/01/24 17:08:47| DEBUG [size=11,place=2] best score = 0.01005964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.040s]
-04/01/24 17:09:23| DEBUG [size=28,place=1] best score = 0.00659159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.066s]
-04/01/24 17:09:23| DEBUG [size=28,place=2] best score = 0.00696962; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.01965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.066s]
-04/01/24 17:09:51| DEBUG [size=17,place=1] best score = 0.00662364; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.520s]
-04/01/24 17:09:51| DEBUG [size=17,place=2] best score = 0.00771656; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.01965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.521s]
-04/01/24 17:09:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00659) [took 78.7388s]
-04/01/24 17:11:47| INFO d_m3w_sld_rbf_gs finished [took 194.5038s]
-04/01/24 17:11:47| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1007.5763s]
-04/01/24 17:11:47| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-04/01/24 17:15:06| INFO d_m3w_sld_rbf_c finished [took 196.3112s]
-04/01/24 17:15:19| INFO d_m3w_sld_rbf_mc finished [took 209.4324s]
-04/01/24 17:15:36| INFO d_m3w_sld_rbf finished [took 226.7601s]
-04/01/24 17:16:23| INFO d_bin_sld_rbf finished [took 274.0847s]
-04/01/24 17:16:24| INFO d_mul_sld_rbf_ne finished [took 274.3287s]
-04/01/24 17:16:34| INFO d_bin_sld_rbf_mc finished [took 284.4081s]
-04/01/24 17:17:16| INFO d_mul_sld_rbf_c finished [took 326.4651s]
-04/01/24 17:17:59| INFO ref finished [took 94.3186s]
-04/01/24 17:18:05| INFO d_mul_sld_rbf finished [took 375.6670s]
-04/01/24 17:18:06| INFO d_mul_sld_rbf_mc finished [took 376.6286s]
-04/01/24 17:18:07| INFO atc_mc finished [took 92.8693s]
-04/01/24 17:18:13| INFO d_m3w_sld_rbf_ne finished [took 186.5074s]
-04/01/24 17:18:36| INFO doc finished [took 79.0356s]
-04/01/24 17:19:00| INFO d_m3w_sld_rbf_is finished [took 155.5414s]
-04/01/24 17:19:00| INFO d_bin_sld_rbf_is finished [took 220.5769s]
-04/01/24 17:19:41| INFO d_bin_sld_rbf_c finished [took 471.5391s]
-04/01/24 17:19:56| INFO d_bin_sld_rbf_ne finished [took 487.1015s]
-04/01/24 17:19:56| INFO d_mul_sld_rbf_is finished [took 259.1814s]
-04/01/24 17:20:12| DEBUG [size=11,place=1] best score = 0.00652604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.987s]
-04/01/24 17:20:12| DEBUG [size=11,place=2] best score = 0.02324053; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.987s]
-04/01/24 17:20:36| DEBUG [size=28,place=1] best score = 0.00657921; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.452s]
-04/01/24 17:20:36| DEBUG [size=28,place=2] best score = 0.00663791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.452s]
-04/01/24 17:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00653) [took 38.4490s]
-04/01/24 17:21:47| INFO d_bin_sld_rbf_gs finished [took 109.8753s]
-04/01/24 17:22:07| DEBUG [size=11,place=1] best score = 0.02219340; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.687s]
-04/01/24 17:22:07| DEBUG [size=11,place=2] best score = 0.02660960; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.688s]
-04/01/24 17:23:03| DEBUG [size=28,place=1] best score = 0.01705821; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 56.352s]
-04/01/24 17:23:03| DEBUG [size=28,place=2] best score = 0.01709217; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': None} [took 56.353s]
-04/01/24 17:23:46| DEBUG [size=21,place=1] best score = 0.01126451; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.386s]
-04/01/24 17:23:46| DEBUG [size=21,place=2] best score = 0.01222336; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.387s]
-04/01/24 17:24:09| DEBUG [size=14,place=1] best score = 0.01012238; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.101s]
-04/01/24 17:24:09| DEBUG [size=14,place=2] best score = 0.01094007; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.102s]
-04/01/24 17:24:39| DEBUG [size=15,place=1] best score = 0.00957236; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.553s]
-04/01/24 17:24:39| DEBUG [size=15,place=2] best score = 0.01081882; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.554s]
-04/01/24 17:25:08| DEBUG [size=15,place=1] best score = 0.00962677; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.992s]
-04/01/24 17:25:08| DEBUG [size=15,place=2] best score = 0.01160849; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.993s]
-04/01/24 17:25:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00957) [took 200.2004s]
-04/01/24 17:28:16| INFO d_mul_sld_rbf_gs finished [took 388.5255s]
-04/01/24 17:28:34| DEBUG [size=11,place=1] best score = 0.01051589; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.465s]
-04/01/24 17:28:34| DEBUG [size=11,place=2] best score = 0.01428668; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.465s]
-04/01/24 17:29:37| DEBUG [size=26,place=1] best score = 0.00952655; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': None} [took 63.590s]
-04/01/24 17:29:37| DEBUG [size=26,place=2] best score = 0.00988233; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 63.591s]
-04/01/24 17:30:52| DEBUG [size=18,place=1] best score = 0.00898908; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.563s]
-04/01/24 17:30:52| DEBUG [size=18,place=2] best score = 0.00943667; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.564s]
-04/01/24 17:31:40| DEBUG [size=11,place=1] best score = 0.01219180; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.128s]
-04/01/24 17:31:40| DEBUG [size=11,place=2] best score = 0.01252993; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.129s]
-04/01/24 17:31:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 202.7613s]
-04/01/24 17:33:45| INFO d_m3w_sld_rbf_gs finished [took 328.0908s]
-04/01/24 17:33:45| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1318.1846s]
-04/01/24 17:33:45| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-04/01/24 17:37:19| INFO d_m3w_sld_rbf finished [took 211.0267s]
-04/01/24 17:37:35| INFO d_bin_sld_rbf finished [took 227.0418s]
-04/01/24 17:37:35| INFO d_bin_sld_rbf_ne finished [took 227.3054s]
-04/01/24 17:37:36| INFO d_m3w_sld_rbf_mc finished [took 227.8558s]
-04/01/24 17:37:52| INFO d_m3w_sld_rbf_c finished [took 244.2201s]
-04/01/24 17:38:10| INFO d_mul_sld_rbf_mc finished [took 262.7210s]
-04/01/24 17:38:23| INFO d_mul_sld_rbf finished [took 275.2777s]
-04/01/24 17:38:31| INFO d_mul_sld_rbf_c finished [took 283.5451s]
-04/01/24 17:38:36| INFO d_mul_sld_rbf_ne finished [took 287.7745s]
-04/01/24 17:39:15| INFO ref finished [took 82.5071s]
-04/01/24 17:39:30| INFO atc_mc finished [took 78.5439s]
-04/01/24 17:39:35| INFO d_bin_sld_rbf_mc finished [took 348.4374s]
-04/01/24 17:39:45| INFO d_bin_sld_rbf_c finished [took 357.1813s]
-04/01/24 17:39:51| INFO doc finished [took 86.8950s]
-04/01/24 17:40:04| INFO d_m3w_sld_rbf_is finished [took 147.7626s]
-04/01/24 17:40:11| INFO d_m3w_sld_rbf_ne finished [took 171.8619s]
-04/01/24 17:40:48| INFO d_mul_sld_rbf_is finished [took 191.9057s]
-04/01/24 17:40:57| INFO d_bin_sld_rbf_is finished [took 202.0489s]
-04/01/24 17:41:14| DEBUG [size=11,place=1] best score = 0.00961308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.770s]
-04/01/24 17:41:14| DEBUG [size=11,place=2] best score = 0.02736527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 44.749702176267604, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.770s]
-04/01/24 17:42:02| DEBUG [size=28,place=1] best score = 0.00801541; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.380s]
-04/01/24 17:42:02| DEBUG [size=28,place=2] best score = 0.00843366; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.381s]
-04/01/24 17:42:24| DEBUG [size=17,place=1] best score = 0.00797147; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 22.745s]
-04/01/24 17:42:24| DEBUG [size=17,place=2] best score = 0.00851595; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.745s]
-04/01/24 17:42:47| DEBUG [size=22,place=1] best score = 0.00861999; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 23.032s]
-04/01/24 17:42:47| DEBUG [size=22,place=2] best score = 0.00876811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 23.033s]
-04/01/24 17:42:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00797) [took 109.0459s]
-04/01/24 17:44:34| INFO d_bin_sld_rbf_gs finished [took 215.2872s]
-04/01/24 17:44:53| DEBUG [size=11,place=1] best score = 0.00972414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.580s]
-04/01/24 17:44:53| DEBUG [size=11,place=2] best score = 0.02399336; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.581s]
-04/01/24 17:45:51| DEBUG [size=28,place=1] best score = 0.00765141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 57.401s]
-04/01/24 17:45:51| DEBUG [size=28,place=2] best score = 0.00771520; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 57.401s]
-04/01/24 17:46:24| DEBUG [size=17,place=1] best score = 0.00774165; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.801s]
-04/01/24 17:46:24| DEBUG [size=17,place=2] best score = 0.00775783; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.801s]
-04/01/24 17:46:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00765) [took 109.8960s]
-04/01/24 17:49:10| INFO d_mul_sld_rbf_gs finished [took 275.3187s]
-04/01/24 17:49:28| DEBUG [size=11,place=1] best score = 0.00943379; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.050s]
-04/01/24 17:49:28| DEBUG [size=11,place=2] best score = 0.01083687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': None, 'confidence': None} [took 17.051s]
-04/01/24 17:49:53| DEBUG [size=28,place=1] best score = 0.00885859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.656s]
-04/01/24 17:49:53| DEBUG [size=28,place=2] best score = 0.00893802; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.656s]
-04/01/24 17:50:15| DEBUG [size=18,place=1] best score = 0.00897335; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.415s]
-04/01/24 17:50:15| DEBUG [size=18,place=2] best score = 0.00898251; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.416s]
-04/01/24 17:50:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00886) [took 64.2344s]
-04/01/24 17:51:38| INFO d_m3w_sld_rbf_gs finished [took 147.2479s]
-04/01/24 17:51:38| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1072.7900s]
-04/01/24 17:51:38| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-04/01/24 17:54:56| INFO d_m3w_sld_rbf_c finished [took 196.0924s]
-04/01/24 17:55:12| INFO d_bin_sld_rbf_mc finished [took 211.8805s]
-04/01/24 17:55:13| INFO d_bin_sld_rbf finished [took 213.4383s]
-04/01/24 17:55:14| INFO d_mul_sld_rbf finished [took 214.5443s]
-04/01/24 17:55:20| INFO d_bin_sld_rbf_c finished [took 220.3302s]
-04/01/24 17:55:26| INFO d_m3w_sld_rbf finished [took 226.3786s]
-04/01/24 17:55:41| INFO d_m3w_sld_rbf_mc finished [took 241.7036s]
-04/01/24 17:56:03| INFO d_mul_sld_rbf_ne finished [took 263.7080s]
-04/01/24 17:56:21| INFO d_mul_sld_rbf_c finished [took 281.9436s]
-04/01/24 17:56:22| INFO d_mul_sld_rbf_mc finished [took 282.4380s]
-04/01/24 17:56:49| INFO ref finished [took 88.6186s]
-04/01/24 17:57:05| INFO atc_mc finished [took 98.4208s]
-04/01/24 17:57:15| INFO doc finished [took 93.0668s]
-04/01/24 17:57:18| INFO d_bin_sld_rbf_is finished [took 125.8277s]
-04/01/24 17:57:21| INFO d_m3w_sld_rbf_ne finished [took 144.6802s]
-04/01/24 17:57:43| INFO d_m3w_sld_rbf_is finished [took 148.4988s]
-04/01/24 17:58:03| INFO d_bin_sld_rbf_ne finished [took 383.4559s]
-04/01/24 17:58:16| INFO d_mul_sld_rbf_is finished [took 182.4417s]
-04/01/24 17:58:27| DEBUG [size=11,place=1] best score = 0.01106664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 10.301s]
-04/01/24 17:58:27| DEBUG [size=11,place=2] best score = 0.01127388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.301s]
-04/01/24 17:58:52| DEBUG [size=28,place=1] best score = 0.00737811; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.780s]
-04/01/24 17:58:52| DEBUG [size=28,place=2] best score = 0.00766650; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.780s]
-04/01/24 17:59:14| DEBUG [size=22,place=1] best score = 0.00734912; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.857s]
-04/01/24 17:59:14| DEBUG [size=22,place=2] best score = 0.00765833; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': None} [took 21.858s]
-04/01/24 17:59:30| DEBUG [size=18,place=1] best score = 0.00786593; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.131s]
-04/01/24 17:59:30| DEBUG [size=18,place=2] best score = 0.00835903; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': None} [took 16.132s]
-04/01/24 17:59:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00735) [took 74.1827s]
-04/01/24 18:01:23| INFO d_bin_sld_rbf_gs finished [took 186.7590s]
-04/01/24 18:01:42| DEBUG [size=11,place=1] best score = 0.00854867; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.702s]
-04/01/24 18:01:42| DEBUG [size=11,place=2] best score = 0.00895910; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.708247728477126, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.703s]
-04/01/24 18:02:32| DEBUG [size=28,place=1] best score = 0.00676099; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.602s]
-04/01/24 18:02:32| DEBUG [size=28,place=2] best score = 0.00769322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.603s]
-04/01/24 18:03:41| DEBUG [size=22,place=1] best score = 0.00753704; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.044s]
-04/01/24 18:03:41| DEBUG [size=22,place=2] best score = 0.00757925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 69.044s]
-04/01/24 18:03:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00676) [took 137.3584s]
-04/01/24 18:05:58| INFO d_mul_sld_rbf_gs finished [took 274.8533s]
-04/01/24 18:06:14| DEBUG [size=11,place=1] best score = 0.00788461; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.172s]
-04/01/24 18:06:14| DEBUG [size=11,place=2] best score = 0.00796189; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.708247728477126, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.173s]
-04/01/24 18:07:03| DEBUG [size=28,place=1] best score = 0.00718805; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.649s]
-04/01/24 18:07:03| DEBUG [size=28,place=2] best score = 0.00756333; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.650s]
-04/01/24 18:07:28| DEBUG [size=16,place=1] best score = 0.00718633; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 25.641s]
-04/01/24 18:07:28| DEBUG [size=16,place=2] best score = 0.00746508; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.642s]
-04/01/24 18:07:58| DEBUG [size=17,place=1] best score = 0.00770910; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.459s]
-04/01/24 18:07:58| DEBUG [size=17,place=2] best score = 0.00799554; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.459s]
-04/01/24 18:07:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 118.9440s]
-04/01/24 18:10:14| INFO d_m3w_sld_rbf_gs finished [took 254.8730s]
-04/01/24 18:10:14| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1115.7052s]
-04/01/24 18:10:14| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-04/01/24 18:13:25| INFO d_bin_sld_rbf finished [took 188.5048s]
-04/01/24 18:13:49| INFO d_m3w_sld_rbf_c finished [took 213.2110s]
-04/01/24 18:13:53| INFO d_bin_sld_rbf_mc finished [took 216.2726s]
-04/01/24 18:13:55| INFO d_m3w_sld_rbf finished [took 220.0591s]
-04/01/24 18:14:11| INFO d_mul_sld_rbf_ne finished [took 234.3845s]
-04/01/24 18:14:11| INFO d_bin_sld_rbf_ne finished [took 234.6360s]
-04/01/24 18:14:13| INFO d_bin_sld_rbf_c finished [took 236.6620s]
-04/01/24 18:14:15| INFO d_m3w_sld_rbf_mc finished [took 239.0267s]
-04/01/24 18:14:35| INFO d_mul_sld_rbf_mc finished [took 258.2791s]
-04/01/24 18:14:44| INFO d_mul_sld_rbf_c finished [took 267.8999s]
-04/01/24 18:15:19| INFO d_mul_sld_rbf finished [took 303.3047s]
-04/01/24 18:15:26| INFO ref finished [took 74.6551s]
-04/01/24 18:15:47| INFO doc finished [took 93.6984s]
-04/01/24 18:15:48| INFO atc_mc finished [took 96.1770s]
-04/01/24 18:16:12| INFO d_m3w_sld_rbf_ne finished [took 166.6003s]
-04/01/24 18:16:14| INFO d_m3w_sld_rbf_is finished [took 137.5760s]
-04/01/24 18:16:16| INFO d_bin_sld_rbf_is finished [took 145.9688s]
-04/01/24 18:16:40| INFO d_mul_sld_rbf_is finished [took 166.4200s]
-04/01/24 18:16:50| DEBUG [size=11,place=1] best score = 0.00861260; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 9.758s]
-04/01/24 18:16:50| DEBUG [size=11,place=2] best score = 0.01169786; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 9.759s]
-04/01/24 18:17:44| DEBUG [size=26,place=1] best score = 0.00789145; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 53.071s]
-04/01/24 18:17:44| DEBUG [size=26,place=2] best score = 0.01200790; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 53.072s]
-04/01/24 18:18:58| DEBUG [size=17,place=1] best score = 0.01191064; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.764s]
-04/01/24 18:18:58| DEBUG [size=17,place=2] best score = 0.01205051; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.8622025859471774, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.765s]
-04/01/24 18:18:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00789) [took 137.7041s]
-04/01/24 18:20:17| INFO d_bin_sld_rbf_gs finished [took 215.9228s]
-04/01/24 18:20:35| DEBUG [size=11,place=1] best score = 0.00926977; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.382s]
-04/01/24 18:20:35| DEBUG [size=11,place=2] best score = 0.01130126; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.383s]
-04/01/24 18:21:19| DEBUG [size=28,place=1] best score = 0.00900250; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 44.215s]
-04/01/24 18:21:19| DEBUG [size=28,place=2] best score = 0.00949465; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 44.215s]
-04/01/24 18:21:57| DEBUG [size=20,place=1] best score = 0.00916906; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.283s]
-04/01/24 18:21:57| DEBUG [size=20,place=2] best score = 0.00943048; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.284s]
-04/01/24 18:21:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00900) [took 99.9972s]
-04/01/24 18:23:36| INFO d_mul_sld_rbf_gs finished [took 199.2584s]
-04/01/24 18:23:54| DEBUG [size=11,place=1] best score = 0.00924001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.715s]
-04/01/24 18:23:54| DEBUG [size=11,place=2] best score = 0.01008753; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.716s]
-04/01/24 18:24:54| DEBUG [size=28,place=1] best score = 0.00953989; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.886s]
-04/01/24 18:24:54| DEBUG [size=28,place=2] best score = 0.00971457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.886s]
-04/01/24 18:24:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00924) [took 76.7117s]
-04/01/24 18:26:40| INFO d_m3w_sld_rbf_gs finished [took 182.8930s]
-04/01/24 18:26:40| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 986.4656s]
-04/01/24 18:26:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-04/01/24 18:30:22| INFO d_m3w_sld_rbf finished [took 219.1201s]
-04/01/24 18:30:30| INFO d_mul_sld_rbf_c finished [took 226.6135s]
-04/01/24 18:30:38| INFO d_m3w_sld_rbf_c finished [took 235.7981s]
-04/01/24 18:30:40| INFO d_bin_sld_rbf_c finished [took 236.6344s]
-04/01/24 18:30:40| INFO d_m3w_sld_rbf_mc finished [took 237.3110s]
-04/01/24 18:30:47| INFO d_bin_sld_rbf_ne finished [took 243.8164s]
-04/01/24 18:31:14| INFO d_mul_sld_rbf finished [took 270.9127s]
-04/01/24 18:31:16| INFO d_mul_sld_rbf_mc finished [took 273.4045s]
-04/01/24 18:31:21| INFO d_mul_sld_rbf_ne finished [took 278.0461s]
-04/01/24 18:32:03| INFO ref finished [took 81.9814s]
-04/01/24 18:32:06| INFO d_bin_sld_rbf finished [took 322.7817s]
-04/01/24 18:32:25| INFO doc finished [took 69.8393s]
-04/01/24 18:32:30| INFO atc_mc finished [took 102.3547s]
-04/01/24 18:32:37| INFO d_bin_sld_rbf_is finished [took 126.7343s]
-04/01/24 18:33:16| INFO d_m3w_sld_rbf_ne finished [took 172.6686s]
-04/01/24 18:33:22| INFO d_m3w_sld_rbf_is finished [took 161.0340s]
-04/01/24 18:33:51| INFO d_mul_sld_rbf_is finished [took 191.4741s]
-04/01/24 18:33:56| INFO d_bin_sld_rbf_mc finished [took 433.7590s]
-04/01/24 18:34:09| DEBUG [size=11,place=1] best score = 0.02624517; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 11.455s]
-04/01/24 18:34:09| DEBUG [size=11,place=2] best score = 0.02839635; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.333450239733612, 'quantifier__recalib': None, 'confidence': None} [took 11.456s]
-04/01/24 18:34:30| DEBUG [size=26,place=1] best score = 0.01037448; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 21.188s]
-04/01/24 18:34:30| DEBUG [size=26,place=2] best score = 0.02578820; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 21.188s]
-04/01/24 18:34:42| DEBUG [size=14,place=1] best score = 0.02442257; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 11.615s]
-04/01/24 18:34:42| DEBUG [size=14,place=2] best score = 0.02977048; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 11.615s]
-04/01/24 18:34:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} (score=0.01037) [took 44.2761s]
-04/01/24 18:36:06| INFO d_bin_sld_rbf_gs finished [took 128.0560s]
-04/01/24 18:36:24| DEBUG [size=11,place=1] best score = 0.03171508; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.334502397336124, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.939s]
-04/01/24 18:36:24| DEBUG [size=11,place=2] best score = 0.03609135; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.940s]
-04/01/24 18:37:03| DEBUG [size=28,place=1] best score = 0.01610824; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': None} [took 38.658s]
-04/01/24 18:37:03| DEBUG [size=28,place=2] best score = 0.01912381; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.658s]
-04/01/24 18:38:08| DEBUG [size=18,place=1] best score = 0.02985905; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 65.493s]
-04/01/24 18:38:08| DEBUG [size=18,place=2] best score = 0.03119018; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 65.494s]
-04/01/24 18:38:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01611) [took 122.0995s]
-04/01/24 18:40:27| INFO d_mul_sld_rbf_gs finished [took 260.4212s]
-04/01/24 18:40:43| DEBUG [size=11,place=1] best score = 0.03538521; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.755s]
-04/01/24 18:40:43| DEBUG [size=11,place=2] best score = 0.04116686; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.756s]
-04/01/24 18:41:18| DEBUG [size=28,place=1] best score = 0.02265339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.672s]
-04/01/24 18:41:18| DEBUG [size=28,place=2] best score = 0.03179429; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.672s]
-04/01/24 18:42:04| DEBUG [size=15,place=1] best score = 0.03200127; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.685s]
-04/01/24 18:42:04| DEBUG [size=15,place=2] best score = 0.03235715; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.686s]
-04/01/24 18:42:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02265) [took 96.2246s]
-04/01/24 18:43:42| INFO d_m3w_sld_rbf_gs finished [took 193.7957s]
-04/01/24 18:43:42| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1021.3531s]
-04/01/24 18:43:42| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-04/01/24 18:46:47| INFO d_bin_sld_rbf finished [took 183.4926s]
-04/01/24 18:46:57| INFO d_m3w_sld_rbf finished [took 193.9443s]
-04/01/24 18:47:09| INFO d_mul_sld_rbf finished [took 205.7887s]
-04/01/24 18:47:17| INFO d_m3w_sld_rbf_mc finished [took 213.1709s]
-04/01/24 18:47:21| INFO d_m3w_sld_rbf_c finished [took 217.1724s]
-04/01/24 18:47:22| INFO d_bin_sld_rbf_mc finished [took 218.3761s]
-04/01/24 18:47:23| INFO d_mul_sld_rbf_mc finished [took 219.4574s]
-04/01/24 18:47:35| INFO d_mul_sld_rbf_ne finished [took 231.1688s]
-04/01/24 18:47:49| INFO d_mul_sld_rbf_c finished [took 245.2825s]
-04/01/24 18:48:06| INFO d_bin_sld_rbf_ne finished [took 262.5574s]
-04/01/24 18:48:45| INFO doc finished [took 81.4177s]
-04/01/24 18:48:52| INFO atc_mc finished [took 89.2418s]
-04/01/24 18:48:55| INFO ref finished [took 93.7136s]
-04/01/24 18:49:08| INFO d_bin_sld_rbf_is finished [took 129.7419s]
-04/01/24 18:49:16| INFO d_m3w_sld_rbf_ne finished [took 148.3660s]
-04/01/24 18:49:18| INFO d_bin_sld_rbf_c finished [took 333.9121s]
-04/01/24 18:49:19| INFO d_m3w_sld_rbf_is finished [took 121.9569s]
-04/01/24 18:49:56| INFO d_mul_sld_rbf_is finished [took 166.1050s]
-04/01/24 18:50:10| DEBUG [size=11,place=1] best score = 0.00887228; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 12.939s]
-04/01/24 18:50:10| DEBUG [size=11,place=2] best score = 0.01716665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.940s]
-04/01/24 18:50:35| DEBUG [size=28,place=1] best score = 0.00588213; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.225s]
-04/01/24 18:50:35| DEBUG [size=28,place=2] best score = 0.00702381; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 25.226s]
-04/01/24 18:51:24| DEBUG [size=22,place=1] best score = 0.00597307; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.042s]
-04/01/24 18:51:24| DEBUG [size=22,place=2] best score = 0.00714481; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.043s]
-04/01/24 18:51:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00588) [took 87.3249s]
-04/01/24 18:53:00| INFO d_bin_sld_rbf_gs finished [took 183.1305s]
-04/01/24 18:53:18| DEBUG [size=11,place=1] best score = 0.01130742; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.834s]
-04/01/24 18:53:18| DEBUG [size=11,place=2] best score = 0.01663448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.834s]
-04/01/24 18:53:57| DEBUG [size=28,place=1] best score = 0.00579266; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.497s]
-04/01/24 18:53:57| DEBUG [size=28,place=2] best score = 0.00624082; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.498s]
-04/01/24 18:54:15| DEBUG [size=16,place=1] best score = 0.00576702; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.832s]
-04/01/24 18:54:15| DEBUG [size=16,place=2] best score = 0.00694873; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.832s]
-04/01/24 18:54:50| DEBUG [size=18,place=1] best score = 0.00663103; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7681386120220206, 'quantifier__recalib': 'bcts', 'confidence': None} [took 34.995s]
-04/01/24 18:54:50| DEBUG [size=18,place=2] best score = 0.00720367; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 34.996s]
-04/01/24 18:54:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00577) [took 109.1780s]
-04/01/24 18:57:04| INFO d_mul_sld_rbf_gs finished [took 243.7445s]
-04/01/24 18:57:21| DEBUG [size=11,place=1] best score = 0.00692790; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.760s]
-04/01/24 18:57:21| DEBUG [size=11,place=2] best score = 0.02566057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.760s]
-04/01/24 18:57:52| DEBUG [size=28,place=1] best score = 0.00675198; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 31.493s]
-04/01/24 18:57:52| DEBUG [size=28,place=2] best score = 0.00784875; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.493s]
-04/01/24 18:58:20| DEBUG [size=17,place=1] best score = 0.00731704; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 27.531s]
-04/01/24 18:58:20| DEBUG [size=17,place=2] best score = 0.00781412; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 27.531s]
-04/01/24 18:58:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00675) [took 74.8956s]
-04/01/24 19:00:33| INFO d_m3w_sld_rbf_gs finished [took 207.9234s]
-04/01/24 19:00:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1011.4615s]
-----------------------------------------------------------------------------------------------------
-15/01/24 17:49:01| INFO dataset imdb [pool size: 10]
-15/01/24 17:49:01| INFO Dataset sample [0.1 0.9] of dataset imdb started
-15/01/24 17:49:37| INFO d_mul_sld_lr_c finished [took 33.7198s]
-15/01/24 17:49:40| INFO d_mul_sld_lr finished [took 35.4064s]
-15/01/24 17:49:48| INFO d_m3w_sld_lr_c finished [took 42.7319s]
-15/01/24 17:49:48| INFO d_mul_sld_lr_ne finished [took 43.2378s]
-15/01/24 17:49:50| INFO d_m3w_sld_lr_mc finished [took 45.1636s]
-15/01/24 17:49:51| INFO d_mul_sld_lr_mc finished [took 46.4592s]
-15/01/24 17:49:55| INFO d_m3w_sld_lr finished [took 50.0477s]
-15/01/24 17:50:00| INFO d_bin_sld_lr finished [took 54.6395s]
-15/01/24 17:50:00| INFO d_bin_sld_lr_ne finished [took 54.8601s]
-15/01/24 17:50:10| INFO d_bin_sld_lr_mc finished [took 64.9242s]
-15/01/24 17:50:13| INFO d_bin_sld_lr_c finished [took 68.0005s]
-15/01/24 17:50:20| INFO d_m3w_sld_lr_ne finished [took 41.7101s]
-15/01/24 17:50:20| INFO d_mul_sld_lr_is finished [took 31.4644s]
-15/01/24 17:50:26| INFO ref finished [took 25.9002s]
-15/01/24 17:50:26| INFO d_m3w_sld_lr_is finished [took 37.2890s]
-15/01/24 17:50:27| INFO d_m3w_sld_lr_a finished [took 31.6666s]
-15/01/24 17:50:31| INFO d_mul_sld_lr_a finished [took 38.9138s]
-15/01/24 17:50:35| INFO atc_mc finished [took 34.4872s]
-15/01/24 17:50:41| INFO doc finished [took 30.4517s]
-15/01/24 17:51:00| INFO d_bin_sld_lr_is finished [took 78.6868s]
-15/01/24 17:51:10| INFO d_bin_sld_lr_a finished [took 78.7613s]
-15/01/24 17:51:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 16.1982s]
-15/01/24 17:51:54| INFO d_bin_sld_lr_gs finished [took 43.6779s]
-15/01/24 17:52:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 14.9731s]
-15/01/24 17:52:35| INFO d_mul_sld_lr_gs finished [took 39.6570s]
-15/01/24 17:52:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 22.1340s]
-15/01/24 17:53:18| INFO d_m3w_sld_lr_gs finished [took 42.1031s]
-15/01/24 17:53:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 257.0425s]
-15/01/24 17:53:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
-15/01/24 17:54:01| INFO d_m3w_sld_lr_c finished [took 40.5469s]
-15/01/24 17:54:01| INFO d_m3w_sld_lr_mc finished [took 41.2263s]
-15/01/24 17:54:02| INFO d_m3w_sld_lr finished [took 42.0383s]
-15/01/24 17:54:11| INFO d_mul_sld_lr_c finished [took 50.4774s]
-15/01/24 17:54:11| INFO d_mul_sld_lr_ne finished [took 50.5285s]
-15/01/24 17:54:12| INFO d_mul_sld_lr_mc finished [took 51.6536s]
-15/01/24 17:54:13| INFO d_mul_sld_lr finished [took 52.4963s]
-15/01/24 17:54:42| INFO d_bin_sld_lr_mc finished [took 83.0957s]
-15/01/24 17:54:42| INFO d_m3w_sld_lr_ne finished [took 40.6046s]
-15/01/24 17:54:52| INFO d_m3w_sld_lr_is finished [took 40.4571s]
-15/01/24 17:54:53| INFO d_mul_sld_lr_is finished [took 50.1777s]
-15/01/24 17:54:55| INFO d_m3w_sld_lr_a finished [took 40.7750s]
-15/01/24 17:55:00| INFO d_mul_sld_lr_a finished [took 46.6749s]
-15/01/24 17:55:02| INFO ref finished [took 19.0747s]
-15/01/24 17:55:18| INFO d_bin_sld_lr_c finished [took 117.7597s]
-15/01/24 17:55:22| INFO atc_mc finished [took 38.2006s]
-15/01/24 17:55:26| INFO doc finished [took 32.2210s]
-15/01/24 17:55:28| INFO d_bin_sld_lr_is finished [took 85.1813s]
-15/01/24 17:55:28| INFO d_bin_sld_lr_ne finished [took 127.3877s]
-15/01/24 17:55:29| INFO d_bin_sld_lr_a finished [took 76.8810s]
-15/01/24 17:55:42| INFO d_bin_sld_lr finished [took 141.6945s]
-15/01/24 17:56:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 22.8823s]
-15/01/24 17:56:56| INFO d_bin_sld_lr_gs finished [took 73.1104s]
-15/01/24 17:57:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 26.9992s]
-15/01/24 17:57:48| INFO d_mul_sld_lr_gs finished [took 50.8986s]
-15/01/24 17:58:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 23.7733s]
-15/01/24 17:58:34| INFO d_m3w_sld_lr_gs finished [took 44.0005s]
-15/01/24 17:58:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 315.9828s]
-15/01/24 17:58:34| INFO Dataset sample [0.3 0.7] of dataset imdb started
-15/01/24 17:59:01| INFO d_m3w_sld_lr_c finished [took 25.6607s]
-15/01/24 17:59:18| INFO d_m3w_sld_lr_mc finished [took 41.7932s]
-15/01/24 17:59:18| INFO d_m3w_sld_lr finished [took 42.2261s]
-15/01/24 17:59:30| INFO d_bin_sld_lr_mc finished [took 54.2641s]
-15/01/24 17:59:33| INFO d_mul_sld_lr_c finished [took 56.8973s]
-15/01/24 17:59:35| INFO d_mul_sld_lr_ne finished [took 58.3393s]
-15/01/24 17:59:35| INFO d_mul_sld_lr finished [took 58.5635s]
-15/01/24 17:59:35| INFO d_mul_sld_lr_mc finished [took 58.8058s]
-15/01/24 17:59:41| INFO d_m3w_sld_lr_ne finished [took 38.8578s]
-15/01/24 17:59:44| INFO d_bin_sld_lr_c finished [took 68.1180s]
-15/01/24 17:59:46| INFO d_bin_sld_lr_ne finished [took 69.3790s]
-15/01/24 17:59:47| INFO d_bin_sld_lr finished [took 70.7671s]
-15/01/24 17:59:58| INFO d_m3w_sld_lr_is finished [took 26.5427s]
-15/01/24 18:00:03| INFO ref finished [took 26.9495s]
-15/01/24 18:00:05| INFO d_m3w_sld_lr_a finished [took 28.6785s]
-15/01/24 18:00:06| INFO d_mul_sld_lr_is finished [took 46.0447s]
-15/01/24 18:00:15| INFO atc_mc finished [took 32.8308s]
-15/01/24 18:00:16| INFO d_bin_sld_lr_is finished [took 56.9834s]
-15/01/24 18:00:19| INFO d_mul_sld_lr_a finished [took 42.7952s]
-15/01/24 18:00:22| INFO doc finished [took 36.9146s]
-15/01/24 18:00:22| INFO d_bin_sld_lr_a finished [took 48.2349s]
-15/01/24 18:00:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.03389) [took 27.6644s]
-15/01/24 18:01:21| INFO d_bin_sld_lr_gs finished [took 56.9722s]
-15/01/24 18:01:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 26.1980s]
-15/01/24 18:02:18| INFO d_mul_sld_lr_gs finished [took 55.9982s]
-15/01/24 18:02:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01155) [took 19.2005s]
-15/01/24 18:02:59| INFO d_m3w_sld_lr_gs finished [took 39.6492s]
-15/01/24 18:02:59| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 265.3022s]
-15/01/24 18:02:59| INFO Dataset sample [0.4 0.6] of dataset imdb started
-15/01/24 18:03:31| INFO d_m3w_sld_lr_mc finished [took 29.7645s]
-15/01/24 18:03:43| INFO d_m3w_sld_lr finished [took 41.7471s]
-15/01/24 18:03:43| INFO d_m3w_sld_lr_c finished [took 42.4684s]
-15/01/24 18:03:56| INFO d_mul_sld_lr_ne finished [took 56.0987s]
-15/01/24 18:03:57| INFO d_m3w_sld_lr_ne finished [took 26.0042s]
-15/01/24 18:04:02| INFO d_mul_sld_lr_c finished [took 60.7062s]
-15/01/24 18:04:04| INFO d_bin_sld_lr_mc finished [took 62.9279s]
-15/01/24 18:04:04| INFO d_mul_sld_lr_mc finished [took 63.2147s]
-15/01/24 18:04:04| INFO d_bin_sld_lr_c finished [took 63.3475s]
-15/01/24 18:04:06| INFO d_bin_sld_lr_ne finished [took 64.6805s]
-15/01/24 18:04:06| INFO d_bin_sld_lr finished [took 64.9333s]
-15/01/24 18:04:08| INFO d_mul_sld_lr finished [took 66.5752s]
-15/01/24 18:04:25| INFO ref finished [took 20.1666s]
-15/01/24 18:04:31| INFO d_bin_sld_lr_is finished [took 47.1727s]
-15/01/24 18:04:36| INFO d_m3w_sld_lr_is finished [took 38.2492s]
-15/01/24 18:04:36| INFO d_bin_sld_lr_a finished [took 37.9401s]
-15/01/24 18:04:37| INFO d_m3w_sld_lr_a finished [took 32.0227s]
-15/01/24 18:04:41| INFO d_mul_sld_lr_is finished [took 56.2433s]
-15/01/24 18:04:42| INFO atc_mc finished [took 36.6797s]
-15/01/24 18:04:43| INFO doc finished [took 36.6855s]
-15/01/24 18:04:46| INFO d_mul_sld_lr_a finished [took 43.3674s]
-15/01/24 18:05:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01348) [took 28.9868s]
-15/01/24 18:05:46| INFO d_bin_sld_lr_gs finished [took 59.3348s]
-15/01/24 18:06:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 24.1284s]
-15/01/24 18:06:41| INFO d_mul_sld_lr_gs finished [took 53.5878s]
-15/01/24 18:07:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01195) [took 18.5303s]
-15/01/24 18:07:21| INFO d_m3w_sld_lr_gs finished [took 39.2015s]
-15/01/24 18:07:21| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 262.0319s]
-15/01/24 18:07:21| INFO Dataset sample [0.5 0.5] of dataset imdb started
-15/01/24 18:07:58| INFO d_bin_sld_lr_c finished [took 35.3277s]
-15/01/24 18:08:05| INFO d_m3w_sld_lr finished [took 41.2368s]
-15/01/24 18:08:05| INFO d_m3w_sld_lr_c finished [took 41.9152s]
-15/01/24 18:08:06| INFO d_m3w_sld_lr_mc finished [took 42.4137s]
-15/01/24 18:08:21| INFO d_bin_sld_lr_ne finished [took 57.5207s]
-15/01/24 18:08:22| INFO d_bin_sld_lr finished [took 59.1340s]
-15/01/24 18:08:23| INFO d_bin_sld_lr_mc finished [took 59.7412s]
-15/01/24 18:08:25| INFO d_mul_sld_lr_c finished [took 61.5090s]
-15/01/24 18:08:27| INFO d_mul_sld_lr_mc finished [took 63.7563s]
-15/01/24 18:08:28| INFO d_mul_sld_lr_ne finished [took 64.3492s]
-15/01/24 18:08:30| INFO d_m3w_sld_lr_ne finished [took 31.1248s]
-15/01/24 18:08:31| INFO d_mul_sld_lr finished [took 67.3437s]
-15/01/24 18:08:50| INFO d_m3w_sld_lr_is finished [took 42.8634s]
-15/01/24 18:08:55| INFO d_mul_sld_lr_is finished [took 48.6715s]
-15/01/24 18:08:55| INFO ref finished [took 29.6043s]
-15/01/24 18:08:58| INFO d_bin_sld_lr_is finished [took 52.3610s]
-15/01/24 18:09:02| INFO d_mul_sld_lr_a finished [took 38.3585s]
-15/01/24 18:09:02| INFO atc_mc finished [took 33.5845s]
-15/01/24 18:09:02| INFO d_m3w_sld_lr_a finished [took 37.8336s]
-15/01/24 18:09:02| INFO doc finished [took 33.2050s]
-15/01/24 18:09:03| INFO d_bin_sld_lr_a finished [took 41.4838s]
-15/01/24 18:09:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01228) [took 27.7946s]
-15/01/24 18:09:59| INFO d_bin_sld_lr_gs finished [took 54.6746s]
-15/01/24 18:10:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 23.4670s]
-15/01/24 18:10:52| INFO d_mul_sld_lr_gs finished [took 52.0820s]
-15/01/24 18:11:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01011) [took 17.5338s]
-15/01/24 18:11:31| INFO d_m3w_sld_lr_gs finished [took 37.8329s]
-15/01/24 18:11:31| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 249.5515s]
-15/01/24 18:11:31| INFO Dataset sample [0.6 0.4] of dataset imdb started
-15/01/24 18:11:58| INFO d_m3w_sld_lr_mc finished [took 25.9205s]
-15/01/24 18:12:15| INFO d_m3w_sld_lr finished [took 42.1009s]
-15/01/24 18:12:16| INFO d_m3w_sld_lr_c finished [took 42.7139s]
-15/01/24 18:12:25| INFO d_m3w_sld_lr_ne finished [took 26.3173s]
-15/01/24 18:12:32| INFO d_bin_sld_lr_mc finished [took 59.4948s]
-15/01/24 18:12:33| INFO d_bin_sld_lr_c finished [took 60.2364s]
-15/01/24 18:12:34| INFO d_bin_sld_lr_ne finished [took 60.6921s]
-15/01/24 18:12:35| INFO d_bin_sld_lr finished [took 61.7090s]
-15/01/24 18:12:35| INFO d_mul_sld_lr_c finished [took 62.3778s]
-15/01/24 18:12:35| INFO d_mul_sld_lr_ne finished [took 62.3771s]
-15/01/24 18:12:36| INFO d_mul_sld_lr_mc finished [took 63.0142s]
-15/01/24 18:12:42| INFO d_mul_sld_lr finished [took 68.8177s]
-15/01/24 18:12:54| INFO d_m3w_sld_lr_is finished [took 27.7265s]
-15/01/24 18:13:01| INFO d_mul_sld_lr_is finished [took 44.0614s]
-15/01/24 18:13:03| INFO ref finished [took 27.7929s]
-15/01/24 18:13:10| INFO d_m3w_sld_lr_a finished [took 34.9682s]
-15/01/24 18:13:10| INFO d_bin_sld_lr_is finished [took 53.7303s]
-15/01/24 18:13:11| INFO atc_mc finished [took 34.7752s]
-15/01/24 18:13:13| INFO d_mul_sld_lr_a finished [took 38.3476s]
-15/01/24 18:13:14| INFO doc finished [took 37.3981s]
-15/01/24 18:13:15| INFO d_bin_sld_lr_a finished [took 41.4193s]
-15/01/24 18:13:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01218) [took 29.3475s]
-15/01/24 18:14:12| INFO d_bin_sld_lr_gs finished [took 56.0412s]
-15/01/24 18:14:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 23.3484s]
-15/01/24 18:15:05| INFO d_mul_sld_lr_gs finished [took 51.0933s]
-15/01/24 18:15:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 17.6988s]
-15/01/24 18:15:44| INFO d_m3w_sld_lr_gs finished [took 37.9186s]
-15/01/24 18:15:44| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 252.8044s]
-15/01/24 18:15:44| INFO Dataset sample [0.7 0.3] of dataset imdb started
-15/01/24 18:16:30| INFO d_m3w_sld_lr_mc finished [took 42.7271s]
-15/01/24 18:16:30| INFO d_m3w_sld_lr finished [took 42.6842s]
-15/01/24 18:16:30| INFO d_m3w_sld_lr_c finished [took 42.7473s]
-15/01/24 18:16:32| INFO d_mul_sld_lr_c finished [took 45.5411s]
-15/01/24 18:16:38| INFO d_mul_sld_lr_mc finished [took 51.9571s]
-15/01/24 18:16:46| INFO d_mul_sld_lr_ne finished [took 59.3465s]
-15/01/24 18:16:48| INFO d_mul_sld_lr finished [took 60.8858s]
-15/01/24 18:16:50| INFO d_bin_sld_lr_c finished [took 63.1233s]
-15/01/24 18:16:52| INFO d_bin_sld_lr_mc finished [took 64.8376s]
-15/01/24 18:16:53| INFO d_bin_sld_lr_ne finished [took 66.2748s]
-15/01/24 18:16:55| INFO d_bin_sld_lr finished [took 68.2344s]
-15/01/24 18:17:11| INFO d_m3w_sld_lr_ne finished [took 40.2246s]
-15/01/24 18:17:12| INFO d_mul_sld_lr_is finished [took 40.6077s]
-15/01/24 18:17:15| INFO d_bin_sld_lr_is finished [took 44.5678s]
-15/01/24 18:17:16| INFO d_m3w_sld_lr_is finished [took 42.4043s]
-15/01/24 18:17:20| INFO ref finished [took 28.2010s]
-15/01/24 18:17:21| INFO d_m3w_sld_lr_a finished [took 31.4213s]
-15/01/24 18:17:26| INFO atc_mc finished [took 32.6816s]
-15/01/24 18:17:28| INFO d_bin_sld_lr_a finished [took 49.4162s]
-15/01/24 18:17:31| INFO doc finished [took 36.6569s]
-15/01/24 18:17:32| INFO d_mul_sld_lr_a finished [took 44.1648s]
-15/01/24 18:17:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 24.7828s]
-15/01/24 18:18:25| INFO d_bin_sld_lr_gs finished [took 50.7034s]
-15/01/24 18:18:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 25.2427s]
-15/01/24 18:19:15| INFO d_mul_sld_lr_gs finished [took 48.6775s]
-15/01/24 18:19:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 19.0121s]
-15/01/24 18:19:57| INFO d_m3w_sld_lr_gs finished [took 39.7890s]
-15/01/24 18:19:57| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 252.9944s]
-15/01/24 18:19:57| INFO Dataset sample [0.8 0.2] of dataset imdb started
-15/01/24 18:20:40| INFO d_m3w_sld_lr_c finished [took 41.1190s]
-15/01/24 18:20:40| INFO d_mul_sld_lr_ne finished [took 42.3545s]
-15/01/24 18:20:41| INFO d_m3w_sld_lr_mc finished [took 42.1902s]
-15/01/24 18:20:41| INFO d_m3w_sld_lr finished [took 42.5104s]
-15/01/24 18:20:51| INFO d_mul_sld_lr_mc finished [took 52.7308s]
-15/01/24 18:20:52| INFO d_mul_sld_lr finished [took 53.8348s]
-15/01/24 18:21:01| INFO d_mul_sld_lr_c finished [took 62.6006s]
-15/01/24 18:21:17| INFO d_m3w_sld_lr_is finished [took 35.4945s]
-15/01/24 18:21:22| INFO d_m3w_sld_lr_ne finished [took 41.2581s]
-15/01/24 18:21:26| INFO d_mul_sld_lr_is finished [took 44.7275s]
-15/01/24 18:21:38| INFO ref finished [took 19.5959s]
-15/01/24 18:21:44| INFO d_m3w_sld_lr_a finished [took 41.8693s]
-15/01/24 18:21:52| INFO d_mul_sld_lr_a finished [took 58.9394s]
-15/01/24 18:21:54| INFO atc_mc finished [took 31.2888s]
-15/01/24 18:22:03| INFO doc finished [took 36.0112s]
-15/01/24 18:22:11| INFO d_bin_sld_lr_c finished [took 132.0094s]
-15/01/24 18:22:14| INFO d_bin_sld_lr_a finished [took 81.5148s]
-15/01/24 18:22:15| INFO d_bin_sld_lr_is finished [took 94.3367s]
-15/01/24 18:22:17| INFO d_bin_sld_lr_mc finished [took 138.4616s]
-15/01/24 18:22:27| INFO d_bin_sld_lr_ne finished [took 147.9070s]
-15/01/24 18:22:38| INFO d_bin_sld_lr finished [took 159.1746s]
-15/01/24 18:23:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 23.3287s]
-15/01/24 18:23:57| INFO d_bin_sld_lr_gs finished [took 77.8188s]
-15/01/24 18:24:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 27.3858s]
-15/01/24 18:24:49| INFO d_mul_sld_lr_gs finished [took 51.3426s]
-15/01/24 18:25:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00976) [took 22.4971s]
-15/01/24 18:25:34| INFO d_m3w_sld_lr_gs finished [took 43.4205s]
-15/01/24 18:25:34| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 336.8285s]
-15/01/24 18:25:34| INFO Dataset sample [0.9 0.1] of dataset imdb started
-15/01/24 18:26:09| INFO d_mul_sld_lr finished [took 34.1607s]
-15/01/24 18:26:22| INFO d_mul_sld_lr_c finished [took 46.3239s]
-15/01/24 18:26:22| INFO d_mul_sld_lr_ne finished [took 46.9162s]
-15/01/24 18:26:22| INFO d_m3w_sld_lr_c finished [took 47.0767s]
-15/01/24 18:26:25| INFO d_mul_sld_lr_mc finished [took 50.0365s]
-15/01/24 18:26:26| INFO d_m3w_sld_lr_mc finished [took 50.6327s]
-15/01/24 18:26:28| INFO d_m3w_sld_lr finished [took 52.8167s]
-15/01/24 18:26:42| INFO d_m3w_sld_lr_ne finished [took 32.9090s]
-15/01/24 18:27:09| INFO d_mul_sld_lr_is finished [took 45.8431s]
-15/01/24 18:27:09| INFO d_m3w_sld_lr_is finished [took 45.7742s]
-15/01/24 18:27:12| INFO d_mul_sld_lr_a finished [took 45.6657s]
-15/01/24 18:27:13| INFO ref finished [took 29.4818s]
-15/01/24 18:27:14| INFO d_m3w_sld_lr_a finished [took 45.4034s]
-15/01/24 18:27:22| INFO d_bin_sld_lr_ne finished [took 107.0099s]
-15/01/24 18:27:39| INFO doc finished [took 29.8247s]
-15/01/24 18:27:41| INFO d_bin_sld_lr finished [took 125.9775s]
-15/01/24 18:27:45| INFO atc_mc finished [took 35.3106s]
-15/01/24 18:27:51| INFO d_bin_sld_lr_c finished [took 135.8770s]
-15/01/24 18:27:55| INFO d_bin_sld_lr_mc finished [took 139.3955s]
-15/01/24 18:28:29| INFO d_bin_sld_lr_a finished [took 123.1343s]
-15/01/24 18:28:35| INFO d_bin_sld_lr_is finished [took 132.8137s]
-15/01/24 18:28:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01200) [took 16.8176s]
-15/01/24 18:29:16| INFO d_bin_sld_lr_gs finished [took 39.9236s]
-15/01/24 18:29:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 14.1491s]
-15/01/24 18:29:58| INFO d_mul_sld_lr_gs finished [took 40.7316s]
-15/01/24 18:30:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00859) [took 19.2080s]
-15/01/24 18:30:39| INFO d_m3w_sld_lr_gs finished [took 40.1948s]
-15/01/24 18:30:39| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 305.1727s]
-----------------------------------------------------------------------------------------------------
-15/01/24 18:34:34| INFO dataset imdb [pool size: 10]
-15/01/24 18:34:34| INFO Dataset sample [0.1 0.9] of dataset imdb started
-15/01/24 18:35:11| INFO d_bin_sld_lr finished [took 32.1577s]
-15/01/24 18:35:20| INFO d_m3w_sld_lr_c finished [took 42.7347s]
-15/01/24 18:35:22| INFO d_mul_sld_lr_c finished [took 43.7385s]
-15/01/24 18:35:22| INFO d_mul_sld_lr_ne finished [took 43.8990s]
-15/01/24 18:35:25| INFO d_mul_sld_lr_mc finished [took 46.2045s]
-15/01/24 18:35:25| INFO d_m3w_sld_lr_mc finished [took 46.3944s]
-15/01/24 18:35:27| INFO d_mul_sld_lr finished [took 48.7370s]
-15/01/24 18:35:28| INFO d_m3w_sld_lr finished [took 49.4940s]
-15/01/24 18:35:34| INFO d_bin_sld_lr_ne finished [took 55.2592s]
-15/01/24 18:35:45| INFO d_bin_sld_lr_mc finished [took 66.7221s]
-15/01/24 18:35:46| INFO d_bin_sld_lr_c finished [took 67.8742s]
-15/01/24 18:35:50| INFO d_m3w_sld_lr_ne finished [took 38.6304s]
-15/01/24 18:35:55| INFO ref finished [took 26.7075s]
-15/01/24 18:35:58| INFO d_mul_sld_lr_is finished [took 34.6392s]
-15/01/24 18:36:02| INFO d_m3w_sld_lr_is finished [took 38.8160s]
-15/01/24 18:36:04| INFO d_m3w_sld_lr_a finished [took 36.1268s]
-15/01/24 18:36:06| INFO d_mul_sld_lr_a finished [took 39.8205s]
-15/01/24 18:36:09| INFO atc_mc finished [took 33.9463s]
-15/01/24 18:36:18| INFO doc finished [took 32.4040s]
-15/01/24 18:36:31| INFO d_bin_sld_lr_is finished [took 70.3496s]
-15/01/24 18:36:36| INFO d_bin_sld_lr_a finished [took 70.6016s]
-15/01/24 18:36:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 16.6239s]
-15/01/24 18:37:21| INFO d_bin_sld_lr_gs finished [took 43.3655s]
-15/01/24 18:37:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 14.9151s]
-15/01/24 18:38:01| INFO d_mul_sld_lr_gs finished [took 39.4561s]
-15/01/24 18:38:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 22.0910s]
-15/01/24 18:38:43| INFO d_m3w_sld_lr_gs finished [took 41.6837s]
-15/01/24 18:38:43| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 249.1108s]
-15/01/24 18:38:43| INFO Dataset sample [0.2 0.8] of dataset imdb started
-15/01/24 18:39:25| INFO d_m3w_sld_lr_mc finished [took 39.8727s]
-15/01/24 18:39:27| INFO d_m3w_sld_lr_c finished [took 41.2345s]
-15/01/24 18:39:28| INFO d_m3w_sld_lr finished [took 41.9770s]
-15/01/24 18:39:37| INFO d_mul_sld_lr_c finished [took 50.8611s]
-15/01/24 18:39:38| INFO d_mul_sld_lr_mc finished [took 51.8605s]
-15/01/24 18:39:38| INFO d_mul_sld_lr_ne finished [took 51.9405s]
-15/01/24 18:39:39| INFO d_mul_sld_lr finished [took 53.0883s]
-15/01/24 18:40:06| INFO d_m3w_sld_lr_ne finished [took 40.3898s]
-15/01/24 18:40:10| INFO d_mul_sld_lr_a finished [took 31.5318s]
-15/01/24 18:40:18| INFO d_m3w_sld_lr_is finished [took 40.2267s]
-15/01/24 18:40:19| INFO d_mul_sld_lr_is finished [took 49.6607s]
-15/01/24 18:40:21| INFO d_m3w_sld_lr_a finished [took 40.7133s]
-15/01/24 18:40:28| INFO d_bin_sld_lr_mc finished [took 101.7781s]
-15/01/24 18:40:36| INFO ref finished [took 28.3312s]
-15/01/24 18:40:40| INFO d_bin_sld_lr_c finished [took 114.0710s]
-15/01/24 18:40:44| INFO atc_mc finished [took 33.2823s]
-15/01/24 18:40:49| INFO doc finished [took 30.1633s]
-15/01/24 18:40:52| INFO d_bin_sld_lr_a finished [took 72.7693s]
-15/01/24 18:40:54| INFO d_bin_sld_lr_is finished [took 85.8695s]
-15/01/24 18:40:57| INFO d_bin_sld_lr_ne finished [took 131.3437s]
-15/01/24 18:41:06| INFO d_bin_sld_lr finished [took 139.8420s]
-15/01/24 18:41:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 22.7952s]
-15/01/24 18:42:20| INFO d_bin_sld_lr_gs finished [took 73.2544s]
-15/01/24 18:42:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 27.0072s]
-15/01/24 18:43:12| INFO d_mul_sld_lr_gs finished [took 50.9008s]
-15/01/24 18:43:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 23.8934s]
-15/01/24 18:43:57| INFO d_m3w_sld_lr_gs finished [took 43.8165s]
-15/01/24 18:43:57| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 313.9182s]
-15/01/24 18:43:57| INFO Dataset sample [0.3 0.7] of dataset imdb started
-15/01/24 18:44:36| INFO d_mul_sld_lr finished [took 36.8581s]
-15/01/24 18:44:41| INFO d_m3w_sld_lr_c finished [took 41.8309s]
-15/01/24 18:44:42| INFO d_m3w_sld_lr_mc finished [took 41.9685s]
-15/01/24 18:44:42| INFO d_m3w_sld_lr finished [took 42.1691s]
-15/01/24 18:44:57| INFO d_mul_sld_lr_mc finished [took 57.1844s]
-15/01/24 18:44:57| INFO d_mul_sld_lr_ne finished [took 57.5740s]
-15/01/24 18:44:57| INFO d_mul_sld_lr_c finished [took 57.6689s]
-15/01/24 18:45:04| INFO d_m3w_sld_lr_ne finished [took 27.3062s]
-15/01/24 18:45:07| INFO d_bin_sld_lr_mc finished [took 67.8917s]
-15/01/24 18:45:08| INFO d_bin_sld_lr_c finished [took 68.8561s]
-15/01/24 18:45:10| INFO d_bin_sld_lr_ne finished [took 70.3036s]
-15/01/24 18:45:12| INFO d_bin_sld_lr finished [took 72.4829s]
-15/01/24 18:45:25| INFO d_m3w_sld_lr_is finished [took 42.2707s]
-15/01/24 18:45:26| INFO d_m3w_sld_lr_a finished [took 27.7115s]
-15/01/24 18:45:32| INFO ref finished [took 26.6420s]
-15/01/24 18:45:34| INFO d_mul_sld_lr_is finished [took 51.2219s]
-15/01/24 18:45:35| INFO atc_mc finished [took 26.7110s]
-15/01/24 18:45:36| INFO d_mul_sld_lr_a finished [took 37.7215s]
-15/01/24 18:45:39| INFO d_bin_sld_lr_is finished [took 56.3956s]
-15/01/24 18:45:47| INFO doc finished [took 37.4463s]
-15/01/24 18:45:49| INFO d_bin_sld_lr_a finished [took 50.6244s]
-15/01/24 18:46:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.03389) [took 27.6038s]
-15/01/24 18:46:47| INFO d_bin_sld_lr_gs finished [took 56.4629s]
-15/01/24 18:47:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 26.2942s]
-15/01/24 18:47:45| INFO d_mul_sld_lr_gs finished [took 56.4787s]
-15/01/24 18:48:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01155) [took 19.2311s]
-15/01/24 18:48:25| INFO d_m3w_sld_lr_gs finished [took 39.4888s]
-15/01/24 18:48:25| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 267.8387s]
-15/01/24 18:48:25| INFO Dataset sample [0.4 0.6] of dataset imdb started
-15/01/24 18:49:06| INFO d_mul_sld_lr_mc finished [took 39.1843s]
-15/01/24 18:49:08| INFO d_m3w_sld_lr finished [took 41.0821s]
-15/01/24 18:49:09| INFO d_m3w_sld_lr_mc finished [took 41.8350s]
-15/01/24 18:49:09| INFO d_m3w_sld_lr_c finished [took 42.3297s]
-15/01/24 18:49:28| INFO d_mul_sld_lr_c finished [took 60.8728s]
-15/01/24 18:49:29| INFO d_bin_sld_lr_c finished [took 62.0108s]
-15/01/24 18:49:29| INFO d_mul_sld_lr_ne finished [took 62.3603s]
-15/01/24 18:49:30| INFO d_bin_sld_lr_mc finished [took 63.1341s]
-15/01/24 18:49:31| INFO d_bin_sld_lr_ne finished [took 63.8160s]
-15/01/24 18:49:32| INFO d_bin_sld_lr finished [took 65.4807s]
-15/01/24 18:49:33| INFO d_mul_sld_lr finished [took 65.8173s]
-15/01/24 18:49:41| INFO d_m3w_sld_lr_is finished [took 30.3034s]
-15/01/24 18:49:47| INFO d_m3w_sld_lr_ne finished [took 41.3102s]
-15/01/24 18:49:54| INFO d_bin_sld_lr_is finished [took 44.8911s]
-15/01/24 18:49:55| INFO d_mul_sld_lr_is finished [took 45.3673s]
-15/01/24 18:49:58| INFO ref finished [took 27.4118s]
-15/01/24 18:50:02| INFO d_m3w_sld_lr_a finished [took 32.0603s]
-15/01/24 18:50:05| INFO atc_mc finished [took 33.7537s]
-15/01/24 18:50:09| INFO d_mul_sld_lr_a finished [took 39.4782s]
-15/01/24 18:50:11| INFO doc finished [took 38.2392s]
-15/01/24 18:50:13| INFO d_bin_sld_lr_a finished [took 44.4331s]
-15/01/24 18:50:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01348) [took 28.9589s]
-15/01/24 18:51:14| INFO d_bin_sld_lr_gs finished [took 59.1600s]
-15/01/24 18:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 24.2487s]
-15/01/24 18:52:07| INFO d_mul_sld_lr_gs finished [took 52.9713s]
-15/01/24 18:52:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01195) [took 18.6022s]
-15/01/24 18:52:47| INFO d_m3w_sld_lr_gs finished [took 38.7649s]
-15/01/24 18:52:47| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 261.5910s]
-15/01/24 18:52:47| INFO Dataset sample [0.5 0.5] of dataset imdb started
-15/01/24 18:53:30| INFO d_m3w_sld_lr finished [took 41.4769s]
-15/01/24 18:53:31| INFO d_m3w_sld_lr_mc finished [took 41.7188s]
-15/01/24 18:53:31| INFO d_bin_sld_lr_mc finished [took 42.3647s]
-15/01/24 18:53:32| INFO d_m3w_sld_lr_c finished [took 43.0951s]
-15/01/24 18:53:40| INFO d_bin_sld_lr finished [took 51.9476s]
-15/01/24 18:53:45| INFO d_mul_sld_lr_ne finished [took 56.0549s]
-15/01/24 18:53:48| INFO d_bin_sld_lr_c finished [took 58.8193s]
-15/01/24 18:53:49| INFO d_bin_sld_lr_ne finished [took 59.6243s]
-15/01/24 18:53:51| INFO d_mul_sld_lr_c finished [took 62.4757s]
-15/01/24 18:53:52| INFO d_mul_sld_lr_mc finished [took 63.2305s]
-15/01/24 18:53:57| INFO d_mul_sld_lr finished [took 68.3207s]
-15/01/24 18:54:06| INFO d_m3w_sld_lr_ne finished [took 35.0579s]
-15/01/24 18:54:12| INFO d_m3w_sld_lr_is finished [took 39.1817s]
-15/01/24 18:54:18| INFO ref finished [took 28.7904s]
-15/01/24 18:54:19| INFO d_bin_sld_lr_a finished [took 38.0173s]
-15/01/24 18:54:19| INFO d_mul_sld_lr_is finished [took 46.9757s]
-15/01/24 18:54:25| INFO d_bin_sld_lr_is finished [took 53.2082s]
-15/01/24 18:54:25| INFO atc_mc finished [took 32.9632s]
-15/01/24 18:54:26| INFO d_m3w_sld_lr_a finished [took 37.2188s]
-15/01/24 18:54:32| INFO d_mul_sld_lr_a finished [took 46.2094s]
-15/01/24 18:54:33| INFO doc finished [took 39.5646s]
-15/01/24 18:55:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01228) [took 27.9626s]
-15/01/24 18:55:29| INFO d_bin_sld_lr_gs finished [took 54.7993s]
-15/01/24 18:55:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 23.5369s]
-15/01/24 18:56:22| INFO d_mul_sld_lr_gs finished [took 52.1586s]
-15/01/24 18:56:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01011) [took 17.2703s]
-15/01/24 18:57:01| INFO d_m3w_sld_lr_gs finished [took 37.4483s]
-15/01/24 18:57:01| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 253.6532s]
-15/01/24 18:57:01| INFO Dataset sample [0.6 0.4] of dataset imdb started
-15/01/24 18:57:44| INFO d_m3w_sld_lr finished [took 41.5123s]
-15/01/24 18:57:45| INFO d_m3w_sld_lr_mc finished [took 42.3593s]
-15/01/24 18:57:46| INFO d_m3w_sld_lr_c finished [took 42.9203s]
-15/01/24 18:57:53| INFO d_mul_sld_lr_ne finished [took 50.9599s]
-15/01/24 18:57:53| INFO d_bin_sld_lr_mc finished [took 50.1640s]
-15/01/24 18:57:56| INFO d_bin_sld_lr finished [took 53.3476s]
-15/01/24 18:58:03| INFO d_bin_sld_lr_c finished [took 60.5709s]
-15/01/24 18:58:04| INFO d_bin_sld_lr_ne finished [took 61.3628s]
-15/01/24 18:58:05| INFO d_mul_sld_lr_c finished [took 62.1935s]
-15/01/24 18:58:05| INFO d_mul_sld_lr_mc finished [took 62.9587s]
-15/01/24 18:58:11| INFO d_mul_sld_lr finished [took 68.4265s]
-15/01/24 18:58:21| INFO d_bin_sld_lr_is finished [took 35.0409s]
-15/01/24 18:58:27| INFO d_m3w_sld_lr_ne finished [took 42.0723s]
-15/01/24 18:58:32| INFO d_m3w_sld_lr_is finished [took 38.6544s]
-15/01/24 18:58:33| INFO d_mul_sld_lr_is finished [took 46.4674s]
-15/01/24 18:58:34| INFO ref finished [took 29.0591s]
-15/01/24 18:58:38| INFO d_bin_sld_lr_a finished [took 44.3785s]
-15/01/24 18:58:41| INFO d_m3w_sld_lr_a finished [took 37.0304s]
-15/01/24 18:58:42| INFO atc_mc finished [took 35.8854s]
-15/01/24 18:58:42| INFO doc finished [took 35.7585s]
-15/01/24 18:58:46| INFO d_mul_sld_lr_a finished [took 49.4510s]
-15/01/24 18:59:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01218) [took 29.3870s]
-15/01/24 18:59:44| INFO d_bin_sld_lr_gs finished [took 55.7561s]
-15/01/24 19:00:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 23.5204s]
-15/01/24 19:00:36| INFO d_mul_sld_lr_gs finished [took 50.8689s]
-15/01/24 19:00:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 17.8263s]
-15/01/24 19:01:15| INFO d_m3w_sld_lr_gs finished [took 38.2069s]
-15/01/24 19:01:15| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 254.5978s]
-15/01/24 19:01:15| INFO Dataset sample [0.7 0.3] of dataset imdb started
-15/01/24 19:01:57| INFO d_bin_sld_lr finished [took 39.7398s]
-15/01/24 19:02:00| INFO d_m3w_sld_lr_c finished [took 42.0386s]
-15/01/24 19:02:01| INFO d_m3w_sld_lr finished [took 42.5958s]
-15/01/24 19:02:01| INFO d_m3w_sld_lr_mc finished [took 42.7251s]
-15/01/24 19:02:16| INFO d_mul_sld_lr_c finished [took 58.2881s]
-15/01/24 19:02:17| INFO d_mul_sld_lr_ne finished [took 58.8384s]
-15/01/24 19:02:19| INFO d_mul_sld_lr_mc finished [took 61.0459s]
-15/01/24 19:02:21| INFO d_bin_sld_lr_mc finished [took 63.1003s]
-15/01/24 19:02:22| INFO d_bin_sld_lr_c finished [took 63.8069s]
-15/01/24 19:02:24| INFO d_mul_sld_lr finished [took 65.5960s]
-15/01/24 19:02:26| INFO d_bin_sld_lr_ne finished [took 67.9602s]
-15/01/24 19:02:29| INFO d_m3w_sld_lr_ne finished [took 30.7806s]
-15/01/24 19:02:42| INFO ref finished [took 19.4905s]
-15/01/24 19:02:46| INFO d_m3w_sld_lr_is finished [took 42.9246s]
-15/01/24 19:02:51| INFO atc_mc finished [took 27.2073s]
-15/01/24 19:02:53| INFO d_mul_sld_lr_is finished [took 50.7620s]
-15/01/24 19:02:54| INFO d_m3w_sld_lr_a finished [took 33.6643s]
-15/01/24 19:02:56| INFO d_bin_sld_lr_a finished [took 37.7163s]
-15/01/24 19:02:56| INFO d_bin_sld_lr_is finished [took 54.4468s]
-15/01/24 19:02:59| INFO d_mul_sld_lr_a finished [took 41.1762s]
-15/01/24 19:03:04| INFO doc finished [took 38.7801s]
-15/01/24 19:03:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 24.7753s]
-15/01/24 19:03:57| INFO d_bin_sld_lr_gs finished [took 51.0081s]
-15/01/24 19:04:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 25.2376s]
-15/01/24 19:04:47| INFO d_mul_sld_lr_gs finished [took 48.4700s]
-15/01/24 19:05:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 19.1590s]
-15/01/24 19:05:29| INFO d_m3w_sld_lr_gs finished [took 39.6059s]
-15/01/24 19:05:29| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 253.5598s]
-15/01/24 19:05:29| INFO Dataset sample [0.8 0.2] of dataset imdb started
-15/01/24 19:06:12| INFO d_m3w_sld_lr_c finished [took 41.1145s]
-15/01/24 19:06:12| INFO d_m3w_sld_lr_mc finished [took 41.3899s]
-15/01/24 19:06:12| INFO d_m3w_sld_lr finished [took 41.6376s]
-15/01/24 19:06:24| INFO d_mul_sld_lr_mc finished [took 53.1263s]
-15/01/24 19:06:26| INFO d_mul_sld_lr finished [took 55.0014s]
-15/01/24 19:06:32| INFO d_mul_sld_lr_c finished [took 61.7021s]
-15/01/24 19:06:36| INFO d_mul_sld_lr_ne finished [took 65.0075s]
-15/01/24 19:06:54| INFO d_m3w_sld_lr_ne finished [took 41.1112s]
-15/01/24 19:07:05| INFO d_m3w_sld_lr_is finished [took 40.6172s]
-15/01/24 19:07:13| INFO d_mul_sld_lr_is finished [took 60.1591s]
-15/01/24 19:07:18| INFO d_m3w_sld_lr_a finished [took 41.2881s]
-15/01/24 19:07:23| INFO d_mul_sld_lr_a finished [took 49.7899s]
-15/01/24 19:07:24| INFO ref finished [took 29.9179s]
-15/01/24 19:07:35| INFO d_bin_sld_lr_is finished [took 82.4203s]
-15/01/24 19:07:37| INFO atc_mc finished [took 31.2370s]
-15/01/24 19:07:47| INFO d_bin_sld_lr finished [took 136.7709s]
-15/01/24 19:07:48| INFO d_bin_sld_lr_mc finished [took 137.7988s]
-15/01/24 19:07:49| INFO d_bin_sld_lr_c finished [took 138.0314s]
-15/01/24 19:07:51| INFO d_bin_sld_lr_a finished [took 84.8377s]
-15/01/24 19:07:52| INFO doc finished [took 37.6957s]
-15/01/24 19:07:57| INFO d_bin_sld_lr_ne finished [took 146.8655s]
-15/01/24 19:08:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 23.0298s]
-15/01/24 19:09:15| INFO d_bin_sld_lr_gs finished [took 76.5549s]
-15/01/24 19:09:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 27.5261s]
-15/01/24 19:10:09| INFO d_mul_sld_lr_gs finished [took 52.2236s]
-15/01/24 19:10:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00976) [took 22.5253s]
-15/01/24 19:10:53| INFO d_m3w_sld_lr_gs finished [took 43.2509s]
-15/01/24 19:10:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 323.8944s]
-15/01/24 19:10:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
-15/01/24 19:11:25| INFO d_mul_sld_lr_mc finished [took 31.1781s]
-15/01/24 19:11:41| INFO d_mul_sld_lr_c finished [took 46.2286s]
-15/01/24 19:11:41| INFO d_mul_sld_lr_ne finished [took 46.7431s]
-15/01/24 19:11:42| INFO d_m3w_sld_lr_c finished [took 47.2842s]
-15/01/24 19:11:46| INFO d_m3w_sld_lr_mc finished [took 51.1598s]
-15/01/24 19:11:48| INFO d_m3w_sld_lr finished [took 54.0732s]
-15/01/24 19:11:49| INFO d_mul_sld_lr finished [took 54.9646s]
-15/01/24 19:11:56| INFO d_m3w_sld_lr_ne finished [took 30.7533s]
-15/01/24 19:12:18| INFO ref finished [took 20.8612s]
-15/01/24 19:12:28| INFO d_mul_sld_lr_is finished [took 45.8350s]
-15/01/24 19:12:29| INFO d_m3w_sld_lr_is finished [took 46.1377s]
-15/01/24 19:12:34| INFO d_mul_sld_lr_a finished [took 45.3248s]
-15/01/24 19:12:36| INFO d_m3w_sld_lr_a finished [took 45.8586s]
-15/01/24 19:12:40| INFO d_bin_sld_lr_ne finished [took 105.1314s]
-15/01/24 19:12:48| INFO atc_mc finished [took 29.9007s]
-15/01/24 19:12:50| INFO d_bin_sld_lr finished [took 115.5340s]
-15/01/24 19:13:00| INFO doc finished [took 31.8195s]
-15/01/24 19:13:08| INFO d_bin_sld_lr_c finished [took 133.5277s]
-15/01/24 19:13:10| INFO d_bin_sld_lr_mc finished [took 136.1058s]
-15/01/24 19:13:57| INFO d_bin_sld_lr_is finished [took 135.3215s]
-15/01/24 19:14:01| INFO d_bin_sld_lr_a finished [took 134.5122s]
-15/01/24 19:14:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01200) [took 16.8533s]
-15/01/24 19:14:42| INFO d_bin_sld_lr_gs finished [took 39.9054s]
-15/01/24 19:14:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 14.2076s]
-15/01/24 19:15:24| INFO d_mul_sld_lr_gs finished [took 40.9663s]
-15/01/24 19:15:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00859) [took 19.2065s]
-15/01/24 19:16:05| INFO d_m3w_sld_lr_gs finished [took 40.2685s]
-15/01/24 19:16:05| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 312.0999s]
-----------------------------------------------------------------------------------------------------
-15/01/24 20:09:29| INFO dataset imdb [pool size: 10]
-15/01/24 20:09:29| INFO Dataset sample [0.1 0.9] of dataset imdb started
-15/01/24 20:13:25| INFO d_bin_sld_rbf_c finished [took 231.3796s]
-15/01/24 20:13:29| INFO d_bin_sld_rbf finished [took 236.0029s]
-15/01/24 20:13:37| INFO d_bin_sld_rbf_ne finished [took 244.4186s]
-15/01/24 20:14:02| INFO d_m3w_sld_rbf_c finished [took 269.2107s]
-15/01/24 20:14:09| INFO d_m3w_sld_rbf finished [took 276.1863s]
-15/01/24 20:14:16| INFO d_m3w_sld_rbf_mc finished [took 284.4529s]
-15/01/24 20:14:20| INFO d_bin_sld_rbf_mc finished [took 286.5538s]
-15/01/24 20:14:21| INFO d_mul_sld_rbf_mc finished [took 287.5719s]
-15/01/24 20:14:24| INFO d_mul_sld_rbf finished [took 290.3827s]
-15/01/24 20:14:38| INFO d_mul_sld_rbf_ne finished [took 304.5868s]
-15/01/24 20:14:45| INFO d_mul_sld_rbf_c finished [took 311.7274s]
-15/01/24 20:14:47| INFO ref finished [took 25.4663s]
-15/01/24 20:14:59| INFO atc_mc finished [took 35.2420s]
-15/01/24 20:15:08| INFO doc finished [took 29.6500s]
-15/01/24 20:16:22| INFO d_bin_sld_rbf_is finished [took 172.6201s]
-15/01/24 20:16:51| INFO d_m3w_sld_rbf_ne finished [took 205.6547s]
-15/01/24 20:17:06| INFO d_m3w_sld_rbf_is finished [took 182.9942s]
-15/01/24 20:17:18| INFO d_bin_sld_rbf_a finished [took 187.8335s]
-15/01/24 20:17:22| INFO d_mul_sld_rbf_is finished [took 224.6946s]
-15/01/24 20:18:02| INFO d_m3w_sld_rbf_a finished [took 221.7800s]
-15/01/24 20:18:06| INFO d_mul_sld_rbf_a finished [took 228.8881s]
-15/01/24 20:20:49| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 161.867s]
-15/01/24 20:20:49| DEBUG [size=11,place=2] best score = 0.01425990; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 161.868s]
-15/01/24 20:30:18| DEBUG [size=28,place=1] best score = 0.01057331; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 569.743s]
-15/01/24 20:30:18| DEBUG [size=28,place=2] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.744s]
-15/01/24 20:40:26| DEBUG [size=16,place=1] best score = 0.01083626; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.785s]
-15/01/24 20:40:26| DEBUG [size=16,place=2] best score = 0.01138828; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.786s]
-15/01/24 20:40:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 1339.5093s]
-15/01/24 20:44:10| INFO d_bin_sld_rbf_gs finished [took 1562.9548s]
-15/01/24 20:46:53| DEBUG [size=11,place=1] best score = 0.04488865; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 162.575s]
-15/01/24 20:46:53| DEBUG [size=11,place=2] best score = 0.05576869; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 162.576s]
-15/01/24 20:48:06| DEBUG [size=28,place=1] best score = 0.02455147; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 72.912s]
-15/01/24 20:48:06| DEBUG [size=28,place=2] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 72.912s]
-15/01/24 20:49:02| DEBUG [size=19,place=1] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 56.389s]
-15/01/24 20:49:02| DEBUG [size=19,place=2] best score = 0.04139759; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 56.390s]
-15/01/24 20:49:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} (score=0.02455) [took 291.9850s]
-15/01/24 20:52:22| INFO d_mul_sld_rbf_gs finished [took 491.8754s]
-15/01/24 20:55:42| DEBUG [size=11,place=1] best score = 0.00938343; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 198.846s]
-15/01/24 20:55:42| DEBUG [size=11,place=2] best score = 0.00951703; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 198.847s]
-15/01/24 21:01:12| DEBUG [size=29,place=1] best score = 0.00940930; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 330.485s]
-15/01/24 21:01:12| DEBUG [size=29,place=2] best score = 0.00954015; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 330.485s]
-15/01/24 21:01:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00938) [took 529.4378s]
-15/01/24 21:04:12| INFO d_m3w_sld_rbf_gs finished [took 708.8891s]
-15/01/24 21:04:12| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 3282.7991s]
-15/01/24 21:04:12| INFO Dataset sample [0.2 0.8] of dataset imdb started
-15/01/24 21:07:45| INFO d_bin_sld_rbf_mc finished [took 210.1918s]
-15/01/24 21:09:54| INFO d_bin_sld_rbf_ne finished [took 337.6636s]
-15/01/24 21:10:41| INFO d_bin_sld_rbf_c finished [took 385.0782s]
-15/01/24 21:11:08| INFO d_m3w_sld_rbf_c finished [took 411.6073s]
-15/01/24 21:11:11| INFO d_m3w_sld_rbf_mc finished [took 413.9939s]
-15/01/24 21:11:15| INFO d_m3w_sld_rbf finished [took 418.6203s]
-15/01/24 21:11:42| INFO d_bin_sld_rbf finished [took 448.8263s]
-15/01/24 21:11:49| INFO d_mul_sld_rbf_c finished [took 452.5389s]
-15/01/24 21:12:01| INFO d_mul_sld_rbf finished [took 464.8266s]
-15/01/24 21:12:09| INFO d_mul_sld_rbf_ne finished [took 472.2265s]
-15/01/24 21:12:14| INFO d_mul_sld_rbf_mc finished [took 477.9129s]
-15/01/24 21:12:15| INFO ref finished [took 25.6493s]
-15/01/24 21:12:36| INFO atc_mc finished [took 34.2209s]
-15/01/24 21:12:51| INFO doc finished [took 41.1077s]
-15/01/24 21:12:57| INFO d_m3w_sld_rbf_ne finished [took 311.7470s]
-15/01/24 21:14:22| INFO d_bin_sld_rbf_is finished [took 266.7121s]
-15/01/24 21:15:28| INFO d_m3w_sld_rbf_is finished [took 259.0616s]
-15/01/24 21:15:34| INFO d_mul_sld_rbf_is finished [took 292.0247s]
-15/01/24 21:16:00| INFO d_bin_sld_rbf_a finished [took 288.6877s]
-15/01/24 21:16:15| INFO d_m3w_sld_rbf_a finished [took 272.5662s]
-15/01/24 21:16:56| INFO d_mul_sld_rbf_a finished [took 340.8771s]
-15/01/24 21:20:38| DEBUG [size=11,place=1] best score = 0.00810192; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 219.925s]
-15/01/24 21:20:38| DEBUG [size=11,place=2] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 219.925s]
-15/01/24 21:30:37| DEBUG [size=28,place=1] best score = 0.00751022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 598.795s]
-15/01/24 21:30:37| DEBUG [size=28,place=2] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 598.795s]
-15/01/24 21:31:29| DEBUG [size=18,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 51.991s]
-15/01/24 21:31:29| DEBUG [size=18,place=2] best score = 0.00786499; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 51.991s]
-15/01/24 21:31:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00751) [took 870.8211s]
-15/01/24 21:35:45| INFO d_bin_sld_rbf_gs finished [took 1126.8081s]
-15/01/24 21:39:45| DEBUG [size=11,place=1] best score = 0.04041187; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': None} [took 239.193s]
-15/01/24 21:39:45| DEBUG [size=11,place=2] best score = 0.04105509; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 239.193s]
-15/01/24 21:41:15| DEBUG [size=30,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 90.059s]
-15/01/24 21:41:15| DEBUG [size=30,place=2] best score = 0.00789787; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 90.060s]
-15/01/24 21:42:44| DEBUG [size=22,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 89.073s]
-15/01/24 21:42:44| DEBUG [size=22,place=2] best score = 0.00873368; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.074s]
-15/01/24 21:42:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 418.4351s]
-15/01/24 21:47:58| INFO d_mul_sld_rbf_gs finished [took 732.4728s]
-15/01/24 21:53:36| DEBUG [size=11,place=1] best score = 0.01306382; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 337.191s]
-15/01/24 21:53:36| DEBUG [size=11,place=2] best score = 0.01356594; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 337.191s]
-15/01/24 22:03:18| DEBUG [size=28,place=1] best score = 0.00972432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 581.186s]
-15/01/24 22:03:18| DEBUG [size=28,place=2] best score = 0.00991719; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 581.187s]
-15/01/24 22:05:15| DEBUG [size=24,place=1] best score = 0.00811156; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.217s]
-15/01/24 22:05:15| DEBUG [size=24,place=2] best score = 0.00824270; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.218s]
-15/01/24 22:06:47| DEBUG [size=16,place=1] best score = 0.00818411; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.137s]
-15/01/24 22:06:47| DEBUG [size=16,place=2] best score = 0.00842756; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 92.137s]
-15/01/24 22:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00811) [took 1127.8442s]
-15/01/24 22:12:40| INFO d_m3w_sld_rbf_gs finished [took 1480.4983s]
-15/01/24 22:12:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 4107.8351s]
-15/01/24 22:12:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
-15/01/24 22:17:53| INFO d_bin_sld_rbf_ne finished [took 308.1615s]
-15/01/24 22:17:53| INFO d_bin_sld_rbf finished [took 308.5150s]
-15/01/24 22:18:12| INFO d_bin_sld_rbf_c finished [took 327.3847s]
-15/01/24 22:18:30| INFO d_bin_sld_rbf_mc finished [took 344.9881s]
-15/01/24 22:19:39| INFO d_m3w_sld_rbf_c finished [took 416.8868s]
-15/01/24 22:20:25| INFO d_mul_sld_rbf finished [took 460.5717s]
-15/01/24 22:20:41| INFO d_m3w_sld_rbf finished [took 477.0460s]
-15/01/24 22:20:50| INFO d_m3w_sld_rbf_mc finished [took 485.6153s]
-15/01/24 22:21:12| INFO d_mul_sld_rbf_ne finished [took 507.6574s]
-15/01/24 22:21:15| INFO ref finished [took 24.2248s]
-15/01/24 22:21:23| INFO d_mul_sld_rbf_mc finished [took 518.7192s]
-15/01/24 22:21:29| INFO d_mul_sld_rbf_c finished [took 524.9035s]
-15/01/24 22:21:42| INFO atc_mc finished [took 29.0101s]
-15/01/24 22:21:57| INFO doc finished [took 40.7184s]
-15/01/24 22:23:58| INFO d_m3w_sld_rbf_is finished [took 327.4871s]
-15/01/24 22:24:01| INFO d_bin_sld_rbf_is finished [took 366.8100s]
-15/01/24 22:24:07| INFO d_bin_sld_rbf_a finished [took 266.8928s]
-15/01/24 22:25:05| INFO d_m3w_sld_rbf_ne finished [took 431.6678s]
-15/01/24 22:25:06| INFO d_mul_sld_rbf_is finished [took 413.4720s]
-15/01/24 22:25:45| INFO d_m3w_sld_rbf_a finished [took 302.2094s]
-15/01/24 22:26:08| INFO d_mul_sld_rbf_a finished [took 341.6172s]
-15/01/24 22:31:21| DEBUG [size=11,place=1] best score = 0.02218664; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 311.896s]
-15/01/24 22:31:21| DEBUG [size=11,place=2] best score = 0.02245042; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 311.897s]
-15/01/24 22:54:29| DEBUG [size=25,place=1] best score = 0.02074756; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1387.678s]
-15/01/24 22:54:29| DEBUG [size=25,place=2] best score = 0.02086561; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1387.679s]
-15/01/24 23:23:46| DEBUG [size=21,place=1] best score = 0.02102792; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1757.386s]
-15/01/24 23:23:46| DEBUG [size=21,place=2] best score = 0.02128869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1757.387s]
-15/01/24 23:23:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02075) [took 3457.0739s]
-15/01/24 23:25:49| INFO d_bin_sld_rbf_gs finished [took 3579.4816s]
-15/01/24 23:31:04| DEBUG [size=11,place=1] best score = 0.02246721; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': None} [took 313.960s]
-15/01/24 23:31:04| DEBUG [size=11,place=2] best score = 0.02373321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 313.960s]
-15/01/24 23:38:52| DEBUG [size=29,place=1] best score = 0.01696765; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 468.473s]
-15/01/24 23:38:52| DEBUG [size=29,place=2] best score = 0.01976945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 468.474s]
-15/01/24 23:57:47| DEBUG [size=25,place=1] best score = 0.01922043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1134.277s]
-15/01/24 23:57:47| DEBUG [size=25,place=2] best score = 0.02007543; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1134.277s]
-15/01/24 23:57:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01697) [took 1916.8213s]
-16/01/24 00:00:51| INFO d_mul_sld_rbf_gs finished [took 2101.2488s]
-16/01/24 00:08:02| DEBUG [size=11,place=1] best score = 0.01984012; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 429.661s]
-16/01/24 00:08:02| DEBUG [size=11,place=2] best score = 0.02512589; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 429.662s]
-16/01/24 00:38:31| DEBUG [size=27,place=1] best score = 0.01943661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1828.478s]
-16/01/24 00:38:31| DEBUG [size=27,place=2] best score = 0.02018945; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 1828.479s]
-16/01/24 01:04:20| DEBUG [size=23,place=1] best score = 0.01826359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1549.028s]
-16/01/24 01:04:20| DEBUG [size=23,place=2] best score = 0.01995016; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1549.029s]
-16/01/24 01:49:08| DEBUG [size=20,place=1] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2688.598s]
-16/01/24 01:49:08| DEBUG [size=20,place=2] best score = 0.01593517; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2688.598s]
-16/01/24 01:50:52| DEBUG [size=16,place=1] best score = 0.01573004; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 103.364s]
-16/01/24 01:50:52| DEBUG [size=16,place=2] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 103.364s]
-16/01/24 02:23:23| DEBUG [size=19,place=1] best score = 0.01820929; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1951.246s]
-16/01/24 02:23:23| DEBUG [size=19,place=2] best score = 0.01824085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1951.247s]
-16/01/24 02:23:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01573) [took 8550.5015s]
-16/01/24 02:30:12| INFO d_m3w_sld_rbf_gs finished [took 8959.5257s]
-16/01/24 02:30:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 15452.1603s]
-16/01/24 02:30:12| INFO Dataset sample [0.4 0.6] of dataset imdb started
-16/01/24 02:35:11| INFO d_bin_sld_rbf finished [took 295.1938s]
-16/01/24 02:35:26| INFO d_bin_sld_rbf_ne finished [took 309.6718s]
-16/01/24 02:35:34| INFO d_bin_sld_rbf_c finished [took 319.7371s]
-16/01/24 02:35:41| INFO d_bin_sld_rbf_mc finished [took 324.6622s]
-16/01/24 02:36:32| INFO d_m3w_sld_rbf finished [took 376.0469s]
-16/01/24 02:38:07| INFO d_m3w_sld_rbf_mc finished [took 470.4913s]
-16/01/24 02:38:23| INFO d_mul_sld_rbf finished [took 486.5659s]
-16/01/24 02:38:29| INFO d_mul_sld_rbf_ne finished [took 492.0906s]
-16/01/24 02:38:50| INFO d_mul_sld_rbf_c finished [took 514.0856s]
-16/01/24 02:38:53| INFO ref finished [took 23.7774s]
-16/01/24 02:39:04| INFO d_mul_sld_rbf_mc finished [took 527.3124s]
-16/01/24 02:39:10| INFO d_m3w_sld_rbf_c finished [took 533.7390s]
-16/01/24 02:39:21| INFO atc_mc finished [took 30.1657s]
-16/01/24 02:39:22| INFO doc finished [took 28.9489s]
-16/01/24 02:40:38| INFO d_bin_sld_rbf_is finished [took 311.6414s]
-16/01/24 02:41:45| INFO d_m3w_sld_rbf_ne finished [took 392.8900s]
-16/01/24 02:42:37| INFO d_mul_sld_rbf_is finished [took 422.2123s]
-16/01/24 02:42:53| INFO d_m3w_sld_rbf_is finished [took 431.0260s]
-16/01/24 02:43:00| INFO d_bin_sld_rbf_a finished [took 386.7586s]
-16/01/24 02:43:25| INFO d_mul_sld_rbf_a finished [took 317.2251s]
-16/01/24 02:44:05| INFO d_m3w_sld_rbf_a finished [took 341.7210s]
-16/01/24 02:46:36| DEBUG [size=11,place=1] best score = 0.01353168; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.608s]
-16/01/24 02:46:36| DEBUG [size=11,place=2] best score = 0.01408674; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 149.608s]
-16/01/24 02:50:12| DEBUG [size=29,place=1] best score = 0.01260201; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.762s]
-16/01/24 02:50:12| DEBUG [size=29,place=2] best score = 0.01275466; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.762s]
-16/01/24 02:50:55| DEBUG [size=19,place=1] best score = 0.01302436; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 43.412s]
-16/01/24 02:50:55| DEBUG [size=19,place=2] best score = 0.01302761; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.413s]
-16/01/24 02:50:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01260) [took 408.8914s]
-16/01/24 02:54:36| INFO d_bin_sld_rbf_gs finished [took 629.4825s]
-16/01/24 02:57:24| DEBUG [size=11,place=1] best score = 0.01432084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.118s]
-16/01/24 02:57:24| DEBUG [size=11,place=2] best score = 0.01783593; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 167.119s]
-16/01/24 03:02:19| DEBUG [size=29,place=1] best score = 0.01211217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 295.512s]
-16/01/24 03:02:19| DEBUG [size=29,place=2] best score = 0.01250329; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 295.513s]
-16/01/24 03:14:49| DEBUG [size=28,place=1] best score = 0.01044623; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 749.540s]
-16/01/24 03:14:49| DEBUG [size=28,place=2] best score = 0.01091837; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 749.540s]
-16/01/24 03:16:27| DEBUG [size=15,place=1] best score = 0.01003787; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 97.968s]
-16/01/24 03:16:27| DEBUG [size=15,place=2] best score = 0.01093424; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 97.968s]
-16/01/24 03:18:24| DEBUG [size=15,place=1] best score = 0.00973304; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 117.378s]
-16/01/24 03:18:24| DEBUG [size=15,place=2] best score = 0.01003787; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.378s]
-16/01/24 03:30:53| DEBUG [size=15,place=1] best score = 0.00959273; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 749.083s]
-16/01/24 03:30:53| DEBUG [size=15,place=2] best score = 0.01141254; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 749.083s]
-16/01/24 03:45:26| DEBUG [size=16,place=1] best score = 0.01295791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 872.439s]
-16/01/24 03:45:26| DEBUG [size=16,place=2] best score = 0.01378680; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 872.439s]
-16/01/24 03:45:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00959) [took 3049.1656s]
-16/01/24 03:53:54| INFO d_mul_sld_rbf_gs finished [took 3557.6770s]
-16/01/24 03:58:00| DEBUG [size=11,place=1] best score = 0.03005637; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 244.411s]
-16/01/24 03:58:00| DEBUG [size=11,place=2] best score = 0.03420652; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': None} [took 244.412s]
-16/01/24 04:02:33| DEBUG [size=30,place=1] best score = 0.02269558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.978s]
-16/01/24 04:02:33| DEBUG [size=30,place=2] best score = 0.02323580; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': 'bcts', 'confidence': None} [took 272.978s]
-16/01/24 04:19:26| DEBUG [size=22,place=1] best score = 0.02002699; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.739s]
-16/01/24 04:19:26| DEBUG [size=22,place=2] best score = 0.02066562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.739s]
-16/01/24 04:43:57| DEBUG [size=24,place=1] best score = 0.01526441; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1470.730s]
-16/01/24 04:43:57| DEBUG [size=24,place=2] best score = 0.01539353; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1470.730s]
-16/01/24 04:46:33| DEBUG [size=16,place=1] best score = 0.01509006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 156.460s]
-16/01/24 04:46:33| DEBUG [size=16,place=2] best score = 0.01546223; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 156.461s]
-16/01/24 04:50:26| DEBUG [size=20,place=1] best score = 0.01663355; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 232.861s]
-16/01/24 04:50:26| DEBUG [size=20,place=2] best score = 0.01759916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 232.862s]
-16/01/24 04:50:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01509) [took 3391.3000s]
-16/01/24 04:59:42| INFO d_m3w_sld_rbf_gs finished [took 3946.9736s]
-16/01/24 04:59:42| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 8970.1516s]
-16/01/24 04:59:42| INFO Dataset sample [0.5 0.5] of dataset imdb started
-16/01/24 05:02:52| INFO d_bin_sld_rbf_ne finished [took 185.2195s]
-16/01/24 05:04:14| INFO d_bin_sld_rbf_c finished [took 269.1970s]
-16/01/24 05:05:57| INFO d_bin_sld_rbf_mc finished [took 370.6358s]
-16/01/24 05:07:31| INFO d_mul_sld_rbf finished [took 464.0222s]
-16/01/24 05:07:46| INFO d_m3w_sld_rbf_mc finished [took 479.0155s]
-16/01/24 05:07:46| INFO d_m3w_sld_rbf finished [took 479.6098s]
-16/01/24 05:07:59| INFO d_bin_sld_rbf finished [took 492.0009s]
-16/01/24 05:08:11| INFO d_m3w_sld_rbf_c finished [took 504.5978s]
-16/01/24 05:08:37| INFO ref finished [took 24.8311s]
-16/01/24 05:08:48| INFO d_m3w_sld_rbf_ne finished [took 355.1146s]
-16/01/24 05:08:58| INFO d_mul_sld_rbf_ne finished [took 551.4621s]
-16/01/24 05:09:12| INFO atc_mc finished [took 34.8918s]
-16/01/24 05:09:26| INFO doc finished [took 37.7448s]
-16/01/24 05:09:51| INFO d_bin_sld_rbf_is finished [took 336.1183s]
-16/01/24 05:09:53| INFO d_mul_sld_rbf_mc finished [took 606.3312s]
-16/01/24 05:10:48| INFO d_mul_sld_rbf_c finished [took 661.1245s]
-16/01/24 05:11:33| INFO d_bin_sld_rbf_a finished [took 226.2391s]
-16/01/24 05:12:59| INFO d_m3w_sld_rbf_is finished [took 327.6759s]
-16/01/24 05:13:11| INFO d_m3w_sld_rbf_a finished [took 311.5553s]
-16/01/24 05:13:23| INFO d_mul_sld_rbf_a finished [took 335.5755s]
-16/01/24 05:14:17| INFO d_mul_sld_rbf_is finished [took 498.7864s]
-16/01/24 05:18:27| DEBUG [size=11,place=1] best score = 0.01199423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 249.104s]
-16/01/24 05:18:27| DEBUG [size=11,place=2] best score = 0.01354740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 249.105s]
-16/01/24 05:20:34| DEBUG [size=30,place=1] best score = 0.01241309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 126.173s]
-16/01/24 05:20:34| DEBUG [size=30,place=2] best score = 0.01258853; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 126.174s]
-16/01/24 05:20:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01199) [took 375.3835s]
-16/01/24 05:23:27| INFO d_bin_sld_rbf_gs finished [took 548.2787s]
-16/01/24 05:27:34| DEBUG [size=11,place=1] best score = 0.01335946; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 246.314s]
-16/01/24 05:27:34| DEBUG [size=11,place=2] best score = 0.01411504; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 246.315s]
-16/01/24 05:30:08| DEBUG [size=30,place=1] best score = 0.01169761; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 153.779s]
-16/01/24 05:30:08| DEBUG [size=30,place=2] best score = 0.01171499; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 153.779s]
-16/01/24 05:35:13| DEBUG [size=22,place=1] best score = 0.01063267; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 305.605s]
-16/01/24 05:35:13| DEBUG [size=22,place=2] best score = 0.01158544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 305.606s]
-16/01/24 05:37:09| DEBUG [size=19,place=1] best score = 0.01064511; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 115.939s]
-16/01/24 05:37:09| DEBUG [size=19,place=2] best score = 0.01068476; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 115.939s]
-16/01/24 05:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 821.7504s]
-16/01/24 05:45:34| INFO d_mul_sld_rbf_gs finished [took 1326.2177s]
-16/01/24 05:51:54| DEBUG [size=11,place=1] best score = 0.01830419; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 378.628s]
-16/01/24 05:51:54| DEBUG [size=11,place=2] best score = 0.01885374; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 378.628s]
-16/01/24 05:53:49| DEBUG [size=29,place=1] best score = 0.01497389; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 115.593s]
-16/01/24 05:53:49| DEBUG [size=29,place=2] best score = 0.01623575; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 115.593s]
-16/01/24 05:58:07| DEBUG [size=23,place=1] best score = 0.01448919; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 257.793s]
-16/01/24 05:58:07| DEBUG [size=23,place=2] best score = 0.01651087; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 257.794s]
-16/01/24 06:02:49| DEBUG [size=18,place=1] best score = 0.00811426; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 281.640s]
-16/01/24 06:02:49| DEBUG [size=18,place=2] best score = 0.00991096; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 281.640s]
-16/01/24 06:04:56| DEBUG [size=22,place=1] best score = 0.01080148; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 127.211s]
-16/01/24 06:04:56| DEBUG [size=22,place=2] best score = 0.01101142; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 127.212s]
-16/01/24 06:04:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 1160.9852s]
-16/01/24 06:13:23| INFO d_m3w_sld_rbf_gs finished [took 1668.1288s]
-16/01/24 06:13:23| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4421.0459s]
-16/01/24 06:13:23| INFO Dataset sample [0.6 0.4] of dataset imdb started
-16/01/24 06:17:54| INFO d_bin_sld_rbf_c finished [took 266.5002s]
-16/01/24 06:18:29| INFO d_bin_sld_rbf_ne finished [took 300.9358s]
-16/01/24 06:19:03| INFO d_bin_sld_rbf_mc finished [took 334.9764s]
-16/01/24 06:19:50| INFO d_m3w_sld_rbf finished [took 382.4623s]
-16/01/24 06:20:03| INFO d_bin_sld_rbf finished [took 395.5661s]
-16/01/24 06:20:37| INFO d_m3w_sld_rbf_mc finished [took 431.0024s]
-16/01/24 06:20:49| INFO d_m3w_sld_rbf_c finished [took 441.3961s]
-16/01/24 06:21:01| INFO d_mul_sld_rbf_mc finished [took 452.7338s]
-16/01/24 06:21:23| INFO ref finished [took 21.7572s]
-16/01/24 06:21:43| INFO d_mul_sld_rbf_c finished [took 495.0103s]
-16/01/24 06:21:51| INFO d_mul_sld_rbf finished [took 503.6550s]
-16/01/24 06:21:59| INFO atc_mc finished [took 34.8118s]
-16/01/24 06:22:25| INFO doc finished [took 41.4586s]
-16/01/24 06:23:18| INFO d_mul_sld_rbf_ne finished [took 590.5550s]
-16/01/24 06:23:30| INFO d_bin_sld_rbf_is finished [took 300.7899s]
-16/01/24 06:24:14| INFO d_m3w_sld_rbf_ne finished [took 378.6133s]
-16/01/24 06:24:57| INFO d_m3w_sld_rbf_is finished [took 306.6387s]
-16/01/24 06:25:01| INFO d_bin_sld_rbf_a finished [took 297.1114s]
-16/01/24 06:26:05| INFO d_mul_sld_rbf_is finished [took 421.8061s]
-16/01/24 06:26:20| INFO d_m3w_sld_rbf_a finished [took 329.8874s]
-16/01/24 06:26:49| INFO d_mul_sld_rbf_a finished [took 371.3321s]
-16/01/24 06:30:40| DEBUG [size=11,place=1] best score = 0.01526059; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 229.318s]
-16/01/24 06:30:40| DEBUG [size=11,place=2] best score = 0.01527407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 229.318s]
-16/01/24 06:36:17| DEBUG [size=29,place=1] best score = 0.01471017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 337.525s]
-16/01/24 06:36:17| DEBUG [size=29,place=2] best score = 0.01501290; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 337.525s]
-16/01/24 06:42:06| DEBUG [size=21,place=1] best score = 0.01487551; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 348.548s]
-16/01/24 06:42:06| DEBUG [size=21,place=2] best score = 0.01496889; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 348.549s]
-16/01/24 06:42:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01471) [took 915.4999s]
-16/01/24 06:45:45| INFO d_bin_sld_rbf_gs finished [took 1134.9590s]
-16/01/24 06:49:48| DEBUG [size=11,place=1] best score = 0.01316072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 241.545s]
-16/01/24 06:49:48| DEBUG [size=11,place=2] best score = 0.01445684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 241.545s]
-16/01/24 06:52:06| DEBUG [size=28,place=1] best score = 0.01148093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 137.213s]
-16/01/24 06:52:06| DEBUG [size=28,place=2] best score = 0.01183380; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 137.213s]
-16/01/24 06:53:50| DEBUG [size=19,place=1] best score = 0.01187920; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 104.564s]
-16/01/24 06:53:50| DEBUG [size=19,place=2] best score = 0.01224123; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 104.565s]
-16/01/24 06:53:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01148) [took 483.4309s]
-16/01/24 07:00:48| INFO d_mul_sld_rbf_gs finished [took 901.6632s]
-16/01/24 07:06:12| DEBUG [size=11,place=1] best score = 0.01866630; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': None} [took 322.740s]
-16/01/24 07:06:12| DEBUG [size=11,place=2] best score = 0.02163574; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': None} [took 322.741s]
-16/01/24 07:08:41| DEBUG [size=28,place=1] best score = 0.01753880; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 148.783s]
-16/01/24 07:08:41| DEBUG [size=28,place=2] best score = 0.01777690; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 148.784s]
-16/01/24 07:14:50| DEBUG [size=26,place=1] best score = 0.01156748; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 368.960s]
-16/01/24 07:14:50| DEBUG [size=26,place=2] best score = 0.01284253; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 368.961s]
-16/01/24 07:55:10| DEBUG [size=18,place=1] best score = 0.01094724; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2420.185s]
-16/01/24 07:55:10| DEBUG [size=18,place=2] best score = 0.01097855; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2420.185s]
-16/01/24 07:56:41| DEBUG [size=14,place=1] best score = 0.01116083; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 91.201s]
-16/01/24 07:56:41| DEBUG [size=14,place=2] best score = 0.01123757; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 91.201s]
-16/01/24 07:56:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01095) [took 3351.9857s]
-16/01/24 08:00:32| INFO d_m3w_sld_rbf_gs finished [took 3582.2752s]
-16/01/24 08:00:32| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 6428.5401s]
-16/01/24 08:00:32| INFO Dataset sample [0.7 0.3] of dataset imdb started
-16/01/24 08:05:02| INFO d_bin_sld_rbf_c finished [took 266.8914s]
-16/01/24 08:05:20| INFO d_bin_sld_rbf_mc finished [took 286.8575s]
-16/01/24 08:05:43| INFO d_bin_sld_rbf finished [took 308.1664s]
-16/01/24 08:07:00| INFO d_bin_sld_rbf_ne finished [took 385.5925s]
-16/01/24 08:08:08| INFO d_m3w_sld_rbf finished [took 452.9701s]
-16/01/24 08:08:15| INFO d_mul_sld_rbf finished [took 460.6056s]
-16/01/24 08:08:37| INFO d_mul_sld_rbf_ne finished [took 482.5788s]
-16/01/24 08:08:40| INFO d_m3w_sld_rbf_mc finished [took 485.3217s]
-16/01/24 08:09:02| INFO d_mul_sld_rbf_mc finished [took 507.5963s]
-16/01/24 08:09:03| INFO d_m3w_sld_rbf_c finished [took 508.0224s]
-16/01/24 08:09:07| INFO ref finished [took 25.5081s]
-16/01/24 08:09:10| INFO d_mul_sld_rbf_c finished [took 514.9825s]
-16/01/24 08:09:39| INFO atc_mc finished [took 35.5525s]
-16/01/24 08:09:43| INFO doc finished [took 38.9916s]
-16/01/24 08:10:46| INFO d_bin_sld_rbf_is finished [took 324.4724s]
-16/01/24 08:11:38| INFO d_m3w_sld_rbf_ne finished [took 395.3707s]
-16/01/24 08:12:06| INFO d_mul_sld_rbf_is finished [took 381.5760s]
-16/01/24 08:12:30| INFO d_bin_sld_rbf_a finished [took 261.0973s]
-16/01/24 08:13:06| INFO d_m3w_sld_rbf_is finished [took 364.2172s]
-16/01/24 08:13:27| INFO d_m3w_sld_rbf_a finished [took 288.5026s]
-16/01/24 08:14:12| INFO d_mul_sld_rbf_a finished [took 355.4226s]
-16/01/24 08:19:41| DEBUG [size=11,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 327.110s]
-16/01/24 08:19:41| DEBUG [size=11,place=2] best score = 0.01158162; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 327.111s]
-16/01/24 08:22:35| DEBUG [size=30,place=1] best score = 0.01094839; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 173.534s]
-16/01/24 08:22:35| DEBUG [size=30,place=2] best score = 0.01114888; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 173.534s]
-16/01/24 08:23:10| DEBUG [size=18,place=1] best score = 0.01102642; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 35.465s]
-16/01/24 08:23:10| DEBUG [size=18,place=2] best score = 0.01117822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 35.465s]
-16/01/24 08:23:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} (score=0.01095) [took 536.2204s]
-16/01/24 08:25:56| INFO d_bin_sld_rbf_gs finished [took 702.3017s]
-16/01/24 08:31:33| DEBUG [size=11,place=1] best score = 0.01547060; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 335.071s]
-16/01/24 08:31:33| DEBUG [size=11,place=2] best score = 0.01653021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 335.072s]
-16/01/24 08:37:17| DEBUG [size=30,place=1] best score = 0.01128646; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 344.024s]
-16/01/24 08:37:17| DEBUG [size=30,place=2] best score = 0.01164915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 344.025s]
-16/01/24 08:43:14| DEBUG [size=22,place=1] best score = 0.01062950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 356.398s]
-16/01/24 08:43:14| DEBUG [size=22,place=2] best score = 0.01088580; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 356.399s]
-16/01/24 08:49:33| DEBUG [size=20,place=1] best score = 0.01069064; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 379.265s]
-16/01/24 08:49:33| DEBUG [size=20,place=2] best score = 0.01090400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 379.265s]
-16/01/24 08:49:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 1414.8757s]
-16/01/24 08:53:48| INFO d_mul_sld_rbf_gs finished [took 1669.5994s]
-16/01/24 09:00:35| DEBUG [size=11,place=1] best score = 0.01391680; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 405.653s]
-16/01/24 09:00:35| DEBUG [size=11,place=2] best score = 0.01461321; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 405.654s]
-16/01/24 09:06:24| DEBUG [size=30,place=1] best score = 0.01054868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 348.560s]
-16/01/24 09:06:24| DEBUG [size=30,place=2] best score = 0.01091417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 348.561s]
-16/01/24 09:14:20| DEBUG [size=25,place=1] best score = 0.00941015; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 476.281s]
-16/01/24 09:14:20| DEBUG [size=25,place=2] best score = 0.01006222; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 476.282s]
-16/01/24 09:54:56| DEBUG [size=17,place=1] best score = 0.01003394; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2436.261s]
-16/01/24 09:54:56| DEBUG [size=17,place=2] best score = 0.01038517; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2436.262s]
-16/01/24 09:54:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00941) [took 3666.8687s]
-16/01/24 09:58:30| INFO d_m3w_sld_rbf_gs finished [took 3880.2938s]
-16/01/24 09:58:30| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 7077.9560s]
-16/01/24 09:58:30| INFO Dataset sample [0.8 0.2] of dataset imdb started
-16/01/24 10:03:56| INFO d_bin_sld_rbf finished [took 325.5880s]
-16/01/24 10:04:29| INFO d_bin_sld_rbf_ne finished [took 354.4210s]
-16/01/24 10:04:37| INFO d_m3w_sld_rbf finished [took 362.7483s]
-16/01/24 10:04:38| INFO d_bin_sld_rbf_c finished [took 363.4804s]
-16/01/24 10:04:38| INFO d_mul_sld_rbf_mc finished [took 364.1836s]
-16/01/24 10:05:30| INFO d_m3w_sld_rbf_mc finished [took 416.2620s]
-16/01/24 10:06:07| INFO d_mul_sld_rbf finished [took 452.6772s]
-16/01/24 10:06:18| INFO d_m3w_sld_rbf_c finished [took 463.4946s]
-16/01/24 10:06:21| INFO d_mul_sld_rbf_ne finished [took 466.5919s]
-16/01/24 10:06:43| INFO ref finished [took 24.5546s]
-16/01/24 10:06:58| INFO d_mul_sld_rbf_c finished [took 503.6233s]
-16/01/24 10:06:58| INFO atc_mc finished [took 36.7255s]
-16/01/24 10:07:20| INFO doc finished [took 36.2208s]
-16/01/24 10:07:51| INFO d_bin_sld_rbf_mc finished [took 556.9966s]
-16/01/24 10:09:09| INFO d_m3w_sld_rbf_ne finished [took 311.5960s]
-16/01/24 10:09:46| INFO d_bin_sld_rbf_a finished [took 307.1805s]
-16/01/24 10:10:05| INFO d_m3w_sld_rbf_is finished [took 326.4113s]
-16/01/24 10:10:16| INFO d_mul_sld_rbf_is finished [took 338.0647s]
-16/01/24 10:10:45| INFO d_m3w_sld_rbf_a finished [took 277.8321s]
-16/01/24 10:11:01| INFO d_mul_sld_rbf_a finished [took 329.4486s]
-16/01/24 10:11:28| INFO d_bin_sld_rbf_is finished [took 418.5830s]
-16/01/24 10:17:30| DEBUG [size=11,place=1] best score = 0.01106246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 360.357s]
-16/01/24 10:17:30| DEBUG [size=11,place=2] best score = 0.01326243; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 360.358s]
-16/01/24 10:20:17| DEBUG [size=30,place=1] best score = 0.00933879; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.782s]
-16/01/24 10:20:17| DEBUG [size=30,place=2] best score = 0.01022002; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.782s]
-16/01/24 10:22:24| DEBUG [size=26,place=1] best score = 0.00926167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 126.182s]
-16/01/24 10:22:24| DEBUG [size=26,place=2] best score = 0.00929441; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.182s]
-16/01/24 10:23:53| DEBUG [size=18,place=1] best score = 0.00906605; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 89.799s]
-16/01/24 10:23:53| DEBUG [size=18,place=2] best score = 0.00920415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 89.799s]
-16/01/24 10:24:52| DEBUG [size=13,place=1] best score = 0.00903199; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.485s]
-16/01/24 10:24:52| DEBUG [size=13,place=2] best score = 0.00935207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.485s]
-16/01/24 10:25:40| DEBUG [size=19,place=1] best score = 0.00914097; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.114s]
-16/01/24 10:25:40| DEBUG [size=19,place=2] best score = 0.00947578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.115s]
-16/01/24 10:25:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00903) [took 850.8433s]
-16/01/24 10:28:48| INFO d_bin_sld_rbf_gs finished [took 1039.1877s]
-16/01/24 10:35:00| DEBUG [size=11,place=1] best score = 0.01836046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 370.603s]
-16/01/24 10:35:00| DEBUG [size=11,place=2] best score = 0.02315989; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 370.604s]
-16/01/24 10:42:00| DEBUG [size=30,place=1] best score = 0.01271953; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 419.199s]
-16/01/24 10:42:00| DEBUG [size=30,place=2] best score = 0.01318057; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 419.200s]
-16/01/24 11:05:04| DEBUG [size=24,place=1] best score = 0.01280191; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1384.270s]
-16/01/24 11:05:04| DEBUG [size=24,place=2] best score = 0.01375053; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1384.271s]
-16/01/24 11:05:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01272) [took 2174.1843s]
-16/01/24 11:10:44| INFO d_mul_sld_rbf_gs finished [took 2514.3974s]
-16/01/24 11:16:18| DEBUG [size=11,place=1] best score = 0.01113561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 332.837s]
-16/01/24 11:16:18| DEBUG [size=11,place=2] best score = 0.01225560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 332.838s]
-16/01/24 11:25:16| DEBUG [size=29,place=1] best score = 0.01013668; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 538.454s]
-16/01/24 11:25:16| DEBUG [size=29,place=2] best score = 0.01095320; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 538.455s]
-16/01/24 11:35:06| DEBUG [size=18,place=1] best score = 0.01019217; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 589.946s]
-16/01/24 11:35:06| DEBUG [size=18,place=2] best score = 0.01056782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 589.947s]
-16/01/24 11:35:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01014) [took 1461.3473s]
-16/01/24 11:38:31| INFO d_m3w_sld_rbf_gs finished [took 1666.1367s]
-16/01/24 11:38:31| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6001.4092s]
-16/01/24 11:38:31| INFO Dataset sample [0.9 0.1] of dataset imdb started
-16/01/24 11:41:51| INFO d_bin_sld_rbf finished [took 199.2329s]
-16/01/24 11:42:49| INFO d_bin_sld_rbf_mc finished [took 253.8906s]
-16/01/24 11:42:59| INFO d_m3w_sld_rbf finished [took 263.8287s]
-16/01/24 11:43:12| INFO d_m3w_sld_rbf_mc finished [took 277.1914s]
-16/01/24 11:43:15| INFO d_bin_sld_rbf_c finished [took 279.6862s]
-16/01/24 11:43:18| INFO d_bin_sld_rbf_ne finished [took 284.6091s]
-16/01/24 11:43:19| INFO d_m3w_sld_rbf_c finished [took 283.6815s]
-16/01/24 11:43:26| INFO d_mul_sld_rbf_ne finished [took 290.1739s]
-16/01/24 11:43:27| INFO d_mul_sld_rbf finished [took 291.3743s]
-16/01/24 11:43:50| INFO d_mul_sld_rbf_mc finished [took 314.6740s]
-16/01/24 11:43:51| INFO d_mul_sld_rbf_c finished [took 316.0080s]
-16/01/24 11:43:52| INFO ref finished [took 25.7492s]
-16/01/24 11:44:03| INFO atc_mc finished [took 35.3934s]
-16/01/24 11:44:19| INFO doc finished [took 28.4945s]
-16/01/24 11:46:02| INFO d_bin_sld_rbf_is finished [took 192.3197s]
-16/01/24 11:46:12| INFO d_m3w_sld_rbf_is finished [took 179.3905s]
-16/01/24 11:46:16| INFO d_m3w_sld_rbf_ne finished [took 264.1500s]
-16/01/24 11:46:20| INFO d_bin_sld_rbf_a finished [took 184.0656s]
-16/01/24 11:46:23| INFO d_mul_sld_rbf_is finished [took 203.4104s]
-16/01/24 11:46:43| INFO d_mul_sld_rbf_a finished [took 203.9266s]
-16/01/24 11:47:08| INFO d_m3w_sld_rbf_a finished [took 228.7695s]
-16/01/24 11:49:48| DEBUG [size=11,place=1] best score = 0.01292455; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 158.543s]
-16/01/24 11:49:48| DEBUG [size=11,place=2] best score = 0.01624608; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 158.543s]
-16/01/24 12:00:19| DEBUG [size=30,place=1] best score = 0.01073827; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': None} [took 631.044s]
-16/01/24 12:00:19| DEBUG [size=30,place=2] best score = 0.01255025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 631.045s]
-16/01/24 12:01:24| DEBUG [size=23,place=1] best score = 0.01166563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 64.912s]
-16/01/24 12:01:24| DEBUG [size=23,place=2] best score = 0.01293980; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 64.913s]
-16/01/24 12:01:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': None} (score=0.01074) [took 854.6108s]
-16/01/24 12:09:02| INFO d_bin_sld_rbf_gs finished [took 1312.5975s]
-16/01/24 12:11:49| DEBUG [size=11,place=1] best score = 0.24195820; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 166.213s]
-16/01/24 12:11:49| DEBUG [size=11,place=2] best score = 0.27879781; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 166.213s]
-16/01/24 12:16:26| DEBUG [size=29,place=1] best score = 0.06164482; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 276.734s]
-16/01/24 12:16:26| DEBUG [size=29,place=2] best score = 0.19809992; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 276.734s]
-16/01/24 12:18:09| DEBUG [size=22,place=1] best score = 0.09775856; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 103.126s]
-16/01/24 12:18:09| DEBUG [size=22,place=2] best score = 0.13831309; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 103.127s]
-16/01/24 12:18:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} (score=0.06164) [took 546.1817s]
-16/01/24 12:21:20| INFO d_mul_sld_rbf_gs finished [took 737.6605s]
-16/01/24 12:24:09| DEBUG [size=11,place=1] best score = 0.00903860; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.576s]
-16/01/24 12:24:09| DEBUG [size=11,place=2] best score = 0.01080314; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.577s]
-16/01/24 12:32:38| DEBUG [size=28,place=1] best score = 0.00835145; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 509.521s]
-16/01/24 12:32:38| DEBUG [size=28,place=2] best score = 0.00877281; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 509.522s]
-16/01/24 12:33:59| DEBUG [size=22,place=1] best score = 0.00828585; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 80.521s]
-16/01/24 12:33:59| DEBUG [size=22,place=2] best score = 0.00853948; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 80.521s]
-16/01/24 12:35:36| DEBUG [size=16,place=1] best score = 0.00809235; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.817s]
-16/01/24 12:35:36| DEBUG [size=16,place=2] best score = 0.00819828; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 96.818s]
-16/01/24 12:37:01| DEBUG [size=18,place=1] best score = 0.00844601; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.471s]
-16/01/24 12:37:01| DEBUG [size=18,place=2] best score = 0.00862933; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.472s]
-16/01/24 12:37:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00809) [took 940.0268s]
-16/01/24 12:40:27| INFO d_m3w_sld_rbf_gs finished [took 1145.6478s]
-16/01/24 12:40:27| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 3715.5478s]
-----------------------------------------------------------------------------------------------------
-16/01/24 13:53:49| INFO dataset imdb [pool size: 10]
-16/01/24 13:53:49| INFO Dataset sample [0.1 0.9] of dataset imdb started
-16/01/24 13:53:53| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 13:53:53| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 13:53:54| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 13:53:54| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 13:53:54| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 13:53:55| WARNING Method d_bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-16/01/24 14:22:26| INFO d_m3w_kde_lr finished [took 1712.7360s]
-16/01/24 14:22:28| INFO d_m3w_kde_lr_is finished [took 1713.7410s]
-16/01/24 14:22:49| INFO ref finished [took 20.4937s]
-16/01/24 14:22:52| INFO d_m3w_kde_lr_mc finished [took 1740.0818s]
-16/01/24 14:23:00| INFO d_m3w_kde_lr_ne finished [took 1746.1236s]
-16/01/24 14:23:06| INFO d_m3w_kde_lr_c finished [took 1752.6071s]
-16/01/24 14:23:24| INFO atc_mc finished [took 33.8018s]
-16/01/24 14:23:25| INFO doc finished [took 31.7482s]
-16/01/24 14:23:32| INFO d_mul_kde_lr_c finished [took 1778.9115s]
-16/01/24 14:23:45| INFO d_mul_kde_lr_ne finished [took 1791.6367s]
-16/01/24 14:24:03| INFO d_mul_kde_lr finished [took 1809.3353s]
-16/01/24 14:24:28| INFO d_mul_kde_lr_mc finished [took 1834.2829s]
-16/01/24 14:24:57| INFO d_mul_kde_lr_a finished [took 1861.2210s]
-16/01/24 14:25:14| INFO d_mul_kde_lr_is finished [took 1879.4664s]
-16/01/24 14:42:04| INFO d_m3w_kde_lr_a finished [took 1177.7494s]
-16/01/24 14:42:28| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-16/01/24 14:43:19| DEBUG [size=11,place=1] best score = 0.01299232; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.675s]
-16/01/24 14:43:19| DEBUG [size=11,place=2] best score = 0.01684236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.676s]
-16/01/24 14:47:40| DEBUG [size=56,place=1] best score = 0.01057939; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 260.675s]
-16/01/24 14:47:40| DEBUG [size=56,place=2] best score = 0.01058431; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 260.675s]
-16/01/24 14:49:17| DEBUG [size=18,place=1] best score = 0.01062124; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.918s]
-16/01/24 14:49:17| DEBUG [size=18,place=2] best score = 0.01065268; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.918s]
-16/01/24 14:49:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01058) [took 407.3795s]
-16/01/24 15:01:33| INFO d_mul_kde_lr_gs finished [took 1144.2388s]
-16/01/24 15:02:22| DEBUG [size=11,place=1] best score = 0.01582473; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 47.810s]
-16/01/24 15:02:22| DEBUG [size=11,place=2] best score = 0.01637261; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.811s]
-16/01/24 15:06:19| DEBUG [size=56,place=1] best score = 0.01227872; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 237.010s]
-16/01/24 15:06:19| DEBUG [size=56,place=2] best score = 0.01246526; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 237.011s]
-16/01/24 15:07:48| DEBUG [size=18,place=1] best score = 0.01227061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.208s]
-16/01/24 15:07:48| DEBUG [size=18,place=2] best score = 0.01244143; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 89.208s]
-16/01/24 15:10:57| DEBUG [size=43,place=1] best score = 0.01167103; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 188.676s]
-16/01/24 15:10:57| DEBUG [size=43,place=2] best score = 0.01168875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 188.677s]
-16/01/24 15:13:02| DEBUG [size=26,place=1] best score = 0.01160017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 124.360s]
-16/01/24 15:13:02| DEBUG [size=26,place=2] best score = 0.01192728; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 124.360s]
-16/01/24 15:14:16| DEBUG [size=13,place=1] best score = 0.01262094; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 74.701s]
-16/01/24 15:14:16| DEBUG [size=13,place=2] best score = 0.01263828; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 74.702s]
-16/01/24 15:14:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 761.8931s]
-16/01/24 15:25:34| INFO d_m3w_kde_lr_gs finished [took 1439.3166s]
-16/01/24 15:25:34| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 5504.4267s]
-16/01/24 15:25:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
-16/01/24 15:47:33| INFO d_bin_kde_lr_ne finished [took 1314.6880s]
-16/01/24 15:47:40| INFO d_bin_kde_lr_mc finished [took 1320.8901s]
-16/01/24 15:48:19| INFO d_bin_kde_lr finished [took 1360.2539s]
-16/01/24 15:48:22| INFO d_bin_kde_lr_c finished [took 1363.8031s]
-16/01/24 15:52:53| INFO d_m3w_kde_lr_mc finished [took 1635.9732s]
-16/01/24 15:52:53| INFO d_m3w_kde_lr finished [took 1634.1442s]
-16/01/24 15:52:56| INFO d_m3w_kde_lr_c finished [took 1637.2163s]
-16/01/24 15:54:48| INFO d_mul_kde_lr finished [took 1749.6181s]
-16/01/24 15:54:49| INFO d_mul_kde_lr_c finished [took 1750.0105s]
-16/01/24 15:54:49| INFO d_mul_kde_lr_mc finished [took 1750.3249s]
-16/01/24 15:55:14| INFO ref finished [took 25.0821s]
-16/01/24 15:55:24| INFO atc_mc finished [took 34.2265s]
-16/01/24 15:55:28| INFO d_mul_kde_lr_ne finished [took 1788.7721s]
-16/01/24 15:55:30| INFO doc finished [took 40.1176s]
-16/01/24 16:05:33| INFO d_bin_kde_lr_is finished [took 1072.8564s]
-16/01/24 16:08:53| INFO d_m3w_kde_lr_ne finished [took 1278.3538s]
-16/01/24 16:09:15| INFO d_m3w_kde_lr_is finished [took 1252.1630s]
-16/01/24 16:10:24| INFO d_mul_kde_lr_is finished [took 1323.8609s]
-16/01/24 16:10:27| INFO d_bin_kde_lr_a finished [took 1053.7669s]
-16/01/24 16:13:57| INFO d_m3w_kde_lr_a finished [took 1260.0703s]
-16/01/24 16:16:32| INFO d_mul_kde_lr_a finished [took 1418.4211s]
-16/01/24 16:17:10| DEBUG [size=11,place=1] best score = 0.00861523; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.765s]
-16/01/24 16:17:10| DEBUG [size=11,place=2] best score = 0.00877095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 36.766s]
-16/01/24 16:20:07| DEBUG [size=56,place=1] best score = 0.00819457; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.509s]
-16/01/24 16:20:07| DEBUG [size=56,place=2] best score = 0.00847180; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.510s]
-16/01/24 16:22:34| DEBUG [size=44,place=1] best score = 0.00815196; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 146.478s]
-16/01/24 16:22:34| DEBUG [size=44,place=2] best score = 0.00817557; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.479s]
-16/01/24 16:24:10| DEBUG [size=28,place=1] best score = 0.00815966; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 96.084s]
-16/01/24 16:24:10| DEBUG [size=28,place=2] best score = 0.00824998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.085s]
-16/01/24 16:24:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00815) [took 456.9533s]
-16/01/24 16:31:57| INFO d_bin_kde_lr_gs finished [took 924.1993s]
-16/01/24 16:32:49| DEBUG [size=11,place=1] best score = 0.00873410; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 50.586s]
-16/01/24 16:32:49| DEBUG [size=11,place=2] best score = 0.00954326; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.586s]
-16/01/24 16:36:42| DEBUG [size=54,place=1] best score = 0.00869793; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 232.781s]
-16/01/24 16:36:42| DEBUG [size=54,place=2] best score = 0.00873530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 232.781s]
-16/01/24 16:38:00| DEBUG [size=16,place=1] best score = 0.00885294; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.457s]
-16/01/24 16:38:00| DEBUG [size=16,place=2] best score = 0.00895916; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 78.458s]
-16/01/24 16:38:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} (score=0.00870) [took 361.9342s]
-16/01/24 16:48:54| INFO d_mul_kde_lr_gs finished [took 1016.0714s]
-16/01/24 16:49:42| DEBUG [size=11,place=1] best score = 0.00860071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.672s]
-16/01/24 16:49:42| DEBUG [size=11,place=2] best score = 0.00922505; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 46.673s]
-16/01/24 16:53:09| DEBUG [size=54,place=1] best score = 0.00843250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.169s]
-16/01/24 16:53:09| DEBUG [size=54,place=2] best score = 0.00865742; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 207.170s]
-16/01/24 16:56:09| DEBUG [size=45,place=1] best score = 0.00870824; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.908s]
-16/01/24 16:56:09| DEBUG [size=45,place=2] best score = 0.00893140; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.909s]
-16/01/24 16:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00843) [took 433.8660s]
-16/01/24 17:03:56| INFO d_m3w_kde_lr_gs finished [took 900.8640s]
-16/01/24 17:03:56| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5902.5582s]
-16/01/24 17:03:56| INFO Dataset sample [0.3 0.7] of dataset imdb started
-16/01/24 17:19:54| INFO d_bin_kde_lr_c finished [took 952.8428s]
-16/01/24 17:20:08| INFO d_bin_kde_lr_ne finished [took 966.6821s]
-16/01/24 17:20:16| INFO d_bin_kde_lr_mc finished [took 975.0898s]
-16/01/24 17:20:34| INFO d_bin_kde_lr finished [took 993.0069s]
-16/01/24 17:27:03| INFO d_m3w_kde_lr_c finished [took 1383.5826s]
-16/01/24 17:27:30| INFO d_m3w_kde_lr finished [took 1408.5153s]
-16/01/24 17:27:33| INFO d_m3w_kde_lr_mc finished [took 1412.1303s]
-16/01/24 17:28:36| INFO d_mul_kde_lr finished [took 1474.8569s]
-16/01/24 17:28:50| INFO d_mul_kde_lr_ne finished [took 1488.1913s]
-16/01/24 17:29:01| INFO ref finished [took 24.3639s]
-16/01/24 17:29:05| INFO d_mul_kde_lr_c finished [took 1503.7899s]
-16/01/24 17:29:24| INFO atc_mc finished [took 33.6095s]
-16/01/24 17:29:42| INFO doc finished [took 40.2610s]
-16/01/24 17:29:45| INFO d_mul_kde_lr_mc finished [took 1543.9746s]
-16/01/24 17:34:34| INFO d_bin_kde_lr_is finished [took 865.3479s]
-16/01/24 17:38:10| INFO d_m3w_kde_lr_ne finished [took 1095.0969s]
-16/01/24 17:40:38| INFO d_bin_kde_lr_a finished [took 814.3673s]
-16/01/24 17:40:39| INFO d_mul_kde_lr_is finished [took 1221.4336s]
-16/01/24 17:40:50| INFO d_m3w_kde_lr_is finished [took 1214.6067s]
-16/01/24 17:44:16| INFO d_m3w_kde_lr_a finished [took 1001.9135s]
-16/01/24 17:44:57| INFO d_mul_kde_lr_a finished [took 1046.5486s]
-16/01/24 17:45:29| DEBUG [size=11,place=1] best score = 0.02312771; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 30.972s]
-16/01/24 17:45:29| DEBUG [size=11,place=2] best score = 0.02587217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 30.972s]
-16/01/24 17:47:55| DEBUG [size=56,place=1] best score = 0.01909495; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 145.280s]
-16/01/24 17:47:55| DEBUG [size=56,place=2] best score = 0.02064875; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.281s]
-16/01/24 17:49:12| DEBUG [size=28,place=1] best score = 0.02055537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.375s]
-16/01/24 17:49:12| DEBUG [size=28,place=2] best score = 0.02091965; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.375s]
-16/01/24 17:49:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01909) [took 253.7399s]
-16/01/24 17:55:10| INFO d_bin_kde_lr_gs finished [took 611.2015s]
-16/01/24 17:56:01| DEBUG [size=11,place=1] best score = 0.02050422; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.688s]
-16/01/24 17:56:01| DEBUG [size=11,place=2] best score = 0.02144078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 50.688s]
-16/01/24 17:59:47| DEBUG [size=54,place=1] best score = 0.02012811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 225.419s]
-16/01/24 17:59:47| DEBUG [size=54,place=2] best score = 0.02029226; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 225.419s]
-16/01/24 18:00:51| DEBUG [size=15,place=1] best score = 0.02133049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 64.454s]
-16/01/24 18:00:51| DEBUG [size=15,place=2] best score = 0.02153347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 64.455s]
-16/01/24 18:00:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.02013) [took 340.6732s]
-16/01/24 18:08:27| INFO d_mul_kde_lr_gs finished [took 796.4487s]
-16/01/24 18:09:15| DEBUG [size=11,place=1] best score = 0.02212950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.511s]
-16/01/24 18:09:15| DEBUG [size=11,place=2] best score = 0.02570023; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 46.511s]
-16/01/24 18:12:37| DEBUG [size=54,place=1] best score = 0.02032777; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.189s]
-16/01/24 18:12:37| DEBUG [size=54,place=2] best score = 0.02162442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 202.189s]
-16/01/24 18:15:40| DEBUG [size=45,place=1] best score = 0.02111457; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.761s]
-16/01/24 18:15:40| DEBUG [size=45,place=2] best score = 0.02221776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.762s]
-16/01/24 18:15:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02033) [took 432.5734s]
-16/01/24 18:22:09| INFO d_m3w_kde_lr_gs finished [took 820.6812s]
-16/01/24 18:22:09| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4692.3463s]
-16/01/24 18:22:09| INFO Dataset sample [0.4 0.6] of dataset imdb started
-16/01/24 18:36:08| INFO d_bin_kde_lr_ne finished [took 835.0552s]
-16/01/24 18:36:38| INFO d_bin_kde_lr_mc finished [took 864.6850s]
-16/01/24 18:37:08| INFO d_bin_kde_lr_c finished [took 895.4922s]
-16/01/24 18:37:22| INFO d_bin_kde_lr finished [took 909.0953s]
-16/01/24 18:46:56| INFO d_mul_kde_lr_ne finished [took 1482.5346s]
-16/01/24 18:47:18| INFO d_m3w_kde_lr_mc finished [took 1504.4904s]
-16/01/24 18:47:22| INFO d_m3w_kde_lr_c finished [took 1509.2144s]
-16/01/24 18:47:29| INFO d_m3w_kde_lr finished [took 1515.5199s]
-16/01/24 18:47:53| INFO ref finished [took 23.8721s]
-16/01/24 18:48:01| INFO d_mul_kde_lr finished [took 1548.9346s]
-16/01/24 18:48:11| INFO d_mul_kde_lr_mc finished [took 1558.1342s]
-16/01/24 18:48:13| INFO d_mul_kde_lr_c finished [took 1560.1561s]
-16/01/24 18:48:23| INFO atc_mc finished [took 29.1516s]
-16/01/24 18:48:36| INFO doc finished [took 34.5420s]
-16/01/24 18:50:41| INFO d_bin_kde_lr_is finished [took 842.8423s]
-16/01/24 18:57:09| INFO d_m3w_kde_lr_ne finished [took 1260.5236s]
-16/01/24 18:57:46| INFO d_m3w_kde_lr_is finished [took 1223.1773s]
-16/01/24 18:57:48| INFO d_bin_kde_lr_a finished [took 651.1182s]
-16/01/24 18:58:25| INFO d_mul_kde_lr_is finished [took 1275.7564s]
-16/01/24 19:05:08| INFO d_m3w_kde_lr_a finished [took 1064.7977s]
-16/01/24 19:06:02| INFO d_mul_kde_lr_a finished [took 1123.6226s]
-16/01/24 19:06:28| DEBUG [size=11,place=1] best score = 0.01237457; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.273s]
-16/01/24 19:06:28| DEBUG [size=11,place=2] best score = 0.01456114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 25.273s]
-16/01/24 19:08:20| DEBUG [size=54,place=1] best score = 0.01185206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 111.418s]
-16/01/24 19:08:20| DEBUG [size=54,place=2] best score = 0.01185547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 111.418s]
-16/01/24 19:09:16| DEBUG [size=24,place=1] best score = 0.01194507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.400s]
-16/01/24 19:09:16| DEBUG [size=24,place=2] best score = 0.01213868; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 56.400s]
-16/01/24 19:09:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01185) [took 193.2036s]
-16/01/24 19:13:54| INFO d_bin_kde_lr_gs finished [took 471.3872s]
-16/01/24 19:14:36| DEBUG [size=11,place=1] best score = 0.01259414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.160s]
-16/01/24 19:14:36| DEBUG [size=11,place=2] best score = 0.01388087; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.160s]
-16/01/24 19:17:54| DEBUG [size=54,place=1] best score = 0.01115449; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 197.220s]
-16/01/24 19:17:54| DEBUG [size=54,place=2] best score = 0.01218226; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 197.220s]
-16/01/24 19:19:27| DEBUG [size=24,place=1] best score = 0.01146148; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.391s]
-16/01/24 19:19:27| DEBUG [size=24,place=2] best score = 0.01226814; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 93.392s]
-16/01/24 19:19:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01115) [took 331.8843s]
-16/01/24 19:25:33| INFO d_mul_kde_lr_gs finished [took 698.0193s]
-16/01/24 19:26:16| DEBUG [size=11,place=1] best score = 0.03038157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.621s]
-16/01/24 19:26:16| DEBUG [size=11,place=2] best score = 0.03117303; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 41.621s]
-16/01/24 19:29:27| DEBUG [size=56,place=1] best score = 0.02345694; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 190.781s]
-16/01/24 19:29:27| DEBUG [size=56,place=2] best score = 0.02810741; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 190.781s]
-16/01/24 19:32:30| DEBUG [size=44,place=1] best score = 0.01950316; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.371s]
-16/01/24 19:32:30| DEBUG [size=44,place=2] best score = 0.02285566; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 183.371s]
-16/01/24 19:34:32| DEBUG [size=29,place=1] best score = 0.02030727; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.013s]
-16/01/24 19:34:32| DEBUG [size=29,place=2] best score = 0.02162956; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.013s]
-16/01/24 19:34:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01950) [took 537.9092s]
-16/01/24 19:45:27| INFO d_m3w_kde_lr_gs finished [took 1192.7197s]
-16/01/24 19:45:27| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4998.1274s]
-16/01/24 19:45:27| INFO Dataset sample [0.5 0.5] of dataset imdb started
-16/01/24 19:58:45| INFO d_bin_kde_lr_mc finished [took 793.9428s]
-16/01/24 19:59:43| INFO d_bin_kde_lr_c finished [took 851.0395s]
-16/01/24 20:00:00| INFO d_bin_kde_lr finished [took 868.7921s]
-16/01/24 20:00:36| INFO d_bin_kde_lr_ne finished [took 904.0669s]
-16/01/24 20:11:31| INFO d_m3w_kde_lr_mc finished [took 1559.6283s]
-16/01/24 20:11:35| INFO d_m3w_kde_lr finished [took 1563.7090s]
-16/01/24 20:12:26| INFO d_m3w_kde_lr_c finished [took 1614.1599s]
-16/01/24 20:13:07| INFO d_mul_kde_lr_c finished [took 1655.4866s]
-16/01/24 20:13:10| INFO d_mul_kde_lr_mc finished [took 1660.1641s]
-16/01/24 20:13:34| INFO ref finished [took 26.2471s]
-16/01/24 20:13:47| INFO d_mul_kde_lr finished [took 1695.9405s]
-16/01/24 20:13:48| INFO atc_mc finished [took 37.3128s]
-16/01/24 20:13:54| INFO d_mul_kde_lr_ne finished [took 1702.6779s]
-16/01/24 20:14:09| INFO doc finished [took 34.4948s]
-16/01/24 20:14:37| INFO d_bin_kde_lr_is finished [took 893.1942s]
-16/01/24 20:22:03| INFO d_m3w_kde_lr_ne finished [took 1396.8990s]
-16/01/24 20:22:29| INFO d_bin_kde_lr_a finished [took 657.2108s]
-16/01/24 20:23:27| INFO d_m3w_kde_lr_is finished [took 1370.7770s]
-16/01/24 20:24:05| INFO d_mul_kde_lr_is finished [took 1443.8466s]
-16/01/24 20:31:03| INFO d_m3w_kde_lr_a finished [took 1116.8128s]
-16/01/24 20:31:53| INFO d_mul_kde_lr_a finished [took 1216.7621s]
-16/01/24 20:32:19| DEBUG [size=11,place=1] best score = 0.01227994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 24.989s]
-16/01/24 20:32:19| DEBUG [size=11,place=2] best score = 0.01269927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 24.989s]
-16/01/24 20:34:13| DEBUG [size=54,place=1] best score = 0.01200764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 113.408s]
-16/01/24 20:34:13| DEBUG [size=54,place=2] best score = 0.01204172; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 113.408s]
-16/01/24 20:35:58| DEBUG [size=49,place=1] best score = 0.01193887; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 105.725s]
-16/01/24 20:35:58| DEBUG [size=49,place=2] best score = 0.01200819; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.725s]
-16/01/24 20:37:43| DEBUG [size=46,place=1] best score = 0.01251636; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 104.063s]
-16/01/24 20:37:43| DEBUG [size=46,place=2] best score = 0.01305037; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 104.064s]
-16/01/24 20:37:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01194) [took 348.3005s]
-16/01/24 20:43:29| INFO d_bin_kde_lr_gs finished [took 694.3836s]
-16/01/24 20:44:16| DEBUG [size=11,place=1] best score = 0.01380829; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.558s]
-16/01/24 20:44:16| DEBUG [size=11,place=2] best score = 0.01495692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 46.559s]
-16/01/24 20:47:45| DEBUG [size=54,place=1] best score = 0.01360795; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 208.632s]
-16/01/24 20:47:45| DEBUG [size=54,place=2] best score = 0.01388322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 208.632s]
-16/01/24 20:50:42| DEBUG [size=45,place=1] best score = 0.01324470; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 176.905s]
-16/01/24 20:50:42| DEBUG [size=45,place=2] best score = 0.01375573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 176.906s]
-16/01/24 20:52:20| DEBUG [size=26,place=1] best score = 0.01386648; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 98.589s]
-16/01/24 20:52:20| DEBUG [size=26,place=2] best score = 0.01418519; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 98.590s]
-16/01/24 20:52:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01324) [took 530.8012s]
-16/01/24 20:58:08| INFO d_mul_kde_lr_gs finished [took 878.6687s]
-16/01/24 20:58:55| DEBUG [size=11,place=1] best score = 0.02240841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 45.135s]
-16/01/24 20:58:55| DEBUG [size=11,place=2] best score = 0.02369939; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 45.136s]
-16/01/24 21:02:12| DEBUG [size=54,place=1] best score = 0.01721279; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 196.912s]
-16/01/24 21:02:12| DEBUG [size=54,place=2] best score = 0.01723208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 196.913s]
-16/01/24 21:03:36| DEBUG [size=16,place=1] best score = 0.01712448; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.854s]
-16/01/24 21:03:36| DEBUG [size=16,place=2] best score = 0.01713287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.855s]
-16/01/24 21:05:59| DEBUG [size=31,place=1] best score = 0.01727887; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.049s]
-16/01/24 21:05:59| DEBUG [size=31,place=2] best score = 0.01752306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.049s]
-16/01/24 21:06:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01712) [took 470.0680s]
-16/01/24 21:17:49| INFO d_m3w_kde_lr_gs finished [took 1179.5657s]
-16/01/24 21:17:49| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 5542.2176s]
-16/01/24 21:17:49| INFO Dataset sample [0.6 0.4] of dataset imdb started
-16/01/24 21:31:59| INFO d_bin_kde_lr_c finished [took 845.4392s]
-16/01/24 21:32:17| INFO d_bin_kde_lr finished [took 863.0733s]
-16/01/24 21:32:28| INFO d_bin_kde_lr_mc finished [took 874.3695s]
-16/01/24 21:32:39| INFO d_bin_kde_lr_ne finished [took 885.4318s]
-16/01/24 21:41:42| INFO d_m3w_kde_lr finished [took 1430.2833s]
-16/01/24 21:42:30| INFO d_m3w_kde_lr_c finished [took 1476.5890s]
-16/01/24 21:43:05| INFO d_mul_kde_lr_ne finished [took 1510.8907s]
-16/01/24 21:43:21| INFO d_m3w_kde_lr_mc finished [took 1527.0473s]
-16/01/24 21:43:21| INFO d_mul_kde_lr finished [took 1527.7446s]
-16/01/24 21:43:46| INFO ref finished [took 24.4853s]
-16/01/24 21:43:57| INFO atc_mc finished [took 34.5364s]
-16/01/24 21:44:11| INFO d_mul_kde_lr_c finished [took 1576.8133s]
-16/01/24 21:44:27| INFO doc finished [took 39.9166s]
-16/01/24 21:44:40| INFO d_mul_kde_lr_mc finished [took 1606.4108s]
-16/01/24 21:45:31| INFO d_bin_kde_lr_is finished [took 792.9648s]
-16/01/24 21:52:33| INFO d_bin_kde_lr_a finished [took 650.1767s]
-16/01/24 21:53:17| INFO d_m3w_kde_lr_ne finished [took 1276.9138s]
-16/01/24 21:54:04| INFO d_m3w_kde_lr_is finished [took 1284.1221s]
-16/01/24 21:54:28| INFO d_mul_kde_lr_is finished [took 1318.6763s]
-16/01/24 22:00:53| INFO d_m3w_kde_lr_a finished [took 1067.0911s]
-16/01/24 22:01:29| INFO d_mul_kde_lr_a finished [took 1137.9256s]
-16/01/24 22:01:57| DEBUG [size=11,place=1] best score = 0.01683228; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 26.639s]
-16/01/24 22:01:57| DEBUG [size=11,place=2] best score = 0.01814601; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 26.640s]
-16/01/24 22:04:00| DEBUG [size=56,place=1] best score = 0.01497173; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.159s]
-16/01/24 22:04:00| DEBUG [size=56,place=2] best score = 0.01575528; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 123.159s]
-16/01/24 22:05:40| DEBUG [size=42,place=1] best score = 0.01361574; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.917s]
-16/01/24 22:05:40| DEBUG [size=42,place=2] best score = 0.01367236; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 99.917s]
-16/01/24 22:06:13| DEBUG [size=12,place=1] best score = 0.01529907; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 32.633s]
-16/01/24 22:06:13| DEBUG [size=12,place=2] best score = 0.01564006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 32.633s]
-16/01/24 22:06:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01362) [took 282.4640s]
-16/01/24 22:10:54| INFO d_bin_kde_lr_gs finished [took 563.7965s]
-16/01/24 22:11:39| DEBUG [size=11,place=1] best score = 0.01903567; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.847s]
-16/01/24 22:11:39| DEBUG [size=11,place=2] best score = 0.02007474; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.847s]
-16/01/24 22:15:10| DEBUG [size=54,place=1] best score = 0.01613967; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.989s]
-16/01/24 22:15:10| DEBUG [size=54,place=2] best score = 0.01885854; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.990s]
-16/01/24 22:16:13| DEBUG [size=16,place=1] best score = 0.01543220; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 62.884s]
-16/01/24 22:16:13| DEBUG [size=16,place=2] best score = 0.01569212; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 62.885s]
-16/01/24 22:19:24| DEBUG [size=49,place=1] best score = 0.01583485; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.063s]
-16/01/24 22:19:24| DEBUG [size=49,place=2] best score = 0.01611697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 191.064s]
-16/01/24 22:19:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01543) [took 508.8994s]
-16/01/24 22:25:49| INFO d_mul_kde_lr_gs finished [took 894.2111s]
-16/01/24 22:26:35| DEBUG [size=11,place=1] best score = 0.02199701; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 44.613s]
-16/01/24 22:26:35| DEBUG [size=11,place=2] best score = 0.02204801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 44.614s]
-16/01/24 22:30:04| DEBUG [size=56,place=1] best score = 0.01963287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 208.515s]
-16/01/24 22:30:04| DEBUG [size=56,place=2] best score = 0.01965614; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 208.515s]
-16/01/24 22:32:17| DEBUG [size=30,place=1] best score = 0.01899730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 133.262s]
-16/01/24 22:32:17| DEBUG [size=30,place=2] best score = 0.01903873; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.262s]
-16/01/24 22:33:18| DEBUG [size=14,place=1] best score = 0.01863826; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.182s]
-16/01/24 22:33:18| DEBUG [size=14,place=2] best score = 0.01877095; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.183s]
-16/01/24 22:35:18| DEBUG [size=29,place=1] best score = 0.01864794; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 120.175s]
-16/01/24 22:35:18| DEBUG [size=29,place=2] best score = 0.01877684; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 120.175s]
-16/01/24 22:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01864) [took 567.8670s]
-16/01/24 22:45:45| INFO d_m3w_kde_lr_gs finished [took 1195.1303s]
-16/01/24 22:45:45| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 5276.3787s]
-16/01/24 22:45:45| INFO Dataset sample [0.7 0.3] of dataset imdb started
-16/01/24 23:01:06| INFO d_bin_kde_lr_mc finished [took 914.5014s]
-16/01/24 23:01:39| INFO d_bin_kde_lr_c finished [took 947.9313s]
-16/01/24 23:02:08| INFO d_bin_kde_lr finished [took 979.5745s]
-16/01/24 23:02:26| INFO d_bin_kde_lr_ne finished [took 995.2707s]
-16/01/24 23:08:15| INFO d_m3w_kde_lr_c finished [took 1344.3409s]
-16/01/24 23:08:53| INFO d_m3w_kde_lr_mc finished [took 1381.7527s]
-16/01/24 23:09:46| INFO d_m3w_kde_lr finished [took 1435.1448s]
-16/01/24 23:10:50| INFO d_mul_kde_lr_c finished [took 1499.0716s]
-16/01/24 23:11:15| INFO ref finished [took 23.8317s]
-16/01/24 23:11:25| INFO d_mul_kde_lr_ne finished [took 1533.4939s]
-16/01/24 23:11:46| INFO atc_mc finished [took 30.1472s]
-16/01/24 23:11:47| INFO d_mul_kde_lr finished [took 1555.4654s]
-16/01/24 23:12:07| INFO doc finished [took 40.7542s]
-16/01/24 23:12:11| INFO d_mul_kde_lr_mc finished [took 1579.6452s]
-16/01/24 23:17:53| INFO d_bin_kde_lr_is finished [took 973.0017s]
-16/01/24 23:20:56| INFO d_bin_kde_lr_a finished [took 759.5849s]
-16/01/24 23:20:57| INFO d_m3w_kde_lr_ne finished [took 1190.3664s]
-16/01/24 23:21:43| INFO d_m3w_kde_lr_is finished [took 1154.9607s]
-16/01/24 23:23:04| INFO d_mul_kde_lr_is finished [took 1255.3315s]
-16/01/24 23:27:29| INFO d_mul_kde_lr_a finished [took 1115.3875s]
-16/01/24 23:27:43| INFO d_m3w_kde_lr_a finished [took 1075.4176s]
-16/01/24 23:28:17| DEBUG [size=11,place=1] best score = 0.01090240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.722s]
-16/01/24 23:28:17| DEBUG [size=11,place=2] best score = 0.01117432; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 31.722s]
-16/01/24 23:30:47| DEBUG [size=56,place=1] best score = 0.01094987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 150.502s]
-16/01/24 23:30:47| DEBUG [size=56,place=2] best score = 0.01101072; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.502s]
-16/01/24 23:30:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01090) [took 182.3316s]
-16/01/24 23:36:49| INFO d_bin_kde_lr_gs finished [took 544.2784s]
-16/01/24 23:37:40| DEBUG [size=11,place=1] best score = 0.01140454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.834s]
-16/01/24 23:37:40| DEBUG [size=11,place=2] best score = 0.01201201; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.834s]
-16/01/24 23:41:35| DEBUG [size=56,place=1] best score = 0.01130230; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 234.793s]
-16/01/24 23:41:35| DEBUG [size=56,place=2] best score = 0.01137749; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 234.793s]
-16/01/24 23:43:48| DEBUG [size=29,place=1] best score = 0.01129377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.435s]
-16/01/24 23:43:48| DEBUG [size=29,place=2] best score = 0.01139869; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 133.436s]
-16/01/24 23:47:04| DEBUG [size=42,place=1] best score = 0.01134791; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 195.944s]
-16/01/24 23:47:04| DEBUG [size=42,place=2] best score = 0.01150284; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 195.944s]
-16/01/24 23:47:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01129) [took 614.1180s]
-16/01/24 23:54:22| INFO d_mul_kde_lr_gs finished [took 1051.1854s]
-16/01/24 23:55:11| DEBUG [size=11,place=1] best score = 0.01137540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.479s]
-16/01/24 23:55:11| DEBUG [size=11,place=2] best score = 0.01270582; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.480s]
-16/01/24 23:58:40| DEBUG [size=54,place=1] best score = 0.01115020; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 209.581s]
-16/01/24 23:58:40| DEBUG [size=54,place=2] best score = 0.01141607; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 209.581s]
-17/01/24 00:00:26| DEBUG [size=28,place=1] best score = 0.01157209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 105.309s]
-17/01/24 00:00:26| DEBUG [size=28,place=2] best score = 0.01171997; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.309s]
-17/01/24 00:00:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 362.4819s]
-17/01/24 00:07:02| INFO d_m3w_kde_lr_gs finished [took 758.8156s]
-17/01/24 00:07:02| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 4876.6860s]
-17/01/24 00:07:02| INFO Dataset sample [0.8 0.2] of dataset imdb started
-17/01/24 00:28:54| INFO d_bin_kde_lr finished [took 1307.8396s]
-17/01/24 00:29:59| INFO d_bin_kde_lr_mc finished [took 1372.7031s]
-17/01/24 00:30:08| INFO d_bin_kde_lr_c finished [took 1381.0399s]
-17/01/24 00:30:09| INFO d_bin_kde_lr_ne finished [took 1384.0641s]
-17/01/24 00:33:05| INFO d_m3w_kde_lr_c finished [took 1558.7949s]
-17/01/24 00:34:49| INFO d_m3w_kde_lr_mc finished [took 1662.4337s]
-17/01/24 00:35:07| INFO d_m3w_kde_lr finished [took 1680.1278s]
-17/01/24 00:37:36| INFO d_mul_kde_lr_ne finished [took 1829.2092s]
-17/01/24 00:37:56| INFO d_mul_kde_lr_mc finished [took 1848.9650s]
-17/01/24 00:38:01| INFO ref finished [took 23.7898s]
-17/01/24 00:38:04| INFO d_mul_kde_lr finished [took 1856.9602s]
-17/01/24 00:38:18| INFO d_mul_kde_lr_c finished [took 1871.1871s]
-17/01/24 00:38:30| INFO atc_mc finished [took 33.4839s]
-17/01/24 00:38:41| INFO doc finished [took 39.5479s]
-17/01/24 00:48:25| INFO d_bin_kde_lr_is finished [took 1105.2425s]
-17/01/24 00:50:52| INFO d_bin_kde_lr_a finished [took 1065.8448s]
-17/01/24 00:50:56| INFO d_m3w_kde_lr_ne finished [took 1321.3303s]
-17/01/24 00:52:32| INFO d_m3w_kde_lr_is finished [took 1342.7117s]
-17/01/24 00:53:39| INFO d_mul_kde_lr_is finished [took 1410.3013s]
-17/01/24 00:57:29| INFO d_m3w_kde_lr_a finished [took 1342.0411s]
-17/01/24 00:58:38| INFO d_mul_kde_lr_a finished [took 1427.9293s]
-17/01/24 00:59:17| DEBUG [size=11,place=1] best score = 0.00992434; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.898s]
-17/01/24 00:59:17| DEBUG [size=11,place=2] best score = 0.01104820; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.899s]
-17/01/24 01:02:07| DEBUG [size=54,place=1] best score = 0.00990534; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 169.958s]
-17/01/24 01:02:07| DEBUG [size=54,place=2] best score = 0.01003389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.958s]
-17/01/24 01:04:33| DEBUG [size=45,place=1] best score = 0.01002810; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 145.536s]
-17/01/24 01:04:33| DEBUG [size=45,place=2] best score = 0.01006582; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.537s]
-17/01/24 01:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00991) [took 353.5035s]
-17/01/24 01:11:52| INFO d_bin_kde_lr_gs finished [took 792.4804s]
-17/01/24 01:12:42| DEBUG [size=11,place=1] best score = 0.01046577; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.581s]
-17/01/24 01:12:42| DEBUG [size=11,place=2] best score = 0.01217430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.581s]
-17/01/24 01:16:33| DEBUG [size=54,place=1] best score = 0.01016588; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 230.678s]
-17/01/24 01:16:33| DEBUG [size=54,place=2] best score = 0.01070274; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 230.679s]
-17/01/24 01:19:04| DEBUG [size=34,place=1] best score = 0.00972739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 151.293s]
-17/01/24 01:19:04| DEBUG [size=34,place=2] best score = 0.01059127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 151.294s]
-17/01/24 01:21:23| DEBUG [size=32,place=1] best score = 0.00969686; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 139.107s]
-17/01/24 01:21:23| DEBUG [size=32,place=2] best score = 0.01058915; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 139.107s]
-17/01/24 01:23:23| DEBUG [size=25,place=1] best score = 0.01122019; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 119.413s]
-17/01/24 01:23:23| DEBUG [size=25,place=2] best score = 0.01211972; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 119.414s]
-17/01/24 01:23:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00970) [took 690.1894s]
-17/01/24 01:32:03| INFO d_mul_kde_lr_gs finished [took 1210.3171s]
-17/01/24 01:32:51| DEBUG [size=11,place=1] best score = 0.00947145; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.282s]
-17/01/24 01:32:51| DEBUG [size=11,place=2] best score = 0.00986256; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.282s]
-17/01/24 01:36:27| DEBUG [size=54,place=1] best score = 0.00917678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 215.694s]
-17/01/24 01:36:27| DEBUG [size=54,place=2] best score = 0.00935714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 215.695s]
-17/01/24 01:39:36| DEBUG [size=49,place=1] best score = 0.00893980; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 189.432s]
-17/01/24 01:39:36| DEBUG [size=49,place=2] best score = 0.00908884; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 189.432s]
-17/01/24 01:40:12| DEBUG [size=9,place=1] best score = 0.00909583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 35.624s]
-17/01/24 01:40:12| DEBUG [size=9,place=2] best score = 0.00946370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 35.624s]
-17/01/24 01:40:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00894) [took 488.1469s]
-17/01/24 01:48:10| INFO d_m3w_kde_lr_gs finished [took 966.3752s]
-17/01/24 01:48:10| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6067.9090s]
-17/01/24 01:48:10| INFO Dataset sample [0.9 0.1] of dataset imdb started
-17/01/24 02:13:24| INFO d_m3w_kde_lr_mc finished [took 1509.5435s]
-17/01/24 02:15:19| INFO d_bin_kde_lr_ne finished [took 1624.6952s]
-17/01/24 02:15:31| INFO d_bin_kde_lr_mc finished [took 1636.0424s]
-17/01/24 02:15:44| INFO d_bin_kde_lr_c finished [took 1649.4106s]
-17/01/24 02:15:46| INFO d_bin_kde_lr finished [took 1651.2307s]
-17/01/24 02:16:25| INFO d_m3w_kde_lr finished [took 1690.3548s]
-17/01/24 02:16:28| INFO d_m3w_kde_lr_c finished [took 1694.8955s]
-17/01/24 02:17:23| INFO d_mul_kde_lr_ne finished [took 1748.0623s]
-17/01/24 02:17:39| INFO ref finished [took 16.3416s]
-17/01/24 02:18:03| INFO atc_mc finished [took 22.9380s]
-17/01/24 02:18:31| INFO doc finished [took 27.8407s]
-17/01/24 02:19:01| INFO d_mul_kde_lr_mc finished [took 1846.7447s]
-17/01/24 02:19:08| INFO d_mul_kde_lr finished [took 1853.1850s]
-17/01/24 02:19:28| INFO d_mul_kde_lr_c finished [took 1874.1520s]
-17/01/24 02:35:04| INFO d_bin_kde_lr_is finished [took 1184.1655s]
-17/01/24 02:35:41| INFO d_bin_kde_lr_a finished [took 1195.0389s]
-17/01/24 02:37:00| INFO d_m3w_kde_lr_is finished [took 1276.0146s]
-17/01/24 02:37:26| INFO d_m3w_kde_lr_a finished [took 1257.6028s]
-17/01/24 02:38:46| INFO d_mul_kde_lr_a finished [took 1340.2308s]
-17/01/24 02:39:53| INFO d_m3w_kde_lr_ne finished [took 1588.1555s]
-17/01/24 02:42:48| INFO d_mul_kde_lr_is finished [took 1636.6164s]
-17/01/24 02:43:24| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-17/01/24 02:44:14| DEBUG [size=11,place=1] best score = 0.01455450; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 49.112s]
-17/01/24 02:44:14| DEBUG [size=11,place=2] best score = 0.01900036; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 49.113s]
-17/01/24 02:48:15| DEBUG [size=53,place=1] best score = 0.00865364; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 240.997s]
-17/01/24 02:48:15| DEBUG [size=53,place=2] best score = 0.01088000; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 240.998s]
-17/01/24 02:49:30| DEBUG [size=16,place=1] best score = 0.01168638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.962s]
-17/01/24 02:49:30| DEBUG [size=16,place=2] best score = 0.01728812; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 74.963s]
-17/01/24 02:49:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00865) [took 365.1839s]
-17/01/24 02:58:17| INFO d_mul_kde_lr_gs finished [took 891.6035s]
-17/01/24 02:59:05| DEBUG [size=11,place=1] best score = 0.00922996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.839s]
-17/01/24 02:59:05| DEBUG [size=11,place=2] best score = 0.01119038; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 47.840s]
-17/01/24 03:02:48| DEBUG [size=55,place=1] best score = 0.00983987; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 222.328s]
-17/01/24 03:02:48| DEBUG [size=55,place=2] best score = 0.01049583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 222.328s]
-17/01/24 03:02:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00923) [took 270.2747s]
-17/01/24 03:11:24| INFO d_m3w_kde_lr_gs finished [took 786.5885s]
-17/01/24 03:11:24| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 4993.7722s]
-----------------------------------------------------------------------------------------------------
-17/01/24 08:07:12| INFO dataset imdb [pool size: 10]
-17/01/24 08:07:13| INFO Dataset sample [0.1 0.9] of dataset imdb started
-17/01/24 08:07:17| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:07:18| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:07:18| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:07:18| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:07:20| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:07:23| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-17/01/24 08:37:51| INFO m3w_kde_lr_c finished [took 1835.9724s]
-17/01/24 08:38:00| INFO m3w_kde_lr_ne finished [took 1840.9201s]
-17/01/24 08:38:07| INFO m3w_kde_lr finished [took 1850.0103s]
-17/01/24 08:38:21| INFO ref finished [took 20.3059s]
-17/01/24 08:38:32| INFO m3w_kde_lr_is finished [took 1872.8284s]
-17/01/24 08:38:42| INFO atc_mc finished [took 34.2464s]
-17/01/24 08:38:57| INFO m3w_kde_lr_mc finished [took 1900.2387s]
-17/01/24 08:38:59| INFO doc finished [took 36.9955s]
-17/01/24 08:39:35| INFO mul_kde_lr_a finished [took 1929.1477s]
-17/01/24 08:39:58| INFO mul_kde_lr_mc finished [took 1961.1607s]
-17/01/24 08:40:30| INFO mul_kde_lr_c finished [took 1992.4933s]
-17/01/24 08:40:30| INFO mul_kde_lr_ne finished [took 1992.8539s]
-17/01/24 08:40:40| INFO mul_kde_lr finished [took 2003.5211s]
-17/01/24 08:40:49| INFO mul_kde_lr_is finished [took 2008.8193s]
-17/01/24 08:57:48| INFO m3w_kde_lr_a finished [took 1196.2849s]
-17/01/24 09:02:51| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-17/01/24 09:06:07| DEBUG [size=11,place=1] best score = 0.00992778; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 195.505s]
-17/01/24 09:06:07| DEBUG [size=11,place=2] best score = 0.01005685; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 195.505s]
-17/01/24 09:24:09| DEBUG [size=54,place=1] best score = 0.00882471; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1081.983s]
-17/01/24 09:24:09| DEBUG [size=54,place=2] best score = 0.00958286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1081.984s]
-17/01/24 09:39:15| DEBUG [size=44,place=1] best score = 0.00835096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 905.534s]
-17/01/24 09:39:15| DEBUG [size=44,place=2] best score = 0.00872431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 905.535s]
-17/01/24 09:49:02| DEBUG [size=30,place=1] best score = 0.00833409; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 586.772s]
-17/01/24 09:49:02| DEBUG [size=30,place=2] best score = 0.00844302; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 586.773s]
-17/01/24 09:51:12| DEBUG [size=8,place=1] best score = 0.00897248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.476s]
-17/01/24 09:51:12| DEBUG [size=8,place=2] best score = 0.00979283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 130.476s]
-17/01/24 09:51:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00833) [took 2900.3919s]
-17/01/24 10:02:37| INFO mul_kde_lr_gs finished [took 3585.5631s]
-17/01/24 10:05:08| DEBUG [size=11,place=1] best score = 0.01077512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 149.526s]
-17/01/24 10:05:08| DEBUG [size=11,place=2] best score = 0.01174785; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 149.527s]
-17/01/24 10:15:54| DEBUG [size=56,place=1] best score = 0.00880193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 646.185s]
-17/01/24 10:15:54| DEBUG [size=56,place=2] best score = 0.00947233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 646.186s]
-17/01/24 10:22:21| DEBUG [size=31,place=1] best score = 0.00789609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 386.743s]
-17/01/24 10:22:21| DEBUG [size=31,place=2] best score = 0.00867569; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 386.743s]
-17/01/24 10:28:41| DEBUG [size=28,place=1] best score = 0.00805206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 380.582s]
-17/01/24 10:28:41| DEBUG [size=28,place=2] best score = 0.00812860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 380.582s]
-17/01/24 10:28:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00790) [took 1563.1524s]
-17/01/24 10:38:20| INFO m3w_kde_lr_gs finished [took 2141.4284s]
-17/01/24 10:38:20| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 9066.8899s]
-17/01/24 10:38:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
-17/01/24 11:00:57| INFO bin_kde_lr_c finished [took 1352.2142s]
-17/01/24 11:01:27| INFO bin_kde_lr_mc finished [took 1381.9205s]
-17/01/24 11:01:35| INFO bin_kde_lr_ne finished [took 1390.1622s]
-17/01/24 11:01:51| INFO bin_kde_lr finished [took 1405.7207s]
-17/01/24 11:05:19| INFO m3w_kde_lr_mc finished [took 1614.2361s]
-17/01/24 11:07:46| INFO m3w_kde_lr_c finished [took 1761.3127s]
-17/01/24 11:08:05| INFO m3w_kde_lr finished [took 1779.6586s]
-17/01/24 11:09:34| INFO mul_kde_lr finished [took 1869.6798s]
-17/01/24 11:09:37| INFO mul_kde_lr_ne finished [took 1873.8614s]
-17/01/24 11:09:49| INFO mul_kde_lr_mc finished [took 1884.3932s]
-17/01/24 11:10:00| INFO ref finished [took 25.1008s]
-17/01/24 11:10:12| INFO atc_mc finished [took 33.9471s]
-17/01/24 11:10:18| INFO mul_kde_lr_c finished [took 1913.5879s]
-17/01/24 11:10:30| INFO doc finished [took 39.7053s]
-17/01/24 11:19:51| INFO bin_kde_lr_is finished [took 1102.6156s]
-17/01/24 11:22:58| INFO m3w_kde_lr_is finished [took 1266.1512s]
-17/01/24 11:23:30| INFO m3w_kde_lr_ne finished [took 1352.0918s]
-17/01/24 11:25:14| INFO bin_kde_lr_a finished [took 1193.6928s]
-17/01/24 11:25:17| INFO mul_kde_lr_is finished [took 1420.8833s]
-17/01/24 11:27:40| INFO m3w_kde_lr_a finished [took 1174.6296s]
-17/01/24 11:31:49| INFO mul_kde_lr_a finished [took 1442.1891s]
-17/01/24 11:33:01| DEBUG [size=11,place=1] best score = 0.00923744; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 70.270s]
-17/01/24 11:33:01| DEBUG [size=11,place=2] best score = 0.01019348; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.271s]
-17/01/24 11:37:53| DEBUG [size=56,place=1] best score = 0.00816100; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.373s]
-17/01/24 11:37:53| DEBUG [size=56,place=2] best score = 0.00820026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.373s]
-17/01/24 11:41:00| DEBUG [size=44,place=1] best score = 0.00811391; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 186.966s]
-17/01/24 11:41:00| DEBUG [size=44,place=2] best score = 0.00815097; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 186.966s]
-17/01/24 11:42:10| DEBUG [size=13,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 69.890s]
-17/01/24 11:42:10| DEBUG [size=13,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 69.890s]
-17/01/24 11:42:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00811) [took 619.6234s]
-17/01/24 11:50:00| INFO bin_kde_lr_gs finished [took 1088.8237s]
-17/01/24 11:53:28| DEBUG [size=11,place=1] best score = 0.01125368; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.640s]
-17/01/24 11:53:28| DEBUG [size=11,place=2] best score = 0.01132341; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 207.640s]
-17/01/24 12:12:53| DEBUG [size=56,place=1] best score = 0.00745611; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1165.171s]
-17/01/24 12:12:53| DEBUG [size=56,place=2] best score = 0.00842643; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1165.172s]
-17/01/24 12:26:37| DEBUG [size=44,place=1] best score = 0.00741641; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 823.062s]
-17/01/24 12:26:37| DEBUG [size=44,place=2] best score = 0.00793287; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 823.062s]
-17/01/24 12:36:36| DEBUG [size=28,place=1] best score = 0.00774443; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 599.514s]
-17/01/24 12:36:36| DEBUG [size=28,place=2] best score = 0.00834688; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 599.515s]
-17/01/24 12:36:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00742) [took 2795.5047s]
-17/01/24 12:45:11| INFO mul_kde_lr_gs finished [took 3310.5164s]
-17/01/24 12:47:46| DEBUG [size=11,place=1] best score = 0.01075525; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.467s]
-17/01/24 12:47:46| DEBUG [size=11,place=2] best score = 0.01115909; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 153.467s]
-17/01/24 12:58:01| DEBUG [size=54,place=1] best score = 0.00863327; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 615.162s]
-17/01/24 12:58:01| DEBUG [size=54,place=2] best score = 0.00903841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 615.162s]
-17/01/24 13:08:56| DEBUG [size=45,place=1] best score = 0.00881912; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 655.257s]
-17/01/24 13:08:56| DEBUG [size=45,place=2] best score = 0.00899843; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 655.257s]
-17/01/24 13:08:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00863) [took 1423.9967s]
-17/01/24 13:16:43| INFO m3w_kde_lr_gs finished [took 1890.9184s]
-17/01/24 13:16:43| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 9503.5735s]
-17/01/24 13:16:43| INFO Dataset sample [0.3 0.7] of dataset imdb started
-17/01/24 13:32:56| INFO bin_kde_lr finished [took 967.9690s]
-17/01/24 13:33:39| INFO bin_kde_lr_mc finished [took 1009.9615s]
-17/01/24 13:34:12| INFO bin_kde_lr_c finished [took 1042.8947s]
-17/01/24 13:34:24| INFO bin_kde_lr_ne finished [took 1054.9447s]
-17/01/24 13:41:14| INFO m3w_kde_lr finished [took 1466.1205s]
-17/01/24 13:41:44| INFO m3w_kde_lr_c finished [took 1495.0997s]
-17/01/24 13:42:46| INFO m3w_kde_lr_mc finished [took 1559.5153s]
-17/01/24 13:43:25| INFO mul_kde_lr finished [took 1595.9016s]
-17/01/24 13:43:35| INFO mul_kde_lr_mc finished [took 1605.9379s]
-17/01/24 13:43:51| INFO ref finished [took 25.7833s]
-17/01/24 13:43:53| INFO mul_kde_lr_c finished [took 1625.0436s]
-17/01/24 13:44:10| INFO atc_mc finished [took 34.4939s]
-17/01/24 13:44:13| INFO mul_kde_lr_ne finished [took 1644.8920s]
-17/01/24 13:44:29| INFO doc finished [took 36.7820s]
-17/01/24 13:48:47| INFO bin_kde_lr_is finished [took 907.1609s]
-17/01/24 13:53:25| INFO m3w_kde_lr_ne finished [took 1228.3357s]
-17/01/24 13:54:10| INFO m3w_kde_lr_is finished [took 1184.9214s]
-17/01/24 13:54:57| INFO bin_kde_lr_a finished [took 822.0728s]
-17/01/24 13:56:09| INFO mul_kde_lr_is finished [took 1316.2117s]
-17/01/24 13:59:57| INFO mul_kde_lr_a finished [took 1091.9368s]
-17/01/24 14:00:00| INFO m3w_kde_lr_a finished [took 1033.2961s]
-17/01/24 14:01:16| DEBUG [size=11,place=1] best score = 0.01820783; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 73.810s]
-17/01/24 14:01:16| DEBUG [size=11,place=2] best score = 0.02005246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 73.810s]
-17/01/24 14:07:58| DEBUG [size=54,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 402.633s]
-17/01/24 14:07:58| DEBUG [size=54,place=2] best score = 0.01711240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.634s]
-17/01/24 14:12:07| DEBUG [size=35,place=1] best score = 0.01786725; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 248.927s]
-17/01/24 14:12:07| DEBUG [size=35,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 248.927s]
-17/01/24 14:12:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 725.4828s]
-17/01/24 14:18:40| INFO bin_kde_lr_gs finished [took 1118.6322s]
-17/01/24 14:22:02| DEBUG [size=11,place=1] best score = 0.01368451; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 200.405s]
-17/01/24 14:22:02| DEBUG [size=11,place=2] best score = 0.01844811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 200.406s]
-17/01/24 14:40:50| DEBUG [size=54,place=1] best score = 0.01280631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1128.149s]
-17/01/24 14:40:50| DEBUG [size=54,place=2] best score = 0.01415096; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1128.149s]
-17/01/24 14:51:12| DEBUG [size=28,place=1] best score = 0.01263090; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 621.651s]
-17/01/24 14:51:12| DEBUG [size=28,place=2] best score = 0.01414849; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 621.651s]
-17/01/24 15:06:47| DEBUG [size=44,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 935.116s]
-17/01/24 15:06:47| DEBUG [size=44,place=2] best score = 0.01486032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 935.117s]
-17/01/24 15:12:02| DEBUG [size=26,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.502s]
-17/01/24 15:12:02| DEBUG [size=26,place=2] best score = 0.01491392; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 315.503s]
-17/01/24 15:12:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 3200.9459s]
-17/01/24 15:19:17| INFO mul_kde_lr_gs finished [took 3635.7264s]
-17/01/24 15:21:50| DEBUG [size=11,place=1] best score = 0.01570446; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.540s]
-17/01/24 15:21:50| DEBUG [size=11,place=2] best score = 0.02670393; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 151.541s]
-17/01/24 15:35:19| DEBUG [size=55,place=1] best score = 0.01243688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 809.189s]
-17/01/24 15:35:19| DEBUG [size=55,place=2] best score = 0.01415238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 809.190s]
-17/01/24 15:47:18| DEBUG [size=48,place=1] best score = 0.01393026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 718.703s]
-17/01/24 15:47:18| DEBUG [size=48,place=2] best score = 0.01440463; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 718.703s]
-17/01/24 15:47:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01244) [took 1679.5437s]
-17/01/24 15:55:06| INFO m3w_kde_lr_gs finished [took 2148.0344s]
-17/01/24 15:55:06| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 9503.1785s]
-17/01/24 15:55:06| INFO Dataset sample [0.4 0.6] of dataset imdb started
-17/01/24 16:10:53| INFO bin_kde_lr_c finished [took 941.7376s]
-17/01/24 16:10:53| INFO bin_kde_lr finished [took 941.9164s]
-17/01/24 16:11:05| INFO bin_kde_lr_ne finished [took 953.8076s]
-17/01/24 16:11:08| INFO bin_kde_lr_mc finished [took 957.1133s]
-17/01/24 16:20:35| INFO m3w_kde_lr_c finished [took 1523.6153s]
-17/01/24 16:20:39| INFO mul_kde_lr finished [took 1528.5344s]
-17/01/24 16:20:53| INFO m3w_kde_lr finished [took 1541.5821s]
-17/01/24 16:21:30| INFO m3w_kde_lr_mc finished [took 1578.7994s]
-17/01/24 16:21:57| INFO ref finished [took 25.7666s]
-17/01/24 16:22:28| INFO mul_kde_lr_c finished [took 1638.0541s]
-17/01/24 16:22:31| INFO atc_mc finished [took 33.3518s]
-17/01/24 16:22:34| INFO mul_kde_lr_ne finished [took 1642.9002s]
-17/01/24 16:22:48| INFO mul_kde_lr_mc finished [took 1658.8541s]
-17/01/24 16:23:07| INFO doc finished [took 38.5034s]
-17/01/24 16:24:56| INFO bin_kde_lr_is finished [took 842.2234s]
-17/01/24 16:31:37| INFO m3w_kde_lr_ne finished [took 1243.2343s]
-17/01/24 16:31:39| INFO bin_kde_lr_a finished [took 663.6217s]
-17/01/24 16:32:04| INFO m3w_kde_lr_is finished [took 1254.3693s]
-17/01/24 16:33:32| INFO mul_kde_lr_is finished [took 1346.0952s]
-17/01/24 16:38:16| INFO m3w_kde_lr_a finished [took 1042.9097s]
-17/01/24 16:39:34| INFO mul_kde_lr_a finished [took 1133.8155s]
-17/01/24 16:40:47| DEBUG [size=11,place=1] best score = 0.01437626; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 71.288s]
-17/01/24 16:40:47| DEBUG [size=11,place=2] best score = 0.01471292; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 71.288s]
-17/01/24 16:47:35| DEBUG [size=54,place=1] best score = 0.01107811; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 408.391s]
-17/01/24 16:47:35| DEBUG [size=54,place=2] best score = 0.01124432; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 408.392s]
-17/01/24 16:52:09| DEBUG [size=44,place=1] best score = 0.01072005; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 274.168s]
-17/01/24 16:52:09| DEBUG [size=44,place=2] best score = 0.01081383; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 274.168s]
-17/01/24 16:54:06| DEBUG [size=30,place=1] best score = 0.01048550; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 116.553s]
-17/01/24 16:54:06| DEBUG [size=30,place=2] best score = 0.01065180; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 116.553s]
-17/01/24 16:56:10| DEBUG [size=29,place=1] best score = 0.01066180; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 124.115s]
-17/01/24 16:56:10| DEBUG [size=29,place=2] best score = 0.01153340; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 124.115s]
-17/01/24 16:56:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01049) [took 994.6350s]
-17/01/24 17:00:56| INFO bin_kde_lr_gs finished [took 1280.2923s]
-17/01/24 17:04:14| DEBUG [size=11,place=1] best score = 0.01152770; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 197.120s]
-17/01/24 17:04:14| DEBUG [size=11,place=2] best score = 0.01566664; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 197.120s]
-17/01/24 17:18:49| DEBUG [size=56,place=1] best score = 0.01083922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 875.185s]
-17/01/24 17:18:49| DEBUG [size=56,place=2] best score = 0.01085886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 875.185s]
-17/01/24 17:25:02| DEBUG [size=32,place=1] best score = 0.01058267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 372.779s]
-17/01/24 17:25:02| DEBUG [size=32,place=2] best score = 0.01091785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 372.780s]
-17/01/24 17:37:53| DEBUG [size=44,place=1] best score = 0.01053663; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 771.700s]
-17/01/24 17:37:53| DEBUG [size=44,place=2] best score = 0.01109070; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 771.701s]
-17/01/24 17:47:44| DEBUG [size=27,place=1] best score = 0.01103744; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 590.618s]
-17/01/24 17:47:44| DEBUG [size=27,place=2] best score = 0.01204184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 590.619s]
-17/01/24 17:47:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01054) [took 2807.5283s]
-17/01/24 17:53:43| INFO mul_kde_lr_gs finished [took 3166.1334s]
-17/01/24 17:56:10| DEBUG [size=11,place=1] best score = 0.01788423; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.620s]
-17/01/24 17:56:10| DEBUG [size=11,place=2] best score = 0.01913728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 146.621s]
-17/01/24 18:09:23| DEBUG [size=54,place=1] best score = 0.01431430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 793.045s]
-17/01/24 18:09:23| DEBUG [size=54,place=2] best score = 0.01612110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 793.046s]
-17/01/24 18:12:20| DEBUG [size=15,place=1] best score = 0.01372238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 176.885s]
-17/01/24 18:12:20| DEBUG [size=15,place=2] best score = 0.01489021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 176.886s]
-17/01/24 18:23:45| DEBUG [size=42,place=1] best score = 0.01433691; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 685.149s]
-17/01/24 18:23:45| DEBUG [size=42,place=2] best score = 0.01487264; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 685.150s]
-17/01/24 18:23:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01372) [took 1801.8154s]
-17/01/24 18:30:47| INFO m3w_kde_lr_gs finished [took 2223.5015s]
-17/01/24 18:30:47| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 9340.5929s]
-17/01/24 18:30:47| INFO Dataset sample [0.5 0.5] of dataset imdb started
-17/01/24 18:46:16| INFO bin_kde_lr_c finished [took 923.8849s]
-17/01/24 18:46:19| INFO bin_kde_lr_ne finished [took 926.6455s]
-17/01/24 18:46:52| INFO bin_kde_lr_mc finished [took 959.4719s]
-17/01/24 18:46:56| INFO bin_kde_lr finished [took 964.0416s]
-17/01/24 18:57:02| INFO m3w_kde_lr_mc finished [took 1569.4670s]
-17/01/24 18:57:18| INFO m3w_kde_lr_c finished [took 1588.1372s]
-17/01/24 18:57:28| INFO m3w_kde_lr finished [took 1595.3821s]
-17/01/24 18:58:28| INFO mul_kde_lr_mc finished [took 1655.5582s]
-17/01/24 18:58:52| INFO ref finished [took 23.3253s]
-17/01/24 18:59:26| INFO atc_mc finished [took 33.0813s]
-17/01/24 18:59:41| INFO mul_kde_lr finished [took 1728.6773s]
-17/01/24 18:59:44| INFO mul_kde_lr_ne finished [took 1731.6685s]
-17/01/24 18:59:55| INFO doc finished [took 28.0262s]
-17/01/24 19:01:01| INFO mul_kde_lr_c finished [took 1808.8910s]
-17/01/24 19:01:07| INFO bin_kde_lr_is finished [took 886.7654s]
-17/01/24 19:07:58| INFO m3w_kde_lr_is finished [took 1260.9314s]
-17/01/24 19:08:03| INFO m3w_kde_lr_ne finished [took 1306.0447s]
-17/01/24 19:08:39| INFO bin_kde_lr_a finished [took 696.5691s]
-17/01/24 19:10:24| INFO mul_kde_lr_is finished [took 1411.8727s]
-17/01/24 19:15:17| INFO m3w_kde_lr_a finished [took 1068.1511s]
-17/01/24 19:17:54| INFO mul_kde_lr_a finished [took 1234.9447s]
-17/01/24 19:19:08| DEBUG [size=11,place=1] best score = 0.01038404; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 72.290s]
-17/01/24 19:19:08| DEBUG [size=11,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.291s]
-17/01/24 19:24:14| DEBUG [size=56,place=1] best score = 0.00935040; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 306.665s]
-17/01/24 19:24:14| DEBUG [size=56,place=2] best score = 0.00963462; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 306.666s]
-17/01/24 19:27:37| DEBUG [size=28,place=1] best score = 0.00970461; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 202.979s]
-17/01/24 19:27:37| DEBUG [size=28,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.979s]
-17/01/24 19:27:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00935) [took 582.0471s]
-17/01/24 19:32:57| INFO bin_kde_lr_gs finished [took 902.0602s]
-17/01/24 19:36:18| DEBUG [size=11,place=1] best score = 0.01020322; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 199.682s]
-17/01/24 19:36:18| DEBUG [size=11,place=2] best score = 0.01074703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 199.683s]
-17/01/24 19:54:44| DEBUG [size=54,place=1] best score = 0.00981962; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1105.658s]
-17/01/24 19:54:44| DEBUG [size=54,place=2] best score = 0.01014938; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1105.659s]
-17/01/24 20:04:44| DEBUG [size=28,place=1] best score = 0.00982137; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 599.840s]
-17/01/24 20:04:44| DEBUG [size=28,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 599.840s]
-17/01/24 20:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00982) [took 1905.2929s]
-17/01/24 20:13:16| INFO mul_kde_lr_gs finished [took 2417.7476s]
-17/01/24 20:15:41| DEBUG [size=11,place=1] best score = 0.01628076; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 143.242s]
-17/01/24 20:15:41| DEBUG [size=11,place=2] best score = 0.02202844; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.243s]
-17/01/24 20:29:17| DEBUG [size=54,place=1] best score = 0.01130187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 815.963s]
-17/01/24 20:29:17| DEBUG [size=54,place=2] best score = 0.01503585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 815.964s]
-17/01/24 20:41:10| DEBUG [size=45,place=1] best score = 0.01178913; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 713.671s]
-17/01/24 20:41:10| DEBUG [size=45,place=2] best score = 0.01252628; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 713.672s]
-17/01/24 20:41:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01130) [took 1672.9874s]
-17/01/24 20:47:22| INFO m3w_kde_lr_gs finished [took 2044.3728s]
-17/01/24 20:47:22| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 8194.6605s]
-17/01/24 20:47:22| INFO Dataset sample [0.6 0.4] of dataset imdb started
-17/01/24 21:02:22| INFO bin_kde_lr_mc finished [took 895.1023s]
-17/01/24 21:02:41| INFO bin_kde_lr_ne finished [took 913.4996s]
-17/01/24 21:02:43| INFO bin_kde_lr_c finished [took 915.9908s]
-17/01/24 21:02:57| INFO bin_kde_lr finished [took 930.5829s]
-17/01/24 21:11:37| INFO m3w_kde_lr_mc finished [took 1449.9776s]
-17/01/24 21:12:10| INFO m3w_kde_lr finished [took 1483.5281s]
-17/01/24 21:12:45| INFO m3w_kde_lr_c finished [took 1518.4564s]
-17/01/24 21:13:15| INFO mul_kde_lr finished [took 1548.7085s]
-17/01/24 21:13:35| INFO ref finished [took 18.5795s]
-17/01/24 21:13:56| INFO mul_kde_lr_mc finished [took 1591.7146s]
-17/01/24 21:14:04| INFO atc_mc finished [took 28.2202s]
-17/01/24 21:14:11| INFO mul_kde_lr_ne finished [took 1603.1937s]
-17/01/24 21:14:37| INFO doc finished [took 40.0035s]
-17/01/24 21:14:44| INFO mul_kde_lr_c finished [took 1636.5745s]
-17/01/24 21:16:27| INFO bin_kde_lr_is finished [took 824.6199s]
-17/01/24 21:22:42| INFO bin_kde_lr_a finished [took 664.9756s]
-17/01/24 21:23:22| INFO m3w_kde_lr_is finished [took 1223.4219s]
-17/01/24 21:24:00| INFO m3w_kde_lr_ne finished [took 1297.0437s]
-17/01/24 21:24:51| INFO mul_kde_lr_is finished [took 1327.2438s]
-17/01/24 21:29:57| INFO m3w_kde_lr_a finished [took 1030.8561s]
-17/01/24 21:31:32| INFO mul_kde_lr_a finished [took 1160.9769s]
-17/01/24 21:32:43| DEBUG [size=11,place=1] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.745s]
-17/01/24 21:32:43| DEBUG [size=11,place=2] best score = 0.01291804; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.746s]
-17/01/24 21:39:24| DEBUG [size=54,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 400.474s]
-17/01/24 21:39:24| DEBUG [size=54,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 400.474s]
-17/01/24 21:43:24| DEBUG [size=33,place=1] best score = 0.01207882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 240.295s]
-17/01/24 21:43:24| DEBUG [size=33,place=2] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 240.295s]
-17/01/24 21:43:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 710.6254s]
-17/01/24 21:49:04| INFO bin_kde_lr_gs finished [took 1050.1435s]
-17/01/24 21:52:33| DEBUG [size=11,place=1] best score = 0.01408324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.725s]
-17/01/24 21:52:33| DEBUG [size=11,place=2] best score = 0.01444173; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.726s]
-17/01/24 22:11:00| DEBUG [size=54,place=1] best score = 0.01277063; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1107.478s]
-17/01/24 22:11:00| DEBUG [size=54,place=2] best score = 0.01298169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1107.479s]
-17/01/24 22:23:48| DEBUG [size=42,place=1] best score = 0.01292352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 768.186s]
-17/01/24 22:23:48| DEBUG [size=42,place=2] best score = 0.01303466; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 768.186s]
-17/01/24 22:23:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01277) [took 2083.4992s]
-17/01/24 22:31:23| INFO mul_kde_lr_gs finished [took 2538.0483s]
-17/01/24 22:33:55| DEBUG [size=11,place=1] best score = 0.01225382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.388s]
-17/01/24 22:33:55| DEBUG [size=11,place=2] best score = 0.01589585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 151.388s]
-17/01/24 22:47:26| DEBUG [size=54,place=1] best score = 0.01162915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 810.818s]
-17/01/24 22:47:26| DEBUG [size=54,place=2] best score = 0.01271927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 810.818s]
-17/01/24 22:55:49| DEBUG [size=33,place=1] best score = 0.01366879; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 503.100s]
-17/01/24 22:55:49| DEBUG [size=33,place=2] best score = 0.01417705; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 503.100s]
-17/01/24 22:55:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01163) [took 1465.4173s]
-17/01/24 23:02:32| INFO m3w_kde_lr_gs finished [took 1868.2701s]
-17/01/24 23:02:32| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 8110.6390s]
-17/01/24 23:02:32| INFO Dataset sample [0.7 0.3] of dataset imdb started
-17/01/24 23:17:24| INFO bin_kde_lr finished [took 884.9817s]
-17/01/24 23:20:09| INFO bin_kde_lr_mc finished [took 1050.8617s]
-17/01/24 23:20:18| INFO bin_kde_lr_c finished [took 1059.3772s]
-17/01/24 23:20:19| INFO bin_kde_lr_ne finished [took 1060.0327s]
-17/01/24 23:27:31| INFO m3w_kde_lr finished [took 1491.6668s]
-17/01/24 23:28:04| INFO m3w_kde_lr_mc finished [took 1524.8825s]
-17/01/24 23:28:08| INFO m3w_kde_lr_c finished [took 1530.1611s]
-17/01/24 23:29:27| INFO mul_kde_lr_ne finished [took 1608.1322s]
-17/01/24 23:29:42| INFO mul_kde_lr finished [took 1623.4664s]
-17/01/24 23:29:53| INFO ref finished [took 24.3841s]
-17/01/24 23:30:11| INFO mul_kde_lr_mc finished [took 1654.7611s]
-17/01/24 23:30:17| INFO atc_mc finished [took 33.8622s]
-17/01/24 23:30:19| INFO mul_kde_lr_c finished [took 1660.5928s]
-17/01/24 23:30:34| INFO doc finished [took 40.2158s]
-17/01/24 23:35:05| INFO bin_kde_lr_is finished [took 894.8019s]
-17/01/24 23:37:52| INFO m3w_kde_lr_ne finished [took 1226.7294s]
-17/01/24 23:41:21| INFO bin_kde_lr_a finished [took 829.4033s]
-17/01/24 23:41:32| INFO m3w_kde_lr_is finished [took 1271.6506s]
-17/01/24 23:41:40| INFO mul_kde_lr_is finished [took 1280.5999s]
-17/01/24 23:45:09| INFO m3w_kde_lr_a finished [took 1019.1984s]
-17/01/24 23:46:44| INFO mul_kde_lr_a finished [took 1118.7555s]
-17/01/24 23:47:57| DEBUG [size=11,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 71.410s]
-17/01/24 23:47:57| DEBUG [size=11,place=2] best score = 0.01439531; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 71.410s]
-17/01/24 23:52:52| DEBUG [size=54,place=1] best score = 0.01122031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 294.905s]
-17/01/24 23:52:52| DEBUG [size=54,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 294.905s]
-17/01/24 23:52:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 366.4213s]
-17/01/24 23:59:09| INFO bin_kde_lr_gs finished [took 743.1434s]
-18/01/24 00:02:30| DEBUG [size=11,place=1] best score = 0.01257454; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 199.471s]
-18/01/24 00:02:30| DEBUG [size=11,place=2] best score = 0.01747229; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 199.471s]
-18/01/24 00:15:25| DEBUG [size=56,place=1] best score = 0.01030154; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 775.102s]
-18/01/24 00:15:25| DEBUG [size=56,place=2] best score = 0.01052497; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 775.102s]
-18/01/24 00:28:08| DEBUG [size=47,place=1] best score = 0.00963076; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 763.286s]
-18/01/24 00:28:08| DEBUG [size=47,place=2] best score = 0.00972438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 763.287s]
-18/01/24 00:43:14| DEBUG [size=43,place=1] best score = 0.00994201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 905.207s]
-18/01/24 00:43:14| DEBUG [size=43,place=2] best score = 0.01025309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 905.208s]
-18/01/24 00:43:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00963) [took 2643.1811s]
-18/01/24 00:51:02| INFO mul_kde_lr_gs finished [took 3111.5048s]
-18/01/24 00:53:35| DEBUG [size=11,place=1] best score = 0.01486987; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 151.559s]
-18/01/24 00:53:35| DEBUG [size=11,place=2] best score = 0.01576481; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 151.559s]
-18/01/24 01:01:51| DEBUG [size=56,place=1] best score = 0.01098977; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 496.017s]
-18/01/24 01:01:51| DEBUG [size=56,place=2] best score = 0.01184342; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 496.017s]
-18/01/24 01:07:07| DEBUG [size=36,place=1] best score = 0.01026652; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.532s]
-18/01/24 01:07:07| DEBUG [size=36,place=2] best score = 0.01045852; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.533s]
-18/01/24 01:14:26| DEBUG [size=44,place=1] best score = 0.01198350; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 439.407s]
-18/01/24 01:14:26| DEBUG [size=44,place=2] best score = 0.01236185; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 439.408s]
-18/01/24 01:14:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1402.6295s]
-18/01/24 01:21:16| INFO m3w_kde_lr_gs finished [took 1812.5700s]
-18/01/24 01:21:16| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 8323.8284s]
-18/01/24 01:21:16| INFO Dataset sample [0.8 0.2] of dataset imdb started
-18/01/24 01:44:00| INFO bin_kde_lr_c finished [took 1358.8207s]
-18/01/24 01:44:20| INFO bin_kde_lr_mc finished [took 1378.8881s]
-18/01/24 01:45:01| INFO bin_kde_lr_ne finished [took 1419.8356s]
-18/01/24 01:45:17| INFO bin_kde_lr finished [took 1436.3273s]
-18/01/24 01:50:45| INFO m3w_kde_lr_mc finished [took 1765.0950s]
-18/01/24 01:51:10| INFO m3w_kde_lr finished [took 1788.9102s]
-18/01/24 01:51:20| INFO m3w_kde_lr_c finished [took 1799.2249s]
-18/01/24 01:52:56| INFO mul_kde_lr_c finished [took 1895.0364s]
-18/01/24 01:53:17| INFO ref finished [took 20.2562s]
-18/01/24 01:53:46| INFO atc_mc finished [took 28.5050s]
-18/01/24 01:53:49| INFO mul_kde_lr_ne finished [took 1947.3290s]
-18/01/24 01:54:18| INFO mul_kde_lr_mc finished [took 1976.4060s]
-18/01/24 01:54:18| INFO mul_kde_lr finished [took 1976.8280s]
-18/01/24 01:54:19| INFO doc finished [took 32.2957s]
-18/01/24 02:04:09| INFO bin_kde_lr_is finished [took 1188.6014s]
-18/01/24 02:07:03| INFO m3w_kde_lr_ne finished [took 1382.0773s]
-18/01/24 02:08:17| INFO bin_kde_lr_a finished [took 1051.1913s]
-18/01/24 02:09:31| INFO m3w_kde_lr_is finished [took 1453.0139s]
-18/01/24 02:10:01| INFO mul_kde_lr_is finished [took 1498.8578s]
-18/01/24 02:13:12| INFO mul_kde_lr_a finished [took 1320.9431s]
-18/01/24 02:14:05| INFO m3w_kde_lr_a finished [took 1364.7488s]
-18/01/24 02:15:19| DEBUG [size=11,place=1] best score = 0.01234751; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.631s]
-18/01/24 02:15:19| DEBUG [size=11,place=2] best score = 0.01517129; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 72.632s]
-18/01/24 02:19:55| DEBUG [size=54,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 276.031s]
-18/01/24 02:19:55| DEBUG [size=54,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 276.031s]
-18/01/24 02:21:19| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 84.257s]
-18/01/24 02:21:19| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 84.257s]
-18/01/24 02:23:12| DEBUG [size=22,place=1] best score = 0.01205474; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 112.404s]
-18/01/24 02:23:12| DEBUG [size=22,place=2] best score = 0.01210778; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 112.405s]
-18/01/24 02:23:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 545.4411s]
-18/01/24 02:30:26| INFO bin_kde_lr_gs finished [took 979.9920s]
-18/01/24 02:33:51| DEBUG [size=11,place=1] best score = 0.01212637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 203.786s]
-18/01/24 02:33:51| DEBUG [size=11,place=2] best score = 0.01320542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.787s]
-18/01/24 02:48:53| DEBUG [size=56,place=1] best score = 0.01233693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 901.874s]
-18/01/24 02:48:53| DEBUG [size=56,place=2] best score = 0.01276257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 901.875s]
-18/01/24 02:48:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01213) [took 1105.7680s]
-18/01/24 02:57:10| INFO mul_kde_lr_gs finished [took 1602.3728s]
-18/01/24 02:59:36| DEBUG [size=11,place=1] best score = 0.00995669; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 145.581s]
-18/01/24 02:59:36| DEBUG [size=11,place=2] best score = 0.01485266; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.581s]
-18/01/24 03:10:16| DEBUG [size=54,place=1] best score = 0.01009452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 639.889s]
-18/01/24 03:10:16| DEBUG [size=54,place=2] best score = 0.01011275; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 639.889s]
-18/01/24 03:10:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00996) [took 785.5774s]
-18/01/24 03:17:58| INFO m3w_kde_lr_gs finished [took 1247.5697s]
-18/01/24 03:17:58| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 7001.9815s]
-18/01/24 03:17:58| INFO Dataset sample [0.9 0.1] of dataset imdb started
-18/01/24 03:45:19| INFO bin_kde_lr_ne finished [took 1635.7759s]
-18/01/24 03:45:38| INFO bin_kde_lr_mc finished [took 1654.9051s]
-18/01/24 03:45:40| INFO bin_kde_lr finished [took 1657.1504s]
-18/01/24 03:46:15| INFO bin_kde_lr_c finished [took 1691.6015s]
-18/01/24 03:46:43| INFO m3w_kde_lr_c finished [took 1720.1541s]
-18/01/24 03:47:44| INFO m3w_kde_lr finished [took 1781.2859s]
-18/01/24 03:48:10| INFO m3w_kde_lr_mc finished [took 1808.3227s]
-18/01/24 03:49:35| INFO mul_kde_lr finished [took 1891.8429s]
-18/01/24 03:49:35| INFO mul_kde_lr_mc finished [took 1892.3407s]
-18/01/24 03:49:45| INFO mul_kde_lr_ne finished [took 1901.2082s]
-18/01/24 03:50:01| INFO ref finished [took 25.1816s]
-18/01/24 03:50:11| INFO atc_mc finished [took 34.7619s]
-18/01/24 03:50:15| INFO doc finished [took 29.2226s]
-18/01/24 03:50:51| INFO mul_kde_lr_c finished [took 1969.3146s]
-18/01/24 04:07:16| INFO m3w_kde_lr_ne finished [took 1316.4186s]
-18/01/24 04:07:49| INFO m3w_kde_lr_is finished [took 1293.7616s]
-18/01/24 04:09:01| INFO mul_kde_lr_is finished [took 1400.8747s]
-18/01/24 04:09:46| INFO bin_kde_lr_is finished [took 1448.1253s]
-18/01/24 04:09:57| INFO m3w_kde_lr_a finished [took 1306.6057s]
-18/01/24 04:10:22| INFO mul_kde_lr_a finished [took 1358.3254s]
-18/01/24 04:11:25| INFO bin_kde_lr_a finished [took 1480.7595s]
-18/01/24 04:45:16| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-18/01/24 04:48:26| DEBUG [size=11,place=1] best score = 0.01709443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 188.808s]
-18/01/24 04:48:26| DEBUG [size=11,place=2] best score = 0.01849805; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 188.808s]
-18/01/24 05:04:18| DEBUG [size=56,place=1] best score = 0.00883491; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 952.285s]
-18/01/24 05:04:18| DEBUG [size=56,place=2] best score = 0.00903243; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 952.285s]
-18/01/24 05:11:46| DEBUG [size=27,place=1] best score = 0.00855056; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 447.927s]
-18/01/24 05:11:46| DEBUG [size=27,place=2] best score = 0.00866375; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 447.927s]
-18/01/24 05:15:20| DEBUG [size=14,place=1] best score = 0.00873489; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 214.168s]
-18/01/24 05:15:20| DEBUG [size=14,place=2] best score = 0.01082897; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 214.168s]
-18/01/24 05:15:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00855) [took 1803.3044s]
-18/01/24 05:24:13| INFO mul_kde_lr_gs finished [took 2335.9977s]
-18/01/24 05:26:40| DEBUG [size=11,place=1] best score = 0.01045958; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 146.257s]
-18/01/24 05:26:40| DEBUG [size=11,place=2] best score = 0.01903651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 146.257s]
-18/01/24 05:37:27| DEBUG [size=56,place=1] best score = 0.00851448; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 646.678s]
-18/01/24 05:37:27| DEBUG [size=56,place=2] best score = 0.00863766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 646.679s]
-18/01/24 05:41:46| DEBUG [size=28,place=1] best score = 0.00824122; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 259.012s]
-18/01/24 05:41:46| DEBUG [size=28,place=2] best score = 0.00825483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 259.012s]
-18/01/24 05:47:12| DEBUG [size=29,place=1] best score = 0.00824683; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.632s]
-18/01/24 05:47:12| DEBUG [size=29,place=2] best score = 0.00829994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.632s]
-18/01/24 05:47:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00824) [took 1378.6927s]
-18/01/24 05:58:48| INFO m3w_kde_lr_gs finished [took 2074.6488s]
-18/01/24 05:58:48| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 9650.2246s]
-----------------------------------------------------------------------------------------------------
-18/01/24 12:13:32| INFO dataset imdb [pool size: 10]
-18/01/24 12:13:32| INFO Dataset sample [0.1 0.9] of dataset imdb started
-18/01/24 12:14:37| INFO bin_sld_lr_ne finished [took 60.2160s]
-18/01/24 12:14:52| INFO m3w_sld_lr_c finished [took 75.2758s]
-18/01/24 12:14:55| INFO mul_sld_lr_ne finished [took 78.7540s]
-18/01/24 12:14:56| INFO mul_sld_lr_c finished [took 80.1676s]
-18/01/24 12:14:57| INFO m3w_sld_lr_mc finished [took 79.7966s]
-18/01/24 12:14:58| INFO m3w_sld_lr finished [took 81.4728s]
-18/01/24 12:15:02| INFO mul_sld_lr_mc finished [took 85.5711s]
-18/01/24 12:15:13| INFO bin_sld_lr_c finished [took 96.5596s]
-18/01/24 12:15:17| INFO bin_sld_lr_mc finished [took 99.8403s]
-18/01/24 12:15:17| INFO bin_sld_lr finished [took 100.0169s]
-18/01/24 12:15:19| INFO mul_sld_lr finished [took 103.1084s]
-18/01/24 12:15:21| INFO m3w_sld_lr_ne finished [took 43.3121s]
-18/01/24 12:15:42| INFO ref finished [took 27.2936s]
-18/01/24 12:15:51| INFO mul_sld_lr_a finished [took 51.3518s]
-18/01/24 12:15:52| INFO doc finished [took 34.5803s]
-18/01/24 12:15:54| INFO atc_mc finished [took 36.5444s]
-18/01/24 12:15:58| INFO m3w_sld_lr_is finished [took 61.6447s]
-18/01/24 12:15:58| INFO m3w_sld_lr_a finished [took 54.8289s]
-18/01/24 12:16:00| INFO mul_sld_lr_is finished [took 64.7653s]
-18/01/24 12:16:03| INFO bin_sld_lr_is finished [took 70.1273s]
-18/01/24 12:16:10| INFO bin_sld_lr_a finished [took 72.2704s]
-18/01/24 12:16:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 39.9624s]
-18/01/24 12:17:36| INFO bin_sld_lr_gs finished [took 85.0448s]
-18/01/24 12:26:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 505.4639s]
-18/01/24 12:26:32| INFO mul_sld_lr_gs finished [took 534.9016s]
-18/01/24 12:32:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 382.7368s]
-18/01/24 12:33:22| INFO m3w_sld_lr_gs finished [took 408.9131s]
-18/01/24 12:33:22| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 1189.1301s]
-18/01/24 12:33:22| INFO Dataset sample [0.2 0.8] of dataset imdb started
-18/01/24 12:34:30| INFO m3w_sld_lr_mc finished [took 66.9016s]
-18/01/24 12:34:33| INFO bin_sld_lr_ne finished [took 69.3264s]
-18/01/24 12:34:36| INFO m3w_sld_lr_c finished [took 71.5925s]
-18/01/24 12:34:36| INFO m3w_sld_lr finished [took 71.8968s]
-18/01/24 12:34:53| INFO mul_sld_lr_c finished [took 89.2696s]
-18/01/24 12:34:54| INFO mul_sld_lr_ne finished [took 89.5220s]
-18/01/24 12:34:57| INFO mul_sld_lr_mc finished [took 92.8556s]
-18/01/24 12:34:58| INFO mul_sld_lr finished [took 94.1037s]
-18/01/24 12:35:01| INFO bin_sld_lr_mc finished [took 97.2318s]
-18/01/24 12:35:16| INFO bin_sld_lr finished [took 112.4694s]
-18/01/24 12:35:18| INFO bin_sld_lr_c finished [took 113.5055s]
-18/01/24 12:35:32| INFO atc_mc finished [took 29.5165s]
-18/01/24 12:35:34| INFO ref finished [took 34.0987s]
-18/01/24 12:35:39| INFO m3w_sld_lr_ne finished [took 67.8459s]
-18/01/24 12:35:39| INFO m3w_sld_lr_is finished [took 61.7964s]
-18/01/24 12:35:48| INFO mul_sld_lr_is finished [took 70.5349s]
-18/01/24 12:35:52| INFO m3w_sld_lr_a finished [took 53.5168s]
-18/01/24 12:35:57| INFO mul_sld_lr_a finished [took 61.5738s]
-18/01/24 12:35:59| INFO doc finished [took 40.9832s]
-18/01/24 12:35:59| INFO bin_sld_lr_is finished [took 84.3985s]
-18/01/24 12:36:04| INFO bin_sld_lr_a finished [took 68.9877s]
-18/01/24 12:38:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 145.1198s]
-18/01/24 12:39:17| INFO bin_sld_lr_gs finished [took 191.3483s]
-18/01/24 12:48:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 541.6487s]
-18/01/24 12:48:47| INFO mul_sld_lr_gs finished [took 569.1334s]
-18/01/24 12:55:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 385.4395s]
-18/01/24 12:55:40| INFO m3w_sld_lr_gs finished [took 411.9632s]
-18/01/24 12:55:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1338.6068s]
-18/01/24 12:55:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
-18/01/24 12:56:57| INFO mul_sld_lr_ne finished [took 74.0317s]
-18/01/24 12:56:57| INFO mul_sld_lr_mc finished [took 74.4214s]
-18/01/24 12:56:58| INFO m3w_sld_lr_c finished [took 75.1007s]
-18/01/24 12:56:59| INFO m3w_sld_lr finished [took 75.8519s]
-18/01/24 12:57:00| INFO m3w_sld_lr_mc finished [took 77.1404s]
-18/01/24 12:57:07| INFO bin_sld_lr finished [took 85.5542s]
-18/01/24 12:57:16| INFO bin_sld_lr_mc finished [took 93.0715s]
-18/01/24 12:57:18| INFO mul_sld_lr finished [took 94.8796s]
-18/01/24 12:57:19| INFO bin_sld_lr_ne finished [took 96.5524s]
-18/01/24 12:57:19| INFO mul_sld_lr_c finished [took 96.6535s]
-18/01/24 12:57:20| INFO bin_sld_lr_c finished [took 97.0239s]
-18/01/24 12:57:54| INFO ref finished [took 34.7329s]
-18/01/24 12:57:57| INFO atc_mc finished [took 36.8749s]
-18/01/24 12:57:57| INFO m3w_sld_lr_ne finished [took 58.9402s]
-18/01/24 12:57:59| INFO bin_sld_lr_a finished [took 57.9151s]
-18/01/24 12:58:01| INFO m3w_sld_lr_is finished [took 60.9622s]
-18/01/24 12:58:09| INFO mul_sld_lr_is finished [took 69.2305s]
-18/01/24 12:58:09| INFO doc finished [took 48.7811s]
-18/01/24 12:58:11| INFO bin_sld_lr_is finished [took 73.3698s]
-18/01/24 12:58:12| INFO m3w_sld_lr_a finished [took 54.6532s]
-18/01/24 12:58:17| INFO mul_sld_lr_a finished [took 68.1518s]
-18/01/24 13:00:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 158.1038s]
-18/01/24 13:01:24| INFO bin_sld_lr_gs finished [took 185.6785s]
-18/01/24 13:10:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 544.4851s]
-18/01/24 13:11:04| INFO mul_sld_lr_gs finished [took 578.2058s]
-18/01/24 13:17:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 389.5902s]
-18/01/24 13:18:02| INFO m3w_sld_lr_gs finished [took 416.5286s]
-18/01/24 13:18:02| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1341.4834s]
-18/01/24 13:18:02| INFO Dataset sample [0.4 0.6] of dataset imdb started
-18/01/24 13:19:06| INFO mul_sld_lr finished [took 63.0171s]
-18/01/24 13:19:13| INFO m3w_sld_lr_mc finished [took 70.2849s]
-18/01/24 13:19:17| INFO m3w_sld_lr finished [took 73.3342s]
-18/01/24 13:19:21| INFO m3w_sld_lr_c finished [took 77.2855s]
-18/01/24 13:19:35| INFO bin_sld_lr_c finished [took 91.3597s]
-18/01/24 13:19:35| INFO bin_sld_lr finished [took 91.3366s]
-18/01/24 13:19:36| INFO bin_sld_lr_mc finished [took 92.2188s]
-18/01/24 13:19:38| INFO bin_sld_lr_ne finished [took 93.9807s]
-18/01/24 13:19:42| INFO mul_sld_lr_c finished [took 97.9799s]
-18/01/24 13:19:43| INFO mul_sld_lr_mc finished [took 99.1492s]
-18/01/24 13:19:43| INFO mul_sld_lr_ne finished [took 99.4085s]
-18/01/24 13:20:05| INFO m3w_sld_lr_ne finished [took 57.9377s]
-18/01/24 13:20:14| INFO ref finished [took 34.9192s]
-18/01/24 13:20:17| INFO atc_mc finished [took 34.3419s]
-18/01/24 13:20:20| INFO bin_sld_lr_is finished [took 66.0739s]
-18/01/24 13:20:26| INFO m3w_sld_lr_is finished [took 64.2490s]
-18/01/24 13:20:27| INFO doc finished [took 43.6208s]
-18/01/24 13:20:30| INFO mul_sld_lr_is finished [took 72.2932s]
-18/01/24 13:20:32| INFO m3w_sld_lr_a finished [took 54.5167s]
-18/01/24 13:20:35| INFO bin_sld_lr_a finished [took 58.6370s]
-18/01/24 13:20:38| INFO mul_sld_lr_a finished [took 61.7971s]
-18/01/24 13:23:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 166.7113s]
-18/01/24 13:24:00| INFO bin_sld_lr_gs finished [took 201.4144s]
-18/01/24 13:33:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00961) [took 544.4552s]
-18/01/24 13:33:37| INFO mul_sld_lr_gs finished [took 575.4836s]
-18/01/24 13:40:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 386.1298s]
-18/01/24 13:40:31| INFO m3w_sld_lr_gs finished [took 413.4487s]
-18/01/24 13:40:31| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 1349.7281s]
-18/01/24 13:40:31| INFO Dataset sample [0.5 0.5] of dataset imdb started
-18/01/24 13:41:37| INFO mul_sld_lr_mc finished [took 64.4440s]
-18/01/24 13:41:49| INFO m3w_sld_lr finished [took 75.0196s]
-18/01/24 13:41:50| INFO m3w_sld_lr_c finished [took 76.3410s]
-18/01/24 13:41:51| INFO m3w_sld_lr_mc finished [took 77.2060s]
-18/01/24 13:42:01| INFO mul_sld_lr finished [took 87.4772s]
-18/01/24 13:42:02| INFO bin_sld_lr_mc finished [took 88.7292s]
-18/01/24 13:42:04| INFO bin_sld_lr_ne finished [took 90.4091s]
-18/01/24 13:42:05| INFO bin_sld_lr_c finished [took 91.2785s]
-18/01/24 13:42:06| INFO bin_sld_lr finished [took 92.3324s]
-18/01/24 13:42:12| INFO mul_sld_lr_c finished [took 98.0413s]
-18/01/24 13:42:14| INFO mul_sld_lr_ne finished [took 100.0799s]
-18/01/24 13:42:39| INFO m3w_sld_lr_ne finished [took 60.2868s]
-18/01/24 13:42:42| INFO ref finished [took 35.8792s]
-18/01/24 13:42:48| INFO mul_sld_lr_is finished [took 57.5413s]
-18/01/24 13:42:53| INFO atc_mc finished [took 45.4294s]
-18/01/24 13:42:54| INFO doc finished [took 41.1189s]
-18/01/24 13:42:57| INFO bin_sld_lr_is finished [took 66.8893s]
-18/01/24 13:42:57| INFO m3w_sld_lr_is finished [took 64.7293s]
-18/01/24 13:43:03| INFO m3w_sld_lr_a finished [took 57.8829s]
-18/01/24 13:43:05| INFO bin_sld_lr_a finished [took 63.0537s]
-18/01/24 13:43:08| INFO mul_sld_lr_a finished [took 64.3935s]
-18/01/24 13:45:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 166.3501s]
-18/01/24 13:46:27| INFO bin_sld_lr_gs finished [took 197.5962s]
-18/01/24 13:55:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 536.5534s]
-18/01/24 13:55:58| INFO mul_sld_lr_gs finished [took 569.2479s]
-18/01/24 14:02:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00994) [took 380.6770s]
-18/01/24 14:02:46| INFO m3w_sld_lr_gs finished [took 407.0440s]
-18/01/24 14:02:46| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1334.4888s]
-18/01/24 14:02:46| INFO Dataset sample [0.6 0.4] of dataset imdb started
-18/01/24 14:03:51| INFO mul_sld_lr_mc finished [took 63.0662s]
-18/01/24 14:03:58| INFO m3w_sld_lr finished [took 71.0538s]
-18/01/24 14:04:02| INFO m3w_sld_lr_mc finished [took 74.1788s]
-18/01/24 14:04:03| INFO m3w_sld_lr_c finished [took 75.1516s]
-18/01/24 14:04:17| INFO bin_sld_lr_mc finished [took 88.4686s]
-18/01/24 14:04:18| INFO bin_sld_lr_ne finished [took 89.9400s]
-18/01/24 14:04:24| INFO bin_sld_lr_c finished [took 95.6875s]
-18/01/24 14:04:25| INFO bin_sld_lr finished [took 96.4154s]
-18/01/24 14:04:29| INFO mul_sld_lr_c finished [took 100.4106s]
-18/01/24 14:04:30| INFO mul_sld_lr finished [took 102.2076s]
-18/01/24 14:04:32| INFO mul_sld_lr_ne finished [took 103.4697s]
-18/01/24 14:04:43| INFO m3w_sld_lr_ne finished [took 50.7129s]
-18/01/24 14:04:54| INFO ref finished [took 27.5791s]
-18/01/24 14:05:01| INFO m3w_sld_lr_is finished [took 55.9574s]
-18/01/24 14:05:10| INFO mul_sld_lr_is finished [took 66.6663s]
-18/01/24 14:05:13| INFO atc_mc finished [took 43.4147s]
-18/01/24 14:05:13| INFO bin_sld_lr_is finished [took 73.8542s]
-18/01/24 14:05:13| INFO doc finished [took 41.6950s]
-18/01/24 14:05:16| INFO m3w_sld_lr_a finished [took 50.9053s]
-18/01/24 14:05:21| INFO bin_sld_lr_a finished [took 62.7120s]
-18/01/24 14:05:28| INFO mul_sld_lr_a finished [took 68.4344s]
-18/01/24 14:08:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 165.9394s]
-18/01/24 14:08:46| INFO bin_sld_lr_gs finished [took 197.1922s]
-18/01/24 14:17:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 538.6074s]
-18/01/24 14:18:17| INFO mul_sld_lr_gs finished [took 569.2516s]
-18/01/24 14:24:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 386.4548s]
-18/01/24 14:25:11| INFO m3w_sld_lr_gs finished [took 412.6916s]
-18/01/24 14:25:11| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 1344.5702s]
-18/01/24 14:25:11| INFO Dataset sample [0.7 0.3] of dataset imdb started
-18/01/24 14:26:18| INFO m3w_sld_lr finished [took 64.3185s]
-18/01/24 14:26:27| INFO m3w_sld_lr_mc finished [took 73.4712s]
-18/01/24 14:26:30| INFO m3w_sld_lr_c finished [took 76.2214s]
-18/01/24 14:26:35| INFO bin_sld_lr_mc finished [took 80.4875s]
-18/01/24 14:26:41| INFO bin_sld_lr_c finished [took 86.9205s]
-18/01/24 14:26:45| INFO bin_sld_lr finished [took 91.9664s]
-18/01/24 14:26:48| INFO mul_sld_lr_mc finished [took 94.1281s]
-18/01/24 14:26:51| INFO mul_sld_lr_c finished [took 97.4398s]
-18/01/24 14:26:54| INFO mul_sld_lr_ne finished [took 99.7309s]
-18/01/24 14:26:55| INFO bin_sld_lr_ne finished [took 100.9974s]
-18/01/24 14:26:56| INFO mul_sld_lr finished [took 103.1996s]
-18/01/24 14:27:17| INFO m3w_sld_lr_ne finished [took 56.5055s]
-18/01/24 14:27:28| INFO ref finished [took 34.2284s]
-18/01/24 14:27:32| INFO bin_sld_lr_is finished [took 62.5695s]
-18/01/24 14:27:37| INFO atc_mc finished [took 40.9507s]
-18/01/24 14:27:39| INFO m3w_sld_lr_is finished [took 62.3920s]
-18/01/24 14:27:40| INFO m3w_sld_lr_a finished [took 50.3499s]
-18/01/24 14:27:42| INFO doc finished [took 45.1879s]
-18/01/24 14:27:45| INFO bin_sld_lr_a finished [took 62.9905s]
-18/01/24 14:27:46| INFO mul_sld_lr_is finished [took 74.4986s]
-18/01/24 14:27:55| INFO mul_sld_lr_a finished [took 67.8720s]
-18/01/24 14:30:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01032) [took 154.2265s]
-18/01/24 14:31:03| INFO bin_sld_lr_gs finished [took 186.2234s]
-18/01/24 14:40:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00921) [took 539.2892s]
-18/01/24 14:40:35| INFO mul_sld_lr_gs finished [took 570.2751s]
-18/01/24 14:47:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 383.2295s]
-18/01/24 14:47:27| INFO m3w_sld_lr_gs finished [took 409.5508s]
-18/01/24 14:47:27| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1336.3076s]
-18/01/24 14:47:27| INFO Dataset sample [0.8 0.2] of dataset imdb started
-18/01/24 14:48:16| INFO m3w_sld_lr_mc finished [took 47.3330s]
-18/01/24 14:48:39| INFO m3w_sld_lr_c finished [took 70.4181s]
-18/01/24 14:48:40| INFO m3w_sld_lr finished [took 71.2586s]
-18/01/24 14:49:14| INFO mul_sld_lr_ne finished [took 105.0804s]
-18/01/24 14:49:17| INFO m3w_sld_lr_ne finished [took 59.3969s]
-18/01/24 14:49:20| INFO bin_sld_lr finished [took 110.6711s]
-18/01/24 14:49:20| INFO bin_sld_lr_mc finished [took 111.2021s]
-18/01/24 14:49:24| INFO bin_sld_lr_ne finished [took 116.0253s]
-18/01/24 14:49:25| INFO mul_sld_lr_c finished [took 115.8748s]
-18/01/24 14:49:26| INFO mul_sld_lr_mc finished [took 117.2840s]
-18/01/24 14:49:32| INFO bin_sld_lr_c finished [took 123.2700s]
-18/01/24 14:49:32| INFO mul_sld_lr finished [took 123.1412s]
-18/01/24 14:49:49| INFO ref finished [took 23.3993s]
-18/01/24 14:50:02| INFO atc_mc finished [took 36.5581s]
-18/01/24 14:50:04| INFO m3w_sld_lr_a finished [took 42.7997s]
-18/01/24 14:50:05| INFO doc finished [took 37.7403s]
-18/01/24 14:50:06| INFO mul_sld_lr_is finished [took 85.2858s]
-18/01/24 14:50:10| INFO m3w_sld_lr_is finished [took 55.5334s]
-18/01/24 14:50:14| INFO bin_sld_lr_is finished [took 93.1708s]
-18/01/24 14:50:31| INFO bin_sld_lr_a finished [took 73.6262s]
-18/01/24 14:50:33| INFO mul_sld_lr_a finished [took 71.9835s]
-18/01/24 14:52:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 138.9484s]
-18/01/24 14:53:31| INFO bin_sld_lr_gs finished [took 177.3538s]
-18/01/24 15:02:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 541.6414s]
-18/01/24 15:03:03| INFO mul_sld_lr_gs finished [took 570.9833s]
-18/01/24 15:09:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 382.6711s]
-18/01/24 15:09:53| INFO m3w_sld_lr_gs finished [took 408.7186s]
-18/01/24 15:09:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1346.0489s]
-18/01/24 15:09:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
-18/01/24 15:11:05| INFO m3w_sld_lr_c finished [took 69.8827s]
-18/01/24 15:11:05| INFO m3w_sld_lr_mc finished [took 70.4280s]
-18/01/24 15:11:06| INFO mul_sld_lr_ne finished [took 70.7799s]
-18/01/24 15:11:08| INFO m3w_sld_lr finished [took 73.7282s]
-18/01/24 15:11:09| INFO mul_sld_lr_c finished [took 73.8342s]
-18/01/24 15:11:25| INFO bin_sld_lr_c finished [took 90.6415s]
-18/01/24 15:11:56| INFO mul_sld_lr_mc finished [took 122.1864s]
-18/01/24 15:11:57| INFO bin_sld_lr_ne finished [took 121.9466s]
-18/01/24 15:11:57| INFO bin_sld_lr finished [took 122.2906s]
-18/01/24 15:11:58| INFO bin_sld_lr_mc finished [took 123.1468s]
-18/01/24 15:12:13| INFO m3w_sld_lr_ne finished [took 67.8442s]
-18/01/24 15:12:14| INFO m3w_sld_lr_is finished [took 64.7114s]
-18/01/24 15:12:15| INFO bin_sld_lr_is finished [took 68.3533s]
-18/01/24 15:12:15| INFO mul_sld_lr_is finished [took 68.6970s]
-18/01/24 15:12:17| INFO mul_sld_lr finished [took 142.0860s]
-18/01/24 15:12:25| INFO ref finished [took 26.6294s]
-18/01/24 15:12:28| INFO mul_sld_lr_a finished [took 61.2125s]
-18/01/24 15:12:32| INFO atc_mc finished [took 34.3591s]
-18/01/24 15:12:37| INFO doc finished [took 37.8511s]
-18/01/24 15:12:40| INFO m3w_sld_lr_a finished [took 42.2820s]
-18/01/24 15:12:43| INFO bin_sld_lr_a finished [took 93.3025s]
-18/01/24 15:14:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01720) [took 108.8139s]
-18/01/24 15:15:21| INFO bin_sld_lr_gs finished [took 156.3918s]
-18/01/24 15:23:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01821) [took 501.5651s]
-18/01/24 15:24:12| INFO mul_sld_lr_gs finished [took 530.0632s]
-18/01/24 15:30:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 376.4360s]
-18/01/24 15:30:55| INFO m3w_sld_lr_gs finished [took 402.5838s]
-18/01/24 15:30:55| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 1261.9915s]
-----------------------------------------------------------------------------------------------------
-18/01/24 16:44:05| INFO dataset rcv1_CCAT [pool size: 10]
-18/01/24 16:44:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-18/01/24 16:46:52| INFO m3w_sld_lr_mc finished [took 162.0952s]
-18/01/24 16:46:59| INFO m3w_sld_lr_c finished [took 167.9527s]
-18/01/24 16:47:00| INFO m3w_sld_lr finished [took 168.2818s]
-18/01/24 16:47:11| INFO mul_sld_lr_ne finished [took 180.3769s]
-18/01/24 16:47:14| INFO bin_sld_lr finished [took 183.2281s]
-18/01/24 16:47:15| INFO mul_sld_lr_c finished [took 183.7491s]
-18/01/24 16:47:34| INFO bin_sld_lr_ne finished [took 202.9679s]
-18/01/24 16:47:40| INFO mul_sld_lr_mc finished [took 208.3468s]
-18/01/24 16:47:44| INFO bin_sld_lr_c finished [took 212.3998s]
-18/01/24 16:47:46| INFO bin_sld_lr_mc finished [took 215.9536s]
-18/01/24 16:47:54| INFO mul_sld_lr finished [took 223.9906s]
-18/01/24 16:49:06| INFO ref finished [took 84.9203s]
-18/01/24 16:49:14| INFO atc_mc finished [took 89.3501s]
-18/01/24 16:49:18| INFO m3w_sld_lr_ne finished [took 145.0098s]
-18/01/24 16:49:31| INFO m3w_sld_lr_is finished [took 138.6642s]
-18/01/24 16:49:36| INFO m3w_sld_lr_a finished [took 120.9918s]
-18/01/24 16:49:37| INFO mul_sld_lr_is finished [took 156.4400s]
-18/01/24 16:49:46| INFO doc finished [took 118.5713s]
-18/01/24 16:49:49| INFO bin_sld_lr_is finished [took 168.2416s]
-18/01/24 16:49:51| INFO mul_sld_lr_a finished [took 154.8210s]
-18/01/24 16:50:03| INFO bin_sld_lr_a finished [took 167.4592s]
-18/01/24 16:52:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 148.7111s]
-18/01/24 16:53:33| INFO bin_sld_lr_gs finished [took 209.5431s]
-18/01/24 17:04:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00721) [took 631.6869s]
-18/01/24 17:05:06| INFO mul_sld_lr_gs finished [took 691.7893s]
-18/01/24 17:12:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00831) [took 455.7385s]
-18/01/24 17:13:34| INFO m3w_sld_lr_gs finished [took 506.8015s]
-18/01/24 17:13:34| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1768.2886s]
-18/01/24 17:13:34| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-18/01/24 17:15:53| INFO m3w_sld_lr finished [took 135.7509s]
-18/01/24 17:16:26| INFO m3w_sld_lr_mc finished [took 168.7005s]
-18/01/24 17:16:27| INFO m3w_sld_lr_c finished [took 170.0262s]
-18/01/24 17:16:32| INFO mul_sld_lr_ne finished [took 174.1544s]
-18/01/24 17:16:36| INFO mul_sld_lr_mc finished [took 180.2202s]
-18/01/24 17:16:57| INFO mul_sld_lr_c finished [took 199.5629s]
-18/01/24 17:17:05| INFO mul_sld_lr finished [took 207.4035s]
-18/01/24 17:17:10| INFO bin_sld_lr finished [took 212.9907s]
-18/01/24 17:17:11| INFO bin_sld_lr_ne finished [took 213.6155s]
-18/01/24 17:17:14| INFO bin_sld_lr_c finished [took 216.7511s]
-18/01/24 17:17:18| INFO bin_sld_lr_mc finished [took 220.1026s]
-18/01/24 17:18:15| INFO m3w_sld_lr_ne finished [took 140.6382s]
-18/01/24 17:18:38| INFO ref finished [took 86.4378s]
-18/01/24 17:18:44| INFO atc_mc finished [took 91.7233s]
-18/01/24 17:18:50| INFO bin_sld_lr_is finished [took 142.7630s]
-18/01/24 17:18:57| INFO m3w_sld_lr_is finished [took 143.7345s]
-18/01/24 17:19:07| INFO doc finished [took 111.2118s]
-18/01/24 17:19:08| INFO m3w_sld_lr_a finished [took 121.6397s]
-18/01/24 17:19:09| INFO bin_sld_lr_a finished [took 150.9656s]
-18/01/24 17:19:16| INFO mul_sld_lr_is finished [took 167.1418s]
-18/01/24 17:19:25| INFO mul_sld_lr_a finished [took 146.6608s]
-18/01/24 17:22:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 167.3294s]
-18/01/24 17:23:36| INFO bin_sld_lr_gs finished [took 249.5409s]
-18/01/24 17:34:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01358) [took 641.6805s]
-18/01/24 17:35:21| INFO mul_sld_lr_gs finished [took 704.2942s]
-18/01/24 17:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00949) [took 460.4317s]
-18/01/24 17:43:55| INFO m3w_sld_lr_gs finished [took 512.2869s]
-18/01/24 17:43:55| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 1821.0967s]
-18/01/24 17:43:55| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-18/01/24 17:46:29| INFO m3w_sld_lr_c finished [took 150.4338s]
-18/01/24 17:46:47| INFO m3w_sld_lr finished [took 169.1042s]
-18/01/24 17:46:48| INFO m3w_sld_lr_mc finished [took 169.2142s]
-18/01/24 17:46:52| INFO bin_sld_lr_mc finished [took 173.2428s]
-18/01/24 17:46:53| INFO bin_sld_lr finished [took 174.4895s]
-18/01/24 17:47:13| INFO mul_sld_lr_mc finished [took 195.0538s]
-18/01/24 17:47:15| INFO mul_sld_lr_c finished [took 196.4048s]
-18/01/24 17:47:19| INFO bin_sld_lr_c finished [took 200.7954s]
-18/01/24 17:47:27| INFO mul_sld_lr_ne finished [took 209.5713s]
-18/01/24 17:47:28| INFO bin_sld_lr_ne finished [took 209.6515s]
-18/01/24 17:47:29| INFO mul_sld_lr finished [took 210.9771s]
-18/01/24 17:48:50| INFO m3w_sld_lr_ne finished [took 139.8870s]
-18/01/24 17:49:08| INFO bin_sld_lr_a finished [took 133.4283s]
-18/01/24 17:49:14| INFO atc_mc finished [took 106.4014s]
-18/01/24 17:49:23| INFO m3w_sld_lr_is finished [took 150.4484s]
-18/01/24 17:49:25| INFO ref finished [took 124.6739s]
-18/01/24 17:49:26| INFO doc finished [took 116.3650s]
-18/01/24 17:49:26| INFO m3w_sld_lr_a finished [took 129.9174s]
-18/01/24 17:49:30| INFO bin_sld_lr_is finished [took 161.0756s]
-18/01/24 17:49:31| INFO mul_sld_lr_is finished [took 161.8397s]
-18/01/24 17:49:39| INFO mul_sld_lr_a finished [took 144.9500s]
-18/01/24 17:52:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 183.8906s]
-18/01/24 17:53:47| INFO bin_sld_lr_gs finished [took 247.0996s]
-18/01/24 18:04:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00862) [took 637.5967s]
-18/01/24 18:05:35| INFO mul_sld_lr_gs finished [took 706.0423s]
-18/01/24 18:13:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01044) [took 460.7462s]
-18/01/24 18:14:09| INFO m3w_sld_lr_gs finished [took 513.3475s]
-18/01/24 18:14:09| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 1814.0921s]
-18/01/24 18:14:09| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-18/01/24 18:16:08| INFO m3w_sld_lr_mc finished [took 116.1403s]
-18/01/24 18:16:47| INFO m3w_sld_lr_c finished [took 155.1061s]
-18/01/24 18:16:50| INFO m3w_sld_lr finished [took 158.5569s]
-18/01/24 18:17:16| INFO bin_sld_lr_mc finished [took 184.4611s]
-18/01/24 18:17:27| INFO bin_sld_lr_c finished [took 195.6230s]
-18/01/24 18:17:31| INFO bin_sld_lr finished [took 199.2904s]
-18/01/24 18:17:34| INFO mul_sld_lr_c finished [took 202.1464s]
-18/01/24 18:17:37| INFO mul_sld_lr_ne finished [took 206.3525s]
-18/01/24 18:17:41| INFO mul_sld_lr_mc finished [took 209.3946s]
-18/01/24 18:17:42| INFO bin_sld_lr_ne finished [took 210.1196s]
-18/01/24 18:17:48| INFO mul_sld_lr finished [took 216.1879s]
-18/01/24 18:18:28| INFO m3w_sld_lr_ne finished [took 139.2153s]
-18/01/24 18:19:03| INFO mul_sld_lr_is finished [took 132.8390s]
-18/01/24 18:19:09| INFO ref finished [took 91.2896s]
-18/01/24 18:19:24| INFO m3w_sld_lr_a finished [took 108.8897s]
-18/01/24 18:19:27| INFO m3w_sld_lr_is finished [took 130.2557s]
-18/01/24 18:19:34| INFO doc finished [took 111.6922s]
-18/01/24 18:19:34| INFO atc_mc finished [took 111.9412s]
-18/01/24 18:19:35| INFO bin_sld_lr_is finished [took 167.7513s]
-18/01/24 18:19:48| INFO bin_sld_lr_a finished [took 139.6223s]
-18/01/24 18:19:54| INFO mul_sld_lr_a finished [took 142.4033s]
-18/01/24 18:23:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 193.7994s]
-18/01/24 18:24:08| INFO bin_sld_lr_gs finished [took 253.4033s]
-18/01/24 18:34:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00615) [took 635.3224s]
-18/01/24 18:35:48| INFO mul_sld_lr_gs finished [took 699.1370s]
-18/01/24 18:43:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00689) [took 460.0152s]
-18/01/24 18:44:21| INFO m3w_sld_lr_gs finished [took 511.6232s]
-18/01/24 18:44:21| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1811.3390s]
-18/01/24 18:44:21| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-18/01/24 18:46:36| INFO m3w_sld_lr_c finished [took 132.8075s]
-18/01/24 18:47:10| INFO m3w_sld_lr_mc finished [took 166.6850s]
-18/01/24 18:47:12| INFO m3w_sld_lr finished [took 168.3497s]
-18/01/24 18:47:26| INFO mul_sld_lr_ne finished [took 182.4623s]
-18/01/24 18:47:34| INFO bin_sld_lr finished [took 190.8950s]
-18/01/24 18:47:45| INFO bin_sld_lr_mc finished [took 201.9745s]
-18/01/24 18:47:46| INFO bin_sld_lr_c finished [took 202.4740s]
-18/01/24 18:47:47| INFO bin_sld_lr_ne finished [took 204.6293s]
-18/01/24 18:47:51| INFO mul_sld_lr_c finished [took 206.9569s]
-18/01/24 18:47:51| INFO mul_sld_lr_mc finished [took 207.7323s]
-18/01/24 18:47:57| INFO mul_sld_lr finished [took 213.1457s]
-18/01/24 18:48:22| INFO m3w_sld_lr_ne finished [took 104.3600s]
-18/01/24 18:49:22| INFO m3w_sld_lr_is finished [took 114.3942s]
-18/01/24 18:49:25| INFO atc_mc finished [took 92.8031s]
-18/01/24 18:49:25| INFO bin_sld_lr_is finished [took 133.8133s]
-18/01/24 18:49:37| INFO m3w_sld_lr_a finished [took 110.2286s]
-18/01/24 18:49:40| INFO ref finished [took 111.3883s]
-18/01/24 18:49:47| INFO mul_sld_lr_is finished [took 154.0612s]
-18/01/24 18:49:47| INFO doc finished [took 114.5276s]
-18/01/24 18:50:01| INFO mul_sld_lr_a finished [took 134.7326s]
-18/01/24 18:50:02| INFO bin_sld_lr_a finished [took 146.7032s]
-18/01/24 18:53:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 188.5423s]
-18/01/24 18:54:15| INFO bin_sld_lr_gs finished [took 251.7579s]
-18/01/24 19:04:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00550) [took 640.7382s]
-18/01/24 19:06:02| INFO mul_sld_lr_gs finished [took 706.2831s]
-18/01/24 19:13:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00600) [took 455.4075s]
-18/01/24 19:14:30| INFO m3w_sld_lr_gs finished [took 506.8775s]
-18/01/24 19:14:30| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 1809.7793s]
-18/01/24 19:14:30| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-18/01/24 19:16:51| INFO mul_sld_lr_c finished [took 139.2842s]
-18/01/24 19:17:22| INFO m3w_sld_lr finished [took 170.2910s]
-18/01/24 19:17:24| INFO m3w_sld_lr_c finished [took 172.2545s]
-18/01/24 19:17:26| INFO m3w_sld_lr_mc finished [took 173.5484s]
-18/01/24 19:17:32| INFO mul_sld_lr finished [took 180.3906s]
-18/01/24 19:17:40| INFO mul_sld_lr_mc finished [took 188.4251s]
-18/01/24 19:17:41| INFO bin_sld_lr_ne finished [took 188.8255s]
-18/01/24 19:17:48| INFO mul_sld_lr_ne finished [took 196.2668s]
-18/01/24 19:17:53| INFO bin_sld_lr_mc finished [took 201.0625s]
-18/01/24 19:17:53| INFO bin_sld_lr finished [took 201.2795s]
-18/01/24 19:17:56| INFO bin_sld_lr_c finished [took 203.8126s]
-18/01/24 19:19:23| INFO m3w_sld_lr_ne finished [took 151.4486s]
-18/01/24 19:19:43| INFO bin_sld_lr_a finished [took 129.6291s]
-18/01/24 19:19:46| INFO m3w_sld_lr_is finished [took 140.1852s]
-18/01/24 19:19:51| INFO m3w_sld_lr_a finished [took 129.7642s]
-18/01/24 19:19:54| INFO doc finished [took 119.7494s]
-18/01/24 19:19:54| INFO ref finished [took 124.6877s]
-18/01/24 19:19:54| INFO mul_sld_lr_is finished [took 149.7754s]
-18/01/24 19:19:55| INFO atc_mc finished [took 121.3340s]
-18/01/24 19:20:02| INFO bin_sld_lr_is finished [took 159.5382s]
-18/01/24 19:20:07| INFO mul_sld_lr_a finished [took 146.0273s]
-18/01/24 19:23:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 191.0239s]
-18/01/24 19:24:27| INFO bin_sld_lr_gs finished [took 259.6035s]
-18/01/24 19:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 645.9068s]
-18/01/24 19:36:15| INFO mul_sld_lr_gs finished [took 706.6358s]
-18/01/24 19:43:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 461.8229s]
-18/01/24 19:44:49| INFO m3w_sld_lr_gs finished [took 513.4047s]
-18/01/24 19:44:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 1818.1635s]
-18/01/24 19:44:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-18/01/24 19:47:39| INFO m3w_sld_lr_mc finished [took 166.5572s]
-18/01/24 19:47:39| INFO m3w_sld_lr_c finished [took 166.5890s]
-18/01/24 19:47:43| INFO m3w_sld_lr finished [took 170.5798s]
-18/01/24 19:47:45| INFO mul_sld_lr finished [took 172.7713s]
-18/01/24 19:47:47| INFO mul_sld_lr_ne finished [took 174.6771s]
-18/01/24 19:47:52| INFO bin_sld_lr_ne finished [took 181.5704s]
-18/01/24 19:47:55| INFO bin_sld_lr finished [took 183.0482s]
-18/01/24 19:48:05| INFO bin_sld_lr_mc finished [took 192.4778s]
-18/01/24 19:48:07| INFO mul_sld_lr_c finished [took 194.7863s]
-18/01/24 19:48:12| INFO mul_sld_lr_mc finished [took 199.8637s]
-18/01/24 19:48:13| INFO bin_sld_lr_c finished [took 200.4236s]
-18/01/24 19:49:49| INFO m3w_sld_lr_ne finished [took 128.7456s]
-18/01/24 19:49:57| INFO m3w_sld_lr_a finished [took 119.3219s]
-18/01/24 19:50:03| INFO m3w_sld_lr_is finished [took 136.6707s]
-18/01/24 19:50:06| INFO atc_mc finished [took 117.1327s]
-18/01/24 19:50:08| INFO ref finished [took 121.7848s]
-18/01/24 19:50:09| INFO doc finished [took 115.3121s]
-18/01/24 19:50:20| INFO bin_sld_lr_a finished [took 150.5978s]
-18/01/24 19:50:21| INFO mul_sld_lr_is finished [took 156.5071s]
-18/01/24 19:50:28| INFO mul_sld_lr_a finished [took 154.0028s]
-18/01/24 19:50:30| INFO bin_sld_lr_is finished [took 169.2730s]
-18/01/24 19:53:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00779) [took 181.2553s]
-18/01/24 19:54:37| INFO bin_sld_lr_gs finished [took 245.7395s]
-18/01/24 20:05:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00872) [took 643.9767s]
-18/01/24 20:06:26| INFO mul_sld_lr_gs finished [took 707.9732s]
-18/01/24 20:14:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 466.4471s]
-18/01/24 20:15:08| INFO m3w_sld_lr_gs finished [took 519.9951s]
-18/01/24 20:15:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 1819.3217s]
-18/01/24 20:15:08| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-18/01/24 20:17:48| INFO m3w_sld_lr finished [took 156.5307s]
-18/01/24 20:17:48| INFO m3w_sld_lr_mc finished [took 157.0982s]
-18/01/24 20:18:00| INFO m3w_sld_lr_c finished [took 170.1602s]
-18/01/24 20:18:01| INFO mul_sld_lr_c finished [took 169.9271s]
-18/01/24 20:18:16| INFO bin_sld_lr_ne finished [took 184.8258s]
-18/01/24 20:18:21| INFO mul_sld_lr finished [took 190.1123s]
-18/01/24 20:18:21| INFO mul_sld_lr_ne finished [took 190.2803s]
-18/01/24 20:18:22| INFO bin_sld_lr_c finished [took 191.1922s]
-18/01/24 20:18:27| INFO mul_sld_lr_mc finished [took 195.7091s]
-18/01/24 20:18:40| INFO bin_sld_lr_mc finished [took 209.4771s]
-18/01/24 20:18:42| INFO bin_sld_lr finished [took 211.4756s]
-18/01/24 20:20:14| INFO m3w_sld_lr_is finished [took 132.5070s]
-18/01/24 20:20:15| INFO ref finished [took 111.3912s]
-18/01/24 20:20:15| INFO atc_mc finished [took 106.8493s]
-18/01/24 20:20:16| INFO mul_sld_lr_is finished [took 135.1649s]
-18/01/24 20:20:17| INFO m3w_sld_lr_ne finished [took 148.8120s]
-18/01/24 20:20:29| INFO m3w_sld_lr_a finished [took 126.5575s]
-18/01/24 20:20:38| INFO bin_sld_lr_is finished [took 169.0658s]
-18/01/24 20:20:38| INFO doc finished [took 116.5117s]
-18/01/24 20:20:46| INFO mul_sld_lr_a finished [took 144.1040s]
-18/01/24 20:20:49| INFO bin_sld_lr_a finished [took 152.0971s]
-18/01/24 20:23:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 161.9262s]
-18/01/24 20:24:37| INFO bin_sld_lr_gs finished [took 226.8928s]
-18/01/24 20:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01221) [took 639.5542s]
-18/01/24 20:36:19| INFO mul_sld_lr_gs finished [took 701.2914s]
-18/01/24 20:44:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01205) [took 463.6183s]
-18/01/24 20:44:57| INFO m3w_sld_lr_gs finished [took 516.7298s]
-18/01/24 20:44:57| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1789.3355s]
-18/01/24 20:44:57| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-18/01/24 20:47:38| INFO mul_sld_lr finished [took 158.0280s]
-18/01/24 20:47:43| INFO m3w_sld_lr finished [took 163.0892s]
-18/01/24 20:47:44| INFO m3w_sld_lr_c finished [took 164.5085s]
-18/01/24 20:47:46| INFO m3w_sld_lr_mc finished [took 166.6486s]
-18/01/24 20:48:06| INFO bin_sld_lr_c finished [took 185.8556s]
-18/01/24 20:48:06| INFO mul_sld_lr_ne finished [took 186.2550s]
-18/01/24 20:48:07| INFO mul_sld_lr_c finished [took 187.6113s]
-18/01/24 20:48:10| INFO bin_sld_lr_ne finished [took 190.8342s]
-18/01/24 20:48:25| INFO bin_sld_lr_mc finished [took 205.4419s]
-18/01/24 20:48:31| INFO bin_sld_lr finished [took 211.7464s]
-18/01/24 20:48:35| INFO mul_sld_lr_mc finished [took 215.6980s]
-18/01/24 20:49:29| INFO ref finished [took 78.5093s]
-18/01/24 20:49:38| INFO m3w_sld_lr_ne finished [took 119.6911s]
-18/01/24 20:50:06| INFO m3w_sld_lr_is finished [took 138.6925s]
-18/01/24 20:50:09| INFO doc finished [took 97.0331s]
-18/01/24 20:50:14| INFO m3w_sld_lr_a finished [took 125.9489s]
-18/01/24 20:50:16| INFO mul_sld_lr_is finished [took 150.4421s]
-18/01/24 20:50:19| INFO bin_sld_lr_is finished [took 155.2637s]
-18/01/24 20:50:26| INFO bin_sld_lr_a finished [took 139.0075s]
-18/01/24 20:50:26| INFO atc_mc finished [took 119.9721s]
-18/01/24 20:50:28| INFO mul_sld_lr_a finished [took 141.1331s]
-18/01/24 20:52:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 147.5156s]
-18/01/24 20:53:57| INFO bin_sld_lr_gs finished [took 208.2457s]
-18/01/24 21:04:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 633.2348s]
-18/01/24 21:05:32| INFO mul_sld_lr_gs finished [took 694.0682s]
-18/01/24 21:13:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00633) [took 458.0806s]
-18/01/24 21:14:04| INFO m3w_sld_lr_gs finished [took 510.7506s]
-18/01/24 21:14:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1746.9187s]
-----------------------------------------------------------------------------------------------------
-19/01/24 00:34:10| INFO dataset rcv1_CCAT [pool size: 10]
-19/01/24 00:34:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-19/01/24 00:36:17| INFO d_m3w_sld_lr_c finished [took 115.8986s]
-19/01/24 00:36:20| INFO d_m3w_sld_lr finished [took 119.6778s]
-19/01/24 00:36:42| INFO d_m3w_sld_lr_mc finished [took 140.7188s]
-19/01/24 00:36:54| INFO d_mul_sld_lr finished [took 152.8486s]
-19/01/24 00:36:54| INFO d_mul_sld_lr_c finished [took 153.4759s]
-19/01/24 00:36:56| INFO d_mul_sld_lr_ne finished [took 155.5489s]
-19/01/24 00:37:04| INFO d_bin_sld_lr_mc finished [took 163.6451s]
-19/01/24 00:37:05| INFO d_bin_sld_lr finished [took 163.9305s]
-19/01/24 00:37:17| INFO d_mul_sld_lr_mc finished [took 175.5462s]
-19/01/24 00:37:24| INFO d_bin_sld_lr_ne finished [took 183.0498s]
-19/01/24 00:37:27| INFO d_bin_sld_lr_c finished [took 185.7232s]
-19/01/24 00:38:17| INFO d_m3w_sld_lr_ne finished [took 118.6257s]
-19/01/24 00:38:50| INFO d_m3w_sld_lr_is finished [took 114.9501s]
-19/01/24 00:38:52| INFO d_mul_sld_lr_a finished [took 114.7085s]
-19/01/24 00:38:54| INFO ref finished [took 108.2447s]
-19/01/24 00:38:57| INFO atc_mc finished [took 99.0454s]
-19/01/24 00:38:58| INFO d_bin_sld_lr_is finished [took 156.2653s]
-19/01/24 00:39:02| INFO doc finished [took 96.9343s]
-19/01/24 00:39:02| INFO d_mul_sld_lr_is finished [took 139.5757s]
-19/01/24 00:39:05| INFO d_m3w_sld_lr_a finished [took 119.8051s]
-19/01/24 00:39:23| INFO d_bin_sld_lr_a finished [took 147.6207s]
-19/01/24 00:40:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01954) [took 44.1410s]
-19/01/24 00:41:06| INFO d_bin_sld_lr_gs finished [took 101.4725s]
-19/01/24 00:41:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 34.1146s]
-19/01/24 00:42:39| INFO d_mul_sld_lr_gs finished [took 92.6719s]
-19/01/24 00:42:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01220) [took 18.9070s]
-19/01/24 00:43:47| INFO d_m3w_sld_lr_gs finished [took 67.3223s]
-19/01/24 00:43:47| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 577.5866s]
-19/01/24 00:43:47| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-19/01/24 00:45:57| INFO d_m3w_sld_lr_c finished [took 126.7952s]
-19/01/24 00:46:05| INFO d_m3w_sld_lr finished [took 134.1896s]
-19/01/24 00:46:12| INFO d_m3w_sld_lr_mc finished [took 141.1267s]
-19/01/24 00:46:14| INFO d_mul_sld_lr finished [took 143.4685s]
-19/01/24 00:46:52| INFO d_bin_sld_lr_ne finished [took 181.3546s]
-19/01/24 00:46:59| INFO d_mul_sld_lr_c finished [took 188.5569s]
-19/01/24 00:47:00| INFO d_mul_sld_lr_mc finished [took 189.5103s]
-19/01/24 00:47:08| INFO d_bin_sld_lr_mc finished [took 197.8272s]
-19/01/24 00:47:10| INFO d_bin_sld_lr_c finished [took 200.3633s]
-19/01/24 00:47:13| INFO d_mul_sld_lr_ne finished [took 201.9065s]
-19/01/24 00:47:27| INFO d_bin_sld_lr finished [took 216.1988s]
-19/01/24 00:47:51| INFO d_m3w_sld_lr_ne finished [took 112.9904s]
-19/01/24 00:48:07| INFO d_m3w_sld_lr_is finished [took 112.1865s]
-19/01/24 00:48:16| INFO d_bin_sld_lr_is finished [took 130.6473s]
-19/01/24 00:48:37| INFO d_mul_sld_lr_is finished [took 143.8688s]
-19/01/24 00:48:39| INFO atc_mc finished [took 88.3268s]
-19/01/24 00:48:41| INFO ref finished [took 91.7467s]
-19/01/24 00:48:49| INFO d_m3w_sld_lr_a finished [took 107.5633s]
-19/01/24 00:48:49| INFO doc finished [took 94.8290s]
-19/01/24 00:49:01| INFO d_bin_sld_lr_a finished [took 127.7403s]
-19/01/24 00:49:10| INFO d_mul_sld_lr_a finished [took 129.1496s]
-19/01/24 00:49:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00893) [took 33.6732s]
-19/01/24 00:51:39| INFO d_bin_sld_lr_gs finished [took 147.6941s]
-19/01/24 00:52:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01013) [took 32.4900s]
-19/01/24 00:53:12| INFO d_mul_sld_lr_gs finished [took 92.5557s]
-19/01/24 00:53:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00878) [took 17.9920s]
-19/01/24 00:54:20| INFO d_m3w_sld_lr_gs finished [took 66.4392s]
-19/01/24 00:54:20| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 632.5298s]
-19/01/24 00:54:20| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-19/01/24 00:56:15| INFO d_m3w_sld_lr finished [took 111.8233s]
-19/01/24 00:56:38| INFO d_mul_sld_lr_ne finished [took 134.3561s]
-19/01/24 00:56:40| INFO d_m3w_sld_lr_mc finished [took 136.9678s]
-19/01/24 00:56:48| INFO d_m3w_sld_lr_c finished [took 144.8837s]
-19/01/24 00:57:17| INFO d_bin_sld_lr_c finished [took 173.5364s]
-19/01/24 00:57:18| INFO d_bin_sld_lr finished [took 176.3200s]
-19/01/24 00:57:20| INFO d_bin_sld_lr_ne finished [took 176.6819s]
-19/01/24 00:57:26| INFO d_mul_sld_lr_c finished [took 183.0943s]
-19/01/24 00:57:26| INFO d_bin_sld_lr_mc finished [took 183.1406s]
-19/01/24 00:57:29| INFO d_m3w_sld_lr_ne finished [took 72.8594s]
-19/01/24 00:57:29| INFO d_mul_sld_lr_mc finished [took 185.4716s]
-19/01/24 00:57:30| INFO d_mul_sld_lr finished [took 187.1178s]
-19/01/24 00:58:22| INFO d_m3w_sld_lr_is finished [took 92.3723s]
-19/01/24 00:58:39| INFO d_m3w_sld_lr_a finished [took 78.0008s]
-19/01/24 00:58:47| INFO doc finished [took 77.0813s]
-19/01/24 00:58:51| INFO d_mul_sld_lr_is finished [took 129.5859s]
-19/01/24 00:58:55| INFO ref finished [took 87.8436s]
-19/01/24 00:59:00| INFO d_bin_sld_lr_is finished [took 141.5810s]
-19/01/24 00:59:08| INFO atc_mc finished [took 100.4368s]
-19/01/24 00:59:18| INFO d_bin_sld_lr_a finished [took 120.7001s]
-19/01/24 00:59:27| INFO d_mul_sld_lr_a finished [took 127.4815s]
-19/01/24 01:00:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 33.5567s]
-19/01/24 01:01:04| INFO d_bin_sld_lr_gs finished [took 95.7360s]
-19/01/24 01:01:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00888) [took 28.7428s]
-19/01/24 01:02:37| INFO d_mul_sld_lr_gs finished [took 91.9392s]
-19/01/24 01:02:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01050) [took 16.6004s]
-19/01/24 01:03:44| INFO d_m3w_sld_lr_gs finished [took 65.8976s]
-19/01/24 01:03:44| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 564.2611s]
-19/01/24 01:03:44| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-19/01/24 01:05:52| INFO d_m3w_sld_lr_mc finished [took 125.8046s]
-19/01/24 01:05:56| INFO d_bin_sld_lr_mc finished [took 129.1378s]
-19/01/24 01:06:08| INFO d_m3w_sld_lr_c finished [took 141.4921s]
-19/01/24 01:06:11| INFO d_mul_sld_lr finished [took 144.1989s]
-19/01/24 01:06:11| INFO d_m3w_sld_lr finished [took 144.3808s]
-19/01/24 01:06:32| INFO d_bin_sld_lr finished [took 165.5392s]
-19/01/24 01:06:33| INFO d_bin_sld_lr_c finished [took 166.5079s]
-19/01/24 01:06:36| INFO d_bin_sld_lr_ne finished [took 169.1058s]
-19/01/24 01:06:40| INFO d_mul_sld_lr_c finished [took 173.6884s]
-19/01/24 01:06:42| INFO d_mul_sld_lr_ne finished [took 175.6660s]
-19/01/24 01:06:43| INFO d_mul_sld_lr_mc finished [took 176.6253s]
-19/01/24 01:07:42| INFO d_m3w_sld_lr_is finished [took 90.2535s]
-19/01/24 01:08:00| INFO d_m3w_sld_lr_ne finished [took 126.8389s]
-19/01/24 01:08:16| INFO d_m3w_sld_lr_a finished [took 102.4876s]
-19/01/24 01:08:19| INFO atc_mc finished [took 98.4638s]
-19/01/24 01:08:24| INFO d_mul_sld_lr_is finished [took 134.5469s]
-19/01/24 01:08:24| INFO d_bin_sld_lr_is finished [took 147.2059s]
-19/01/24 01:08:25| INFO d_mul_sld_lr_a finished [took 112.0410s]
-19/01/24 01:08:26| INFO ref finished [took 109.7786s]
-19/01/24 01:08:34| INFO d_bin_sld_lr_a finished [took 142.5119s]
-19/01/24 01:08:37| INFO doc finished [took 114.8094s]
-19/01/24 01:09:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00790) [took 33.9604s]
-19/01/24 01:10:13| INFO d_bin_sld_lr_gs finished [took 94.6642s]
-19/01/24 01:10:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00689) [took 28.8059s]
-19/01/24 01:11:46| INFO d_mul_sld_lr_gs finished [took 91.9456s]
-19/01/24 01:12:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 16.2403s]
-19/01/24 01:12:51| INFO d_m3w_sld_lr_gs finished [took 64.7738s]
-19/01/24 01:12:51| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 547.0143s]
-19/01/24 01:12:51| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-19/01/24 01:14:46| INFO d_m3w_sld_lr finished [took 111.8872s]
-19/01/24 01:15:11| INFO d_m3w_sld_lr_mc finished [took 136.2756s]
-19/01/24 01:15:18| INFO d_m3w_sld_lr_c finished [took 144.2441s]
-19/01/24 01:15:38| INFO d_bin_sld_lr finished [took 163.6643s]
-19/01/24 01:15:38| INFO d_mul_sld_lr_mc finished [took 164.3327s]
-19/01/24 01:15:43| INFO d_mul_sld_lr_ne finished [took 169.8054s]
-19/01/24 01:15:44| INFO d_bin_sld_lr_mc finished [took 170.2660s]
-19/01/24 01:15:47| INFO d_bin_sld_lr_c finished [took 173.0367s]
-19/01/24 01:15:49| INFO d_mul_sld_lr_c finished [took 174.9287s]
-19/01/24 01:15:53| INFO d_mul_sld_lr finished [took 179.1041s]
-19/01/24 01:15:54| INFO d_bin_sld_lr_ne finished [took 179.8206s]
-19/01/24 01:15:58| INFO d_m3w_sld_lr_ne finished [took 71.4699s]
-19/01/24 01:16:57| INFO ref finished [took 68.4600s]
-19/01/24 01:17:04| INFO d_m3w_sld_lr_is finished [took 84.8429s]
-19/01/24 01:17:10| INFO d_mul_sld_lr_is finished [took 110.1491s]
-19/01/24 01:17:25| INFO d_bin_sld_lr_is finished [took 133.4154s]
-19/01/24 01:17:27| INFO d_m3w_sld_lr_a finished [took 101.2379s]
-19/01/24 01:17:30| INFO atc_mc finished [took 99.7100s]
-19/01/24 01:17:36| INFO doc finished [took 101.6593s]
-19/01/24 01:17:46| INFO d_bin_sld_lr_a finished [took 126.0593s]
-19/01/24 01:17:48| INFO d_mul_sld_lr_a finished [took 124.5776s]
-19/01/24 01:18:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00752) [took 32.6733s]
-19/01/24 01:19:22| INFO d_bin_sld_lr_gs finished [took 92.7628s]
-19/01/24 01:19:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00640) [took 27.8968s]
-19/01/24 01:20:55| INFO d_mul_sld_lr_gs finished [took 91.7571s]
-19/01/24 01:21:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00602) [took 16.4136s]
-19/01/24 01:22:00| INFO d_m3w_sld_lr_gs finished [took 63.9230s]
-19/01/24 01:22:00| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 548.9294s]
-19/01/24 01:22:00| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-19/01/24 01:23:59| INFO d_mul_sld_lr_c finished [took 117.1273s]
-19/01/24 01:24:24| INFO d_m3w_sld_lr_mc finished [took 142.0489s]
-19/01/24 01:24:25| INFO d_m3w_sld_lr finished [took 142.6932s]
-19/01/24 01:24:25| INFO d_m3w_sld_lr_c finished [took 142.8767s]
-19/01/24 01:24:34| INFO d_mul_sld_lr_ne finished [took 152.1757s]
-19/01/24 01:24:35| INFO d_bin_sld_lr_mc finished [took 153.0693s]
-19/01/24 01:24:49| INFO d_bin_sld_lr finished [took 167.5200s]
-19/01/24 01:24:58| INFO d_bin_sld_lr_ne finished [took 176.4270s]
-19/01/24 01:25:00| INFO d_mul_sld_lr finished [took 178.6119s]
-19/01/24 01:25:01| INFO d_bin_sld_lr_c finished [took 178.7315s]
-19/01/24 01:25:02| INFO d_mul_sld_lr_mc finished [took 179.7207s]
-19/01/24 01:25:52| INFO d_m3w_sld_lr_ne finished [took 112.2313s]
-19/01/24 01:26:16| INFO d_mul_sld_lr_a finished [took 100.3652s]
-19/01/24 01:26:22| INFO atc_mc finished [took 80.9402s]
-19/01/24 01:26:28| INFO d_m3w_sld_lr_is finished [took 122.5152s]
-19/01/24 01:26:34| INFO d_m3w_sld_lr_a finished [took 104.2729s]
-19/01/24 01:26:39| INFO ref finished [took 100.1444s]
-19/01/24 01:26:43| INFO doc finished [took 101.3665s]
-19/01/24 01:26:43| INFO d_bin_sld_lr_is finished [took 138.7708s]
-19/01/24 01:26:45| INFO d_mul_sld_lr_is finished [took 139.4183s]
-19/01/24 01:26:47| INFO d_bin_sld_lr_a finished [took 132.8662s]
-19/01/24 01:27:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01479) [took 33.2816s]
-19/01/24 01:28:22| INFO d_bin_sld_lr_gs finished [took 94.0513s]
-19/01/24 01:28:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01161) [took 29.0529s]
-19/01/24 01:29:54| INFO d_mul_sld_lr_gs finished [took 91.1708s]
-19/01/24 01:30:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01132) [took 17.1976s]
-19/01/24 01:30:59| INFO d_m3w_sld_lr_gs finished [took 64.9777s]
-19/01/24 01:30:59| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 538.9776s]
-19/01/24 01:30:59| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-19/01/24 01:33:13| INFO d_m3w_sld_lr finished [took 130.0473s]
-19/01/24 01:33:17| INFO d_mul_sld_lr_c finished [took 133.6822s]
-19/01/24 01:33:20| INFO d_m3w_sld_lr_c finished [took 137.1060s]
-19/01/24 01:33:26| INFO d_m3w_sld_lr_mc finished [took 143.2648s]
-19/01/24 01:33:43| INFO d_mul_sld_lr_mc finished [took 159.9971s]
-19/01/24 01:33:45| INFO d_mul_sld_lr finished [took 162.4345s]
-19/01/24 01:33:46| INFO d_bin_sld_lr_ne finished [took 162.8428s]
-19/01/24 01:33:48| INFO d_mul_sld_lr_ne finished [took 164.9271s]
-19/01/24 01:33:55| INFO d_bin_sld_lr finished [took 173.3019s]
-19/01/24 01:34:00| INFO d_bin_sld_lr_c finished [took 176.5820s]
-19/01/24 01:34:00| INFO d_bin_sld_lr_mc finished [took 176.7300s]
-19/01/24 01:35:05| INFO d_m3w_sld_lr_ne finished [took 110.9268s]
-19/01/24 01:35:28| INFO d_bin_sld_lr_is finished [took 130.5897s]
-19/01/24 01:35:32| INFO d_m3w_sld_lr_is finished [took 124.9279s]
-19/01/24 01:35:37| INFO doc finished [took 95.8848s]
-19/01/24 01:35:42| INFO d_mul_sld_lr_is finished [took 140.4307s]
-19/01/24 01:35:42| INFO ref finished [took 112.6969s]
-19/01/24 01:35:44| INFO d_m3w_sld_lr_a finished [took 116.7352s]
-19/01/24 01:35:47| INFO d_mul_sld_lr_a finished [took 120.6955s]
-19/01/24 01:35:48| INFO d_bin_sld_lr_a finished [took 123.3137s]
-19/01/24 01:35:52| INFO atc_mc finished [took 115.8563s]
-19/01/24 01:36:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01242) [took 33.2005s]
-19/01/24 01:37:30| INFO d_bin_sld_lr_gs finished [took 96.5987s]
-19/01/24 01:37:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01236) [took 27.3975s]
-19/01/24 01:38:58| INFO d_mul_sld_lr_gs finished [took 86.4829s]
-19/01/24 01:39:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01439) [took 16.4373s]
-19/01/24 01:40:03| INFO d_m3w_sld_lr_gs finished [took 63.6317s]
-19/01/24 01:40:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 543.7147s]
-19/01/24 01:40:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-19/01/24 01:41:41| INFO d_m3w_sld_lr_c finished [took 95.1935s]
-19/01/24 01:42:19| INFO d_m3w_sld_lr_mc finished [took 133.0257s]
-19/01/24 01:42:30| INFO d_m3w_sld_lr finished [took 143.5635s]
-19/01/24 01:42:48| INFO d_mul_sld_lr_ne finished [took 161.5399s]
-19/01/24 01:42:53| INFO d_mul_sld_lr finished [took 166.9255s]
-19/01/24 01:42:55| INFO d_mul_sld_lr_mc finished [took 169.0701s]
-19/01/24 01:42:57| INFO d_mul_sld_lr_c finished [took 171.4752s]
-19/01/24 01:42:58| INFO d_bin_sld_lr_c finished [took 171.8130s]
-19/01/24 01:42:59| INFO d_bin_sld_lr finished [took 173.9776s]
-19/01/24 01:43:03| INFO d_bin_sld_lr_mc finished [took 177.2378s]
-19/01/24 01:43:12| INFO d_bin_sld_lr_ne finished [took 186.1525s]
-19/01/24 01:43:16| INFO d_m3w_sld_lr_ne finished [took 93.4420s]
-19/01/24 01:43:53| INFO d_bin_sld_lr_is finished [took 93.6421s]
-19/01/24 01:44:22| INFO atc_mc finished [took 82.3645s]
-19/01/24 01:44:34| INFO d_m3w_sld_lr_a finished [took 95.6874s]
-19/01/24 01:44:35| INFO d_mul_sld_lr_a finished [took 99.3928s]
-19/01/24 01:44:36| INFO doc finished [took 92.1871s]
-19/01/24 01:44:39| INFO ref finished [took 100.4900s]
-19/01/24 01:44:40| INFO d_mul_sld_lr_is finished [took 129.4985s]
-19/01/24 01:44:45| INFO d_m3w_sld_lr_is finished [took 116.1098s]
-19/01/24 01:44:50| INFO d_bin_sld_lr_a finished [took 116.1367s]
-19/01/24 01:45:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00784) [took 30.3079s]
-19/01/24 01:46:25| INFO d_bin_sld_lr_gs finished [took 93.7552s]
-19/01/24 01:46:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00748) [took 28.3697s]
-19/01/24 01:47:53| INFO d_mul_sld_lr_gs finished [took 86.7472s]
-19/01/24 01:48:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00725) [took 17.3241s]
-19/01/24 01:49:00| INFO d_m3w_sld_lr_gs finished [took 65.4106s]
-19/01/24 01:49:00| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 536.6445s]
-19/01/24 01:49:00| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-19/01/24 01:51:10| INFO d_bin_sld_lr finished [took 128.5553s]
-19/01/24 01:51:10| INFO d_m3w_sld_lr_c finished [took 128.1186s]
-19/01/24 01:51:23| INFO d_mul_sld_lr_ne finished [took 140.6224s]
-19/01/24 01:51:23| INFO d_m3w_sld_lr finished [took 140.8109s]
-19/01/24 01:51:25| INFO d_m3w_sld_lr_mc finished [took 142.8357s]
-19/01/24 01:51:30| INFO d_mul_sld_lr_c finished [took 147.5314s]
-19/01/24 01:51:42| INFO d_mul_sld_lr_mc finished [took 159.7318s]
-19/01/24 01:51:44| INFO d_mul_sld_lr finished [took 162.2551s]
-19/01/24 01:51:45| INFO d_bin_sld_lr_mc finished [took 162.6381s]
-19/01/24 01:51:49| INFO d_bin_sld_lr_ne finished [took 167.2868s]
-19/01/24 01:51:55| INFO d_bin_sld_lr_c finished [took 172.5153s]
-19/01/24 01:53:05| INFO d_m3w_sld_lr_ne finished [took 114.0349s]
-19/01/24 01:53:21| INFO ref finished [took 95.8328s]
-19/01/24 01:53:25| INFO d_mul_sld_lr_a finished [took 114.4784s]
-19/01/24 01:53:27| INFO d_m3w_sld_lr_a finished [took 103.8655s]
-19/01/24 01:53:30| INFO d_mul_sld_lr_is finished [took 126.3401s]
-19/01/24 01:53:30| INFO d_m3w_sld_lr_is finished [took 126.3003s]
-19/01/24 01:53:34| INFO atc_mc finished [took 108.4494s]
-19/01/24 01:53:40| INFO d_bin_sld_lr_is finished [took 149.0052s]
-19/01/24 01:53:44| INFO d_bin_sld_lr_a finished [took 137.9113s]
-19/01/24 01:53:44| INFO doc finished [took 113.8575s]
-19/01/24 01:54:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 28.8231s]
-19/01/24 01:55:13| INFO d_bin_sld_lr_gs finished [took 87.3023s]
-19/01/24 01:55:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00642) [took 30.8345s]
-19/01/24 01:56:42| INFO d_mul_sld_lr_gs finished [took 88.6975s]
-19/01/24 01:57:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00604) [took 22.8818s]
-19/01/24 01:57:55| INFO d_m3w_sld_lr_gs finished [took 72.2522s]
-19/01/24 01:57:55| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 535.8092s]
-----------------------------------------------------------------------------------------------------
-19/01/24 03:02:58| INFO dataset rcv1_CCAT [pool size: 10]
-19/01/24 03:02:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-19/01/24 03:06:56| INFO d_m3w_sld_rbf_c finished [took 233.4892s]
-19/01/24 03:07:19| INFO d_m3w_sld_rbf finished [took 255.7334s]
-19/01/24 03:07:51| INFO d_bin_sld_rbf_mc finished [took 288.6364s]
-19/01/24 03:08:02| INFO d_bin_sld_rbf_ne finished [took 298.8657s]
-19/01/24 03:08:03| INFO d_m3w_sld_rbf_mc finished [took 299.3777s]
-19/01/24 03:08:35| INFO d_mul_sld_rbf_c finished [took 332.4734s]
-19/01/24 03:08:43| INFO d_bin_sld_rbf_c finished [took 340.1135s]
-19/01/24 03:08:46| INFO d_mul_sld_rbf finished [took 342.4366s]
-19/01/24 03:08:47| INFO d_mul_sld_rbf_ne finished [took 343.7536s]
-19/01/24 03:08:56| INFO d_mul_sld_rbf_mc finished [took 353.3509s]
-19/01/24 03:09:24| INFO d_bin_sld_rbf finished [took 381.1170s]
-19/01/24 03:10:24| INFO ref finished [took 97.1721s]
-19/01/24 03:10:32| INFO atc_mc finished [took 103.9314s]
-19/01/24 03:10:38| INFO doc finished [took 100.3878s]
-19/01/24 03:10:48| INFO d_m3w_sld_rbf_ne finished [took 231.1920s]
-19/01/24 03:11:35| INFO d_bin_sld_rbf_is finished [took 255.6201s]
-19/01/24 03:11:51| INFO d_m3w_sld_rbf_is finished [took 228.4079s]
-19/01/24 03:11:56| INFO d_mul_sld_rbf_is finished [took 244.0207s]
-19/01/24 03:12:12| INFO d_mul_sld_rbf_a finished [took 215.3642s]
-19/01/24 03:12:18| INFO d_m3w_sld_rbf_a finished [took 214.2587s]
-19/01/24 03:13:14| INFO d_bin_sld_rbf_a finished [took 310.7779s]
-19/01/24 03:15:15| DEBUG [size=11,place=1] best score = 0.00856450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 119.615s]
-19/01/24 03:15:15| DEBUG [size=11,place=2] best score = 0.00950487; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 119.615s]
-19/01/24 03:18:18| DEBUG [size=28,place=1] best score = 0.00878438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.587s]
-19/01/24 03:18:18| DEBUG [size=28,place=2] best score = 0.00881960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 183.588s]
-19/01/24 03:18:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00856) [took 303.3076s]
-19/01/24 03:21:38| INFO d_bin_sld_rbf_gs finished [took 503.4265s]
-19/01/24 03:23:31| DEBUG [size=11,place=1] best score = 0.00949693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 111.285s]
-19/01/24 03:23:31| DEBUG [size=11,place=2] best score = 0.01062897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.285s]
-19/01/24 03:25:47| DEBUG [size=28,place=1] best score = 0.00818784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 136.266s]
-19/01/24 03:25:47| DEBUG [size=28,place=2] best score = 0.01114854; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 136.267s]
-19/01/24 03:27:44| DEBUG [size=16,place=1] best score = 0.00794537; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 116.699s]
-19/01/24 03:27:44| DEBUG [size=16,place=2] best score = 0.00907111; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 116.700s]
-19/01/24 03:29:25| DEBUG [size=16,place=1] best score = 0.02172050; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 101.272s]
-19/01/24 03:29:25| DEBUG [size=16,place=2] best score = 0.02490725; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 101.273s]
-19/01/24 03:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} (score=0.00795) [took 465.6335s]
-19/01/24 03:32:05| INFO d_mul_sld_rbf_gs finished [took 626.0882s]
-19/01/24 03:34:22| DEBUG [size=11,place=1] best score = 0.01147016; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.631s]
-19/01/24 03:34:22| DEBUG [size=11,place=2] best score = 0.02413380; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 135.632s]
-19/01/24 03:36:50| DEBUG [size=28,place=1] best score = 0.01058252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 148.354s]
-19/01/24 03:36:50| DEBUG [size=28,place=2] best score = 0.01142336; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 148.355s]
-19/01/24 03:45:09| DEBUG [size=21,place=1] best score = 0.00729348; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 498.985s]
-19/01/24 03:45:09| DEBUG [size=21,place=2] best score = 0.00926499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 498.986s]
-19/01/24 03:46:13| DEBUG [size=17,place=1] best score = 0.00679990; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 63.782s]
-19/01/24 03:46:13| DEBUG [size=17,place=2] best score = 0.00770649; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 63.782s]
-19/01/24 03:47:19| DEBUG [size=17,place=1] best score = 0.00755172; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 28.121860835086142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 66.340s]
-19/01/24 03:47:19| DEBUG [size=17,place=2] best score = 0.00795669; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 66.341s]
-19/01/24 03:47:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00680) [took 913.2110s]
-19/01/24 03:49:48| INFO d_m3w_sld_rbf_gs finished [took 1061.6139s]
-19/01/24 03:49:48| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 2809.8572s]
-19/01/24 03:49:48| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-19/01/24 03:54:39| INFO d_bin_sld_rbf_mc finished [took 288.2020s]
-19/01/24 03:54:44| INFO d_bin_sld_rbf_c finished [took 293.2720s]
-19/01/24 03:54:58| INFO d_m3w_sld_rbf_mc finished [took 307.0814s]
-19/01/24 03:55:03| INFO d_bin_sld_rbf finished [took 311.6868s]
-19/01/24 03:55:24| INFO d_m3w_sld_rbf_c finished [took 332.5535s]
-19/01/24 03:55:39| INFO d_m3w_sld_rbf finished [took 347.7016s]
-19/01/24 03:55:59| INFO d_mul_sld_rbf_mc finished [took 368.7305s]
-19/01/24 03:56:20| INFO d_mul_sld_rbf_c finished [took 388.9906s]
-19/01/24 03:56:39| INFO d_mul_sld_rbf finished [took 408.0065s]
-19/01/24 03:57:25| INFO d_mul_sld_rbf_ne finished [took 453.7976s]
-19/01/24 03:57:48| INFO ref finished [took 87.0431s]
-19/01/24 03:58:11| INFO atc_mc finished [took 91.0032s]
-19/01/24 03:58:53| INFO d_bin_sld_rbf_ne finished [took 541.5514s]
-19/01/24 03:59:03| INFO doc finished [took 97.1916s]
-19/01/24 03:59:14| INFO d_m3w_sld_rbf_ne finished [took 274.0837s]
-19/01/24 03:59:23| INFO d_m3w_sld_rbf_is finished [took 259.6792s]
-19/01/24 03:59:49| INFO d_mul_sld_rbf_is finished [took 290.4767s]
-19/01/24 04:00:29| INFO d_m3w_sld_rbf_a finished [took 269.3632s]
-19/01/24 04:00:35| INFO d_mul_sld_rbf_a finished [took 295.1709s]
-19/01/24 04:01:05| INFO d_bin_sld_rbf_a finished [took 340.2057s]
-19/01/24 04:01:17| INFO d_bin_sld_rbf_is finished [took 391.9994s]
-19/01/24 04:04:39| DEBUG [size=11,place=1] best score = 0.01059268; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 200.500s]
-19/01/24 04:04:39| DEBUG [size=11,place=2] best score = 0.01351555; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 200.500s]
-19/01/24 04:06:55| DEBUG [size=30,place=1] best score = 0.00980318; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 136.034s]
-19/01/24 04:06:55| DEBUG [size=30,place=2] best score = 0.01015080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 136.034s]
-19/01/24 04:09:09| DEBUG [size=18,place=1] best score = 0.01110815; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 133.575s]
-19/01/24 04:09:09| DEBUG [size=18,place=2] best score = 0.01127548; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 133.575s]
-19/01/24 04:09:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} (score=0.00980) [took 470.2173s]
-19/01/24 04:13:50| INFO d_bin_sld_rbf_gs finished [took 752.0001s]
-19/01/24 04:17:31| DEBUG [size=11,place=1] best score = 0.01344603; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.632s]
-19/01/24 04:17:31| DEBUG [size=11,place=2] best score = 0.06181674; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 219.633s]
-19/01/24 04:20:07| DEBUG [size=29,place=1] best score = 0.01542641; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.034s]
-19/01/24 04:20:07| DEBUG [size=29,place=2] best score = 0.01637437; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 156.034s]
-19/01/24 04:20:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01345) [took 375.7726s]
-19/01/24 04:23:11| INFO d_mul_sld_rbf_gs finished [took 559.4517s]
-19/01/24 04:27:31| DEBUG [size=11,place=1] best score = 0.00846065; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 258.776s]
-19/01/24 04:27:31| DEBUG [size=11,place=2] best score = 0.00871957; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 258.777s]
-19/01/24 04:30:07| DEBUG [size=29,place=1] best score = 0.00708570; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.570s]
-19/01/24 04:30:07| DEBUG [size=29,place=2] best score = 0.00743420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.570s]
-19/01/24 04:33:54| DEBUG [size=16,place=1] best score = 0.00688028; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 226.866s]
-19/01/24 04:33:54| DEBUG [size=16,place=2] best score = 0.00734819; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 226.866s]
-19/01/24 04:34:39| DEBUG [size=19,place=1] best score = 0.00751504; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 45.100s]
-19/01/24 04:34:39| DEBUG [size=19,place=2] best score = 0.00766527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.100s]
-19/01/24 04:34:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 687.4241s]
-19/01/24 04:37:09| INFO d_m3w_sld_rbf_gs finished [took 836.8229s]
-19/01/24 04:37:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 2841.0384s]
-19/01/24 04:37:09| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-19/01/24 04:41:17| INFO d_bin_sld_rbf_c finished [took 244.6527s]
-19/01/24 04:41:39| INFO d_bin_sld_rbf_ne finished [took 266.7909s]
-19/01/24 04:42:07| INFO d_bin_sld_rbf finished [took 294.7783s]
-19/01/24 04:42:15| INFO d_m3w_sld_rbf_mc finished [took 303.1806s]
-19/01/24 04:42:41| INFO d_bin_sld_rbf_mc finished [took 328.6559s]
-19/01/24 04:43:07| INFO d_mul_sld_rbf_ne finished [took 355.2789s]
-19/01/24 04:43:26| INFO d_mul_sld_rbf finished [took 375.1767s]
-19/01/24 04:43:26| INFO d_m3w_sld_rbf_c finished [took 374.2498s]
-19/01/24 04:43:45| INFO d_mul_sld_rbf_mc finished [took 392.8055s]
-19/01/24 04:43:52| INFO d_m3w_sld_rbf finished [took 399.9327s]
-19/01/24 04:44:52| INFO ref finished [took 84.5485s]
-19/01/24 04:44:53| INFO d_mul_sld_rbf_c finished [took 460.7927s]
-19/01/24 04:45:14| INFO atc_mc finished [took 88.4422s]
-19/01/24 04:45:34| INFO doc finished [took 100.7817s]
-19/01/24 04:45:41| INFO d_m3w_sld_rbf_ne finished [took 263.8161s]
-19/01/24 04:46:25| INFO d_m3w_sld_rbf_is finished [took 249.3182s]
-19/01/24 04:46:32| INFO d_bin_sld_rbf_a finished [took 230.8813s]
-19/01/24 04:46:43| INFO d_bin_sld_rbf_is finished [took 302.9568s]
-19/01/24 04:47:22| INFO d_mul_sld_rbf_a finished [took 253.4949s]
-19/01/24 04:47:25| INFO d_m3w_sld_rbf_a finished [took 238.1710s]
-19/01/24 04:47:38| INFO d_mul_sld_rbf_is finished [took 330.3307s]
-19/01/24 04:48:27| DEBUG [size=11,place=1] best score = 0.01441817; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 47.165s]
-19/01/24 04:48:27| DEBUG [size=11,place=2] best score = 0.01482634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.166s]
-19/01/24 04:49:41| DEBUG [size=29,place=1] best score = 0.01260899; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': None} [took 74.618s]
-19/01/24 04:49:41| DEBUG [size=29,place=2] best score = 0.01378672; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 74.618s]
-19/01/24 04:51:23| DEBUG [size=20,place=1] best score = 0.01212947; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 101.483s]
-19/01/24 04:51:23| DEBUG [size=20,place=2] best score = 0.01254435; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': None} [took 101.484s]
-19/01/24 04:57:01| DEBUG [size=20,place=1] best score = 0.01236679; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 338.009s]
-19/01/24 04:57:01| DEBUG [size=20,place=2] best score = 0.01301382; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 338.010s]
-19/01/24 04:57:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01213) [took 561.3887s]
-19/01/24 04:59:24| INFO d_bin_sld_rbf_gs finished [took 704.2356s]
-19/01/24 05:00:35| DEBUG [size=11,place=1] best score = 0.01125485; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.295s]
-19/01/24 05:00:35| DEBUG [size=11,place=2] best score = 0.01170707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 70.296s]
-19/01/24 05:02:25| DEBUG [size=28,place=1] best score = 0.00820765; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 110.090s]
-19/01/24 05:02:25| DEBUG [size=28,place=2] best score = 0.01027854; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 110.090s]
-19/01/24 05:03:43| DEBUG [size=18,place=1] best score = 0.01121131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.986s]
-19/01/24 05:03:43| DEBUG [size=18,place=2] best score = 0.01155151; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.986s]
-19/01/24 05:03:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00821) [took 258.4812s]
-19/01/24 05:10:09| INFO d_mul_sld_rbf_gs finished [took 644.1709s]
-19/01/24 05:11:58| DEBUG [size=11,place=1] best score = 0.01116316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 107.746s]
-19/01/24 05:11:58| DEBUG [size=11,place=2] best score = 0.01563535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 107.747s]
-19/01/24 05:19:22| DEBUG [size=29,place=1] best score = 0.01082209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 444.896s]
-19/01/24 05:19:22| DEBUG [size=29,place=2] best score = 0.01093661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 444.896s]
-19/01/24 05:20:41| DEBUG [size=19,place=1] best score = 0.01043522; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.074s]
-19/01/24 05:20:41| DEBUG [size=19,place=2] best score = 0.01176169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.074s]
-19/01/24 05:21:30| DEBUG [size=13,place=1] best score = 0.01346328; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.296s]
-19/01/24 05:21:30| DEBUG [size=13,place=2] best score = 0.01478657; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 49.297s]
-19/01/24 05:21:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01044) [took 680.1329s]
-19/01/24 05:27:33| INFO d_m3w_sld_rbf_gs finished [took 1042.9531s]
-19/01/24 05:27:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 3023.8433s]
-19/01/24 05:27:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-19/01/24 05:33:22| INFO d_bin_sld_rbf_ne finished [took 344.1714s]
-19/01/24 05:33:26| INFO d_m3w_sld_rbf finished [took 348.6757s]
-19/01/24 05:33:35| INFO d_m3w_sld_rbf_mc finished [took 356.9433s]
-19/01/24 05:33:42| INFO d_m3w_sld_rbf_c finished [took 364.3043s]
-19/01/24 05:34:23| INFO d_bin_sld_rbf_mc finished [took 404.9306s]
-19/01/24 05:34:42| INFO d_mul_sld_rbf_c finished [took 424.6397s]
-19/01/24 05:34:49| INFO d_mul_sld_rbf_ne finished [took 431.3739s]
-19/01/24 05:35:03| INFO d_bin_sld_rbf finished [took 445.0628s]
-19/01/24 05:35:28| INFO d_bin_sld_rbf_c finished [took 472.5612s]
-19/01/24 05:35:47| INFO d_mul_sld_rbf_mc finished [took 488.8451s]
-19/01/24 05:36:23| INFO ref finished [took 79.3768s]
-19/01/24 05:36:48| INFO atc_mc finished [took 79.4279s]
-19/01/24 05:36:59| INFO doc finished [took 71.7967s]
-19/01/24 05:37:02| INFO d_mul_sld_rbf finished [took 564.1791s]
-19/01/24 05:37:46| INFO d_m3w_sld_rbf_is finished [took 242.8717s]
-19/01/24 05:37:52| INFO d_m3w_sld_rbf_ne finished [took 269.7860s]
-19/01/24 05:38:46| INFO d_bin_sld_rbf_is finished [took 319.0838s]
-19/01/24 05:39:33| INFO d_m3w_sld_rbf_a finished [took 282.8877s]
-19/01/24 05:39:50| INFO d_bin_sld_rbf_a finished [took 326.4487s]
-19/01/24 05:40:16| INFO d_mul_sld_rbf_is finished [took 400.3034s]
-19/01/24 05:40:45| INFO d_mul_sld_rbf_a finished [took 362.2140s]
-19/01/24 05:41:48| DEBUG [size=11,place=1] best score = 0.00822531; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.186s]
-19/01/24 05:41:48| DEBUG [size=11,place=2] best score = 0.00948310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': None} [took 61.187s]
-19/01/24 05:42:40| DEBUG [size=30,place=1] best score = 0.00800109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 52.799s]
-19/01/24 05:42:40| DEBUG [size=30,place=2] best score = 0.00814516; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.799s]
-19/01/24 05:43:26| DEBUG [size=24,place=1] best score = 0.00776606; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.954s]
-19/01/24 05:43:26| DEBUG [size=24,place=2] best score = 0.00795707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.955s]
-19/01/24 05:44:09| DEBUG [size=19,place=1] best score = 0.00769259; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 42.755s]
-19/01/24 05:44:09| DEBUG [size=19,place=2] best score = 0.00875427; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 42.756s]
-19/01/24 05:45:00| DEBUG [size=18,place=1] best score = 0.00642181; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.523s]
-19/01/24 05:45:00| DEBUG [size=18,place=2] best score = 0.00827708; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 50.524s]
-19/01/24 05:47:09| DEBUG [size=19,place=1] best score = 0.00636075; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 129.786s]
-19/01/24 05:47:09| DEBUG [size=19,place=2] best score = 0.00866961; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 129.786s]
-19/01/24 05:49:03| DEBUG [size=19,place=1] best score = 0.00920208; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 113.150s]
-19/01/24 05:49:03| DEBUG [size=19,place=2] best score = 0.00922147; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 113.150s]
-19/01/24 05:49:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00636) [took 496.2751s]
-19/01/24 05:54:20| INFO d_bin_sld_rbf_gs finished [took 813.9668s]
-19/01/24 05:55:29| DEBUG [size=11,place=1] best score = 0.01027819; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 67.581s]
-19/01/24 05:55:29| DEBUG [size=11,place=2] best score = 0.01144234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 67.582s]
-19/01/24 05:58:02| DEBUG [size=29,place=1] best score = 0.00836068; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.923s]
-19/01/24 05:58:02| DEBUG [size=29,place=2] best score = 0.00913932; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 152.923s]
-19/01/24 06:02:32| DEBUG [size=25,place=1] best score = 0.00806881; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 269.832s]
-19/01/24 06:02:32| DEBUG [size=25,place=2] best score = 0.00863764; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 269.833s]
-19/01/24 06:04:12| DEBUG [size=17,place=1] best score = 0.00772856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 100.476s]
-19/01/24 06:04:12| DEBUG [size=17,place=2] best score = 0.00779185; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 100.476s]
-19/01/24 06:05:20| DEBUG [size=16,place=1] best score = 0.00744322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 67.827s]
-19/01/24 06:05:20| DEBUG [size=16,place=2] best score = 0.00747546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 67.828s]
-19/01/24 06:06:38| DEBUG [size=20,place=1] best score = 0.00814284; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 78.326s]
-19/01/24 06:06:38| DEBUG [size=20,place=2] best score = 0.00844411; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.326s]
-19/01/24 06:06:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00744) [took 737.0838s]
-19/01/24 06:10:50| INFO d_mul_sld_rbf_gs finished [took 989.0636s]
-19/01/24 06:13:05| DEBUG [size=11,place=1] best score = 0.01764359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': None} [took 134.461s]
-19/01/24 06:13:05| DEBUG [size=11,place=2] best score = 0.02945840; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 134.462s]
-19/01/24 06:15:19| DEBUG [size=30,place=1] best score = 0.00679090; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 133.981s]
-19/01/24 06:15:19| DEBUG [size=30,place=2] best score = 0.01194163; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': None} [took 133.982s]
-19/01/24 06:17:52| DEBUG [size=23,place=1] best score = 0.01021619; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.416840149698686, 'quantifier__recalib': 'bcts', 'confidence': None} [took 152.808s]
-19/01/24 06:17:52| DEBUG [size=23,place=2] best score = 0.01044635; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.809s]
-19/01/24 06:17:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00679) [took 421.3669s]
-19/01/24 06:28:33| INFO d_m3w_sld_rbf_gs finished [took 1062.2915s]
-19/01/24 06:28:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 3660.4458s]
-19/01/24 06:28:33| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-19/01/24 06:32:46| INFO d_bin_sld_rbf_ne finished [took 247.7719s]
-19/01/24 06:33:09| INFO d_bin_sld_rbf_c finished [took 270.7416s]
-19/01/24 06:33:31| INFO d_bin_sld_rbf finished [took 291.9227s]
-19/01/24 06:33:31| INFO d_m3w_sld_rbf_c finished [took 292.5435s]
-19/01/24 06:34:18| INFO d_m3w_sld_rbf_mc finished [took 339.7057s]
-19/01/24 06:34:26| INFO d_m3w_sld_rbf finished [took 347.2194s]
-19/01/24 06:34:38| INFO d_mul_sld_rbf_c finished [took 361.8529s]
-19/01/24 06:35:02| INFO d_bin_sld_rbf_mc finished [took 383.4772s]
-19/01/24 06:35:07| INFO d_mul_sld_rbf finished [took 388.6530s]
-19/01/24 06:35:55| INFO d_mul_sld_rbf_mc finished [took 436.6638s]
-19/01/24 06:36:31| INFO ref finished [took 87.7544s]
-19/01/24 06:36:34| INFO d_mul_sld_rbf_ne finished [took 476.2940s]
-19/01/24 06:36:43| INFO atc_mc finished [took 95.2914s]
-19/01/24 06:36:58| INFO doc finished [took 62.8357s]
-19/01/24 06:37:32| INFO d_m3w_sld_rbf_ne finished [took 284.4387s]
-19/01/24 06:37:39| INFO d_bin_sld_rbf_is finished [took 268.5648s]
-19/01/24 06:37:56| INFO d_m3w_sld_rbf_is finished [took 264.1228s]
-19/01/24 06:38:32| INFO d_mul_sld_rbf_is finished [took 301.0340s]
-19/01/24 06:38:34| INFO d_m3w_sld_rbf_a finished [took 234.8554s]
-19/01/24 06:39:30| INFO d_bin_sld_rbf_a finished [took 310.6661s]
-19/01/24 06:39:33| INFO d_mul_sld_rbf_a finished [took 306.0296s]
-19/01/24 06:40:24| DEBUG [size=11,place=1] best score = 0.00805757; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.862s]
-19/01/24 06:40:24| DEBUG [size=11,place=2] best score = 0.00981063; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 49.863s]
-19/01/24 06:41:15| DEBUG [size=30,place=1] best score = 0.00778244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 51.293s]
-19/01/24 06:41:15| DEBUG [size=30,place=2] best score = 0.00793691; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 51.293s]
-19/01/24 06:41:43| DEBUG [size=20,place=1] best score = 0.00829340; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.620s]
-19/01/24 06:41:43| DEBUG [size=20,place=2] best score = 0.00883316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.621s]
-19/01/24 06:41:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00778) [took 128.8856s]
-19/01/24 06:44:29| INFO d_bin_sld_rbf_gs finished [took 295.4619s]
-19/01/24 06:45:28| DEBUG [size=11,place=1] best score = 0.00828373; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 57.290s]
-19/01/24 06:45:28| DEBUG [size=11,place=2] best score = 0.00865624; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 57.291s]
-19/01/24 06:46:59| DEBUG [size=30,place=1] best score = 0.00730280; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 91.096s]
-19/01/24 06:46:59| DEBUG [size=30,place=2] best score = 0.00740458; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 91.096s]
-19/01/24 06:47:56| DEBUG [size=21,place=1] best score = 0.00734486; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.681s]
-19/01/24 06:47:56| DEBUG [size=21,place=2] best score = 0.00734808; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 56.682s]
-19/01/24 06:47:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00730) [took 205.1789s]
-19/01/24 06:52:57| INFO d_mul_sld_rbf_gs finished [took 506.5619s]
-19/01/24 06:55:00| DEBUG [size=11,place=1] best score = 0.01875935; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 121.893s]
-19/01/24 06:55:00| DEBUG [size=11,place=2] best score = 0.02169351; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 121.894s]
-19/01/24 06:57:25| DEBUG [size=30,place=1] best score = 0.00627792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 144.467s]
-19/01/24 06:57:25| DEBUG [size=30,place=2] best score = 0.00975250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 144.467s]
-19/01/24 07:01:21| DEBUG [size=28,place=1] best score = 0.00629499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 235.856s]
-19/01/24 07:01:21| DEBUG [size=28,place=2] best score = 0.00642690; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.856s]
-19/01/24 07:01:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00628) [took 502.3293s]
-19/01/24 07:08:29| INFO d_m3w_sld_rbf_gs finished [took 930.2023s]
-19/01/24 07:08:29| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 2395.3296s]
-19/01/24 07:08:29| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-19/01/24 07:12:55| INFO d_bin_sld_rbf_mc finished [took 262.5854s]
-19/01/24 07:13:40| INFO d_bin_sld_rbf_c finished [took 307.0284s]
-19/01/24 07:13:45| INFO d_m3w_sld_rbf_mc finished [took 313.2414s]
-19/01/24 07:13:59| INFO d_bin_sld_rbf finished [took 326.2170s]
-19/01/24 07:14:11| INFO d_m3w_sld_rbf finished [took 338.2141s]
-19/01/24 07:14:45| INFO d_mul_sld_rbf finished [took 372.4342s]
-19/01/24 07:14:46| INFO d_mul_sld_rbf_c finished [took 373.2403s]
-19/01/24 07:15:00| INFO d_m3w_sld_rbf_c finished [took 387.1151s]
-19/01/24 07:15:04| INFO d_bin_sld_rbf_ne finished [took 391.9162s]
-19/01/24 07:15:40| INFO d_mul_sld_rbf_mc finished [took 426.8897s]
-19/01/24 07:15:52| INFO d_mul_sld_rbf_ne finished [took 438.8224s]
-19/01/24 07:16:31| INFO ref finished [took 90.4234s]
-19/01/24 07:16:39| INFO atc_mc finished [took 94.5746s]
-19/01/24 07:17:01| INFO doc finished [took 80.6722s]
-19/01/24 07:17:07| INFO d_bin_sld_rbf_is finished [took 206.9505s]
-19/01/24 07:17:50| INFO d_m3w_sld_rbf_ne finished [took 294.2220s]
-19/01/24 07:18:07| INFO d_bin_sld_rbf_a finished [took 235.4485s]
-19/01/24 07:18:15| INFO d_mul_sld_rbf_is finished [took 270.1114s]
-19/01/24 07:18:16| INFO d_m3w_sld_rbf_is finished [took 256.6976s]
-19/01/24 07:18:42| INFO d_m3w_sld_rbf_a finished [took 235.7758s]
-19/01/24 07:19:32| INFO d_mul_sld_rbf_a finished [took 286.4652s]
-19/01/24 07:21:06| DEBUG [size=11,place=1] best score = 0.01576477; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': None, 'confidence': None} [took 92.579s]
-19/01/24 07:21:06| DEBUG [size=11,place=2] best score = 0.01934955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.580s]
-19/01/24 07:22:10| DEBUG [size=30,place=1] best score = 0.01354503; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 64.871s]
-19/01/24 07:22:10| DEBUG [size=30,place=2] best score = 0.01363113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 64.872s]
-19/01/24 07:24:28| DEBUG [size=26,place=1] best score = 0.01120151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 137.540s]
-19/01/24 07:24:28| DEBUG [size=26,place=2] best score = 0.01205318; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 137.541s]
-19/01/24 07:25:43| DEBUG [size=18,place=1] best score = 0.01149553; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 74.676s]
-19/01/24 07:25:43| DEBUG [size=18,place=2] best score = 0.01160112; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 74.677s]
-19/01/24 07:25:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01120) [took 369.7812s]
-19/01/24 07:28:26| INFO d_bin_sld_rbf_gs finished [took 532.8501s]
-19/01/24 07:30:10| DEBUG [size=11,place=1] best score = 0.01794118; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': None, 'confidence': None} [took 103.582s]
-19/01/24 07:30:10| DEBUG [size=11,place=2] best score = 0.02751267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 103.583s]
-19/01/24 07:31:42| DEBUG [size=30,place=1] best score = 0.00861759; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.268s]
-19/01/24 07:31:42| DEBUG [size=30,place=2] best score = 0.01138128; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 92.269s]
-19/01/24 07:35:18| DEBUG [size=28,place=1] best score = 0.00887277; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.407s]
-19/01/24 07:35:18| DEBUG [size=28,place=2] best score = 0.00925150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.407s]
-19/01/24 07:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00862) [took 411.3673s]
-19/01/24 07:40:14| INFO d_mul_sld_rbf_gs finished [took 707.5819s]
-19/01/24 07:42:48| DEBUG [size=11,place=1] best score = 0.01236979; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.436s]
-19/01/24 07:42:48| DEBUG [size=11,place=2] best score = 0.01432063; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.437s]
-19/01/24 07:52:08| DEBUG [size=27,place=1] best score = 0.01063417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 560.020s]
-19/01/24 07:52:08| DEBUG [size=27,place=2] best score = 0.01073661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 560.020s]
-19/01/24 07:55:47| DEBUG [size=18,place=1] best score = 0.01069481; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.506s]
-19/01/24 07:55:47| DEBUG [size=18,place=2] best score = 0.01093684; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.507s]
-19/01/24 07:55:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01063) [took 933.0776s]
-19/01/24 08:01:50| INFO d_m3w_sld_rbf_gs finished [took 1295.2500s]
-19/01/24 08:01:50| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 3201.0116s]
-19/01/24 08:01:50| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-19/01/24 08:06:26| INFO d_bin_sld_rbf_c finished [took 270.7119s]
-19/01/24 08:07:01| INFO d_bin_sld_rbf_mc finished [took 305.1895s]
-19/01/24 08:07:10| INFO d_m3w_sld_rbf finished [took 313.9491s]
-19/01/24 08:07:12| INFO d_m3w_sld_rbf_c finished [took 316.7791s]
-19/01/24 08:07:23| INFO d_bin_sld_rbf_ne finished [took 327.1960s]
-19/01/24 08:07:38| INFO d_bin_sld_rbf finished [took 342.2937s]
-19/01/24 08:07:47| INFO d_m3w_sld_rbf_mc finished [took 351.2556s]
-19/01/24 08:08:18| INFO d_mul_sld_rbf_c finished [took 384.9491s]
-19/01/24 08:08:21| INFO d_mul_sld_rbf_mc finished [took 386.4615s]
-19/01/24 08:08:25| INFO d_mul_sld_rbf_ne finished [took 389.3847s]
-19/01/24 08:08:56| INFO d_mul_sld_rbf finished [took 420.4433s]
-19/01/24 08:09:19| INFO ref finished [took 60.4919s]
-19/01/24 08:10:04| INFO atc_mc finished [took 101.6090s]
-19/01/24 08:10:08| INFO doc finished [took 102.5866s]
-19/01/24 08:11:14| INFO d_m3w_sld_rbf_is finished [took 240.7269s]
-19/01/24 08:11:15| INFO d_m3w_sld_rbf_ne finished [took 287.4178s]
-19/01/24 08:11:21| INFO d_bin_sld_rbf_is finished [took 258.6847s]
-19/01/24 08:11:42| INFO d_m3w_sld_rbf_a finished [took 233.8711s]
-19/01/24 08:11:52| INFO d_mul_sld_rbf_a finished [took 253.4715s]
-19/01/24 08:11:53| INFO d_mul_sld_rbf_is finished [took 282.4294s]
-19/01/24 08:12:12| INFO d_bin_sld_rbf_a finished [took 287.7663s]
-19/01/24 08:13:46| DEBUG [size=11,place=1] best score = 0.01218965; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.367s]
-19/01/24 08:13:46| DEBUG [size=11,place=2] best score = 0.01327360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 92.367s]
-19/01/24 08:15:08| DEBUG [size=30,place=1] best score = 0.00929319; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 82.451s]
-19/01/24 08:15:08| DEBUG [size=30,place=2] best score = 0.00969038; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 82.452s]
-19/01/24 08:17:56| DEBUG [size=22,place=1] best score = 0.00743153; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 167.725s]
-19/01/24 08:17:56| DEBUG [size=22,place=2] best score = 0.00814424; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.726s]
-19/01/24 08:18:26| DEBUG [size=16,place=1] best score = 0.00827722; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 30.293s]
-19/01/24 08:18:26| DEBUG [size=16,place=2] best score = 0.00848801; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.294s]
-19/01/24 08:18:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} (score=0.00743) [took 372.9537s]
-19/01/24 08:22:08| INFO d_bin_sld_rbf_gs finished [took 594.3464s]
-19/01/24 08:23:46| DEBUG [size=11,place=1] best score = 0.01077096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 97.228s]
-19/01/24 08:23:46| DEBUG [size=11,place=2] best score = 0.02464289; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 97.229s]
-19/01/24 08:26:23| DEBUG [size=30,place=1] best score = 0.00886196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 156.647s]
-19/01/24 08:26:23| DEBUG [size=30,place=2] best score = 0.00911266; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.648s]
-19/01/24 08:28:04| DEBUG [size=18,place=1] best score = 0.00747285; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 100.801s]
-19/01/24 08:28:04| DEBUG [size=18,place=2] best score = 0.00882522; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 100.801s]
-19/01/24 08:30:32| DEBUG [size=17,place=1] best score = 0.00819728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 148.384s]
-19/01/24 08:30:32| DEBUG [size=17,place=2] best score = 0.00852948; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 148.384s]
-19/01/24 08:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00747) [took 503.1732s]
-19/01/24 08:35:30| INFO d_mul_sld_rbf_gs finished [took 800.8375s]
-19/01/24 08:37:55| DEBUG [size=11,place=1] best score = 0.01272717; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.718s]
-19/01/24 08:37:55| DEBUG [size=11,place=2] best score = 0.01442446; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 143.719s]
-19/01/24 08:45:35| DEBUG [size=26,place=1] best score = 0.01229616; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 460.414s]
-19/01/24 08:45:35| DEBUG [size=26,place=2] best score = 0.01236867; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 460.415s]
-19/01/24 08:50:10| DEBUG [size=18,place=1] best score = 0.01236360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 274.713s]
-19/01/24 08:50:10| DEBUG [size=18,place=2] best score = 0.01245212; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 274.714s]
-19/01/24 08:50:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01230) [took 878.9611s]
-19/01/24 08:52:24| INFO d_m3w_sld_rbf_gs finished [took 1012.5394s]
-19/01/24 08:52:24| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 3034.1312s]
-19/01/24 08:52:24| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-19/01/24 08:56:30| INFO d_bin_sld_rbf_c finished [took 240.7866s]
-19/01/24 08:57:06| INFO d_bin_sld_rbf_mc finished [took 277.1012s]
-19/01/24 08:57:12| INFO d_bin_sld_rbf finished [took 286.0818s]
-19/01/24 08:57:42| INFO d_mul_sld_rbf_ne finished [took 312.6178s]
-19/01/24 08:57:54| INFO d_m3w_sld_rbf finished [took 325.2832s]
-19/01/24 08:58:07| INFO d_m3w_sld_rbf_c finished [took 338.0772s]
-19/01/24 08:58:15| INFO d_mul_sld_rbf finished [took 349.5432s]
-19/01/24 08:58:16| INFO d_mul_sld_rbf_mc finished [took 347.1869s]
-19/01/24 08:58:40| INFO d_m3w_sld_rbf_mc finished [took 370.4811s]
-19/01/24 08:58:57| INFO d_mul_sld_rbf_c finished [took 387.4930s]
-19/01/24 08:59:54| INFO ref finished [took 96.3255s]
-19/01/24 09:00:20| INFO doc finished [took 82.5035s]
-19/01/24 09:00:24| INFO atc_mc finished [took 103.3880s]
-19/01/24 09:00:33| INFO d_m3w_sld_rbf_ne finished [took 242.4802s]
-19/01/24 09:00:47| INFO d_bin_sld_rbf_ne finished [took 497.3754s]
-19/01/24 09:00:55| INFO d_bin_sld_rbf_a finished [took 180.3026s]
-19/01/24 09:00:57| INFO d_bin_sld_rbf_is finished [took 230.2525s]
-19/01/24 09:01:38| INFO d_mul_sld_rbf_is finished [took 265.9911s]
-19/01/24 09:01:45| INFO d_m3w_sld_rbf_is finished [took 243.0317s]
-19/01/24 09:02:20| INFO d_m3w_sld_rbf_a finished [took 244.6163s]
-19/01/24 09:02:43| INFO d_mul_sld_rbf_a finished [took 275.2096s]
-19/01/24 09:05:07| DEBUG [size=11,place=1] best score = 0.00748029; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.409s]
-19/01/24 09:05:07| DEBUG [size=11,place=2] best score = 0.00854572; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.410s]
-19/01/24 09:07:50| DEBUG [size=28,place=1] best score = 0.00749398; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 162.813s]
-19/01/24 09:07:50| DEBUG [size=28,place=2] best score = 0.00804304; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 162.814s]
-19/01/24 09:07:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00748) [took 305.3284s]
-19/01/24 09:10:31| INFO d_bin_sld_rbf_gs finished [took 466.9016s]
-19/01/24 09:13:01| DEBUG [size=11,place=1] best score = 0.03917195; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 148.798s]
-19/01/24 09:13:01| DEBUG [size=11,place=2] best score = 0.04698742; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 148.798s]
-19/01/24 09:15:24| DEBUG [size=28,place=1] best score = 0.00783964; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.875s]
-19/01/24 09:15:24| DEBUG [size=28,place=2] best score = 0.00821558; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 142.875s]
-19/01/24 09:21:31| DEBUG [size=22,place=1] best score = 0.00758569; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 366.993s]
-19/01/24 09:21:31| DEBUG [size=22,place=2] best score = 0.00802654; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 366.993s]
-19/01/24 09:31:16| DEBUG [size=16,place=1] best score = 0.00842624; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 585.187s]
-19/01/24 09:31:16| DEBUG [size=16,place=2] best score = 0.00878751; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 585.187s]
-19/01/24 09:31:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00759) [took 1243.9654s]
-19/01/24 09:35:56| INFO d_mul_sld_rbf_gs finished [took 1523.9630s]
-19/01/24 09:38:29| DEBUG [size=11,place=1] best score = 0.00765908; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.336s]
-19/01/24 09:38:29| DEBUG [size=11,place=2] best score = 0.00791317; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 152.337s]
-19/01/24 09:41:19| DEBUG [size=28,place=1] best score = 0.00693749; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 169.348s]
-19/01/24 09:41:19| DEBUG [size=28,place=2] best score = 0.00708061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.349s]
-19/01/24 09:42:07| DEBUG [size=18,place=1] best score = 0.00703463; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 48.630s]
-19/01/24 09:42:07| DEBUG [size=18,place=2] best score = 0.00704080; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.631s]
-19/01/24 09:42:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00694) [took 370.4307s]
-19/01/24 09:45:36| INFO d_m3w_sld_rbf_gs finished [took 578.7957s]
-19/01/24 09:45:36| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 3192.0461s]
-19/01/24 09:45:36| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-19/01/24 09:49:38| INFO d_m3w_sld_rbf_c finished [took 240.3236s]
-19/01/24 09:49:38| INFO d_bin_sld_rbf_c finished [took 239.8156s]
-19/01/24 09:49:50| INFO d_bin_sld_rbf finished [took 251.9261s]
-19/01/24 09:50:06| INFO d_m3w_sld_rbf_mc finished [took 267.4303s]
-19/01/24 09:50:08| INFO d_bin_sld_rbf_ne finished [took 269.3946s]
-19/01/24 09:50:11| INFO d_bin_sld_rbf_mc finished [took 272.7909s]
-19/01/24 09:50:12| INFO d_m3w_sld_rbf finished [took 273.5340s]
-19/01/24 09:50:35| INFO d_mul_sld_rbf_mc finished [took 296.2260s]
-19/01/24 09:50:38| INFO d_mul_sld_rbf_c finished [took 299.8277s]
-19/01/24 09:50:39| INFO d_mul_sld_rbf_ne finished [took 300.9174s]
-19/01/24 09:50:41| INFO d_mul_sld_rbf finished [took 302.2340s]
-19/01/24 09:52:17| INFO ref finished [took 101.1078s]
-19/01/24 09:52:22| INFO doc finished [took 102.3830s]
-19/01/24 09:52:28| INFO atc_mc finished [took 109.4519s]
-19/01/24 09:52:41| INFO d_bin_sld_rbf_is finished [took 182.7059s]
-19/01/24 09:53:12| INFO d_m3w_sld_rbf_ne finished [took 213.4037s]
-19/01/24 09:53:14| INFO d_bin_sld_rbf_a finished [took 185.6581s]
-19/01/24 09:53:39| INFO d_mul_sld_rbf_is finished [took 228.5077s]
-19/01/24 09:53:44| INFO d_m3w_sld_rbf_is finished [took 217.7756s]
-19/01/24 09:53:45| INFO d_m3w_sld_rbf_a finished [took 212.2628s]
-19/01/24 09:53:47| INFO d_mul_sld_rbf_a finished [took 215.0843s]
-19/01/24 09:55:44| DEBUG [size=11,place=1] best score = 0.00690147; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 116.569s]
-19/01/24 09:55:44| DEBUG [size=11,place=2] best score = 0.01184319; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 116.569s]
-19/01/24 09:57:55| DEBUG [size=30,place=1] best score = 0.00633433; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 130.163s]
-19/01/24 09:57:55| DEBUG [size=30,place=2] best score = 0.00767137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 130.164s]
-19/01/24 09:58:47| DEBUG [size=24,place=1] best score = 0.00614895; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.065s]
-19/01/24 09:58:47| DEBUG [size=24,place=2] best score = 0.00653066; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.066s]
-19/01/24 09:59:47| DEBUG [size=16,place=1] best score = 0.00666292; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.392s]
-19/01/24 09:59:47| DEBUG [size=16,place=2] best score = 0.00698801; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.392s]
-19/01/24 09:59:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00615) [took 359.3018s]
-19/01/24 10:02:16| INFO d_bin_sld_rbf_gs finished [took 508.0577s]
-19/01/24 10:04:18| DEBUG [size=11,place=1] best score = 0.12777839; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 121.047s]
-19/01/24 10:04:18| DEBUG [size=11,place=2] best score = 0.12833608; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 121.047s]
-19/01/24 10:05:49| DEBUG [size=28,place=1] best score = 0.00758330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 90.983s]
-19/01/24 10:05:49| DEBUG [size=28,place=2] best score = 0.00778659; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 90.984s]
-19/01/24 10:10:16| DEBUG [size=24,place=1] best score = 0.00732119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 267.050s]
-19/01/24 10:10:16| DEBUG [size=24,place=2] best score = 0.00766684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 267.051s]
-19/01/24 10:13:57| DEBUG [size=19,place=1] best score = 0.00796653; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 221.131s]
-19/01/24 10:13:57| DEBUG [size=19,place=2] best score = 0.00931476; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 221.131s]
-19/01/24 10:13:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00732) [took 700.3257s]
-19/01/24 10:21:17| INFO d_mul_sld_rbf_gs finished [took 1140.8022s]
-19/01/24 10:23:25| DEBUG [size=11,place=1] best score = 0.00720174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 126.739s]
-19/01/24 10:23:25| DEBUG [size=11,place=2] best score = 0.00903796; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.740s]
-19/01/24 10:25:04| DEBUG [size=28,place=1] best score = 0.00640436; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.846s]
-19/01/24 10:25:04| DEBUG [size=28,place=2] best score = 0.00667937; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 98.846s]
-19/01/24 10:29:56| DEBUG [size=24,place=1] best score = 0.00651568; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.140s]
-19/01/24 10:29:56| DEBUG [size=24,place=2] best score = 0.00739877; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 292.141s]
-19/01/24 10:29:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00640) [took 517.8358s]
-19/01/24 10:34:22| INFO d_m3w_sld_rbf_gs finished [took 783.3618s]
-19/01/24 10:34:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 2925.9045s]
-----------------------------------------------------------------------------------------------------
-19/01/24 16:59:11| INFO dataset rcv1_CCAT [pool size: 10]
-19/01/24 16:59:11| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-19/01/24 17:23:48| INFO bin_kde_lr_c finished [took 1470.3963s]
-19/01/24 17:24:02| INFO bin_kde_lr_ne finished [took 1485.8403s]
-19/01/24 17:24:19| INFO bin_kde_lr finished [took 1501.3426s]
-19/01/24 17:24:24| INFO bin_kde_lr_mc finished [took 1506.5284s]
-19/01/24 17:25:35| INFO m3w_kde_lr_mc finished [took 1576.9467s]
-19/01/24 17:27:07| INFO m3w_kde_lr_c finished [took 1669.2277s]
-19/01/24 17:27:32| INFO m3w_kde_lr finished [took 1696.1153s]
-19/01/24 17:28:20| INFO mul_kde_lr finished [took 1743.0897s]
-19/01/24 17:28:50| INFO mul_kde_lr_mc finished [took 1772.3372s]
-19/01/24 17:29:45| INFO ref finished [took 83.8478s]
-19/01/24 17:30:04| INFO mul_kde_lr_c finished [took 1847.3855s]
-19/01/24 17:30:17| INFO atc_mc finished [took 86.9692s]
-19/01/24 17:30:27| INFO mul_kde_lr_ne finished [took 1871.3592s]
-19/01/24 17:31:17| INFO doc finished [took 92.1069s]
-19/01/24 17:42:22| INFO bin_kde_lr_a finished [took 1007.2045s]
-19/01/24 17:43:09| INFO bin_kde_lr_is finished [took 1146.5361s]
-19/01/24 17:43:59| INFO m3w_kde_lr_is finished [took 1173.1167s]
-19/01/24 17:45:33| INFO m3w_kde_lr_ne finished [took 1303.9664s]
-19/01/24 17:46:35| INFO mul_kde_lr_is finished [took 1335.2408s]
-19/01/24 17:48:00| INFO mul_kde_lr_a finished [took 1252.2471s]
-19/01/24 17:48:10| INFO m3w_kde_lr_a finished [took 1236.5423s]
-19/01/24 17:49:25| DEBUG [size=11,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.641s]
-19/01/24 17:49:25| DEBUG [size=11,place=2] best score = 0.01986049; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 74.641s]
-19/01/24 17:54:32| DEBUG [size=55,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 306.113s]
-19/01/24 17:54:32| DEBUG [size=55,place=2] best score = 0.01251593; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 306.114s]
-19/01/24 17:56:55| DEBUG [size=33,place=1] best score = 0.00687025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.280s]
-19/01/24 17:56:55| DEBUG [size=33,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 143.281s]
-19/01/24 17:59:21| DEBUG [size=32,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.728s]
-19/01/24 17:59:21| DEBUG [size=32,place=2] best score = 0.01008112; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.728s]
-19/01/24 17:59:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 669.8768s]
-19/01/24 18:06:02| INFO bin_kde_lr_gs finished [took 1071.5699s]
-19/01/24 18:09:55| DEBUG [size=11,place=1] best score = 0.02601598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 231.282s]
-19/01/24 18:09:55| DEBUG [size=11,place=2] best score = 0.02635839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.283s]
-19/01/24 18:33:34| DEBUG [size=56,place=1] best score = 0.01010622; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1419.378s]
-19/01/24 18:33:34| DEBUG [size=56,place=2] best score = 0.01115128; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1419.379s]
-19/01/24 18:46:00| DEBUG [size=42,place=1] best score = 0.00844166; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 745.774s]
-19/01/24 18:46:00| DEBUG [size=42,place=2] best score = 0.01094322; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 745.775s]
-19/01/24 18:51:14| DEBUG [size=28,place=1] best score = 0.00890031; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.138s]
-19/01/24 18:51:14| DEBUG [size=28,place=2] best score = 0.00946010; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.139s]
-19/01/24 18:51:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00844) [took 2710.6882s]
-19/01/24 18:59:22| INFO mul_kde_lr_gs finished [took 3198.3247s]
-19/01/24 19:02:11| DEBUG [size=11,place=1] best score = 0.01487887; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.775s]
-19/01/24 19:02:11| DEBUG [size=11,place=2] best score = 0.01679988; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.775s]
-19/01/24 19:18:51| DEBUG [size=54,place=1] best score = 0.00800712; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1000.256s]
-19/01/24 19:18:51| DEBUG [size=54,place=2] best score = 0.00801867; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1000.257s]
-19/01/24 19:29:01| DEBUG [size=48,place=1] best score = 0.00900207; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 609.226s]
-19/01/24 19:29:01| DEBUG [size=48,place=2] best score = 0.00974790; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 609.227s]
-19/01/24 19:29:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00801) [took 1778.3730s]
-19/01/24 19:36:09| INFO m3w_kde_lr_gs finished [took 2206.7919s]
-19/01/24 19:36:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 9417.8620s]
-19/01/24 19:36:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-19/01/24 19:54:21| INFO bin_kde_lr_c finished [took 1085.6917s]
-19/01/24 19:54:38| INFO bin_kde_lr finished [took 1102.7532s]
-19/01/24 19:54:43| INFO bin_kde_lr_mc finished [took 1107.7460s]
-19/01/24 19:54:57| INFO bin_kde_lr_ne finished [took 1121.4097s]
-19/01/24 19:59:52| INFO m3w_kde_lr_c finished [took 1416.8847s]
-19/01/24 20:00:05| INFO m3w_kde_lr_mc finished [took 1432.5842s]
-19/01/24 20:00:09| INFO m3w_kde_lr finished [took 1433.5231s]
-19/01/24 20:00:50| INFO mul_kde_lr_mc finished [took 1474.3640s]
-19/01/24 20:01:21| INFO mul_kde_lr_c finished [took 1505.6530s]
-19/01/24 20:01:50| INFO mul_kde_lr finished [took 1534.4570s]
-19/01/24 20:02:23| INFO ref finished [took 91.4200s]
-19/01/24 20:02:43| INFO mul_kde_lr_ne finished [took 1587.1350s]
-19/01/24 20:03:01| INFO atc_mc finished [took 98.4354s]
-19/01/24 20:03:22| INFO doc finished [took 90.7406s]
-19/01/24 20:08:30| INFO bin_kde_lr_is finished [took 830.8376s]
-19/01/24 20:12:53| INFO m3w_kde_lr_ne finished [took 1110.5045s]
-19/01/24 20:13:00| INFO mul_kde_lr_is finished [took 1095.2077s]
-19/01/24 20:13:07| INFO bin_kde_lr_a finished [took 793.4966s]
-19/01/24 20:13:24| INFO m3w_kde_lr_is finished [took 1105.5544s]
-19/01/24 20:15:57| INFO m3w_kde_lr_a finished [took 947.0833s]
-19/01/24 20:17:41| INFO mul_kde_lr_a finished [took 1055.5478s]
-19/01/24 20:18:57| DEBUG [size=11,place=1] best score = 0.01465225; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.321s]
-19/01/24 20:18:57| DEBUG [size=11,place=2] best score = 0.01538995; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 74.321s]
-19/01/24 20:24:33| DEBUG [size=56,place=1] best score = 0.01129766; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 335.875s]
-19/01/24 20:24:33| DEBUG [size=56,place=2] best score = 0.01133314; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 335.875s]
-19/01/24 20:26:54| DEBUG [size=42,place=1] best score = 0.01082334; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 141.104s]
-19/01/24 20:26:54| DEBUG [size=42,place=2] best score = 0.01157742; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 141.105s]
-19/01/24 20:27:52| DEBUG [size=11,place=1] best score = 0.01169549; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.843s]
-19/01/24 20:27:52| DEBUG [size=11,place=2] best score = 0.01228743; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 57.844s]
-19/01/24 20:27:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01082) [took 609.2588s]
-19/01/24 20:35:18| INFO bin_kde_lr_gs finished [took 1056.0803s]
-19/01/24 20:39:07| DEBUG [size=11,place=1] best score = 0.01596262; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.317s]
-19/01/24 20:39:07| DEBUG [size=11,place=2] best score = 0.02058836; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 227.318s]
-19/01/24 20:57:02| DEBUG [size=56,place=1] best score = 0.01428655; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 1075.056s]
-19/01/24 20:57:02| DEBUG [size=56,place=2] best score = 0.01432577; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 1075.056s]
-19/01/24 21:02:27| DEBUG [size=18,place=1] best score = 0.01475216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.642s]
-19/01/24 21:02:27| DEBUG [size=18,place=2] best score = 0.01484777; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.663s]
-19/01/24 21:02:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.01429) [took 1627.1469s]
-19/01/24 21:14:49| INFO mul_kde_lr_gs finished [took 2369.2417s]
-19/01/24 21:17:49| DEBUG [size=11,place=1] best score = 0.00872691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 178.157s]
-19/01/24 21:17:49| DEBUG [size=11,place=2] best score = 0.01625760; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 178.157s]
-19/01/24 21:31:50| DEBUG [size=56,place=1] best score = 0.00867127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 841.461s]
-19/01/24 21:31:50| DEBUG [size=56,place=2] best score = 0.00883362; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 841.461s]
-19/01/24 21:38:06| DEBUG [size=45,place=1] best score = 0.00723256; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 376.485s]
-19/01/24 21:38:06| DEBUG [size=45,place=2] best score = 0.00849868; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 376.486s]
-19/01/24 21:41:16| DEBUG [size=25,place=1] best score = 0.00726089; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.036s]
-19/01/24 21:41:16| DEBUG [size=25,place=2] best score = 0.00873984; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.036s]
-19/01/24 21:41:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00723) [took 1585.2532s]
-19/01/24 21:47:40| INFO m3w_kde_lr_gs finished [took 1969.8071s]
-19/01/24 21:47:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 7890.9837s]
-19/01/24 21:47:40| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-19/01/24 22:03:59| INFO bin_kde_lr_ne finished [took 972.5093s]
-19/01/24 22:04:09| INFO bin_kde_lr_mc finished [took 982.4841s]
-19/01/24 22:04:45| INFO bin_kde_lr_c finished [took 1018.8591s]
-19/01/24 22:04:55| INFO bin_kde_lr finished [took 1028.7588s]
-19/01/24 22:12:06| INFO m3w_kde_lr_c finished [took 1459.2637s]
-19/01/24 22:12:12| INFO mul_kde_lr finished [took 1465.7341s]
-19/01/24 22:12:32| INFO m3w_kde_lr finished [took 1485.7259s]
-19/01/24 22:12:46| INFO m3w_kde_lr_mc finished [took 1499.3714s]
-19/01/24 22:13:25| INFO mul_kde_lr_mc finished [took 1538.1074s]
-19/01/24 22:14:19| INFO mul_kde_lr_c finished [took 1595.1616s]
-19/01/24 22:14:25| INFO mul_kde_lr_ne finished [took 1598.8439s]
-19/01/24 22:14:31| INFO ref finished [took 103.7155s]
-19/01/24 22:14:56| INFO atc_mc finished [took 90.2852s]
-19/01/24 22:15:25| INFO doc finished [took 64.9091s]
-19/01/24 22:17:38| INFO bin_kde_lr_is finished [took 807.6767s]
-19/01/24 22:23:39| INFO bin_kde_lr_a finished [took 692.3517s]
-19/01/24 22:24:05| INFO m3w_kde_lr_is finished [took 1148.8327s]
-19/01/24 22:24:19| INFO m3w_kde_lr_ne finished [took 1218.6669s]
-19/01/24 22:25:13| INFO mul_kde_lr_is finished [took 1227.6320s]
-19/01/24 22:29:25| INFO m3w_kde_lr_a finished [took 1012.0157s]
-19/01/24 22:30:50| INFO mul_kde_lr_a finished [took 1117.2166s]
-19/01/24 22:32:07| DEBUG [size=11,place=1] best score = 0.02105577; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 75.856s]
-19/01/24 22:32:07| DEBUG [size=11,place=2] best score = 0.02911997; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 75.856s]
-19/01/24 22:37:45| DEBUG [size=56,place=1] best score = 0.01571167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 337.629s]
-19/01/24 22:37:45| DEBUG [size=56,place=2] best score = 0.01661990; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 337.630s]
-19/01/24 22:40:16| DEBUG [size=47,place=1] best score = 0.01396177; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.043s]
-19/01/24 22:40:16| DEBUG [size=47,place=2] best score = 0.01528937; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 151.043s]
-19/01/24 22:41:31| DEBUG [size=14,place=1] best score = 0.01385433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 74.511s]
-19/01/24 22:41:31| DEBUG [size=14,place=2] best score = 0.01712783; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 74.511s]
-19/01/24 22:44:00| DEBUG [size=46,place=1] best score = 0.01691551; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.782s]
-19/01/24 22:44:00| DEBUG [size=46,place=2] best score = 0.01698603; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.782s]
-19/01/24 22:44:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01385) [took 788.9431s]
-19/01/24 22:48:49| INFO bin_kde_lr_gs finished [took 1077.6542s]
-19/01/24 22:52:39| DEBUG [size=11,place=1] best score = 0.01591166; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 228.180s]
-19/01/24 22:52:39| DEBUG [size=11,place=2] best score = 0.03018127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 228.181s]
-19/01/24 23:10:03| DEBUG [size=54,place=1] best score = 0.01325482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1044.215s]
-19/01/24 23:10:03| DEBUG [size=54,place=2] best score = 0.01474969; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1044.216s]
-19/01/24 23:19:40| DEBUG [size=24,place=1] best score = 0.01285909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 576.993s]
-19/01/24 23:19:40| DEBUG [size=24,place=2] best score = 0.01321571; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 576.993s]
-19/01/24 23:35:01| DEBUG [size=49,place=1] best score = 0.01158449; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 921.372s]
-19/01/24 23:35:01| DEBUG [size=49,place=2] best score = 0.01379309; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 921.372s]
-19/01/24 23:38:09| DEBUG [size=25,place=1] best score = 0.01642171; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 187.438s]
-19/01/24 23:38:09| DEBUG [size=25,place=2] best score = 0.02024286; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 187.438s]
-19/01/24 23:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01158) [took 2958.3184s]
-19/01/24 23:44:56| INFO mul_kde_lr_gs finished [took 3366.1106s]
-19/01/24 23:47:40| DEBUG [size=11,place=1] best score = 0.02189257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.899s]
-19/01/24 23:47:40| DEBUG [size=11,place=2] best score = 0.02870692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 161.899s]
-19/01/24 23:59:44| DEBUG [size=54,place=1] best score = 0.01759526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 724.327s]
-19/01/24 23:59:44| DEBUG [size=54,place=2] best score = 0.01943452; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 724.327s]
-20/01/24 00:05:55| DEBUG [size=24,place=1] best score = 0.01687873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 370.640s]
-20/01/24 00:05:55| DEBUG [size=24,place=2] best score = 0.01737734; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 370.641s]
-20/01/24 00:12:12| DEBUG [size=46,place=1] best score = 0.02101424; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 377.740s]
-20/01/24 00:12:12| DEBUG [size=46,place=2] best score = 0.02130792; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 377.740s]
-20/01/24 00:12:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1634.7309s]
-20/01/24 00:17:36| INFO m3w_kde_lr_gs finished [took 1958.8338s]
-20/01/24 00:17:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 8996.2371s]
-20/01/24 00:17:36| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-20/01/24 00:33:28| INFO bin_kde_lr_ne finished [took 946.0728s]
-20/01/24 00:33:36| INFO bin_kde_lr_mc finished [took 956.7492s]
-20/01/24 00:33:55| INFO bin_kde_lr_c finished [took 973.0231s]
-20/01/24 00:34:29| INFO bin_kde_lr finished [took 1007.2645s]
-20/01/24 00:41:26| INFO mul_kde_lr finished [took 1424.2203s]
-20/01/24 00:41:34| INFO m3w_kde_lr finished [took 1431.6098s]
-20/01/24 00:41:46| INFO m3w_kde_lr_c finished [took 1443.9947s]
-20/01/24 00:42:04| INFO m3w_kde_lr_mc finished [took 1461.9750s]
-20/01/24 00:42:51| INFO mul_kde_lr_c finished [took 1509.2073s]
-20/01/24 00:43:17| INFO mul_kde_lr_ne finished [took 1534.9295s]
-20/01/24 00:43:49| INFO ref finished [took 104.2303s]
-20/01/24 00:43:51| INFO mul_kde_lr_mc finished [took 1569.4700s]
-20/01/24 00:44:29| INFO atc_mc finished [took 97.5754s]
-20/01/24 00:44:30| INFO doc finished [took 72.4503s]
-20/01/24 00:47:00| INFO bin_kde_lr_is finished [took 803.0822s]
-20/01/24 00:52:16| INFO m3w_kde_lr_ne finished [took 1127.1217s]
-20/01/24 00:52:20| INFO m3w_kde_lr_is finished [took 1069.7070s]
-20/01/24 00:53:17| INFO bin_kde_lr_a finished [took 710.3669s]
-20/01/24 00:53:32| INFO mul_kde_lr_is finished [took 1175.8877s]
-20/01/24 00:57:44| INFO m3w_kde_lr_a finished [took 957.2518s]
-20/01/24 00:58:36| INFO mul_kde_lr_a finished [took 1021.5563s]
-20/01/24 00:59:57| DEBUG [size=11,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.454s]
-20/01/24 00:59:57| DEBUG [size=11,place=2] best score = 0.00781232; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 80.455s]
-20/01/24 01:05:43| DEBUG [size=54,place=1] best score = 0.00581474; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 345.643s]
-20/01/24 01:05:43| DEBUG [size=54,place=2] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 345.643s]
-20/01/24 01:12:19| DEBUG [size=42,place=1] best score = 0.00575525; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 396.260s]
-20/01/24 01:12:19| DEBUG [size=42,place=2] best score = 0.00576075; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 396.261s]
-20/01/24 01:18:42| DEBUG [size=50,place=1] best score = 0.00625384; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 383.326s]
-20/01/24 01:18:42| DEBUG [size=50,place=2] best score = 0.00695988; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 383.327s]
-20/01/24 01:18:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00576) [took 1205.7999s]
-20/01/24 01:23:48| INFO bin_kde_lr_gs finished [took 1511.6840s]
-20/01/24 01:27:39| DEBUG [size=11,place=1] best score = 0.00760785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 230.015s]
-20/01/24 01:27:39| DEBUG [size=11,place=2] best score = 0.00907090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 230.016s]
-20/01/24 01:45:41| DEBUG [size=56,place=1] best score = 0.00630975; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1081.770s]
-20/01/24 01:45:41| DEBUG [size=56,place=2] best score = 0.00718039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1081.770s]
-20/01/24 01:52:46| DEBUG [size=32,place=1] best score = 0.00721900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 425.101s]
-20/01/24 01:52:46| DEBUG [size=32,place=2] best score = 0.00737354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 425.102s]
-20/01/24 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00631) [took 1736.9981s]
-20/01/24 01:58:49| INFO mul_kde_lr_gs finished [took 2099.7648s]
-20/01/24 02:01:31| DEBUG [size=11,place=1] best score = 0.00812882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 162.119s]
-20/01/24 02:01:31| DEBUG [size=11,place=2] best score = 0.01046028; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 162.120s]
-20/01/24 02:18:09| DEBUG [size=55,place=1] best score = 0.00636288; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 998.079s]
-20/01/24 02:18:09| DEBUG [size=55,place=2] best score = 0.00722845; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 998.080s]
-20/01/24 02:27:14| DEBUG [size=29,place=1] best score = 0.00760705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 544.475s]
-20/01/24 02:27:14| DEBUG [size=29,place=2] best score = 0.00819492; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 544.476s]
-20/01/24 02:27:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1704.7860s]
-20/01/24 02:33:15| INFO m3w_kde_lr_gs finished [took 2065.8846s]
-20/01/24 02:33:15| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 8138.5551s]
-20/01/24 02:33:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-20/01/24 02:50:14| INFO bin_kde_lr_mc finished [took 1013.3956s]
-20/01/24 02:50:21| INFO bin_kde_lr finished [took 1020.3753s]
-20/01/24 02:50:31| INFO bin_kde_lr_c finished [took 1029.3925s]
-20/01/24 02:50:46| INFO bin_kde_lr_ne finished [took 1045.4256s]
-20/01/24 02:57:12| INFO mul_kde_lr_ne finished [took 1430.4858s]
-20/01/24 02:58:08| INFO m3w_kde_lr_c finished [took 1487.2791s]
-20/01/24 02:58:10| INFO m3w_kde_lr finished [took 1491.5620s]
-20/01/24 02:58:17| INFO m3w_kde_lr_mc finished [took 1495.9354s]
-20/01/24 02:59:45| INFO ref finished [took 86.8206s]
-20/01/24 03:00:12| INFO mul_kde_lr_c finished [took 1610.8689s]
-20/01/24 03:00:16| INFO mul_kde_lr_mc finished [took 1614.9300s]
-20/01/24 03:00:18| INFO mul_kde_lr finished [took 1617.1110s]
-20/01/24 03:01:13| INFO atc_mc finished [took 87.4369s]
-20/01/24 03:01:25| INFO doc finished [took 72.7164s]
-20/01/24 03:04:20| INFO bin_kde_lr_is finished [took 837.3664s]
-20/01/24 03:08:36| INFO bin_kde_lr_a finished [took 683.3848s]
-20/01/24 03:09:36| INFO m3w_kde_lr_ne finished [took 1161.0811s]
-20/01/24 03:10:08| INFO m3w_kde_lr_is finished [took 1160.2772s]
-20/01/24 03:10:35| INFO mul_kde_lr_is finished [took 1203.8466s]
-20/01/24 03:14:15| INFO m3w_kde_lr_a finished [took 964.4744s]
-20/01/24 03:16:03| INFO mul_kde_lr_a finished [took 1073.8495s]
-20/01/24 03:17:23| DEBUG [size=11,place=1] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.730s]
-20/01/24 03:17:23| DEBUG [size=11,place=2] best score = 0.01054833; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.731s]
-20/01/24 03:23:13| DEBUG [size=56,place=1] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 349.831s]
-20/01/24 03:23:13| DEBUG [size=56,place=2] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 349.831s]
-20/01/24 03:25:16| DEBUG [size=33,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 122.778s]
-20/01/24 03:25:16| DEBUG [size=33,place=2] best score = 0.00733025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.778s]
-20/01/24 03:29:11| DEBUG [size=43,place=1] best score = 0.00783439; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.479s]
-20/01/24 03:29:11| DEBUG [size=43,place=2] best score = 0.00787229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.480s]
-20/01/24 03:29:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 786.9416s]
-20/01/24 03:34:38| INFO bin_kde_lr_gs finished [took 1113.3473s]
-20/01/24 03:38:26| DEBUG [size=11,place=1] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 227.001s]
-20/01/24 03:38:26| DEBUG [size=11,place=2] best score = 0.00842756; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.002s]
-20/01/24 03:55:46| DEBUG [size=55,place=1] best score = 0.00733933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1040.126s]
-20/01/24 03:55:46| DEBUG [size=55,place=2] best score = 0.00809613; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1040.127s]
-20/01/24 04:12:09| DEBUG [size=52,place=1] best score = 0.00726283; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 983.349s]
-20/01/24 04:12:09| DEBUG [size=52,place=2] best score = 0.00793048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 983.350s]
-20/01/24 04:32:18| DEBUG [size=42,place=1] best score = 0.00703855; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1209.203s]
-20/01/24 04:32:18| DEBUG [size=42,place=2] best score = 0.00717068; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1209.204s]
-20/01/24 04:44:57| DEBUG [size=32,place=1] best score = 0.00691879; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 758.836s]
-20/01/24 04:44:57| DEBUG [size=32,place=2] best score = 0.00743969; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 758.836s]
-20/01/24 04:56:18| DEBUG [size=29,place=1] best score = 0.00668539; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 680.923s]
-20/01/24 04:56:18| DEBUG [size=29,place=2] best score = 0.00768951; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 680.923s]
-20/01/24 05:08:04| DEBUG [size=27,place=1] best score = 0.00667607; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 705.985s]
-20/01/24 05:08:04| DEBUG [size=27,place=2] best score = 0.00673050; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 705.986s]
-20/01/24 05:22:59| DEBUG [size=42,place=1] best score = 0.00671043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 895.372s]
-20/01/24 05:22:59| DEBUG [size=42,place=2] best score = 0.00680071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 895.373s]
-20/01/24 05:23:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00668) [took 6500.9254s]
-20/01/24 05:30:40| INFO mul_kde_lr_gs finished [took 6961.3056s]
-20/01/24 05:33:28| DEBUG [size=11,place=1] best score = 0.01047194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.896s]
-20/01/24 05:33:28| DEBUG [size=11,place=2] best score = 0.01187761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 166.896s]
-20/01/24 05:45:48| DEBUG [size=54,place=1] best score = 0.00820159; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 740.474s]
-20/01/24 05:45:48| DEBUG [size=54,place=2] best score = 0.00856120; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 740.474s]
-20/01/24 06:01:16| DEBUG [size=46,place=1] best score = 0.00826154; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 927.623s]
-20/01/24 06:01:16| DEBUG [size=46,place=2] best score = 0.00842586; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.623s]
-20/01/24 06:01:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00820) [took 1835.1074s]
-20/01/24 06:09:12| INFO m3w_kde_lr_gs finished [took 2311.1259s]
-20/01/24 06:09:12| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 12957.0286s]
-20/01/24 06:09:12| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-20/01/24 06:25:31| INFO bin_kde_lr_c finished [took 974.0629s]
-20/01/24 06:25:37| INFO bin_kde_lr_mc finished [took 980.3968s]
-20/01/24 06:25:53| INFO bin_kde_lr finished [took 996.4234s]
-20/01/24 06:26:25| INFO bin_kde_lr_ne finished [took 1027.7464s]
-20/01/24 06:32:34| INFO m3w_kde_lr_c finished [took 1398.9222s]
-20/01/24 06:32:50| INFO mul_kde_lr finished [took 1412.9320s]
-20/01/24 06:33:37| INFO m3w_kde_lr_mc finished [took 1459.6051s]
-20/01/24 06:33:37| INFO m3w_kde_lr finished [took 1460.3686s]
-20/01/24 06:34:24| INFO mul_kde_lr_ne finished [took 1507.0976s]
-20/01/24 06:34:35| INFO mul_kde_lr_c finished [took 1518.0354s]
-20/01/24 06:35:20| INFO ref finished [took 102.6071s]
-20/01/24 06:35:48| INFO doc finished [took 72.7368s]
-20/01/24 06:35:59| INFO atc_mc finished [took 93.8806s]
-20/01/24 06:36:03| INFO mul_kde_lr_mc finished [took 1606.4709s]
-20/01/24 06:40:07| INFO bin_kde_lr_is finished [took 869.3201s]
-20/01/24 06:43:31| INFO m3w_kde_lr_is finished [took 1025.1879s]
-20/01/24 06:43:33| INFO m3w_kde_lr_ne finished [took 1081.9256s]
-20/01/24 06:43:49| INFO bin_kde_lr_a finished [took 674.1190s]
-20/01/24 06:46:47| INFO mul_kde_lr_is finished [took 1252.7791s]
-20/01/24 06:49:17| INFO m3w_kde_lr_a finished [took 940.1699s]
-20/01/24 06:50:14| INFO mul_kde_lr_a finished [took 1043.8251s]
-20/01/24 06:51:32| DEBUG [size=11,place=1] best score = 0.00824354; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 76.603s]
-20/01/24 06:51:32| DEBUG [size=11,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 76.604s]
-20/01/24 06:59:43| DEBUG [size=56,place=1] best score = 0.00792767; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 491.004s]
-20/01/24 06:59:43| DEBUG [size=56,place=2] best score = 0.00805420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 491.004s]
-20/01/24 07:01:43| DEBUG [size=17,place=1] best score = 0.00779525; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 120.787s]
-20/01/24 07:01:43| DEBUG [size=17,place=2] best score = 0.00808049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 120.788s]
-20/01/24 07:06:04| DEBUG [size=30,place=1] best score = 0.00795381; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 260.309s]
-20/01/24 07:06:04| DEBUG [size=30,place=2] best score = 0.00821601; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 260.309s]
-20/01/24 07:06:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00780) [took 948.8198s]
-20/01/24 07:11:40| INFO bin_kde_lr_gs finished [took 1284.8763s]
-20/01/24 07:15:30| DEBUG [size=11,place=1] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 229.229s]
-20/01/24 07:15:30| DEBUG [size=11,place=2] best score = 0.00975861; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 229.229s]
-20/01/24 07:38:49| DEBUG [size=55,place=1] best score = 0.00715657; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1399.888s]
-20/01/24 07:38:49| DEBUG [size=55,place=2] best score = 0.00809217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1399.888s]
-20/01/24 07:52:28| DEBUG [size=34,place=1] best score = 0.00731973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 818.377s]
-20/01/24 07:52:28| DEBUG [size=34,place=2] best score = 0.00757704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 818.377s]
-20/01/24 07:52:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00716) [took 2447.6063s]
-20/01/24 07:59:44| INFO mul_kde_lr_gs finished [took 2883.3121s]
-20/01/24 08:02:29| DEBUG [size=11,place=1] best score = 0.01050283; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 165.044s]
-20/01/24 08:02:29| DEBUG [size=11,place=2] best score = 0.01164135; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 165.044s]
-20/01/24 08:19:12| DEBUG [size=54,place=1] best score = 0.00890798; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1002.816s]
-20/01/24 08:19:12| DEBUG [size=54,place=2] best score = 0.00929236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1002.816s]
-20/01/24 08:28:47| DEBUG [size=33,place=1] best score = 0.00969853; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 575.399s]
-20/01/24 08:28:47| DEBUG [size=33,place=2] best score = 0.01009241; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 575.400s]
-20/01/24 08:28:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00891) [took 1743.3718s]
-20/01/24 08:34:53| INFO m3w_kde_lr_gs finished [took 2109.3733s]
-20/01/24 08:34:53| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 8741.3778s]
-20/01/24 08:34:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-20/01/24 08:51:14| INFO bin_kde_lr_c finished [took 973.8133s]
-20/01/24 08:51:36| INFO bin_kde_lr finished [took 995.9507s]
-20/01/24 08:52:09| INFO bin_kde_lr_ne finished [took 1028.3183s]
-20/01/24 08:52:45| INFO bin_kde_lr_mc finished [took 1064.6435s]
-20/01/24 08:57:42| INFO m3w_kde_lr_mc finished [took 1364.9306s]
-20/01/24 08:58:12| INFO m3w_kde_lr finished [took 1391.2194s]
-20/01/24 08:58:59| INFO m3w_kde_lr_c finished [took 1438.1889s]
-20/01/24 08:59:42| INFO mul_kde_lr_ne finished [took 1481.0304s]
-20/01/24 09:00:06| INFO mul_kde_lr_mc finished [took 1505.5326s]
-20/01/24 09:01:02| INFO mul_kde_lr finished [took 1562.1424s]
-20/01/24 09:01:09| INFO ref finished [took 85.8912s]
-20/01/24 09:01:23| INFO mul_kde_lr_c finished [took 1582.1740s]
-20/01/24 09:01:33| INFO atc_mc finished [took 85.8949s]
-20/01/24 09:02:11| INFO doc finished [took 67.8894s]
-20/01/24 09:05:07| INFO bin_kde_lr_is finished [took 809.8595s]
-20/01/24 09:10:23| INFO m3w_kde_lr_is finished [took 1056.7911s]
-20/01/24 09:10:25| INFO bin_kde_lr_a finished [took 761.7129s]
-20/01/24 09:10:44| INFO m3w_kde_lr_ne finished [took 1168.1786s]
-20/01/24 09:10:54| INFO mul_kde_lr_is finished [took 1124.2371s]
-20/01/24 09:14:14| INFO m3w_kde_lr_a finished [took 914.4144s]
-20/01/24 09:14:56| INFO mul_kde_lr_a finished [took 1003.7699s]
-20/01/24 09:16:14| DEBUG [size=11,place=1] best score = 0.00855456; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 75.412s]
-20/01/24 09:16:14| DEBUG [size=11,place=2] best score = 0.00871684; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 75.412s]
-20/01/24 09:23:49| DEBUG [size=54,place=1] best score = 0.00714708; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 455.656s]
-20/01/24 09:23:49| DEBUG [size=54,place=2] best score = 0.00777688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 455.656s]
-20/01/24 09:27:57| DEBUG [size=29,place=1] best score = 0.00697067; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 247.957s]
-20/01/24 09:27:57| DEBUG [size=29,place=2] best score = 0.00698990; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 247.957s]
-20/01/24 09:30:50| DEBUG [size=25,place=1] best score = 0.00728717; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 172.444s]
-20/01/24 09:30:50| DEBUG [size=25,place=2] best score = 0.00740076; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 172.444s]
-20/01/24 09:30:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00697) [took 951.5837s]
-20/01/24 09:36:12| INFO bin_kde_lr_gs finished [took 1273.7829s]
-20/01/24 09:40:00| DEBUG [size=11,place=1] best score = 0.00899565; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.824s]
-20/01/24 09:40:00| DEBUG [size=11,place=2] best score = 0.01398177; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 227.824s]
-20/01/24 09:54:54| DEBUG [size=56,place=1] best score = 0.00794353; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 893.470s]
-20/01/24 09:54:54| DEBUG [size=56,place=2] best score = 0.00820366; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 893.470s]
-20/01/24 10:10:25| DEBUG [size=51,place=1] best score = 0.00772349; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 930.871s]
-20/01/24 10:10:25| DEBUG [size=51,place=2] best score = 0.00774389; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 930.872s]
-20/01/24 10:30:11| DEBUG [size=48,place=1] best score = 0.00744174; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1186.495s]
-20/01/24 10:30:11| DEBUG [size=48,place=2] best score = 0.00749987; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1186.496s]
-20/01/24 10:34:23| DEBUG [size=13,place=1] best score = 0.00869835; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 251.894s]
-20/01/24 10:34:23| DEBUG [size=13,place=2] best score = 0.00889145; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 251.894s]
-20/01/24 10:34:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00744) [took 3490.6765s]
-20/01/24 10:41:31| INFO mul_kde_lr_gs finished [took 3918.1808s]
-20/01/24 10:44:16| DEBUG [size=11,place=1] best score = 0.01011034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 164.129s]
-20/01/24 10:44:16| DEBUG [size=11,place=2] best score = 0.01078598; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 164.129s]
-20/01/24 10:58:16| DEBUG [size=56,place=1] best score = 0.00803822; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 839.449s]
-20/01/24 10:58:16| DEBUG [size=56,place=2] best score = 0.00886541; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 839.449s]
-20/01/24 11:02:32| DEBUG [size=18,place=1] best score = 0.00835006; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 256.398s]
-20/01/24 11:02:32| DEBUG [size=18,place=2] best score = 0.00897616; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 256.398s]
-20/01/24 11:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 1260.0900s]
-20/01/24 11:08:28| INFO m3w_kde_lr_gs finished [took 1616.0640s]
-20/01/24 11:08:28| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 9214.5619s]
-20/01/24 11:08:28| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-20/01/24 11:26:00| INFO bin_kde_lr finished [took 1046.0110s]
-20/01/24 11:27:09| INFO bin_kde_lr_mc finished [took 1116.0300s]
-20/01/24 11:27:18| INFO bin_kde_lr_c finished [took 1126.1816s]
-20/01/24 11:27:19| INFO bin_kde_lr_ne finished [took 1124.5493s]
-20/01/24 11:31:46| INFO m3w_kde_lr finished [took 1392.1418s]
-20/01/24 11:31:46| INFO m3w_kde_lr_c finished [took 1393.0148s]
-20/01/24 11:32:01| INFO m3w_kde_lr_mc finished [took 1406.8657s]
-20/01/24 11:32:11| INFO mul_kde_lr_mc finished [took 1416.6342s]
-20/01/24 11:32:21| INFO mul_kde_lr finished [took 1427.8299s]
-20/01/24 11:33:59| INFO ref finished [took 107.1113s]
-20/01/24 11:34:09| INFO atc_mc finished [took 106.0239s]
-20/01/24 11:34:10| INFO mul_kde_lr_c finished [took 1535.4743s]
-20/01/24 11:34:54| INFO mul_kde_lr_ne finished [took 1579.5535s]
-20/01/24 11:34:58| INFO doc finished [took 58.0915s]
-20/01/24 11:43:06| INFO m3w_kde_lr_ne finished [took 1024.9337s]
-20/01/24 11:43:09| INFO bin_kde_lr_is finished [took 958.9765s]
-20/01/24 11:44:00| INFO m3w_kde_lr_is finished [took 999.6748s]
-20/01/24 11:45:24| INFO mul_kde_lr_is finished [took 1084.2269s]
-20/01/24 11:46:08| INFO bin_kde_lr_a finished [took 860.4851s]
-20/01/24 11:46:57| INFO m3w_kde_lr_a finished [took 895.1440s]
-20/01/24 11:48:24| INFO mul_kde_lr_a finished [took 996.7090s]
-20/01/24 11:49:40| DEBUG [size=11,place=1] best score = 0.00916591; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 75.111s]
-20/01/24 11:49:40| DEBUG [size=11,place=2] best score = 0.01477201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 75.111s]
-20/01/24 11:53:27| DEBUG [size=56,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 226.643s]
-20/01/24 11:53:27| DEBUG [size=56,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 226.644s]
-20/01/24 11:54:51| DEBUG [size=17,place=1] best score = 0.00789533; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.052s]
-20/01/24 11:54:51| DEBUG [size=17,place=2] best score = 0.00836480; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.053s]
-20/01/24 11:57:17| DEBUG [size=31,place=1] best score = 0.00838339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.123s]
-20/01/24 11:57:17| DEBUG [size=31,place=2] best score = 0.00841183; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.123s]
-20/01/24 11:57:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00790) [took 532.0419s]
-20/01/24 12:02:59| INFO bin_kde_lr_gs finished [took 874.1868s]
-20/01/24 12:06:59| DEBUG [size=11,place=1] best score = 0.00772927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 238.777s]
-20/01/24 12:06:59| DEBUG [size=11,place=2] best score = 0.01689500; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 238.778s]
-20/01/24 12:20:58| DEBUG [size=56,place=1] best score = 0.00717803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 838.721s]
-20/01/24 12:20:58| DEBUG [size=56,place=2] best score = 0.00759014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 838.721s]
-20/01/24 12:26:13| DEBUG [size=18,place=1] best score = 0.00713791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 315.448s]
-20/01/24 12:26:13| DEBUG [size=18,place=2] best score = 0.00762439; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 315.448s]
-20/01/24 12:34:18| DEBUG [size=29,place=1] best score = 0.00823006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 484.863s]
-20/01/24 12:34:18| DEBUG [size=29,place=2] best score = 0.00880547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 484.864s]
-20/01/24 12:34:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00714) [took 1877.9906s]
-20/01/24 12:41:40| INFO mul_kde_lr_gs finished [took 2319.6261s]
-20/01/24 12:44:33| DEBUG [size=11,place=1] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 172.256s]
-20/01/24 12:44:33| DEBUG [size=11,place=2] best score = 0.01304797; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 172.256s]
-20/01/24 12:54:20| DEBUG [size=56,place=1] best score = 0.00661823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 586.745s]
-20/01/24 12:54:20| DEBUG [size=56,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 586.746s]
-20/01/24 12:59:47| DEBUG [size=34,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 326.721s]
-20/01/24 12:59:47| DEBUG [size=34,place=2] best score = 0.00662512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.722s]
-20/01/24 13:05:03| DEBUG [size=31,place=1] best score = 0.00674591; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 316.137s]
-20/01/24 13:05:03| DEBUG [size=31,place=2] best score = 0.00688430; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 316.138s]
-20/01/24 13:05:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00657) [took 1401.9773s]
-20/01/24 13:11:51| INFO m3w_kde_lr_gs finished [took 1809.7193s]
-20/01/24 13:11:51| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 7402.5303s]
-20/01/24 13:11:51| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-20/01/24 13:34:12| INFO bin_kde_lr_c finished [took 1335.5856s]
-20/01/24 13:34:16| INFO bin_kde_lr finished [took 1339.9474s]
-20/01/24 13:35:32| INFO bin_kde_lr_mc finished [took 1415.2744s]
-20/01/24 13:35:38| INFO bin_kde_lr_ne finished [took 1421.8670s]
-20/01/24 13:36:51| INFO m3w_kde_lr_mc finished [took 1494.1411s]
-20/01/24 13:37:26| INFO m3w_kde_lr finished [took 1529.7855s]
-20/01/24 13:39:17| INFO m3w_kde_lr_c finished [took 1640.1672s]
-20/01/24 13:39:33| INFO mul_kde_lr finished [took 1656.4740s]
-20/01/24 13:40:19| INFO mul_kde_lr_mc finished [took 1703.0295s]
-20/01/24 13:40:39| INFO mul_kde_lr_ne finished [took 1722.3434s]
-20/01/24 13:41:00| INFO ref finished [took 86.3561s]
-20/01/24 13:41:21| INFO mul_kde_lr_c finished [took 1767.4864s]
-20/01/24 13:41:36| INFO atc_mc finished [took 75.5751s]
-20/01/24 13:42:02| INFO doc finished [took 82.2129s]
-20/01/24 13:53:20| INFO bin_kde_lr_a finished [took 988.9136s]
-20/01/24 13:53:21| INFO m3w_kde_lr_ne finished [took 1148.7189s]
-20/01/24 13:54:08| INFO m3w_kde_lr_is finished [took 1108.9283s]
-20/01/24 13:54:53| INFO bin_kde_lr_is finished [took 1235.5042s]
-20/01/24 13:56:33| INFO m3w_kde_lr_a finished [took 1035.5557s]
-20/01/24 13:56:56| INFO mul_kde_lr_a finished [took 1169.4469s]
-20/01/24 13:58:52| INFO mul_kde_lr_is finished [took 1399.9564s]
-20/01/24 14:00:04| DEBUG [size=11,place=1] best score = 0.00673361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.615s]
-20/01/24 14:00:04| DEBUG [size=11,place=2] best score = 0.00733915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 70.616s]
-20/01/24 14:06:26| DEBUG [size=55,place=1] best score = 0.00658897; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.231s]
-20/01/24 14:06:26| DEBUG [size=55,place=2] best score = 0.00675447; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.231s]
-20/01/24 14:09:53| DEBUG [size=32,place=1] best score = 0.00668899; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 206.087s]
-20/01/24 14:09:53| DEBUG [size=32,place=2] best score = 0.00679855; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 206.088s]
-20/01/24 14:09:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00659) [took 659.0448s]
-20/01/24 14:16:46| INFO bin_kde_lr_gs finished [took 1071.9635s]
-20/01/24 14:20:36| DEBUG [size=11,place=1] best score = 0.00794986; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 229.599s]
-20/01/24 14:20:36| DEBUG [size=11,place=2] best score = 0.00983219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 229.599s]
-20/01/24 14:38:59| DEBUG [size=56,place=1] best score = 0.00760323; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1102.948s]
-20/01/24 14:38:59| DEBUG [size=56,place=2] best score = 0.00776699; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1102.948s]
-20/01/24 14:50:05| DEBUG [size=25,place=1] best score = 0.00975720; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 666.417s]
-20/01/24 14:50:05| DEBUG [size=25,place=2] best score = 0.01003274; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 666.417s]
-20/01/24 14:50:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00760) [took 1999.0730s]
-20/01/24 14:58:02| INFO mul_kde_lr_gs finished [took 2475.6910s]
-20/01/24 15:00:52| DEBUG [size=11,place=1] best score = 0.01094432; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.944s]
-20/01/24 15:00:52| DEBUG [size=11,place=2] best score = 0.01126182; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.945s]
-20/01/24 15:17:59| DEBUG [size=54,place=1] best score = 0.00963439; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1027.299s]
-20/01/24 15:17:59| DEBUG [size=54,place=2] best score = 0.01043823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1027.300s]
-20/01/24 15:22:16| DEBUG [size=28,place=1] best score = 0.00677965; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 257.143s]
-20/01/24 15:22:16| DEBUG [size=28,place=2] best score = 0.00688327; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 257.144s]
-20/01/24 15:24:38| DEBUG [size=14,place=1] best score = 0.00686267; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 142.044s]
-20/01/24 15:24:38| DEBUG [size=14,place=2] best score = 0.00719624; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 142.045s]
-20/01/24 15:24:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00678) [took 1595.5523s]
-20/01/24 15:35:31| INFO m3w_kde_lr_gs finished [took 2248.4977s]
-20/01/24 15:35:31| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 8620.5766s]
-----------------------------------------------------------------------------------------------------
-20/01/24 18:46:25| INFO dataset rcv1_CCAT [pool size: 10]
-20/01/24 18:46:25| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-20/01/24 19:09:30| INFO d_bin_kde_lr finished [took 1379.5545s]
-20/01/24 19:09:46| INFO d_bin_kde_lr_c finished [took 1396.1791s]
-20/01/24 19:10:27| INFO d_bin_kde_lr_ne finished [took 1436.2201s]
-20/01/24 19:10:29| INFO d_bin_kde_lr_mc finished [took 1438.7035s]
-20/01/24 19:13:03| INFO d_m3w_kde_lr_c finished [took 1593.1638s]
-20/01/24 19:13:40| INFO d_m3w_kde_lr finished [took 1630.1917s]
-20/01/24 19:14:01| INFO d_m3w_kde_lr_mc finished [took 1650.4516s]
-20/01/24 19:15:23| INFO d_mul_kde_lr_mc finished [took 1733.1862s]
-20/01/24 19:15:26| INFO d_mul_kde_lr finished [took 1738.0896s]
-20/01/24 19:16:32| INFO ref finished [took 68.4153s]
-20/01/24 19:16:42| INFO d_mul_kde_lr_ne finished [took 1811.5895s]
-20/01/24 19:16:50| INFO d_mul_kde_lr_c finished [took 1819.5360s]
-20/01/24 19:16:56| INFO atc_mc finished [took 89.1394s]
-20/01/24 19:18:03| INFO doc finished [took 90.3316s]
-20/01/24 19:28:32| INFO d_bin_kde_lr_is finished [took 1124.6521s]
-20/01/24 19:30:30| INFO d_m3w_kde_lr_ne finished [took 1259.2909s]
-20/01/24 19:30:57| INFO d_bin_kde_lr_a finished [took 1072.8810s]
-20/01/24 19:32:51| INFO d_mul_kde_lr_is finished [took 1342.7283s]
-20/01/24 19:33:06| INFO d_m3w_kde_lr_a finished [took 1144.1915s]
-20/01/24 19:33:37| INFO d_m3w_kde_lr_is finished [took 1387.2128s]
-20/01/24 19:36:14| INFO d_mul_kde_lr_a finished [took 1353.4351s]
-20/01/24 19:36:50| DEBUG [size=11,place=1] best score = 0.00938018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.203s]
-20/01/24 19:36:50| DEBUG [size=11,place=2] best score = 0.04096438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 35.204s]
-20/01/24 19:39:41| DEBUG [size=54,place=1] best score = 0.00697497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 170.740s]
-20/01/24 19:39:41| DEBUG [size=54,place=2] best score = 0.00748775; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.741s]
-20/01/24 19:41:22| DEBUG [size=33,place=1] best score = 0.00725828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 101.628s]
-20/01/24 19:41:22| DEBUG [size=33,place=2] best score = 0.00746456; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 101.629s]
-20/01/24 19:41:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00697) [took 307.6892s]
-20/01/24 19:47:59| INFO d_bin_kde_lr_gs finished [took 704.7144s]
-20/01/24 19:48:48| DEBUG [size=11,place=1] best score = 0.01143214; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.316s]
-20/01/24 19:48:48| DEBUG [size=11,place=2] best score = 0.01273866; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 47.317s]
-20/01/24 19:52:14| DEBUG [size=55,place=1] best score = 0.00785523; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 206.120s]
-20/01/24 19:52:14| DEBUG [size=55,place=2] best score = 0.01018605; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 206.121s]
-20/01/24 19:55:11| DEBUG [size=44,place=1] best score = 0.00733208; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 176.911s]
-20/01/24 19:55:11| DEBUG [size=44,place=2] best score = 0.00799001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 176.911s]
-20/01/24 19:57:17| DEBUG [size=31,place=1] best score = 0.00738996; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 126.696s]
-20/01/24 19:57:17| DEBUG [size=31,place=2] best score = 0.00928968; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.696s]
-20/01/24 19:57:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00733) [took 557.1579s]
-20/01/24 20:04:30| INFO d_mul_kde_lr_gs finished [took 989.4496s]
-20/01/24 20:05:11| DEBUG [size=11,place=1] best score = 0.00977597; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 40.540s]
-20/01/24 20:05:11| DEBUG [size=11,place=2] best score = 0.01615610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.541s]
-20/01/24 20:08:12| DEBUG [size=55,place=1] best score = 0.00611657; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 181.266s]
-20/01/24 20:08:12| DEBUG [size=55,place=2] best score = 0.00941469; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 181.266s]
-20/01/24 20:11:00| DEBUG [size=44,place=1] best score = 0.00640414; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.364s]
-20/01/24 20:11:00| DEBUG [size=44,place=2] best score = 0.00969584; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 167.365s]
-20/01/24 20:11:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00612) [took 389.2860s]
-20/01/24 20:18:00| INFO d_m3w_kde_lr_gs finished [took 809.3188s]
-20/01/24 20:18:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 5494.7776s]
-20/01/24 20:18:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-20/01/24 20:33:50| INFO d_bin_kde_lr finished [took 944.3883s]
-20/01/24 20:33:58| INFO d_bin_kde_lr_mc finished [took 952.0908s]
-20/01/24 20:34:17| INFO d_bin_kde_lr_c finished [took 971.4433s]
-20/01/24 20:34:25| INFO d_bin_kde_lr_ne finished [took 978.8700s]
-20/01/24 20:38:26| INFO d_m3w_kde_lr_mc finished [took 1220.6735s]
-20/01/24 20:39:31| INFO d_m3w_kde_lr finished [took 1285.5706s]
-20/01/24 20:39:34| INFO d_m3w_kde_lr_c finished [took 1288.7389s]
-20/01/24 20:40:39| INFO d_mul_kde_lr_mc finished [took 1353.4204s]
-20/01/24 20:41:41| INFO d_mul_kde_lr_c finished [took 1414.9556s]
-20/01/24 20:41:45| INFO d_mul_kde_lr finished [took 1419.0792s]
-20/01/24 20:41:49| INFO d_mul_kde_lr_ne finished [took 1426.1560s]
-20/01/24 20:41:58| INFO ref finished [took 77.9724s]
-20/01/24 20:42:45| INFO doc finished [took 59.2564s]
-20/01/24 20:42:55| INFO atc_mc finished [took 74.1405s]
-20/01/24 20:47:55| INFO d_bin_kde_lr_is finished [took 836.6255s]
-20/01/24 20:50:13| INFO d_bin_kde_lr_a finished [took 705.5856s]
-20/01/24 20:50:26| INFO d_m3w_kde_lr_ne finished [took 995.0117s]
-20/01/24 20:52:31| INFO d_mul_kde_lr_is finished [took 1093.2600s]
-20/01/24 20:52:40| INFO d_m3w_kde_lr_is finished [took 1094.8401s]
-20/01/24 20:54:39| INFO d_m3w_kde_lr_a finished [took 903.3753s]
-20/01/24 20:57:16| INFO d_mul_kde_lr_a finished [took 1064.1223s]
-20/01/24 20:57:46| DEBUG [size=11,place=1] best score = 0.01143264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 27.947s]
-20/01/24 20:57:46| DEBUG [size=11,place=2] best score = 0.01432599; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 27.947s]
-20/01/24 20:59:59| DEBUG [size=56,place=1] best score = 0.01182432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 133.046s]
-20/01/24 20:59:59| DEBUG [size=56,place=2] best score = 0.01242812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.046s]
-20/01/24 20:59:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 161.0998s]
-20/01/24 21:06:32| INFO d_bin_kde_lr_gs finished [took 554.0804s]
-20/01/24 21:07:18| DEBUG [size=11,place=1] best score = 0.01206371; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 45.054s]
-20/01/24 21:07:18| DEBUG [size=11,place=2] best score = 0.01390735; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 45.054s]
-20/01/24 21:10:39| DEBUG [size=54,place=1] best score = 0.01134000; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 201.395s]
-20/01/24 21:10:39| DEBUG [size=54,place=2] best score = 0.01238348; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 201.408s]
-20/01/24 21:12:26| DEBUG [size=28,place=1] best score = 0.01124357; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 106.860s]
-20/01/24 21:12:26| DEBUG [size=28,place=2] best score = 0.01180376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 106.861s]
-20/01/24 21:14:06| DEBUG [size=26,place=1] best score = 0.01205911; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 99.434s]
-20/01/24 21:14:06| DEBUG [size=26,place=2] best score = 0.01294178; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 99.434s]
-20/01/24 21:14:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01124) [took 452.8718s]
-20/01/24 21:21:51| INFO d_mul_kde_lr_gs finished [took 918.5299s]
-20/01/24 21:22:34| DEBUG [size=11,place=1] best score = 0.00745530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.859s]
-20/01/24 21:22:34| DEBUG [size=11,place=2] best score = 0.00820256; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.860s]
-20/01/24 21:25:34| DEBUG [size=54,place=1] best score = 0.00720602; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 179.893s]
-20/01/24 21:25:34| DEBUG [size=54,place=2] best score = 0.00738573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 179.894s]
-20/01/24 21:28:01| DEBUG [size=45,place=1] best score = 0.00710880; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.809s]
-20/01/24 21:28:01| DEBUG [size=45,place=2] best score = 0.00736872; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 146.809s]
-20/01/24 21:30:24| DEBUG [size=43,place=1] best score = 0.00816914; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.782s]
-20/01/24 21:30:24| DEBUG [size=43,place=2] best score = 0.00817124; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.782s]
-20/01/24 21:30:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00711) [took 511.4611s]
-20/01/24 21:37:26| INFO d_m3w_kde_lr_gs finished [took 933.7097s]
-20/01/24 21:37:26| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4766.2764s]
-20/01/24 21:37:26| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-20/01/24 21:51:35| INFO d_bin_kde_lr_ne finished [took 842.7308s]
-20/01/24 21:52:11| INFO d_bin_kde_lr_c finished [took 878.9140s]
-20/01/24 21:52:33| INFO d_bin_kde_lr finished [took 901.6940s]
-20/01/24 21:52:38| INFO d_bin_kde_lr_mc finished [took 905.7104s]
-20/01/24 21:58:15| INFO d_m3w_kde_lr_mc finished [took 1242.9435s]
-20/01/24 21:59:16| INFO d_m3w_kde_lr finished [took 1304.0198s]
-20/01/24 22:00:11| INFO d_m3w_kde_lr_c finished [took 1359.1307s]
-20/01/24 22:00:24| INFO d_mul_kde_lr_c finished [took 1375.4476s]
-20/01/24 22:00:46| INFO d_mul_kde_lr finished [took 1393.8752s]
-20/01/24 22:00:47| INFO d_mul_kde_lr_mc finished [took 1395.0048s]
-20/01/24 22:01:01| INFO d_mul_kde_lr_ne finished [took 1409.5157s]
-20/01/24 22:01:46| INFO ref finished [took 80.9970s]
-20/01/24 22:02:05| INFO atc_mc finished [took 78.3533s]
-20/01/24 22:02:17| INFO doc finished [took 89.2046s]
-20/01/24 22:05:26| INFO d_bin_kde_lr_is finished [took 793.9244s]
-20/01/24 22:09:11| INFO d_bin_kde_lr_a finished [took 655.0248s]
-20/01/24 22:09:50| INFO d_m3w_kde_lr_is finished [took 1031.8705s]
-20/01/24 22:10:37| INFO d_m3w_kde_lr_ne finished [took 1141.9858s]
-20/01/24 22:11:56| INFO d_mul_kde_lr_is finished [took 1162.0559s]
-20/01/24 22:15:12| INFO d_m3w_kde_lr_a finished [took 899.9579s]
-20/01/24 22:15:52| INFO d_mul_kde_lr_a finished [took 995.4802s]
-20/01/24 22:16:17| DEBUG [size=11,place=1] best score = 0.01527170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 22.736s]
-20/01/24 22:16:17| DEBUG [size=11,place=2] best score = 0.01815661; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.737s]
-20/01/24 22:18:00| DEBUG [size=54,place=1] best score = 0.01486225; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 103.131s]
-20/01/24 22:18:00| DEBUG [size=54,place=2] best score = 0.01512746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 103.131s]
-20/01/24 22:19:24| DEBUG [size=42,place=1] best score = 0.01509026; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.150s]
-20/01/24 22:19:24| DEBUG [size=42,place=2] best score = 0.01550399; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.150s]
-20/01/24 22:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01486) [took 210.1301s]
-20/01/24 22:24:06| INFO d_bin_kde_lr_gs finished [took 492.3250s]
-20/01/24 22:24:45| DEBUG [size=11,place=1] best score = 0.02013938; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 38.069s]
-20/01/24 22:24:45| DEBUG [size=11,place=2] best score = 0.02288750; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 38.069s]
-20/01/24 22:27:45| DEBUG [size=54,place=1] best score = 0.01681200; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 179.362s]
-20/01/24 22:27:45| DEBUG [size=54,place=2] best score = 0.01994554; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.363s]
-20/01/24 22:30:34| DEBUG [size=42,place=1] best score = 0.01416319; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.261s]
-20/01/24 22:30:34| DEBUG [size=42,place=2] best score = 0.01582173; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.262s]
-20/01/24 22:31:20| DEBUG [size=13,place=1] best score = 0.02153714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.762s]
-20/01/24 22:31:20| DEBUG [size=13,place=2] best score = 0.02207078; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.763s]
-20/01/24 22:31:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01416) [took 432.5729s]
-20/01/24 22:39:58| INFO d_mul_kde_lr_gs finished [took 950.7885s]
-20/01/24 22:40:37| DEBUG [size=11,place=1] best score = 0.02094671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.346s]
-20/01/24 22:40:37| DEBUG [size=11,place=2] best score = 0.02286001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.346s]
-20/01/24 22:43:23| DEBUG [size=54,place=1] best score = 0.02051295; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 166.183s]
-20/01/24 22:43:23| DEBUG [size=54,place=2] best score = 0.02094472; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.183s]
-20/01/24 22:44:48| DEBUG [size=28,place=1] best score = 0.02082445; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.866s]
-20/01/24 22:44:48| DEBUG [size=28,place=2] best score = 0.02091886; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.866s]
-20/01/24 22:44:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02051) [took 288.5144s]
-20/01/24 22:50:28| INFO d_m3w_kde_lr_gs finished [took 628.5292s]
-20/01/24 22:50:28| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 4381.8935s]
-20/01/24 22:50:28| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-20/01/24 23:04:30| INFO d_bin_kde_lr_c finished [took 836.7849s]
-20/01/24 23:04:39| INFO d_bin_kde_lr_mc finished [took 845.9432s]
-20/01/24 23:04:48| INFO d_bin_kde_lr_ne finished [took 857.6026s]
-20/01/24 23:05:06| INFO d_bin_kde_lr finished [took 873.8395s]
-20/01/24 23:11:51| INFO d_m3w_kde_lr_mc finished [took 1277.6868s]
-20/01/24 23:12:07| INFO d_m3w_kde_lr_c finished [took 1293.5688s]
-20/01/24 23:12:09| INFO d_m3w_kde_lr finished [took 1295.8826s]
-20/01/24 23:13:41| INFO d_mul_kde_lr finished [took 1387.7554s]
-20/01/24 23:13:48| INFO d_mul_kde_lr_mc finished [took 1395.2546s]
-20/01/24 23:14:12| INFO d_mul_kde_lr_c finished [took 1418.7782s]
-20/01/24 23:14:13| INFO d_mul_kde_lr_ne finished [took 1419.5912s]
-20/01/24 23:15:01| INFO ref finished [took 79.4830s]
-20/01/24 23:15:16| INFO doc finished [took 63.8426s]
-20/01/24 23:15:17| INFO atc_mc finished [took 88.0323s]
-20/01/24 23:18:01| INFO d_bin_kde_lr_is finished [took 801.6803s]
-20/01/24 23:21:22| INFO d_m3w_kde_lr_ne finished [took 1011.7292s]
-20/01/24 23:22:15| INFO d_bin_kde_lr_a finished [took 624.0072s]
-20/01/24 23:23:03| INFO d_m3w_kde_lr_is finished [took 1075.7605s]
-20/01/24 23:23:47| INFO d_mul_kde_lr_is finished [took 1137.4485s]
-20/01/24 23:28:31| INFO d_m3w_kde_lr_a finished [took 981.6483s]
-20/01/24 23:28:48| INFO d_mul_kde_lr_a finished [took 1000.6808s]
-20/01/24 23:29:12| DEBUG [size=11,place=1] best score = 0.00845740; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.478s]
-20/01/24 23:29:12| DEBUG [size=11,place=2] best score = 0.00848802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 22.479s]
-20/01/24 23:30:55| DEBUG [size=56,place=1] best score = 0.00837510; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 103.649s]
-20/01/24 23:30:55| DEBUG [size=56,place=2] best score = 0.00838782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 103.650s]
-20/01/24 23:31:29| DEBUG [size=16,place=1] best score = 0.00836040; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 33.416s]
-20/01/24 23:31:29| DEBUG [size=16,place=2] best score = 0.00843781; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 33.417s]
-20/01/24 23:32:58| DEBUG [size=45,place=1] best score = 0.00857057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.441s]
-20/01/24 23:32:58| DEBUG [size=45,place=2] best score = 0.00862920; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.441s]
-20/01/24 23:32:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00836) [took 249.1010s]
-20/01/24 23:37:43| INFO d_bin_kde_lr_gs finished [took 533.7793s]
-20/01/24 23:38:21| DEBUG [size=11,place=1] best score = 0.00847786; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.420s]
-20/01/24 23:38:21| DEBUG [size=11,place=2] best score = 0.00872560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.420s]
-20/01/24 23:41:26| DEBUG [size=56,place=1] best score = 0.00855789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 184.896s]
-20/01/24 23:41:26| DEBUG [size=56,place=2] best score = 0.00874641; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 184.914s]
-20/01/24 23:41:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00848) [took 222.4414s]
-20/01/24 23:47:34| INFO d_mul_kde_lr_gs finished [took 590.9249s]
-20/01/24 23:48:12| DEBUG [size=11,place=1] best score = 0.01494763; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.992s]
-20/01/24 23:48:12| DEBUG [size=11,place=2] best score = 0.01597104; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.992s]
-20/01/24 23:51:00| DEBUG [size=54,place=1] best score = 0.01323078; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.165s]
-20/01/24 23:51:00| DEBUG [size=54,place=2] best score = 0.01370742; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 168.166s]
-20/01/24 23:52:52| DEBUG [size=30,place=1] best score = 0.01129755; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 111.603s]
-20/01/24 23:52:52| DEBUG [size=30,place=2] best score = 0.01370553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 111.603s]
-20/01/24 23:54:27| DEBUG [size=28,place=1] best score = 0.00979833; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 94.666s]
-20/01/24 23:54:27| DEBUG [size=28,place=2] best score = 0.01378619; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 94.666s]
-20/01/24 23:56:23| DEBUG [size=33,place=1] best score = 0.01380560; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 115.959s]
-20/01/24 23:56:23| DEBUG [size=33,place=2] best score = 0.01398131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 115.960s]
-20/01/24 23:56:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00980) [took 527.5037s]
-21/01/24 00:05:45| INFO d_m3w_kde_lr_gs finished [took 1090.2057s]
-21/01/24 00:05:45| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 4517.3864s]
-21/01/24 00:05:45| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-21/01/24 00:19:08| INFO d_bin_kde_lr_mc finished [took 799.8106s]
-21/01/24 00:19:28| INFO d_bin_kde_lr finished [took 816.8274s]
-21/01/24 00:20:49| INFO d_bin_kde_lr_ne finished [took 898.0453s]
-21/01/24 00:20:54| INFO d_bin_kde_lr_c finished [took 903.3044s]
-21/01/24 00:30:12| INFO d_mul_kde_lr_c finished [took 1460.5543s]
-21/01/24 00:30:12| INFO d_m3w_kde_lr finished [took 1461.0176s]
-21/01/24 00:30:35| INFO d_mul_kde_lr_ne finished [took 1483.5425s]
-21/01/24 00:30:49| INFO d_m3w_kde_lr_mc finished [took 1497.8233s]
-21/01/24 00:30:56| INFO d_mul_kde_lr_mc finished [took 1504.6092s]
-21/01/24 00:31:10| INFO d_m3w_kde_lr_c finished [took 1518.6512s]
-21/01/24 00:31:12| INFO d_mul_kde_lr finished [took 1520.7274s]
-21/01/24 00:32:15| INFO ref finished [took 84.9774s]
-21/01/24 00:32:18| INFO atc_mc finished [took 81.9787s]
-21/01/24 00:32:34| INFO doc finished [took 83.8401s]
-21/01/24 00:33:19| INFO d_bin_kde_lr_is finished [took 831.1194s]
-21/01/24 00:40:02| INFO d_m3w_kde_lr_ne finished [took 1253.3971s]
-21/01/24 00:40:23| INFO d_m3w_kde_lr_is finished [took 1168.2554s]
-21/01/24 00:40:25| INFO d_mul_kde_lr_is finished [took 1175.1848s]
-21/01/24 00:41:09| INFO d_bin_kde_lr_a finished [took 656.1933s]
-21/01/24 00:47:11| INFO d_mul_kde_lr_a finished [took 1018.2846s]
-21/01/24 00:48:05| INFO d_m3w_kde_lr_a finished [took 1049.8464s]
-21/01/24 00:48:29| DEBUG [size=11,place=1] best score = 0.00836835; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.046s]
-21/01/24 00:48:29| DEBUG [size=11,place=2] best score = 0.00871613; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 23.047s]
-21/01/24 00:50:14| DEBUG [size=54,place=1] best score = 0.00765545; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 104.473s]
-21/01/24 00:50:14| DEBUG [size=54,place=2] best score = 0.00791008; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.473s]
-21/01/24 00:51:49| DEBUG [size=46,place=1] best score = 0.00761348; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 95.370s]
-21/01/24 00:51:49| DEBUG [size=46,place=2] best score = 0.00765286; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 95.371s]
-21/01/24 00:52:53| DEBUG [size=31,place=1] best score = 0.00762706; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 63.509s]
-21/01/24 00:52:53| DEBUG [size=31,place=2] best score = 0.00781021; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 63.510s]
-21/01/24 00:52:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00761) [took 286.5148s]
-21/01/24 00:57:39| INFO d_bin_kde_lr_gs finished [took 572.3171s]
-21/01/24 00:58:19| DEBUG [size=11,place=1] best score = 0.00925517; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.750s]
-21/01/24 00:58:19| DEBUG [size=11,place=2] best score = 0.00944244; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.751s]
-21/01/24 01:01:25| DEBUG [size=54,place=1] best score = 0.00853682; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 185.822s]
-21/01/24 01:01:25| DEBUG [size=54,place=2] best score = 0.00863452; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 185.822s]
-21/01/24 01:02:51| DEBUG [size=24,place=1] best score = 0.00864056; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 86.076s]
-21/01/24 01:02:51| DEBUG [size=24,place=2] best score = 0.00895165; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 86.077s]
-21/01/24 01:02:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00854) [took 311.7601s]
-21/01/24 01:08:59| INFO d_mul_kde_lr_gs finished [took 679.2114s]
-21/01/24 01:09:39| DEBUG [size=11,place=1] best score = 0.01182628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 39.578s]
-21/01/24 01:09:39| DEBUG [size=11,place=2] best score = 0.01189355; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 39.596s]
-21/01/24 01:12:41| DEBUG [size=54,place=1] best score = 0.01071160; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 181.346s]
-21/01/24 01:12:41| DEBUG [size=54,place=2] best score = 0.01071628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 181.347s]
-21/01/24 01:13:54| DEBUG [size=16,place=1] best score = 0.01070831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 73.025s]
-21/01/24 01:13:54| DEBUG [size=16,place=2] best score = 0.01071176; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 73.025s]
-21/01/24 01:15:20| DEBUG [size=23,place=1] best score = 0.01066234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 86.810s]
-21/01/24 01:15:20| DEBUG [size=23,place=2] best score = 0.01080686; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 86.810s]
-21/01/24 01:16:32| DEBUG [size=16,place=1] best score = 0.01084226; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 71.347s]
-21/01/24 01:16:32| DEBUG [size=16,place=2] best score = 0.01098918; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.348s]
-21/01/24 01:16:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.01066) [took 452.3024s]
-21/01/24 01:27:14| INFO d_m3w_kde_lr_gs finished [took 1094.0483s]
-21/01/24 01:27:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 4888.2158s]
-21/01/24 01:27:14| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-21/01/24 01:40:47| INFO d_bin_kde_lr finished [took 808.6293s]
-21/01/24 01:41:37| INFO d_bin_kde_lr_ne finished [took 859.1216s]
-21/01/24 01:41:55| INFO d_bin_kde_lr_c finished [took 876.7167s]
-21/01/24 01:41:57| INFO d_bin_kde_lr_mc finished [took 879.0736s]
-21/01/24 01:48:39| INFO d_m3w_kde_lr finished [took 1281.2952s]
-21/01/24 01:48:51| INFO d_m3w_kde_lr_c finished [took 1292.8262s]
-21/01/24 01:49:38| INFO d_mul_kde_lr_ne finished [took 1341.8572s]
-21/01/24 01:50:03| INFO d_m3w_kde_lr_mc finished [took 1364.8130s]
-21/01/24 01:50:08| INFO d_mul_kde_lr finished [took 1370.5186s]
-21/01/24 01:50:35| INFO d_mul_kde_lr_c finished [took 1397.6068s]
-21/01/24 01:51:07| INFO d_mul_kde_lr_mc finished [took 1428.9410s]
-21/01/24 01:51:24| INFO ref finished [took 80.6896s]
-21/01/24 01:51:34| INFO atc_mc finished [took 84.9365s]
-21/01/24 01:52:02| INFO doc finished [took 86.3030s]
-21/01/24 01:54:22| INFO d_bin_kde_lr_is finished [took 764.7825s]
-21/01/24 01:59:07| INFO d_m3w_kde_lr_ne finished [took 1099.5731s]
-21/01/24 01:59:40| INFO d_bin_kde_lr_a finished [took 660.5310s]
-21/01/24 02:00:03| INFO d_m3w_kde_lr_is finished [took 1084.9498s]
-21/01/24 02:00:40| INFO d_mul_kde_lr_is finished [took 1124.4586s]
-21/01/24 02:05:09| INFO d_mul_kde_lr_a finished [took 977.5540s]
-21/01/24 02:05:32| INFO d_m3w_kde_lr_a finished [took 953.0921s]
-21/01/24 02:05:56| DEBUG [size=11,place=1] best score = 0.01111346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 23.174s]
-21/01/24 02:05:56| DEBUG [size=11,place=2] best score = 0.01185347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.174s]
-21/01/24 02:07:42| DEBUG [size=55,place=1] best score = 0.00974050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.903s]
-21/01/24 02:07:42| DEBUG [size=55,place=2] best score = 0.00988505; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 105.903s]
-21/01/24 02:08:44| DEBUG [size=31,place=1] best score = 0.00974361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.789s]
-21/01/24 02:08:44| DEBUG [size=31,place=2] best score = 0.00976770; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.789s]
-21/01/24 02:08:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00974) [took 191.9766s]
-21/01/24 02:13:46| INFO d_bin_kde_lr_gs finished [took 493.5587s]
-21/01/24 02:14:27| DEBUG [size=11,place=1] best score = 0.01045101; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 40.553s]
-21/01/24 02:14:27| DEBUG [size=11,place=2] best score = 0.01096250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.553s]
-21/01/24 02:17:27| DEBUG [size=55,place=1] best score = 0.01042926; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 180.412s]
-21/01/24 02:17:27| DEBUG [size=55,place=2] best score = 0.01052444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 180.413s]
-21/01/24 02:20:26| DEBUG [size=52,place=1] best score = 0.01068892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 178.846s]
-21/01/24 02:20:26| DEBUG [size=52,place=2] best score = 0.01077852; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 178.847s]
-21/01/24 02:20:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01043) [took 399.9213s]
-21/01/24 02:26:38| INFO d_mul_kde_lr_gs finished [took 771.3959s]
-21/01/24 02:27:15| DEBUG [size=11,place=1] best score = 0.01345425; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.097s]
-21/01/24 02:27:15| DEBUG [size=11,place=2] best score = 0.01420728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 37.097s]
-21/01/24 02:29:50| DEBUG [size=55,place=1] best score = 0.01213608; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 154.168s]
-21/01/24 02:29:50| DEBUG [size=55,place=2] best score = 0.01235071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 154.169s]
-21/01/24 02:31:13| DEBUG [size=31,place=1] best score = 0.01213318; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.903s]
-21/01/24 02:31:13| DEBUG [size=31,place=2] best score = 0.01223228; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.903s]
-21/01/24 02:33:15| DEBUG [size=40,place=1] best score = 0.01214582; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 121.992s]
-21/01/24 02:33:15| DEBUG [size=40,place=2] best score = 0.01316772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 121.993s]
-21/01/24 02:33:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01213) [took 397.2778s]
-21/01/24 02:38:49| INFO d_m3w_kde_lr_gs finished [took 730.3995s]
-21/01/24 02:38:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 4295.1190s]
-21/01/24 02:38:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-21/01/24 02:53:51| INFO d_bin_kde_lr finished [took 896.1385s]
-21/01/24 02:54:13| INFO d_bin_kde_lr_mc finished [took 917.4632s]
-21/01/24 02:54:22| INFO d_bin_kde_lr_ne finished [took 927.0977s]
-21/01/24 02:54:34| INFO d_bin_kde_lr_c finished [took 939.3148s]
-21/01/24 03:00:07| INFO d_m3w_kde_lr_mc finished [took 1271.4113s]
-21/01/24 03:00:29| INFO d_m3w_kde_lr_c finished [took 1297.0194s]
-21/01/24 03:01:08| INFO d_m3w_kde_lr finished [took 1333.1425s]
-21/01/24 03:01:39| INFO d_mul_kde_lr_c finished [took 1363.8187s]
-21/01/24 03:01:45| INFO d_mul_kde_lr_ne finished [took 1369.9387s]
-21/01/24 03:01:47| INFO d_mul_kde_lr_mc finished [took 1371.9441s]
-21/01/24 03:02:40| INFO d_mul_kde_lr finished [took 1424.4780s]
-21/01/24 03:03:04| INFO atc_mc finished [took 77.6325s]
-21/01/24 03:03:04| INFO ref finished [took 84.0889s]
-21/01/24 03:03:20| INFO doc finished [took 91.3837s]
-21/01/24 03:07:21| INFO d_bin_kde_lr_is finished [took 787.7989s]
-21/01/24 03:11:26| INFO d_bin_kde_lr_a finished [took 678.9162s]
-21/01/24 03:11:37| INFO d_m3w_kde_lr_ne finished [took 1065.0039s]
-21/01/24 03:12:13| INFO d_mul_kde_lr_is finished [took 1069.3111s]
-21/01/24 03:12:52| INFO d_m3w_kde_lr_is finished [took 1096.5839s]
-21/01/24 03:16:37| INFO d_m3w_kde_lr_a finished [took 928.0912s]
-21/01/24 03:17:35| INFO d_mul_kde_lr_a finished [took 1024.4690s]
-21/01/24 03:18:00| DEBUG [size=11,place=1] best score = 0.01176789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 24.352s]
-21/01/24 03:18:00| DEBUG [size=11,place=2] best score = 0.01211225; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 24.352s]
-21/01/24 03:19:52| DEBUG [size=56,place=1] best score = 0.00792794; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.813s]
-21/01/24 03:19:52| DEBUG [size=56,place=2] best score = 0.00801022; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.814s]
-21/01/24 03:20:36| DEBUG [size=18,place=1] best score = 0.00858639; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.652s]
-21/01/24 03:20:36| DEBUG [size=18,place=2] best score = 0.00864864; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.652s]
-21/01/24 03:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00793) [took 179.9295s]
-21/01/24 03:26:43| INFO d_bin_kde_lr_gs finished [took 546.9558s]
-21/01/24 03:27:24| DEBUG [size=11,place=1] best score = 0.00927582; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.918s]
-21/01/24 03:27:24| DEBUG [size=11,place=2] best score = 0.00999577; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.919s]
-21/01/24 03:30:25| DEBUG [size=54,place=1] best score = 0.00795312; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.078s]
-21/01/24 03:30:25| DEBUG [size=54,place=2] best score = 0.00798901; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.078s]
-21/01/24 03:31:36| DEBUG [size=16,place=1] best score = 0.00801558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.232s]
-21/01/24 03:31:36| DEBUG [size=16,place=2] best score = 0.00814128; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 71.232s]
-21/01/24 03:31:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00795) [took 292.3384s]
-21/01/24 03:41:10| INFO d_mul_kde_lr_gs finished [took 865.8827s]
-21/01/24 03:41:48| DEBUG [size=11,place=1] best score = 0.01104035; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.099s]
-21/01/24 03:41:48| DEBUG [size=11,place=2] best score = 0.01158034; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 37.100s]
-21/01/24 03:44:30| DEBUG [size=56,place=1] best score = 0.00958164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 161.979s]
-21/01/24 03:44:30| DEBUG [size=56,place=2] best score = 0.00977251; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 161.979s]
-21/01/24 03:46:55| DEBUG [size=46,place=1] best score = 0.00912723; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 144.973s]
-21/01/24 03:46:55| DEBUG [size=46,place=2] best score = 0.00953258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 144.974s]
-21/01/24 03:49:16| DEBUG [size=41,place=1] best score = 0.00846300; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 141.007s]
-21/01/24 03:49:16| DEBUG [size=41,place=2] best score = 0.00924009; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 141.008s]
-21/01/24 03:51:47| DEBUG [size=45,place=1] best score = 0.00882805; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 150.739s]
-21/01/24 03:51:47| DEBUG [size=45,place=2] best score = 0.00889083; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.739s]
-21/01/24 03:51:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00846) [took 635.9184s]
-21/01/24 03:57:17| INFO d_m3w_kde_lr_gs finished [took 966.1211s]
-21/01/24 03:57:17| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4708.6082s]
-21/01/24 03:57:17| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-21/01/24 04:13:02| INFO d_bin_kde_lr_mc finished [took 941.3632s]
-21/01/24 04:13:44| INFO d_bin_kde_lr_ne finished [took 981.4156s]
-21/01/24 04:13:56| INFO d_bin_kde_lr finished [took 993.4156s]
-21/01/24 04:14:08| INFO d_bin_kde_lr_c finished [took 1005.3757s]
-21/01/24 04:16:46| INFO d_m3w_kde_lr finished [took 1162.6029s]
-21/01/24 04:17:51| INFO d_m3w_kde_lr_c finished [took 1227.6105s]
-21/01/24 04:18:30| INFO d_mul_kde_lr_mc finished [took 1266.7363s]
-21/01/24 04:18:34| INFO d_mul_kde_lr_c finished [took 1271.2069s]
-21/01/24 04:19:03| INFO d_m3w_kde_lr_mc finished [took 1299.7042s]
-21/01/24 04:19:08| INFO d_mul_kde_lr finished [took 1304.9762s]
-21/01/24 04:19:25| INFO ref finished [took 50.4481s]
-21/01/24 04:19:59| INFO d_mul_kde_lr_ne finished [took 1355.8193s]
-21/01/24 04:20:17| INFO doc finished [took 67.7205s]
-21/01/24 04:20:26| INFO atc_mc finished [took 82.0414s]
-21/01/24 04:28:34| INFO d_bin_kde_lr_a finished [took 707.0449s]
-21/01/24 04:28:41| INFO d_m3w_kde_lr_ne finished [took 938.6457s]
-21/01/24 04:28:44| INFO d_bin_kde_lr_is finished [took 899.0993s]
-21/01/24 04:30:29| INFO d_mul_kde_lr_is finished [took 991.2406s]
-21/01/24 04:31:51| INFO d_m3w_kde_lr_is finished [took 1061.4967s]
-21/01/24 04:32:23| INFO d_m3w_kde_lr_a finished [took 832.2561s]
-21/01/24 04:33:14| INFO d_mul_kde_lr_a finished [took 922.1325s]
-21/01/24 04:33:43| DEBUG [size=11,place=1] best score = 0.00889497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 27.934s]
-21/01/24 04:33:43| DEBUG [size=11,place=2] best score = 0.00930481; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 27.935s]
-21/01/24 04:36:09| DEBUG [size=56,place=1] best score = 0.00824032; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.605s]
-21/01/24 04:36:09| DEBUG [size=56,place=2] best score = 0.00824365; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.606s]
-21/01/24 04:37:03| DEBUG [size=18,place=1] best score = 0.00834831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 53.137s]
-21/01/24 04:37:03| DEBUG [size=18,place=2] best score = 0.00835866; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 53.138s]
-21/01/24 04:37:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00824) [took 227.7878s]
-21/01/24 04:44:01| INFO d_bin_kde_lr_gs finished [took 646.5972s]
-21/01/24 04:44:47| DEBUG [size=11,place=1] best score = 0.00863237; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 44.373s]
-21/01/24 04:44:47| DEBUG [size=11,place=2] best score = 0.00864409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 44.374s]
-21/01/24 04:48:19| DEBUG [size=56,place=1] best score = 0.00711483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 212.444s]
-21/01/24 04:48:19| DEBUG [size=56,place=2] best score = 0.00776379; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 212.444s]
-21/01/24 04:50:13| DEBUG [size=29,place=1] best score = 0.00714328; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 114.283s]
-21/01/24 04:50:13| DEBUG [size=29,place=2] best score = 0.00763108; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 114.284s]
-21/01/24 04:50:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00711) [took 371.2121s]
-21/01/24 04:56:49| INFO d_mul_kde_lr_gs finished [took 766.8946s]
-21/01/24 04:57:31| DEBUG [size=11,place=1] best score = 0.00730535; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.103s]
-21/01/24 04:57:31| DEBUG [size=11,place=2] best score = 0.00731914; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.104s]
-21/01/24 05:00:40| DEBUG [size=56,place=1] best score = 0.00656356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 188.641s]
-21/01/24 05:00:40| DEBUG [size=56,place=2] best score = 0.00702380; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 188.642s]
-21/01/24 05:02:15| DEBUG [size=29,place=1] best score = 0.00658721; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 94.567s]
-21/01/24 05:02:15| DEBUG [size=29,place=2] best score = 0.00668440; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 94.568s]
-21/01/24 05:02:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00656) [took 324.4270s]
-21/01/24 05:08:28| INFO d_m3w_kde_lr_gs finished [took 697.9643s]
-21/01/24 05:08:28| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 4270.8450s]
-21/01/24 05:08:28| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-21/01/24 05:28:01| INFO d_bin_kde_lr_mc finished [took 1167.3308s]
-21/01/24 05:28:56| INFO d_bin_kde_lr_ne finished [took 1222.6145s]
-21/01/24 05:30:22| INFO d_bin_kde_lr finished [took 1308.6753s]
-21/01/24 05:30:34| INFO d_bin_kde_lr_c finished [took 1320.2409s]
-21/01/24 05:32:09| INFO d_m3w_kde_lr_mc finished [took 1416.1159s]
-21/01/24 05:32:59| INFO d_m3w_kde_lr finished [took 1466.0289s]
-21/01/24 05:33:07| INFO d_m3w_kde_lr_c finished [took 1475.3942s]
-21/01/24 05:34:29| INFO d_mul_kde_lr finished [took 1556.4725s]
-21/01/24 05:34:41| INFO d_mul_kde_lr_c finished [took 1567.4143s]
-21/01/24 05:34:52| INFO d_mul_kde_lr_ne finished [took 1578.6374s]
-21/01/24 05:35:01| INFO d_mul_kde_lr_mc finished [took 1587.5573s]
-21/01/24 05:35:37| INFO ref finished [took 67.5090s]
-21/01/24 05:36:09| INFO doc finished [took 76.1913s]
-21/01/24 05:36:10| INFO atc_mc finished [took 88.3179s]
-21/01/24 05:47:17| INFO d_bin_kde_lr_is finished [took 1100.1858s]
-21/01/24 05:48:29| INFO d_bin_kde_lr_a finished [took 979.1233s]
-21/01/24 05:49:07| INFO d_m3w_kde_lr_is finished [took 1112.1699s]
-21/01/24 05:49:47| INFO d_m3w_kde_lr_ne finished [took 1305.7550s]
-21/01/24 05:50:21| INFO d_mul_kde_lr_is finished [took 1198.4735s]
-21/01/24 05:51:01| INFO d_m3w_kde_lr_a finished [took 1073.3118s]
-21/01/24 05:52:24| INFO d_mul_kde_lr_a finished [took 1163.8968s]
-21/01/24 05:52:59| DEBUG [size=11,place=1] best score = 0.00699107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 34.204s]
-21/01/24 05:52:59| DEBUG [size=11,place=2] best score = 0.00731255; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 34.205s]
-21/01/24 05:55:45| DEBUG [size=54,place=1] best score = 0.00687376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 165.751s]
-21/01/24 05:55:45| DEBUG [size=54,place=2] best score = 0.00693985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 165.752s]
-21/01/24 05:56:19| DEBUG [size=11,place=1] best score = 0.00711107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 34.218s]
-21/01/24 05:56:19| DEBUG [size=11,place=2] best score = 0.00734570; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 34.219s]
-21/01/24 05:56:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 234.2899s]
-21/01/24 06:03:37| INFO d_bin_kde_lr_gs finished [took 671.5280s]
-21/01/24 06:04:23| DEBUG [size=11,place=1] best score = 0.00697943; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.330s]
-21/01/24 06:04:23| DEBUG [size=11,place=2] best score = 0.00725902; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 45.331s]
-21/01/24 06:07:58| DEBUG [size=54,place=1] best score = 0.00683542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.603s]
-21/01/24 06:07:58| DEBUG [size=54,place=2] best score = 0.00686220; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.604s]
-21/01/24 06:09:08| DEBUG [size=15,place=1] best score = 0.00703170; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.513s]
-21/01/24 06:09:08| DEBUG [size=15,place=2] best score = 0.00711512; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.514s]
-21/01/24 06:09:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00684) [took 330.5571s]
-21/01/24 06:17:19| INFO d_mul_kde_lr_gs finished [took 821.6412s]
-21/01/24 06:18:01| DEBUG [size=11,place=1] best score = 0.00581814; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 41.074s]
-21/01/24 06:18:01| DEBUG [size=11,place=2] best score = 0.00670593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.075s]
-21/01/24 06:21:16| DEBUG [size=54,place=1] best score = 0.00577377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 195.597s]
-21/01/24 06:21:16| DEBUG [size=54,place=2] best score = 0.00579577; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 195.597s]
-21/01/24 06:22:18| DEBUG [size=16,place=1] best score = 0.00581385; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 61.148s]
-21/01/24 06:22:18| DEBUG [size=16,place=2] best score = 0.00582564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 61.148s]
-21/01/24 06:22:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00577) [took 297.9857s]
-21/01/24 06:30:32| INFO d_m3w_kde_lr_gs finished [took 792.2660s]
-21/01/24 06:30:32| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 4923.7301s]
-----------------------------------------------------------------------------------------------------
-21/01/24 14:15:13| INFO dataset rcv1_GCAT [pool size: 10]
-21/01/24 14:15:13| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-21/01/24 14:15:18| WARNING Method bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:15:18| WARNING Method bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:15:18| WARNING Method bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:15:19| WARNING Method bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:15:21| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:15:23| WARNING Method bin_sld_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 14:17:53| INFO m3w_sld_lr_is finished [took 152.0799s]
-21/01/24 14:18:01| INFO m3w_sld_lr_mc finished [took 162.3707s]
-21/01/24 14:18:05| INFO mul_sld_lr finished [took 167.9245s]
-21/01/24 14:18:08| INFO mul_sld_lr_a finished [took 162.4699s]
-21/01/24 14:18:10| INFO m3w_sld_lr_c finished [took 173.5452s]
-21/01/24 14:18:11| INFO m3w_sld_lr_ne finished [took 172.0208s]
-21/01/24 14:18:11| INFO m3w_sld_lr finished [took 173.1745s]
-21/01/24 14:18:12| INFO mul_sld_lr_mc finished [took 173.5632s]
-21/01/24 14:18:19| INFO mul_sld_lr_is finished [took 179.4997s]
-21/01/24 14:18:24| INFO mul_sld_lr_c finished [took 185.3925s]
-21/01/24 14:18:26| INFO mul_sld_lr_ne finished [took 187.3676s]
-21/01/24 14:19:05| INFO ref finished [took 63.5921s]
-21/01/24 14:19:12| INFO atc_mc finished [took 66.5007s]
-21/01/24 14:19:14| INFO m3w_sld_lr_a finished [took 80.0495s]
-21/01/24 14:19:15| INFO doc finished [took 66.5068s]
-21/01/24 14:19:17| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
-21/01/24 14:26:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00743) [took 418.1051s]
-21/01/24 14:27:17| INFO mul_sld_lr_gs finished [took 479.2031s]
-21/01/24 14:34:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00631) [took 428.1582s]
-21/01/24 14:35:19| INFO m3w_sld_lr_gs finished [took 481.0097s]
-21/01/24 14:35:19| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 1205.6466s]
-21/01/24 14:35:19| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-21/01/24 14:37:37| INFO m3w_sld_lr_c finished [took 135.1268s]
-21/01/24 14:37:52| INFO m3w_sld_lr_mc finished [took 149.9621s]
-21/01/24 14:38:09| INFO m3w_sld_lr finished [took 167.3713s]
-21/01/24 14:38:27| INFO mul_sld_lr_mc finished [took 185.8923s]
-21/01/24 14:38:32| INFO bin_sld_lr finished [took 189.8349s]
-21/01/24 14:38:32| INFO mul_sld_lr_ne finished [took 190.1041s]
-21/01/24 14:38:35| INFO bin_sld_lr_mc finished [took 192.6331s]
-21/01/24 14:38:35| INFO mul_sld_lr finished [took 192.8212s]
-21/01/24 14:38:36| INFO mul_sld_lr_c finished [took 194.5704s]
-21/01/24 14:38:42| INFO bin_sld_lr_c finished [took 199.6808s]
-21/01/24 14:38:45| INFO bin_sld_lr_ne finished [took 202.5865s]
-21/01/24 14:39:43| INFO m3w_sld_lr_ne finished [took 125.1295s]
-21/01/24 14:40:21| INFO ref finished [took 105.2595s]
-21/01/24 14:40:25| INFO bin_sld_lr_is finished [took 152.5161s]
-21/01/24 14:40:32| INFO atc_mc finished [took 113.9212s]
-21/01/24 14:40:40| INFO mul_sld_lr_is finished [took 150.6092s]
-21/01/24 14:40:46| INFO m3w_sld_lr_is finished [took 137.8374s]
-21/01/24 14:40:47| INFO doc finished [took 124.3850s]
-21/01/24 14:40:49| INFO bin_sld_lr_a finished [took 136.3487s]
-21/01/24 14:40:50| INFO m3w_sld_lr_a finished [took 134.4902s]
-21/01/24 14:40:58| INFO mul_sld_lr_a finished [took 145.1018s]
-21/01/24 14:43:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00504) [took 143.4589s]
-21/01/24 14:44:25| INFO bin_sld_lr_gs finished [took 205.0024s]
-21/01/24 14:54:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00688) [took 600.5642s]
-21/01/24 14:55:29| INFO mul_sld_lr_gs finished [took 662.7441s]
-21/01/24 15:02:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00727) [took 437.9127s]
-21/01/24 15:03:40| INFO m3w_sld_lr_gs finished [took 491.0603s]
-21/01/24 15:03:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1701.3040s]
-21/01/24 15:03:40| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-21/01/24 15:05:34| INFO m3w_sld_lr_c finished [took 110.5636s]
-21/01/24 15:06:21| INFO m3w_sld_lr_mc finished [took 157.9988s]
-21/01/24 15:06:32| INFO bin_sld_lr finished [took 170.3152s]
-21/01/24 15:06:34| INFO m3w_sld_lr finished [took 171.1825s]
-21/01/24 15:06:45| INFO mul_sld_lr_mc finished [took 182.3546s]
-21/01/24 15:06:55| INFO bin_sld_lr_c finished [took 191.9765s]
-21/01/24 15:06:59| INFO bin_sld_lr_mc finished [took 196.3131s]
-21/01/24 15:07:04| INFO mul_sld_lr_c finished [took 200.6257s]
-21/01/24 15:07:04| INFO bin_sld_lr_ne finished [took 201.0248s]
-21/01/24 15:07:08| INFO mul_sld_lr_ne finished [took 204.6370s]
-21/01/24 15:07:11| INFO mul_sld_lr finished [took 208.3946s]
-21/01/24 15:08:06| INFO m3w_sld_lr_ne finished [took 151.2588s]
-21/01/24 15:08:35| INFO bin_sld_lr_a finished [took 108.9631s]
-21/01/24 15:08:50| INFO m3w_sld_lr_a finished [took 109.6919s]
-21/01/24 15:08:57| INFO mul_sld_lr_is finished [took 144.0803s]
-21/01/24 15:08:57| INFO m3w_sld_lr_is finished [took 142.1902s]
-21/01/24 15:09:05| INFO ref finished [took 120.5720s]
-21/01/24 15:09:06| INFO bin_sld_lr_is finished [took 163.9234s]
-21/01/24 15:09:07| INFO doc finished [took 118.4354s]
-21/01/24 15:09:12| INFO atc_mc finished [took 126.7297s]
-21/01/24 15:09:20| INFO mul_sld_lr_a finished [took 144.2784s]
-21/01/24 15:11:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 152.9326s]
-21/01/24 15:12:58| INFO bin_sld_lr_gs finished [took 216.4369s]
-21/01/24 15:22:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 599.7883s]
-21/01/24 15:23:59| INFO mul_sld_lr_gs finished [took 660.7821s]
-21/01/24 15:31:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00726) [took 432.0547s]
-21/01/24 15:32:03| INFO m3w_sld_lr_gs finished [took 483.0880s]
-21/01/24 15:32:03| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1702.7952s]
-21/01/24 15:32:03| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-21/01/24 15:34:50| INFO m3w_sld_lr_mc finished [took 164.6675s]
-21/01/24 15:34:55| INFO m3w_sld_lr finished [took 169.6362s]
-21/01/24 15:34:55| INFO m3w_sld_lr_c finished [took 169.7380s]
-21/01/24 15:35:02| INFO mul_sld_lr_ne finished [took 176.3615s]
-21/01/24 15:35:04| INFO bin_sld_lr_mc finished [took 178.5278s]
-21/01/24 15:35:12| INFO mul_sld_lr_mc finished [took 186.2482s]
-21/01/24 15:35:14| INFO bin_sld_lr_c finished [took 187.9671s]
-21/01/24 15:35:17| INFO bin_sld_lr finished [took 191.1187s]
-21/01/24 15:35:21| INFO mul_sld_lr finished [took 195.9684s]
-21/01/24 15:35:23| INFO bin_sld_lr_ne finished [took 198.0822s]
-21/01/24 15:35:26| INFO mul_sld_lr_c finished [took 200.4756s]
-21/01/24 15:36:58| INFO ref finished [took 100.2240s]
-21/01/24 15:37:05| INFO atc_mc finished [took 103.6522s]
-21/01/24 15:37:13| INFO doc finished [took 108.4056s]
-21/01/24 15:37:19| INFO m3w_sld_lr_ne finished [took 147.8684s]
-21/01/24 15:37:26| INFO m3w_sld_lr_is finished [took 143.5662s]
-21/01/24 15:37:28| INFO m3w_sld_lr_a finished [took 133.2961s]
-21/01/24 15:37:28| INFO bin_sld_lr_a finished [took 143.7858s]
-21/01/24 15:37:37| INFO mul_sld_lr_a finished [took 144.0470s]
-21/01/24 15:37:39| INFO bin_sld_lr_is finished [took 163.3105s]
-21/01/24 15:37:41| INFO mul_sld_lr_is finished [took 165.1169s]
-21/01/24 15:40:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 150.6153s]
-21/01/24 15:41:14| INFO bin_sld_lr_gs finished [took 211.5028s]
-21/01/24 15:51:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00635) [took 602.8603s]
-21/01/24 15:52:23| INFO mul_sld_lr_gs finished [took 668.1173s]
-21/01/24 15:59:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00683) [took 428.7311s]
-21/01/24 16:00:24| INFO m3w_sld_lr_gs finished [took 480.8043s]
-21/01/24 16:00:24| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1701.0892s]
-21/01/24 16:00:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-21/01/24 16:02:47| INFO m3w_sld_lr_c finished [took 140.7749s]
-21/01/24 16:03:18| INFO m3w_sld_lr_mc finished [took 172.0381s]
-21/01/24 16:03:19| INFO mul_sld_lr finished [took 174.0025s]
-21/01/24 16:03:22| INFO m3w_sld_lr finished [took 176.4541s]
-21/01/24 16:03:26| INFO bin_sld_lr_c finished [took 179.9865s]
-21/01/24 16:03:41| INFO mul_sld_lr_ne finished [took 194.9648s]
-21/01/24 16:03:42| INFO bin_sld_lr_ne finished [took 196.3721s]
-21/01/24 16:03:44| INFO mul_sld_lr_mc finished [took 198.1236s]
-21/01/24 16:03:49| INFO mul_sld_lr_c finished [took 203.2023s]
-21/01/24 16:03:52| INFO bin_sld_lr finished [took 205.8397s]
-21/01/24 16:03:52| INFO bin_sld_lr_mc finished [took 206.1429s]
-21/01/24 16:04:44| INFO m3w_sld_lr_ne finished [took 116.4754s]
-21/01/24 16:05:24| INFO atc_mc finished [took 94.3308s]
-21/01/24 16:05:30| INFO m3w_sld_lr_a finished [took 106.9077s]
-21/01/24 16:05:43| INFO mul_sld_lr_is finished [took 142.5338s]
-21/01/24 16:05:43| INFO ref finished [took 118.1137s]
-21/01/24 16:05:47| INFO m3w_sld_lr_is finished [took 144.1639s]
-21/01/24 16:05:58| INFO bin_sld_lr_is finished [took 158.9598s]
-21/01/24 16:05:58| INFO mul_sld_lr_a finished [took 136.4094s]
-21/01/24 16:05:59| INFO doc finished [took 127.2096s]
-21/01/24 16:06:01| INFO bin_sld_lr_a finished [took 154.7246s]
-21/01/24 16:08:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 160.4337s]
-21/01/24 16:09:42| INFO bin_sld_lr_gs finished [took 220.3337s]
-21/01/24 16:19:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 596.3983s]
-21/01/24 16:20:42| INFO mul_sld_lr_gs finished [took 659.1041s]
-21/01/24 16:27:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00644) [took 428.9360s]
-21/01/24 16:28:43| INFO m3w_sld_lr_gs finished [took 480.3927s]
-21/01/24 16:28:43| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1698.6336s]
-21/01/24 16:28:43| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-21/01/24 16:31:04| INFO m3w_sld_lr_mc finished [took 138.6078s]
-21/01/24 16:31:27| INFO m3w_sld_lr_c finished [took 162.2397s]
-21/01/24 16:31:38| INFO m3w_sld_lr finished [took 172.3790s]
-21/01/24 16:31:43| INFO bin_sld_lr finished [took 178.7261s]
-21/01/24 16:31:59| INFO mul_sld_lr_ne finished [took 194.0343s]
-21/01/24 16:32:00| INFO bin_sld_lr_c finished [took 194.1289s]
-21/01/24 16:32:01| INFO mul_sld_lr finished [took 195.7795s]
-21/01/24 16:32:05| INFO bin_sld_lr_ne finished [took 199.9712s]
-21/01/24 16:32:14| INFO bin_sld_lr_mc finished [took 208.3413s]
-21/01/24 16:32:16| INFO mul_sld_lr_mc finished [took 210.6109s]
-21/01/24 16:32:17| INFO mul_sld_lr_c finished [took 211.8513s]
-21/01/24 16:33:18| INFO m3w_sld_lr_is finished [took 93.5879s]
-21/01/24 16:33:20| INFO m3w_sld_lr_ne finished [took 136.0124s]
-21/01/24 16:33:50| INFO bin_sld_lr_is finished [took 142.0745s]
-21/01/24 16:33:55| INFO ref finished [took 108.1273s]
-21/01/24 16:34:04| INFO doc finished [took 106.8514s]
-21/01/24 16:34:08| INFO mul_sld_lr_is finished [took 149.6662s]
-21/01/24 16:34:12| INFO m3w_sld_lr_a finished [took 129.6053s]
-21/01/24 16:34:15| INFO atc_mc finished [took 120.3193s]
-21/01/24 16:34:17| INFO bin_sld_lr_a finished [took 136.2541s]
-21/01/24 16:34:32| INFO mul_sld_lr_a finished [took 151.2755s]
-21/01/24 16:37:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00606) [took 155.8090s]
-21/01/24 16:38:08| INFO bin_sld_lr_gs finished [took 215.0879s]
-21/01/24 16:48:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 597.7571s]
-21/01/24 16:49:12| INFO mul_sld_lr_gs finished [took 663.2842s]
-21/01/24 16:56:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00650) [took 429.3085s]
-21/01/24 16:57:12| INFO m3w_sld_lr_gs finished [took 479.4206s]
-21/01/24 16:57:12| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1708.8875s]
-21/01/24 16:57:12| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-21/01/24 16:59:47| INFO m3w_sld_lr_mc finished [took 152.8424s]
-21/01/24 17:00:05| INFO m3w_sld_lr_c finished [took 171.1092s]
-21/01/24 17:00:07| INFO m3w_sld_lr finished [took 172.6013s]
-21/01/24 17:00:27| INFO mul_sld_lr_ne finished [took 193.1678s]
-21/01/24 17:00:30| INFO mul_sld_lr_mc finished [took 196.7256s]
-21/01/24 17:00:34| INFO mul_sld_lr finished [took 199.9952s]
-21/01/24 17:00:38| INFO bin_sld_lr_ne finished [took 203.5843s]
-21/01/24 17:00:43| INFO bin_sld_lr finished [took 208.5981s]
-21/01/24 17:00:45| INFO mul_sld_lr_c finished [took 210.5000s]
-21/01/24 17:00:46| INFO bin_sld_lr_c finished [took 211.7555s]
-21/01/24 17:00:48| INFO bin_sld_lr_mc finished [took 213.8947s]
-21/01/24 17:02:00| INFO m3w_sld_lr_ne finished [took 132.2745s]
-21/01/24 17:02:37| INFO atc_mc finished [took 111.8238s]
-21/01/24 17:02:40| INFO ref finished [took 115.8771s]
-21/01/24 17:02:41| INFO bin_sld_lr_a finished [took 130.1628s]
-21/01/24 17:02:43| INFO m3w_sld_lr_is finished [took 134.3146s]
-21/01/24 17:02:51| INFO mul_sld_lr_is finished [took 163.2942s]
-21/01/24 17:02:52| INFO bin_sld_lr_is finished [took 165.6073s]
-21/01/24 17:02:54| INFO m3w_sld_lr_a finished [took 135.1362s]
-21/01/24 17:02:54| INFO doc finished [took 127.1710s]
-21/01/24 17:03:06| INFO mul_sld_lr_a finished [took 151.2364s]
-21/01/24 17:05:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 146.9358s]
-21/01/24 17:06:37| INFO bin_sld_lr_gs finished [took 209.8754s]
-21/01/24 17:16:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00615) [took 592.9232s]
-21/01/24 17:17:32| INFO mul_sld_lr_gs finished [took 653.8014s]
-21/01/24 17:24:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00549) [took 427.2668s]
-21/01/24 17:25:31| INFO m3w_sld_lr_gs finished [took 478.5981s]
-21/01/24 17:25:31| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1698.8232s]
-21/01/24 17:25:31| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-21/01/24 17:28:01| INFO m3w_sld_lr_mc finished [took 147.9410s]
-21/01/24 17:28:16| INFO m3w_sld_lr_c finished [took 162.8036s]
-21/01/24 17:28:23| INFO m3w_sld_lr finished [took 169.4178s]
-21/01/24 17:28:55| INFO bin_sld_lr_ne finished [took 202.1414s]
-21/01/24 17:28:55| INFO bin_sld_lr_mc finished [took 201.9691s]
-21/01/24 17:29:09| INFO bin_sld_lr finished [took 215.7253s]
-21/01/24 17:29:10| INFO mul_sld_lr_ne finished [took 216.5264s]
-21/01/24 17:29:20| INFO bin_sld_lr_c finished [took 226.1103s]
-21/01/24 17:29:23| INFO mul_sld_lr_mc finished [took 229.4811s]
-21/01/24 17:29:32| INFO mul_sld_lr finished [took 238.2082s]
-21/01/24 17:29:44| INFO mul_sld_lr_c finished [took 250.5274s]
-21/01/24 17:30:19| INFO m3w_sld_lr_ne finished [took 136.5150s]
-21/01/24 17:30:54| INFO m3w_sld_lr_is finished [took 118.2431s]
-21/01/24 17:31:01| INFO atc_mc finished [took 97.1861s]
-21/01/24 17:31:13| INFO ref finished [took 112.7999s]
-21/01/24 17:31:17| INFO bin_sld_lr_is finished [took 180.2275s]
-21/01/24 17:31:18| INFO m3w_sld_lr_a finished [took 126.6148s]
-21/01/24 17:31:24| INFO doc finished [took 111.6921s]
-21/01/24 17:31:40| INFO bin_sld_lr_a finished [took 163.6320s]
-21/01/24 17:31:41| INFO mul_sld_lr_is finished [took 197.8840s]
-21/01/24 17:31:48| INFO mul_sld_lr_a finished [took 158.5246s]
-21/01/24 17:34:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 139.0083s]
-21/01/24 17:35:08| INFO bin_sld_lr_gs finished [took 199.4691s]
-21/01/24 17:44:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00817) [took 590.1070s]
-21/01/24 17:45:59| INFO mul_sld_lr_gs finished [took 649.3486s]
-21/01/24 17:53:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00914) [took 429.6655s]
-21/01/24 17:54:01| INFO m3w_sld_lr_gs finished [took 481.2377s]
-21/01/24 17:54:01| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1710.0866s]
-21/01/24 17:54:01| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-21/01/24 17:56:39| INFO m3w_sld_lr finished [took 156.4457s]
-21/01/24 17:56:47| INFO bin_sld_lr_mc finished [took 164.0928s]
-21/01/24 17:56:50| INFO m3w_sld_lr_c finished [took 166.7711s]
-21/01/24 17:56:50| INFO m3w_sld_lr_mc finished [took 167.2558s]
-21/01/24 17:57:08| INFO bin_sld_lr_ne finished [took 184.4598s]
-21/01/24 17:57:10| INFO bin_sld_lr_c finished [took 187.0571s]
-21/01/24 17:57:17| INFO bin_sld_lr finished [took 195.0153s]
-21/01/24 17:57:35| INFO mul_sld_lr_ne finished [took 211.8631s]
-21/01/24 17:57:43| INFO mul_sld_lr finished [took 220.4963s]
-21/01/24 17:57:50| INFO mul_sld_lr_c finished [took 227.3472s]
-21/01/24 17:57:51| INFO mul_sld_lr_mc finished [took 228.1630s]
-21/01/24 17:58:58| INFO m3w_sld_lr_ne finished [took 138.2159s]
-21/01/24 17:59:16| INFO bin_sld_lr_is finished [took 148.0801s]
-21/01/24 17:59:20| INFO bin_sld_lr_a finished [took 131.5908s]
-21/01/24 17:59:20| INFO m3w_sld_lr_a finished [took 122.1470s]
-21/01/24 17:59:22| INFO m3w_sld_lr_is finished [took 150.4591s]
-21/01/24 17:59:30| INFO ref finished [took 114.4112s]
-21/01/24 17:59:38| INFO doc finished [took 107.3032s]
-21/01/24 17:59:40| INFO atc_mc finished [took 115.6812s]
-21/01/24 17:59:58| INFO mul_sld_lr_is finished [took 188.0260s]
-21/01/24 18:00:14| INFO mul_sld_lr_a finished [took 183.9338s]
-21/01/24 18:02:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00626) [took 114.0180s]
-21/01/24 18:03:08| INFO bin_sld_lr_gs finished [took 173.1806s]
-21/01/24 18:12:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00929) [took 563.0713s]
-21/01/24 18:13:31| INFO mul_sld_lr_gs finished [took 621.8713s]
-21/01/24 18:20:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00610) [took 424.7142s]
-21/01/24 18:21:27| INFO m3w_sld_lr_gs finished [took 475.4126s]
-21/01/24 18:21:27| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 1645.6920s]
-----------------------------------------------------------------------------------------------------
-21/01/24 19:28:30| INFO dataset rcv1_GCAT [pool size: 10]
-21/01/24 19:28:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-21/01/24 19:28:35| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:28:35| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:28:35| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:28:35| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:28:39| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:28:41| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-21/01/24 19:30:29| WARNING Method mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:30:43| WARNING Method mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:30:44| WARNING Method mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:30:46| WARNING Method mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:30:48| WARNING Method mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:31:02| WARNING Method mul_kde_lr_a failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
-21/01/24 19:32:24| INFO ref finished [took 97.7488s]
-21/01/24 19:32:24| INFO doc finished [took 96.5573s]
-21/01/24 19:32:48| INFO atc_mc finished [took 121.0170s]
-21/01/24 19:41:12| INFO m3w_kde_lr_ne finished [took 754.0043s]
-21/01/24 19:41:18| INFO m3w_kde_lr finished [took 762.6308s]
-21/01/24 19:41:27| INFO m3w_kde_lr_is finished [took 768.6382s]
-21/01/24 19:41:30| INFO m3w_kde_lr_a finished [took 659.0871s]
-21/01/24 19:41:33| INFO m3w_kde_lr_mc finished [took 779.9016s]
-21/01/24 19:41:48| INFO m3w_kde_lr_c finished [took 793.0703s]
-21/01/24 19:42:07| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-21/01/24 22:07:48| WARNING Method mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-21/01/24 22:10:20| DEBUG [size=11,place=1] best score = 0.00688376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.814s]
-21/01/24 22:10:20| DEBUG [size=11,place=2] best score = 0.00844661; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.815s]
-21/01/24 22:26:59| DEBUG [size=54,place=1] best score = 0.00633046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 998.862s]
-21/01/24 22:26:59| DEBUG [size=54,place=2] best score = 0.00646829; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 998.863s]
-21/01/24 22:32:23| DEBUG [size=24,place=1] best score = 0.00610283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.724s]
-21/01/24 22:32:23| DEBUG [size=24,place=2] best score = 0.00611330; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.724s]
-21/01/24 22:34:54| DEBUG [size=14,place=1] best score = 0.00600637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.326s]
-21/01/24 22:34:54| DEBUG [size=14,place=2] best score = 0.00617393; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.326s]
-21/01/24 22:38:03| DEBUG [size=22,place=1] best score = 0.00573871; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.397s]
-21/01/24 22:38:03| DEBUG [size=22,place=2] best score = 0.00575396; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.398s]
-21/01/24 22:39:42| DEBUG [size=12,place=1] best score = 0.00596752; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 99.165s]
-21/01/24 22:39:42| DEBUG [size=12,place=2] best score = 0.00603096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 99.165s]
-21/01/24 22:39:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00574) [took 1913.4177s]
-21/01/24 22:46:00| INFO m3w_kde_lr_gs finished [took 2290.8469s]
-21/01/24 22:46:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 11849.4047s]
-21/01/24 22:46:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
-21/01/24 22:57:57| INFO bin_kde_lr finished [took 711.7861s]
-21/01/24 22:59:08| INFO bin_kde_lr_ne finished [took 781.8607s]
-21/01/24 22:59:18| INFO bin_kde_lr_c finished [took 791.8797s]
-21/01/24 22:59:29| INFO bin_kde_lr_mc finished [took 803.5324s]
-21/01/24 23:02:02| INFO m3w_kde_lr finished [took 956.1816s]
-21/01/24 23:03:02| INFO m3w_kde_lr_mc finished [took 1016.1724s]
-21/01/24 23:03:24| INFO m3w_kde_lr_c finished [took 1038.1203s]
-21/01/24 23:03:27| INFO mul_kde_lr finished [took 1044.6121s]
-21/01/24 23:04:25| INFO mul_kde_lr_c finished [took 1099.9479s]
-21/01/24 23:04:31| INFO ref finished [took 63.0066s]
-21/01/24 23:04:49| INFO mul_kde_lr_mc finished [took 1123.5863s]
-21/01/24 23:04:53| INFO mul_kde_lr_ne finished [took 1127.0436s]
-21/01/24 23:05:33| INFO doc finished [took 60.9684s]
-21/01/24 23:05:47| INFO atc_mc finished [took 80.7296s]
-21/01/24 23:09:08| INFO bin_kde_lr_is finished [took 599.3045s]
-21/01/24 23:10:33| INFO m3w_kde_lr_ne finished [took 755.4124s]
-21/01/24 23:10:52| INFO bin_kde_lr_a finished [took 528.8243s]
-21/01/24 23:12:39| INFO m3w_kde_lr_is finished [took 789.0950s]
-21/01/24 23:13:10| INFO mul_kde_lr_is finished [took 831.7986s]
-21/01/24 23:14:13| INFO m3w_kde_lr_a finished [took 648.4215s]
-21/01/24 23:15:10| INFO mul_kde_lr_a finished [took 727.4378s]
-21/01/24 23:16:09| DEBUG [size=11,place=1] best score = 0.00546090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 58.181s]
-21/01/24 23:16:09| DEBUG [size=11,place=2] best score = 0.00551962; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 58.182s]
-21/01/24 23:22:16| DEBUG [size=54,place=1] best score = 0.00484259; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 366.757s]
-21/01/24 23:22:16| DEBUG [size=54,place=2] best score = 0.00488013; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 366.757s]
-21/01/24 23:25:32| DEBUG [size=42,place=1] best score = 0.00461359; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.251s]
-21/01/24 23:25:32| DEBUG [size=42,place=2] best score = 0.00462255; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.252s]
-21/01/24 23:26:17| DEBUG [size=12,place=1] best score = 0.00459026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 45.054s]
-21/01/24 23:26:17| DEBUG [size=12,place=2] best score = 0.00461346; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 45.055s]
-21/01/24 23:28:17| DEBUG [size=31,place=1] best score = 0.00461461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 119.622s]
-21/01/24 23:28:17| DEBUG [size=31,place=2] best score = 0.00461740; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 119.623s]
-21/01/24 23:28:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00459) [took 785.9871s]
-21/01/24 23:32:33| INFO bin_kde_lr_gs finished [took 1041.6770s]
-21/01/24 23:36:05| DEBUG [size=11,place=1] best score = 0.00675539; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 211.448s]
-21/01/24 23:36:05| DEBUG [size=11,place=2] best score = 0.00749861; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 211.449s]
-21/01/24 23:58:29| DEBUG [size=54,place=1] best score = 0.00646700; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1344.109s]
-21/01/24 23:58:29| DEBUG [size=54,place=2] best score = 0.00689403; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1344.109s]
-22/01/24 00:18:18| DEBUG [size=46,place=1] best score = 0.00619932; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1189.504s]
-22/01/24 00:18:18| DEBUG [size=46,place=2] best score = 0.00629830; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1189.504s]
-22/01/24 00:22:34| DEBUG [size=14,place=1] best score = 0.00614629; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 255.674s]
-22/01/24 00:22:34| DEBUG [size=14,place=2] best score = 0.00635184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 255.674s]
-22/01/24 00:38:35| DEBUG [size=42,place=1] best score = 0.00605371; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 960.696s]
-22/01/24 00:38:35| DEBUG [size=42,place=2] best score = 0.00623537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 960.696s]
-22/01/24 00:47:34| DEBUG [size=32,place=1] best score = 0.00597361; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 539.590s]
-22/01/24 00:47:34| DEBUG [size=32,place=2] best score = 0.00598968; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 539.590s]
-22/01/24 00:50:18| DEBUG [size=12,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 163.647s]
-22/01/24 00:50:18| DEBUG [size=12,place=2] best score = 0.00774145; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 163.648s]
-22/01/24 00:50:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} (score=0.00597) [took 4664.7936s]
-22/01/24 00:56:12| INFO mul_kde_lr_gs finished [took 5018.8966s]
-22/01/24 00:58:46| DEBUG [size=11,place=1] best score = 0.00704975; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.763s]
-22/01/24 00:58:46| DEBUG [size=11,place=2] best score = 0.00921461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 152.763s]
-22/01/24 01:12:07| DEBUG [size=56,place=1] best score = 0.00630186; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 800.712s]
-22/01/24 01:12:07| DEBUG [size=56,place=2] best score = 0.00634991; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 800.713s]
-22/01/24 01:22:07| DEBUG [size=52,place=1] best score = 0.00632837; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 600.286s]
-22/01/24 01:22:07| DEBUG [size=52,place=2] best score = 0.00633498; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 600.287s]
-22/01/24 01:22:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00630) [took 1553.8840s]
-22/01/24 01:26:51| INFO m3w_kde_lr_gs finished [took 1837.6796s]
-22/01/24 01:26:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 9651.3390s]
-22/01/24 01:26:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
-22/01/24 01:38:25| INFO bin_kde_lr_ne finished [took 686.4611s]
-22/01/24 01:38:39| INFO bin_kde_lr_c finished [took 706.6052s]
-22/01/24 01:39:27| INFO bin_kde_lr finished [took 754.3916s]
-22/01/24 01:39:30| INFO bin_kde_lr_mc finished [took 756.5731s]
-22/01/24 01:43:43| INFO m3w_kde_lr finished [took 1010.0293s]
-22/01/24 01:43:53| INFO m3w_kde_lr_mc finished [took 1014.9802s]
-22/01/24 01:44:29| INFO m3w_kde_lr_c finished [took 1056.3551s]
-22/01/24 01:44:39| INFO mul_kde_lr finished [took 1065.7344s]
-22/01/24 01:45:03| INFO mul_kde_lr_c finished [took 1090.2257s]
-22/01/24 01:45:40| INFO mul_kde_lr_mc finished [took 1124.9982s]
-22/01/24 01:45:54| INFO mul_kde_lr_ne finished [took 1135.1796s]
-22/01/24 01:46:22| INFO ref finished [took 102.0706s]
-22/01/24 01:46:39| INFO atc_mc finished [took 94.8859s]
-22/01/24 01:46:53| INFO doc finished [took 72.5640s]
-22/01/24 01:48:13| INFO bin_kde_lr_is finished [took 572.9719s]
-22/01/24 01:50:56| INFO m3w_kde_lr_ne finished [took 751.0021s]
-22/01/24 01:51:24| INFO m3w_kde_lr_is finished [took 713.6171s]
-22/01/24 01:52:43| INFO bin_kde_lr_a finished [took 539.9347s]
-22/01/24 01:53:06| INFO mul_kde_lr_is finished [took 818.4394s]
-22/01/24 01:54:55| INFO m3w_kde_lr_a finished [took 624.3946s]
-22/01/24 01:55:41| INFO mul_kde_lr_a finished [took 707.4963s]
-22/01/24 01:56:43| DEBUG [size=11,place=1] best score = 0.01013772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.858s]
-22/01/24 01:56:43| DEBUG [size=11,place=2] best score = 0.01145164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.859s]
-22/01/24 02:03:21| DEBUG [size=54,place=1] best score = 0.00909420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 398.263s]
-22/01/24 02:03:21| DEBUG [size=54,place=2] best score = 0.00989490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 398.264s]
-22/01/24 02:09:25| DEBUG [size=52,place=1] best score = 0.00917151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 363.719s]
-22/01/24 02:09:25| DEBUG [size=52,place=2] best score = 0.00932266; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 363.720s]
-22/01/24 02:09:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00909) [took 822.9541s]
-22/01/24 02:13:33| INFO bin_kde_lr_gs finished [took 1070.5659s]
-22/01/24 02:17:04| DEBUG [size=11,place=1] best score = 0.00863187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 210.203s]
-22/01/24 02:17:04| DEBUG [size=11,place=2] best score = 0.01349707; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.204s]
-22/01/24 02:34:01| DEBUG [size=56,place=1] best score = 0.00870563; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1017.026s]
-22/01/24 02:34:01| DEBUG [size=56,place=2] best score = 0.00877827; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1017.027s]
-22/01/24 02:34:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00863) [took 1227.3381s]
-22/01/24 02:39:12| INFO mul_kde_lr_gs finished [took 1538.8802s]
-22/01/24 02:41:45| DEBUG [size=11,place=1] best score = 0.00731061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 151.396s]
-22/01/24 02:41:45| DEBUG [size=11,place=2] best score = 0.01329249; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 151.397s]
-22/01/24 02:53:33| DEBUG [size=56,place=1] best score = 0.00709382; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 708.437s]
-22/01/24 02:53:33| DEBUG [size=56,place=2] best score = 0.00715341; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 708.437s]
-22/01/24 02:58:48| DEBUG [size=47,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 314.882s]
-22/01/24 02:58:48| DEBUG [size=47,place=2] best score = 0.00716210; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.883s]
-22/01/24 03:01:10| DEBUG [size=14,place=1] best score = 0.00678937; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.197s]
-22/01/24 03:01:10| DEBUG [size=14,place=2] best score = 0.00722170; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.198s]
-22/01/24 03:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00676) [took 1317.0276s]
-22/01/24 03:05:18| INFO m3w_kde_lr_gs finished [took 1564.6545s]
-22/01/24 03:05:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 5906.7966s]
-22/01/24 03:05:18| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
-22/01/24 03:16:53| INFO bin_kde_lr_mc finished [took 692.9201s]
-22/01/24 03:16:57| INFO bin_kde_lr_c finished [took 697.2839s]
-22/01/24 03:16:59| INFO bin_kde_lr finished [took 699.5281s]
-22/01/24 03:17:24| INFO bin_kde_lr_ne finished [took 722.0361s]
-22/01/24 03:18:54| INFO m3w_kde_lr finished [took 814.1422s]
-22/01/24 03:20:57| INFO mul_kde_lr_ne finished [took 931.5442s]
-22/01/24 03:20:58| INFO mul_kde_lr finished [took 938.2163s]
-22/01/24 03:21:17| INFO mul_kde_lr_mc finished [took 956.8517s]
-22/01/24 03:21:33| INFO mul_kde_lr_c finished [took 973.1193s]
-22/01/24 03:22:27| INFO m3w_kde_lr_mc finished [took 1022.1005s]
-22/01/24 03:22:42| INFO m3w_kde_lr_c finished [took 1042.4946s]
-22/01/24 03:22:44| INFO ref finished [took 86.7616s]
-22/01/24 03:23:19| INFO atc_mc finished [took 105.5370s]
-22/01/24 03:23:53| INFO doc finished [took 85.5270s]
-22/01/24 03:26:08| INFO bin_kde_lr_is finished [took 550.0184s]
-22/01/24 03:27:32| INFO bin_kde_lr_a finished [took 517.4407s]
-22/01/24 03:29:04| INFO m3w_kde_lr_ne finished [took 730.5424s]
-22/01/24 03:30:04| INFO mul_kde_lr_is finished [took 783.8483s]
-22/01/24 03:30:06| INFO m3w_kde_lr_is finished [took 761.1956s]
-22/01/24 03:31:42| INFO m3w_kde_lr_a finished [took 642.7188s]
-22/01/24 03:32:32| INFO mul_kde_lr_a finished [took 695.0072s]
-22/01/24 03:33:34| DEBUG [size=11,place=1] best score = 0.00566721; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 60.720s]
-22/01/24 03:33:34| DEBUG [size=11,place=2] best score = 0.00589095; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.721s]
-22/01/24 03:39:23| DEBUG [size=54,place=1] best score = 0.00550339; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 349.275s]
-22/01/24 03:39:23| DEBUG [size=54,place=2] best score = 0.00552095; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 349.276s]
-22/01/24 03:42:27| DEBUG [size=31,place=1] best score = 0.00564438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 183.686s]
-22/01/24 03:42:27| DEBUG [size=31,place=2] best score = 0.00573696; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.686s]
-22/01/24 03:42:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00550) [took 593.7946s]
-22/01/24 03:46:45| INFO bin_kde_lr_gs finished [took 852.1675s]
-22/01/24 03:50:14| DEBUG [size=11,place=1] best score = 0.00728752; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.939s]
-22/01/24 03:50:14| DEBUG [size=11,place=2] best score = 0.00825716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 207.940s]
-22/01/24 04:13:16| DEBUG [size=56,place=1] best score = 0.00617361; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1382.675s]
-22/01/24 04:13:16| DEBUG [size=56,place=2] best score = 0.00668116; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1382.676s]
-22/01/24 04:33:43| DEBUG [size=47,place=1] best score = 0.00542456; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1226.760s]
-22/01/24 04:33:43| DEBUG [size=47,place=2] best score = 0.00549093; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1226.761s]
-22/01/24 04:38:59| DEBUG [size=16,place=1] best score = 0.00546224; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 315.835s]
-22/01/24 04:38:59| DEBUG [size=16,place=2] best score = 0.00551615; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 315.836s]
-22/01/24 04:38:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00542) [took 3133.3284s]
-22/01/24 04:45:36| INFO mul_kde_lr_gs finished [took 3530.5438s]
-22/01/24 04:48:10| DEBUG [size=11,place=1] best score = 0.00846823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.360s]
-22/01/24 04:48:10| DEBUG [size=11,place=2] best score = 0.00932564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.361s]
-22/01/24 05:05:14| DEBUG [size=56,place=1] best score = 0.00780377; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1023.470s]
-22/01/24 05:05:14| DEBUG [size=56,place=2] best score = 0.00811095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1023.470s]
-22/01/24 05:17:51| DEBUG [size=48,place=1] best score = 0.00689117; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 757.633s]
-22/01/24 05:17:51| DEBUG [size=48,place=2] best score = 0.00785134; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 757.633s]
-22/01/24 05:21:14| DEBUG [size=16,place=1] best score = 0.00658839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.386s]
-22/01/24 05:21:14| DEBUG [size=16,place=2] best score = 0.00740262; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.387s]
-22/01/24 05:33:52| DEBUG [size=41,place=1] best score = 0.00680687; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.051s]
-22/01/24 05:33:52| DEBUG [size=41,place=2] best score = 0.00714308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.051s]
-22/01/24 05:33:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00659) [took 2895.0174s]
-22/01/24 05:38:57| INFO m3w_kde_lr_gs finished [took 3200.2806s]
-22/01/24 05:38:57| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 9219.1909s]
-22/01/24 05:38:57| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
-22/01/24 05:50:10| INFO bin_kde_lr finished [took 668.1809s]
-22/01/24 05:50:15| INFO bin_kde_lr_ne finished [took 672.7372s]
-22/01/24 05:50:20| INFO bin_kde_lr_c finished [took 678.8505s]
-22/01/24 05:51:12| INFO bin_kde_lr_mc finished [took 730.2351s]
-22/01/24 05:53:58| INFO m3w_kde_lr_mc finished [took 896.6688s]
-22/01/24 05:54:53| INFO m3w_kde_lr_c finished [took 951.0682s]
-22/01/24 05:55:05| INFO m3w_kde_lr finished [took 964.8811s]
-22/01/24 05:55:21| INFO mul_kde_lr_ne finished [took 979.1536s]
-22/01/24 05:55:47| INFO mul_kde_lr_mc finished [took 1005.5934s]
-22/01/24 05:55:50| INFO mul_kde_lr_c finished [took 1008.0531s]
-22/01/24 05:55:54| INFO mul_kde_lr finished [took 1012.8687s]
-22/01/24 05:56:35| INFO ref finished [took 73.3250s]
-22/01/24 05:57:25| INFO atc_mc finished [took 96.8959s]
-22/01/24 05:57:29| INFO doc finished [took 98.7546s]
-22/01/24 05:59:27| INFO bin_kde_lr_is finished [took 552.4898s]
-22/01/24 06:01:37| INFO m3w_kde_lr_ne finished [took 686.4857s]
-22/01/24 06:01:43| INFO bin_kde_lr_a finished [took 464.0216s]
-22/01/24 06:02:37| INFO mul_kde_lr_is finished [took 735.4146s]
-22/01/24 06:02:54| INFO m3w_kde_lr_is finished [took 701.1101s]
-22/01/24 06:05:23| INFO mul_kde_lr_a finished [took 629.6888s]
-22/01/24 06:05:27| INFO m3w_kde_lr_a finished [took 622.0697s]
-22/01/24 06:06:32| DEBUG [size=11,place=1] best score = 0.01198587; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 64.020s]
-22/01/24 06:06:32| DEBUG [size=11,place=2] best score = 0.01305454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 64.020s]
-22/01/24 06:10:43| DEBUG [size=54,place=1] best score = 0.00817015; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 251.181s]
-22/01/24 06:10:43| DEBUG [size=54,place=2] best score = 0.00865053; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 251.182s]
-22/01/24 06:13:17| DEBUG [size=24,place=1] best score = 0.00760267; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 153.439s]
-22/01/24 06:13:17| DEBUG [size=24,place=2] best score = 0.00796776; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 153.439s]
-22/01/24 06:14:24| DEBUG [size=14,place=1] best score = 0.00739039; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 66.795s]
-22/01/24 06:14:24| DEBUG [size=14,place=2] best score = 0.00780215; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 66.796s]
-22/01/24 06:18:27| DEBUG [size=45,place=1] best score = 0.00875752; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 243.691s]
-22/01/24 06:18:27| DEBUG [size=45,place=2] best score = 0.00897741; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 243.692s]
-22/01/24 06:18:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00739) [took 779.2459s]
-22/01/24 06:22:19| INFO bin_kde_lr_gs finished [took 1011.1300s]
-22/01/24 06:25:43| DEBUG [size=11,place=1] best score = 0.00961015; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.620s]
-22/01/24 06:25:43| DEBUG [size=11,place=2] best score = 0.01506050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 203.621s]
-22/01/24 06:48:38| DEBUG [size=56,place=1] best score = 0.00774509; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1374.847s]
-22/01/24 06:48:38| DEBUG [size=56,place=2] best score = 0.00894685; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1374.848s]
-22/01/24 07:02:21| DEBUG [size=44,place=1] best score = 0.00688919; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 822.788s]
-22/01/24 07:02:21| DEBUG [size=44,place=2] best score = 0.00816580; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 822.788s]
-22/01/24 07:14:07| DEBUG [size=31,place=1] best score = 0.00706754; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 706.537s]
-22/01/24 07:14:07| DEBUG [size=31,place=2] best score = 0.00826835; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 706.537s]
-22/01/24 07:14:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00689) [took 3107.9093s]
-22/01/24 07:19:34| INFO mul_kde_lr_gs finished [took 3434.0923s]
-22/01/24 07:22:10| DEBUG [size=11,place=1] best score = 0.00844754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 155.244s]
-22/01/24 07:22:10| DEBUG [size=11,place=2] best score = 0.01024765; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 155.244s]
-22/01/24 07:38:28| DEBUG [size=54,place=1] best score = 0.00791681; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 978.723s]
-22/01/24 07:38:28| DEBUG [size=54,place=2] best score = 0.00821471; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 978.723s]
-22/01/24 07:46:55| DEBUG [size=28,place=1] best score = 0.00697562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 506.112s]
-22/01/24 07:46:55| DEBUG [size=28,place=2] best score = 0.00737688; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 506.112s]
-22/01/24 07:54:54| DEBUG [size=31,place=1] best score = 0.00668346; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 479.413s]
-22/01/24 07:54:54| DEBUG [size=31,place=2] best score = 0.00695179; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 479.413s]
-22/01/24 08:09:09| DEBUG [size=51,place=1] best score = 0.00660730; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 855.276s]
-22/01/24 08:09:09| DEBUG [size=51,place=2] best score = 0.00729048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 855.277s]
-22/01/24 08:19:31| DEBUG [size=44,place=1] best score = 0.00739451; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 621.253s]
-22/01/24 08:19:31| DEBUG [size=44,place=2] best score = 0.00797256; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 621.254s]
-22/01/24 08:19:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00661) [took 3596.1489s]
-22/01/24 08:24:15| INFO m3w_kde_lr_gs finished [took 3880.4439s]
-22/01/24 08:24:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 9917.7905s]
-22/01/24 08:24:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
-22/01/24 08:35:29| INFO bin_kde_lr finished [took 672.2920s]
-22/01/24 08:35:58| INFO bin_kde_lr_mc finished [took 696.0020s]
-22/01/24 08:36:05| INFO bin_kde_lr_c finished [took 708.5380s]
-22/01/24 08:36:06| INFO bin_kde_lr_ne finished [took 704.5781s]
-22/01/24 08:39:10| INFO m3w_kde_lr finished [took 893.7554s]
-22/01/24 08:39:39| INFO m3w_kde_lr_mc finished [took 917.3173s]
-22/01/24 08:40:08| INFO mul_kde_lr finished [took 951.5063s]
-22/01/24 08:40:13| INFO mul_kde_lr_mc finished [took 951.9202s]
-22/01/24 08:40:41| INFO mul_kde_lr_ne finished [took 979.2193s]
-22/01/24 08:41:02| INFO m3w_kde_lr_c finished [took 1004.8013s]
-22/01/24 08:41:22| INFO mul_kde_lr_c finished [took 1024.7786s]
-22/01/24 08:41:59| INFO ref finished [took 104.2493s]
-22/01/24 08:42:16| INFO atc_mc finished [took 94.9254s]
-22/01/24 08:42:33| INFO doc finished [took 90.9407s]
-22/01/24 08:45:06| INFO bin_kde_lr_is finished [took 547.7790s]
-22/01/24 08:46:56| INFO bin_kde_lr_a finished [took 464.7679s]
-22/01/24 08:48:22| INFO m3w_kde_lr_is finished [took 735.3021s]
-22/01/24 08:48:38| INFO mul_kde_lr_is finished [took 752.7185s]
-22/01/24 08:49:08| INFO m3w_kde_lr_ne finished [took 818.7603s]
-22/01/24 08:50:50| INFO m3w_kde_lr_a finished [took 641.2675s]
-22/01/24 08:51:57| INFO mul_kde_lr_a finished [took 737.9039s]
-22/01/24 08:53:03| DEBUG [size=11,place=1] best score = 0.00656387; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 64.466s]
-22/01/24 08:53:03| DEBUG [size=11,place=2] best score = 0.00728779; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 64.467s]
-22/01/24 08:59:18| DEBUG [size=54,place=1] best score = 0.00657692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 374.912s]
-22/01/24 08:59:18| DEBUG [size=54,place=2] best score = 0.00671484; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 374.913s]
-22/01/24 08:59:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00656) [took 439.3905s]
-22/01/24 09:03:38| INFO bin_kde_lr_gs finished [took 700.0945s]
-22/01/24 09:07:07| DEBUG [size=11,place=1] best score = 0.00719102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 208.305s]
-22/01/24 09:07:07| DEBUG [size=11,place=2] best score = 0.01058719; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 208.305s]
-22/01/24 09:28:26| DEBUG [size=53,place=1] best score = 0.00789021; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1278.567s]
-22/01/24 09:28:26| DEBUG [size=53,place=2] best score = 0.00791237; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1278.567s]
-22/01/24 09:28:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00719) [took 1486.8795s]
-22/01/24 09:34:28| INFO mul_kde_lr_gs finished [took 1848.7692s]
-22/01/24 09:37:02| DEBUG [size=11,place=1] best score = 0.00703197; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.765s]
-22/01/24 09:37:02| DEBUG [size=11,place=2] best score = 0.00781022; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 153.765s]
-22/01/24 09:53:10| DEBUG [size=54,place=1] best score = 0.00617891; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 967.243s]
-22/01/24 09:53:10| DEBUG [size=54,place=2] best score = 0.00666618; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 967.244s]
-22/01/24 10:07:31| DEBUG [size=45,place=1] best score = 0.00700831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 861.181s]
-22/01/24 10:07:31| DEBUG [size=45,place=2] best score = 0.00711479; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 861.181s]
-22/01/24 10:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00618) [took 1982.2103s]
-22/01/24 10:12:30| INFO m3w_kde_lr_gs finished [took 2281.7264s]
-22/01/24 10:12:30| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 6495.2846s]
-22/01/24 10:12:30| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
-22/01/24 10:24:39| INFO bin_kde_lr finished [took 723.3926s]
-22/01/24 10:25:17| INFO bin_kde_lr_mc finished [took 761.2086s]
-22/01/24 10:25:22| INFO bin_kde_lr_c finished [took 766.1754s]
-22/01/24 10:25:38| INFO bin_kde_lr_ne finished [took 782.1847s]
-22/01/24 10:28:07| INFO m3w_kde_lr finished [took 931.0637s]
-22/01/24 10:28:47| INFO mul_kde_lr finished [took 971.5264s]
-22/01/24 10:29:13| INFO m3w_kde_lr_c finished [took 997.8288s]
-22/01/24 10:29:21| INFO m3w_kde_lr_mc finished [took 1005.2090s]
-22/01/24 10:30:24| INFO mul_kde_lr_ne finished [took 1070.8450s]
-22/01/24 10:30:57| INFO ref finished [took 95.5243s]
-22/01/24 10:31:16| INFO mul_kde_lr_c finished [took 1120.6293s]
-22/01/24 10:31:23| INFO mul_kde_lr_mc finished [took 1127.7476s]
-22/01/24 10:31:58| INFO doc finished [took 59.8640s]
-22/01/24 10:31:59| INFO atc_mc finished [took 93.7486s]
-22/01/24 10:34:41| INFO bin_kde_lr_is finished [took 563.6776s]
-22/01/24 10:37:37| INFO bin_kde_lr_a finished [took 569.3022s]
-22/01/24 10:37:41| INFO m3w_kde_lr_is finished [took 722.2978s]
-22/01/24 10:37:44| INFO m3w_kde_lr_ne finished [took 784.0898s]
-22/01/24 10:38:04| INFO mul_kde_lr_is finished [took 761.4636s]
-22/01/24 10:40:06| INFO m3w_kde_lr_a finished [took 651.9740s]
-22/01/24 10:41:42| INFO mul_kde_lr_a finished [took 774.1500s]
-22/01/24 10:42:42| DEBUG [size=11,place=1] best score = 0.00600592; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 59.917s]
-22/01/24 10:42:42| DEBUG [size=11,place=2] best score = 0.00658727; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 59.917s]
-22/01/24 10:46:51| DEBUG [size=56,place=1] best score = 0.00544039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 248.948s]
-22/01/24 10:46:51| DEBUG [size=56,place=2] best score = 0.00545344; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 248.949s]
-22/01/24 10:48:01| DEBUG [size=18,place=1] best score = 0.00522593; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 69.796s]
-22/01/24 10:48:01| DEBUG [size=18,place=2] best score = 0.00527576; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 69.796s]
-22/01/24 10:49:42| DEBUG [size=23,place=1] best score = 0.00519506; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 101.167s]
-22/01/24 10:49:42| DEBUG [size=23,place=2] best score = 0.00520267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 101.167s]
-22/01/24 10:51:36| DEBUG [size=29,place=1] best score = 0.00521687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 113.591s]
-22/01/24 10:51:36| DEBUG [size=29,place=2] best score = 0.00522184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 113.591s]
-22/01/24 10:51:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} (score=0.00520) [took 593.5520s]
-22/01/24 10:55:53| INFO bin_kde_lr_gs finished [took 850.6392s]
-22/01/24 10:59:21| DEBUG [size=11,place=1] best score = 0.00626370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 207.613s]
-22/01/24 10:59:21| DEBUG [size=11,place=2] best score = 0.00879919; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.614s]
-22/01/24 11:16:13| DEBUG [size=56,place=1] best score = 0.00619999; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1012.042s]
-22/01/24 11:16:13| DEBUG [size=56,place=2] best score = 0.00624223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1012.043s]
-22/01/24 11:23:34| DEBUG [size=32,place=1] best score = 0.00695607; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 440.419s]
-22/01/24 11:23:34| DEBUG [size=32,place=2] best score = 0.00843643; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 440.420s]
-22/01/24 11:23:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00620) [took 1660.0886s]
-22/01/24 11:28:47| INFO mul_kde_lr_gs finished [took 1973.6217s]
-22/01/24 11:31:24| DEBUG [size=11,place=1] best score = 0.00604831; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 156.119s]
-22/01/24 11:31:24| DEBUG [size=11,place=2] best score = 0.00628570; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.120s]
-22/01/24 11:48:18| DEBUG [size=56,place=1] best score = 0.00520158; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.378s]
-22/01/24 11:48:18| DEBUG [size=56,place=2] best score = 0.00529784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1013.379s]
-22/01/24 11:57:35| DEBUG [size=42,place=1] best score = 0.00518178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 557.763s]
-22/01/24 11:57:35| DEBUG [size=42,place=2] best score = 0.00524155; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 557.763s]
-22/01/24 12:03:12| DEBUG [size=29,place=1] best score = 0.00524028; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 336.944s]
-22/01/24 12:03:12| DEBUG [size=29,place=2] best score = 0.00564520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 336.945s]
-22/01/24 12:03:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00518) [took 2064.3292s]
-22/01/24 12:07:39| INFO m3w_kde_lr_gs finished [took 2331.3698s]
-22/01/24 12:07:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 6909.2906s]
-22/01/24 12:07:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
-22/01/24 12:19:16| INFO bin_kde_lr_c finished [took 694.5242s]
-22/01/24 12:20:16| INFO bin_kde_lr finished [took 753.8118s]
-22/01/24 12:20:57| INFO bin_kde_lr_mc finished [took 795.0854s]
-22/01/24 12:21:14| INFO bin_kde_lr_ne finished [took 807.6114s]
-22/01/24 12:22:30| INFO m3w_kde_lr_mc finished [took 882.3631s]
-22/01/24 12:22:57| INFO m3w_kde_lr finished [took 915.3682s]
-22/01/24 12:23:42| INFO m3w_kde_lr_c finished [took 960.1516s]
-22/01/24 12:24:11| INFO mul_kde_lr_mc finished [took 989.2502s]
-22/01/24 12:24:21| INFO mul_kde_lr_c finished [took 1000.2281s]
-22/01/24 12:24:25| INFO mul_kde_lr finished [took 1002.9913s]
-22/01/24 12:24:46| INFO mul_kde_lr_ne finished [took 1019.2112s]
-22/01/24 12:25:22| INFO ref finished [took 70.2915s]
-22/01/24 12:25:50| INFO atc_mc finished [took 87.4637s]
-22/01/24 12:26:05| INFO doc finished [took 99.7585s]
-22/01/24 12:29:42| INFO bin_kde_lr_is finished [took 566.0150s]
-22/01/24 12:30:47| INFO bin_kde_lr_a finished [took 496.6267s]
-22/01/24 12:31:38| INFO m3w_kde_lr_ne finished [took 741.2170s]
-22/01/24 12:32:03| INFO m3w_kde_lr_is finished [took 647.8121s]
-22/01/24 12:33:47| INFO m3w_kde_lr_a finished [took 604.1101s]
-22/01/24 12:33:49| INFO mul_kde_lr_is finished [took 772.2322s]
-22/01/24 12:34:12| INFO mul_kde_lr_a finished [took 674.3485s]
-22/01/24 12:35:10| DEBUG [size=11,place=1] best score = 0.00869322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 56.513s]
-22/01/24 12:35:10| DEBUG [size=11,place=2] best score = 0.01005726; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.514s]
-22/01/24 12:38:14| DEBUG [size=56,place=1] best score = 0.00548716; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 184.519s]
-22/01/24 12:38:14| DEBUG [size=56,place=2] best score = 0.00555262; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 184.519s]
-22/01/24 12:39:25| DEBUG [size=18,place=1] best score = 0.00617450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 70.776s]
-22/01/24 12:39:25| DEBUG [size=18,place=2] best score = 0.00686150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 70.777s]
-22/01/24 12:39:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00549) [took 311.9230s]
-22/01/24 12:43:42| INFO bin_kde_lr_gs finished [took 569.3523s]
-22/01/24 12:47:23| DEBUG [size=11,place=1] best score = 0.00759010; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 219.677s]
-22/01/24 12:47:23| DEBUG [size=11,place=2] best score = 0.01244606; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 219.677s]
-22/01/24 13:10:41| DEBUG [size=56,place=1] best score = 0.00709916; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1398.207s]
-22/01/24 13:10:41| DEBUG [size=56,place=2] best score = 0.00739565; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1398.207s]
-22/01/24 13:23:15| DEBUG [size=33,place=1] best score = 0.00728327; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 753.819s]
-22/01/24 13:23:15| DEBUG [size=33,place=2] best score = 0.00728623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 753.819s]
-22/01/24 13:23:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00710) [took 2371.8124s]
-22/01/24 13:28:19| INFO mul_kde_lr_gs finished [took 2675.3364s]
-22/01/24 13:30:50| DEBUG [size=11,place=1] best score = 0.00808026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 150.646s]
-22/01/24 13:30:50| DEBUG [size=11,place=2] best score = 0.00838852; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 150.647s]
-22/01/24 13:42:57| DEBUG [size=53,place=1] best score = 0.00661369; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 727.048s]
-22/01/24 13:42:57| DEBUG [size=53,place=2] best score = 0.00724182; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 727.049s]
-22/01/24 13:45:46| DEBUG [size=16,place=1] best score = 0.00682511; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 168.434s]
-22/01/24 13:45:46| DEBUG [size=16,place=2] best score = 0.00694383; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.435s]
-22/01/24 13:45:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00661) [took 1046.1396s]
-22/01/24 13:50:26| INFO m3w_kde_lr_gs finished [took 1326.1196s]
-22/01/24 13:50:26| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 6166.0136s]
-22/01/24 13:50:26| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
-22/01/24 13:50:51| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 13:50:51| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 13:50:52| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 13:50:59| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 13:51:21| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 13:51:56| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-22/01/24 14:06:58| INFO mul_kde_lr_c finished [took 990.9453s]
-22/01/24 14:07:08| INFO m3w_kde_lr_c finished [took 1000.7584s]
-22/01/24 14:07:09| INFO m3w_kde_lr finished [took 1001.4048s]
-22/01/24 14:07:10| INFO m3w_kde_lr_mc finished [took 998.8652s]
-22/01/24 14:07:17| INFO m3w_kde_lr_ne finished [took 984.4609s]
-22/01/24 14:07:19| INFO m3w_kde_lr_is finished [took 977.8138s]
-22/01/24 14:08:18| INFO mul_kde_lr finished [took 1070.8174s]
-22/01/24 14:08:26| INFO mul_kde_lr_is finished [took 1052.3395s]
-22/01/24 14:08:31| INFO mul_kde_lr_ne finished [took 1082.0803s]
-22/01/24 14:08:33| INFO mul_kde_lr_a finished [took 994.6399s]
-22/01/24 14:08:33| INFO ref finished [took 84.4722s]
-22/01/24 14:08:37| INFO mul_kde_lr_mc finished [took 1085.2625s]
-22/01/24 14:08:40| INFO atc_mc finished [took 91.0744s]
-22/01/24 14:08:41| INFO doc finished [took 89.6810s]
-22/01/24 14:16:27| INFO m3w_kde_lr_a finished [took 568.3389s]
-22/01/24 14:56:32| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-22/01/24 14:59:56| DEBUG [size=11,place=1] best score = 0.00703133; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 203.400s]
-22/01/24 14:59:56| DEBUG [size=11,place=2] best score = 0.00848151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.400s]
-22/01/24 15:16:11| DEBUG [size=56,place=1] best score = 0.00518205; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 975.236s]
-22/01/24 15:16:11| DEBUG [size=56,place=2] best score = 0.00574884; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 975.236s]
-22/01/24 15:22:44| DEBUG [size=35,place=1] best score = 0.00520339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 393.291s]
-22/01/24 15:22:44| DEBUG [size=35,place=2] best score = 0.00558127; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 393.291s]
-22/01/24 15:22:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00518) [took 1572.0407s]
-22/01/24 15:28:01| INFO mul_kde_lr_gs finished [took 1888.8173s]
-22/01/24 15:30:31| DEBUG [size=11,place=1] best score = 0.00618326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 149.358s]
-22/01/24 15:30:31| DEBUG [size=11,place=2] best score = 0.00758194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 149.358s]
-22/01/24 15:42:09| DEBUG [size=56,place=1] best score = 0.00515526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.334s]
-22/01/24 15:42:09| DEBUG [size=56,place=2] best score = 0.00540460; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.335s]
-22/01/24 15:46:59| DEBUG [size=48,place=1] best score = 0.00524910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.421s]
-22/01/24 15:46:59| DEBUG [size=48,place=2] best score = 0.00531381; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 290.421s]
-22/01/24 15:46:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00516) [took 1137.2340s]
-22/01/24 15:51:49| INFO m3w_kde_lr_gs finished [took 1426.6192s]
-22/01/24 15:51:49| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 7282.9799s]
-----------------------------------------------------------------------------------------------------
-23/01/24 19:53:46| INFO dataset imdb [pool size: 10]
-23/01/24 19:53:46| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:54:08| INFO ref finished [took 19.5573s]
-23/01/24 19:54:16| INFO atc_mc finished [took 26.3376s]
-23/01/24 19:54:22| INFO doc finished [took 32.4467s]
-23/01/24 19:54:27| INFO mul_sld_lr_is finished [took 38.4736s]
-23/01/24 19:54:30| INFO cross finished [took 41.7976s]
-23/01/24 19:54:32| INFO m3w_sld_lr_is finished [took 41.9319s]
-23/01/24 19:54:34| INFO bin_sld_lr_is finished [took 45.0860s]
-23/01/24 19:54:34| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 47.9390s]
-23/01/24 19:54:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-23/01/24 19:56:02| INFO dataset imdb [pool size: 10]
-23/01/24 19:56:02| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 19:56:21| INFO ref finished [took 16.4877s]
-23/01/24 19:56:27| INFO atc_mc finished [took 23.0446s]
-23/01/24 19:56:32| INFO doc finished [took 27.7256s]
-23/01/24 19:56:35| INFO cross finished [took 30.2520s]
-23/01/24 19:57:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 41.7069s]
-23/01/24 19:58:01| INFO bin_sld_lr_gs finished [took 85.2381s]
-23/01/24 20:06:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 507.1669s]
-23/01/24 20:06:58| INFO mul_sld_lr_gs finished [took 536.3159s]
-23/01/24 20:13:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 383.0204s]
-23/01/24 20:13:49| INFO m3w_sld_lr_gs finished [took 409.4930s]
-23/01/24 20:13:49| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 1066.4131s]
-23/01/24 20:13:49| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 20:14:06| INFO ref finished [took 16.6285s]
-23/01/24 20:14:13| INFO atc_mc finished [took 23.2214s]
-23/01/24 20:14:17| INFO doc finished [took 27.7989s]
-23/01/24 20:14:18| INFO cross finished [took 28.3642s]
-23/01/24 20:16:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 146.0559s]
-23/01/24 20:17:30| INFO bin_sld_lr_gs finished [took 191.5594s]
-23/01/24 20:26:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 550.8110s]
-23/01/24 20:27:10| INFO mul_sld_lr_gs finished [took 578.5552s]
-23/01/24 20:33:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 391.8945s]
-23/01/24 20:34:11| INFO m3w_sld_lr_gs finished [took 418.5794s]
-23/01/24 20:34:11| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1221.9610s]
-23/01/24 20:34:11| INFO Dataset sample [0.3 0.7] of dataset imdb started
-23/01/24 20:34:28| INFO ref finished [took 16.7474s]
-23/01/24 20:34:35| INFO atc_mc finished [took 23.5851s]
-23/01/24 20:34:39| INFO cross finished [took 28.0221s]
-23/01/24 20:34:40| INFO doc finished [took 28.1189s]
-23/01/24 20:37:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 157.4661s]
-23/01/24 20:37:46| INFO bin_sld_lr_gs finished [took 184.7259s]
-23/01/24 20:46:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 548.3231s]
-23/01/24 20:47:29| INFO mul_sld_lr_gs finished [took 581.5447s]
-23/01/24 20:53:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 388.2487s]
-23/01/24 20:54:25| INFO m3w_sld_lr_gs finished [took 414.6398s]
-23/01/24 20:54:25| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1214.1214s]
-23/01/24 20:54:25| INFO Dataset sample [0.4 0.6] of dataset imdb started
-23/01/24 20:54:42| INFO ref finished [took 16.6452s]
-23/01/24 20:54:48| INFO atc_mc finished [took 23.0271s]
-23/01/24 20:54:53| INFO cross finished [took 27.5032s]
-23/01/24 20:54:53| INFO doc finished [took 28.0222s]
-23/01/24 20:57:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 167.3530s]
-23/01/24 20:58:16| INFO bin_sld_lr_gs finished [took 201.8259s]
-23/01/24 21:07:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00961) [took 543.8822s]
-23/01/24 21:07:52| INFO mul_sld_lr_gs finished [took 574.7974s]
-23/01/24 21:14:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 387.4704s]
-23/01/24 21:14:48| INFO m3w_sld_lr_gs finished [took 414.4073s]
-23/01/24 21:14:48| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 1222.8952s]
-23/01/24 21:14:48| INFO Dataset sample [0.5 0.5] of dataset imdb started
-23/01/24 21:15:05| INFO ref finished [took 17.0035s]
-23/01/24 21:15:12| INFO atc_mc finished [took 23.2874s]
-23/01/24 21:15:16| INFO cross finished [took 27.5609s]
-23/01/24 21:15:16| INFO doc finished [took 28.0879s]
-23/01/24 21:18:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 168.2216s]
-23/01/24 21:18:37| INFO bin_sld_lr_gs finished [took 199.1848s]
-----------------------------------------------------------------------------------------------------
-23/01/24 21:21:16| INFO dataset imdb [pool size: 10]
-23/01/24 21:21:16| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 21:22:55| INFO ref finished [took 89.3442s]
-23/01/24 21:23:51| INFO atc_mc finished [took 142.8200s]
-23/01/24 21:24:20| INFO m3w_sld_lr_is finished [took 171.7535s]
-23/01/24 21:24:22| INFO doc finished [took 173.6743s]
-23/01/24 21:24:26| INFO cross finished [took 179.4156s]
-23/01/24 21:24:38| INFO mul_sld_lr_is finished [took 192.4387s]
-23/01/24 21:25:21| INFO bin_sld_lr_is finished [took 231.5654s]
-23/01/24 21:25:21| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 244.2369s]
-23/01/24 21:25:21| INFO Dataset sample [0.2 0.8] of dataset imdb started
-----------------------------------------------------------------------------------------------------
-23/01/24 21:25:52| INFO dataset imdb [pool size: 10]
-23/01/24 21:25:52| INFO Dataset sample [0.1 0.9] of dataset imdb started
-23/01/24 21:26:14| INFO ref finished [took 19.6522s]
-23/01/24 21:26:22| INFO atc_mc finished [took 26.7780s]
-23/01/24 21:26:31| INFO m3w_sld_lr_is finished [took 35.8703s]
-23/01/24 21:26:33| INFO mul_sld_lr_is finished [took 38.6665s]
-23/01/24 21:26:34| INFO doc finished [took 39.4499s]
-23/01/24 21:26:37| INFO cross finished [took 41.0983s]
-23/01/24 21:26:39| INFO bin_sld_lr_is finished [took 44.4780s]
-23/01/24 21:26:39| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 47.3337s]
-23/01/24 21:26:39| INFO Dataset sample [0.2 0.8] of dataset imdb started
-23/01/24 21:27:07| INFO atc_mc finished [took 26.9553s]
-23/01/24 21:27:10| INFO ref finished [took 29.5534s]
-23/01/24 21:27:13| INFO doc finished [took 32.9375s]
-23/01/24 21:27:14| INFO cross finished [took 32.3306s]
-23/01/24 21:27:18| INFO m3w_sld_lr_is finished [took 35.4712s]
-23/01/24 21:27:33| INFO bin_sld_lr_is finished [took 50.5895s]
-23/01/24 21:27:33| INFO mul_sld_lr_is finished [took 49.6091s]
-23/01/24 21:27:33| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 53.9541s]
-23/01/24 21:27:33| INFO Dataset sample [0.3 0.7] of dataset imdb started
-23/01/24 21:28:02| INFO atc_mc finished [took 26.9149s]
-23/01/24 21:28:05| INFO ref finished [took 29.2935s]
-23/01/24 21:28:07| INFO cross finished [took 32.1906s]
-23/01/24 21:28:08| INFO doc finished [took 33.2475s]
-23/01/24 21:28:12| INFO m3w_sld_lr_is finished [took 36.8988s]
-23/01/24 21:28:20| INFO mul_sld_lr_is finished [took 45.0082s]
-23/01/24 21:28:27| INFO bin_sld_lr_is finished [took 51.5633s]
-23/01/24 21:28:27| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 53.3419s]
-23/01/24 21:28:27| INFO Dataset sample [0.4 0.6] of dataset imdb started
-23/01/24 21:28:48| INFO ref finished [took 19.7953s]
-23/01/24 21:29:00| INFO cross finished [took 32.1390s]
-23/01/24 21:29:01| INFO doc finished [took 32.8257s]
-23/01/24 21:29:02| INFO atc_mc finished [took 33.8536s]
-23/01/24 21:29:11| INFO bin_sld_lr_is finished [took 43.0276s]
-23/01/24 21:29:12| INFO m3w_sld_lr_is finished [took 43.5561s]
-23/01/24 21:29:13| INFO mul_sld_lr_is finished [took 45.1665s]
-23/01/24 21:29:13| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 46.1581s]
-23/01/24 21:29:13| INFO Dataset sample [0.5 0.5] of dataset imdb started
-23/01/24 21:29:34| INFO ref finished [took 19.6239s]
-23/01/24 21:29:41| INFO atc_mc finished [took 26.4663s]
-23/01/24 21:29:45| INFO cross finished [took 31.0542s]
-23/01/24 21:29:47| INFO doc finished [took 32.9499s]
-23/01/24 21:29:55| INFO bin_sld_lr_is finished [took 41.1047s]
-23/01/24 21:29:57| INFO m3w_sld_lr_is finished [took 42.3550s]
-23/01/24 21:30:06| INFO mul_sld_lr_is finished [took 51.4984s]
-23/01/24 21:30:06| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 53.1013s]
-23/01/24 21:30:06| INFO Dataset sample [0.6 0.4] of dataset imdb started
-23/01/24 21:30:27| INFO ref finished [took 19.7165s]
-23/01/24 21:30:38| INFO cross finished [took 31.3349s]
-23/01/24 21:30:40| INFO doc finished [took 32.5922s]
-23/01/24 21:30:41| INFO atc_mc finished [took 33.6995s]
-23/01/24 21:30:50| INFO bin_sld_lr_is finished [took 42.8068s]
-23/01/24 21:30:50| INFO m3w_sld_lr_is finished [took 42.6184s]
-23/01/24 21:30:55| INFO mul_sld_lr_is finished [took 47.7929s]
-23/01/24 21:30:55| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 48.8786s]
-23/01/24 21:30:55| INFO Dataset sample [0.7 0.3] of dataset imdb started
-23/01/24 21:31:24| INFO atc_mc finished [took 26.8637s]
-23/01/24 21:31:26| INFO ref finished [took 28.7589s]
-23/01/24 21:31:29| INFO cross finished [took 32.0702s]
-23/01/24 21:31:30| INFO doc finished [took 32.9735s]
-23/01/24 21:31:40| INFO bin_sld_lr_is finished [took 43.9765s]
-23/01/24 21:31:42| INFO m3w_sld_lr_is finished [took 44.2538s]
-23/01/24 21:31:44| INFO mul_sld_lr_is finished [took 47.1958s]
-23/01/24 21:31:44| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 48.7605s]
-23/01/24 21:31:44| INFO Dataset sample [0.8 0.2] of dataset imdb started
-23/01/24 21:32:04| INFO ref finished [took 19.6045s]
-23/01/24 21:32:11| INFO atc_mc finished [took 25.9357s]
-23/01/24 21:32:16| INFO cross finished [took 31.5665s]
-23/01/24 21:32:24| INFO doc finished [took 38.9107s]
-23/01/24 21:32:27| INFO m3w_sld_lr_is finished [took 42.0688s]
-23/01/24 21:32:39| INFO mul_sld_lr_is finished [took 54.6540s]
-23/01/24 21:32:40| INFO bin_sld_lr_is finished [took 55.4497s]
-23/01/24 21:32:40| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 56.4240s]
-23/01/24 21:32:40| INFO Dataset sample [0.9 0.1] of dataset imdb started
-23/01/24 21:33:00| INFO ref finished [took 19.2954s]
-23/01/24 21:33:14| INFO doc finished [took 32.5730s]
-23/01/24 21:33:15| INFO atc_mc finished [took 32.9237s]
-23/01/24 21:33:15| INFO cross finished [took 33.8095s]
-23/01/24 21:33:17| INFO m3w_sld_lr_is finished [took 35.8189s]
-23/01/24 21:33:24| INFO mul_sld_lr_is finished [took 42.1807s]
-23/01/24 21:33:37| INFO bin_sld_lr_is finished [took 55.9141s]
-23/01/24 21:33:37| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 56.9186s]
-----------------------------------------------------------------------------------------------------
-23/01/24 21:33:47| INFO dataset rcv1_CCAT [pool size: 10]
-23/01/24 21:33:47| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-23/01/24 21:34:55| INFO ref finished [took 66.1831s]
-23/01/24 21:35:02| INFO atc_mc finished [took 73.1012s]
-23/01/24 21:35:06| INFO m3w_sld_lr_is finished [took 77.3897s]
-23/01/24 21:35:07| INFO doc finished [took 77.6711s]
-23/01/24 21:35:20| INFO mul_sld_lr_is finished [took 91.1236s]
-23/01/24 21:35:29| INFO cross finished [took 99.3752s]
-23/01/24 21:35:55| INFO bin_sld_lr_is finished [took 125.1527s]
-23/01/24 21:35:55| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 127.3341s]
-23/01/24 21:35:55| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-23/01/24 21:37:10| INFO atc_mc finished [took 73.3477s]
-23/01/24 21:37:12| INFO cross finished [took 75.5659s]
-23/01/24 21:37:16| INFO m3w_sld_lr_is finished [took 79.3672s]
-23/01/24 21:37:31| INFO ref finished [took 93.8054s]
-23/01/24 21:37:35| INFO mul_sld_lr_is finished [took 98.5057s]
-23/01/24 21:37:37| INFO doc finished [took 99.7521s]
-23/01/24 21:37:38| INFO bin_sld_lr_is finished [took 101.7772s]
-23/01/24 21:37:38| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 103.6091s]
-23/01/24 21:37:38| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-23/01/24 21:38:54| INFO atc_mc finished [took 74.4037s]
-23/01/24 21:38:57| INFO cross finished [took 76.8159s]
-23/01/24 21:38:58| INFO m3w_sld_lr_is finished [took 78.4892s]
-23/01/24 21:38:59| INFO doc finished [took 79.0709s]
-23/01/24 21:39:13| INFO ref finished [took 92.4705s]
-23/01/24 21:39:19| INFO mul_sld_lr_is finished [took 99.4789s]
-23/01/24 21:39:38| INFO bin_sld_lr_is finished [took 116.9527s]
-23/01/24 21:39:38| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 119.6431s]
-23/01/24 21:39:38| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-23/01/24 21:40:47| INFO ref finished [took 67.2963s]
-23/01/24 21:40:57| INFO doc finished [took 77.9089s]
-23/01/24 21:41:01| INFO m3w_sld_lr_is finished [took 81.7154s]
-23/01/24 21:41:13| INFO bin_sld_lr_is finished [took 93.8030s]
-23/01/24 21:41:17| INFO atc_mc finished [took 97.4765s]
-23/01/24 21:41:18| INFO mul_sld_lr_is finished [took 98.8490s]
-23/01/24 21:41:19| INFO cross finished [took 98.8497s]
-23/01/24 21:41:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 100.7869s]
-23/01/24 21:41:19| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-23/01/24 21:42:35| INFO atc_mc finished [took 74.3712s]
-23/01/24 21:42:35| INFO doc finished [took 75.2411s]
-23/01/24 21:42:43| INFO m3w_sld_lr_is finished [took 81.4573s]
-23/01/24 21:42:54| INFO ref finished [took 92.5004s]
-23/01/24 21:42:55| INFO bin_sld_lr_is finished [took 94.6173s]
-23/01/24 21:42:58| INFO cross finished [took 97.8241s]
-23/01/24 21:43:00| INFO mul_sld_lr_is finished [took 99.3105s]
-23/01/24 21:43:00| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 100.9646s]
-23/01/24 21:43:00| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-23/01/24 21:44:09| INFO ref finished [took 68.5077s]
-23/01/24 21:44:17| INFO cross finished [took 76.6933s]
-23/01/24 21:44:25| INFO m3w_sld_lr_is finished [took 84.1984s]
-23/01/24 21:44:26| INFO doc finished [took 85.2488s]
-23/01/24 21:44:38| INFO atc_mc finished [took 97.0287s]
-23/01/24 21:44:38| INFO mul_sld_lr_is finished [took 97.0946s]
-23/01/24 21:44:49| INFO bin_sld_lr_is finished [took 108.5775s]
-23/01/24 21:44:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 109.5588s]
-23/01/24 21:44:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-23/01/24 21:45:59| INFO ref finished [took 68.0517s]
-23/01/24 21:46:08| INFO cross finished [took 76.4424s]
-23/01/24 21:46:12| INFO atc_mc finished [took 79.9228s]
-23/01/24 21:46:19| INFO m3w_sld_lr_is finished [took 86.3001s]
-23/01/24 21:46:25| INFO bin_sld_lr_is finished [took 93.9370s]
-23/01/24 21:46:28| INFO doc finished [took 96.9670s]
-23/01/24 21:46:45| INFO mul_sld_lr_is finished [took 113.6888s]
-23/01/24 21:46:45| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 115.7083s]
-23/01/24 21:46:45| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-23/01/24 21:47:55| INFO ref finished [took 68.5799s]
-23/01/24 21:48:05| INFO cross finished [took 77.9280s]
-23/01/24 21:48:06| INFO doc finished [took 79.1133s]
-23/01/24 21:48:09| INFO m3w_sld_lr_is finished [took 82.0862s]
-23/01/24 21:48:22| INFO bin_sld_lr_is finished [took 95.8813s]
-23/01/24 21:48:25| INFO atc_mc finished [took 97.4774s]
-23/01/24 21:48:41| INFO mul_sld_lr_is finished [took 113.1579s]
-23/01/24 21:48:41| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 115.6272s]
-23/01/24 21:48:41| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-23/01/24 21:49:59| INFO doc finished [took 77.0729s]
-23/01/24 21:50:00| INFO cross finished [took 78.0250s]
-23/01/24 21:50:08| INFO ref finished [took 85.0864s]
-23/01/24 21:50:12| INFO m3w_sld_lr_is finished [took 90.1854s]
-23/01/24 21:50:14| INFO atc_mc finished [took 91.3763s]
-23/01/24 21:50:21| INFO bin_sld_lr_is finished [took 98.6007s]
-23/01/24 21:50:23| INFO mul_sld_lr_is finished [took 100.6233s]
-23/01/24 21:50:23| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 102.0878s]
-----------------------------------------------------------------------------------------------------
-24/01/24 00:01:59| INFO dataset rcv1_MCAT [pool size: 10]
-24/01/24 00:01:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-24/01/24 00:04:49| INFO mul_sld_lr_ne finished [took 166.9680s]
-24/01/24 00:05:04| INFO m3w_sld_lr_c finished [took 180.6814s]
-24/01/24 00:05:10| INFO m3w_sld_lr_mc finished [took 186.3221s]
-24/01/24 00:05:11| INFO m3w_sld_lr finished [took 186.8165s]
-24/01/24 00:05:28| INFO bin_sld_lr_mc finished [took 204.2882s]
-24/01/24 00:05:34| INFO bin_sld_lr finished [took 210.2940s]
-24/01/24 00:05:34| INFO bin_sld_lr_ne finished [took 210.5574s]
-24/01/24 00:05:42| INFO bin_sld_lr_c finished [took 218.0365s]
-24/01/24 00:06:03| INFO mul_sld_lr_c finished [took 239.5998s]
-24/01/24 00:06:27| INFO mul_sld_lr_mc finished [took 262.6671s]
-24/01/24 00:06:27| INFO mul_sld_lr finished [took 263.6967s]
-24/01/24 00:07:12| INFO m3w_sld_lr_is finished [took 121.0861s]
-24/01/24 00:07:21| INFO m3w_sld_lr_ne finished [took 152.0447s]
-24/01/24 00:07:27| INFO ref finished [took 105.1326s]
-24/01/24 00:07:43| INFO mul_sld_lr_is finished [took 152.9885s]
-24/01/24 00:07:44| INFO bin_sld_lr_is finished [took 158.5123s]
-24/01/24 00:07:44| INFO atc_mc finished [took 100.2385s]
-24/01/24 00:07:57| INFO m3w_sld_lr_a finished [took 141.7863s]
-24/01/24 00:08:00| INFO doc finished [took 92.1760s]
-24/01/24 00:08:13| INFO bin_sld_lr_a finished [took 164.5672s]
-24/01/24 00:08:15| INFO mul_sld_lr_a finished [took 159.9112s]
-24/01/24 00:08:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00607) [took 29.3454s]
-24/01/24 00:09:45| INFO bin_sld_lr_gs finished [took 90.1004s]
-24/01/24 00:18:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00758) [took 535.4998s]
-24/01/24 00:19:43| INFO mul_sld_lr_gs finished [took 596.3349s]
-24/01/24 00:26:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00635) [took 400.0002s]
-24/01/24 00:27:15| INFO m3w_sld_lr_gs finished [took 451.5179s]
-24/01/24 00:27:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1515.8194s]
-24/01/24 00:27:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-24/01/24 00:29:34| INFO m3w_sld_lr_c finished [took 137.6315s]
-24/01/24 00:29:38| INFO m3w_sld_lr finished [took 141.6595s]
-24/01/24 00:30:06| INFO m3w_sld_lr_mc finished [took 169.6621s]
-24/01/24 00:30:35| INFO bin_sld_lr_ne finished [took 198.5406s]
-24/01/24 00:30:51| INFO bin_sld_lr finished [took 214.3172s]
-24/01/24 00:30:51| INFO bin_sld_lr_c finished [took 214.6789s]
-24/01/24 00:30:55| INFO bin_sld_lr_mc finished [took 218.7291s]
-24/01/24 00:31:01| INFO mul_sld_lr_ne finished [took 224.3339s]
-24/01/24 00:31:01| INFO mul_sld_lr_c finished [took 224.8041s]
-24/01/24 00:31:37| INFO mul_sld_lr finished [took 260.7963s]
-24/01/24 00:31:42| INFO mul_sld_lr_mc finished [took 264.9864s]
-24/01/24 00:31:50| INFO m3w_sld_lr_ne finished [took 136.0529s]
-24/01/24 00:32:16| INFO bin_sld_lr_is finished [took 157.6230s]
-24/01/24 00:32:32| INFO atc_mc finished [took 90.0872s]
-24/01/24 00:32:44| INFO ref finished [took 102.0195s]
-24/01/24 00:32:45| INFO m3w_sld_lr_is finished [took 128.9993s]
-24/01/24 00:32:57| INFO doc finished [took 78.9857s]
-24/01/24 00:33:03| INFO m3w_sld_lr_a finished [took 126.2764s]
-24/01/24 00:33:17| INFO mul_sld_lr_is finished [took 189.8058s]
-24/01/24 00:33:25| INFO bin_sld_lr_a finished [took 153.2788s]
-24/01/24 00:33:30| INFO mul_sld_lr_a finished [took 157.7645s]
-24/01/24 00:35:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00653) [took 134.5152s]
-24/01/24 00:36:46| INFO bin_sld_lr_gs finished [took 195.5106s]
-24/01/24 00:46:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00718) [took 578.6239s]
-24/01/24 00:47:28| INFO mul_sld_lr_gs finished [took 641.6285s]
-24/01/24 00:54:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00794) [took 417.0822s]
-24/01/24 00:55:18| INFO m3w_sld_lr_gs finished [took 468.9654s]
-24/01/24 00:55:18| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1682.9551s]
-24/01/24 00:55:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-24/01/24 00:57:21| INFO m3w_sld_lr_c finished [took 121.2746s]
-24/01/24 00:58:05| INFO m3w_sld_lr finished [took 164.7798s]
-24/01/24 00:58:12| INFO m3w_sld_lr_mc finished [took 171.8819s]
-24/01/24 00:58:33| INFO bin_sld_lr_mc finished [took 192.9892s]
-24/01/24 00:58:34| INFO bin_sld_lr finished [took 194.0404s]
-24/01/24 00:58:37| INFO bin_sld_lr_c finished [took 197.0447s]
-24/01/24 00:58:44| INFO mul_sld_lr_ne finished [took 203.7280s]
-24/01/24 00:58:46| INFO mul_sld_lr_mc finished [took 206.4184s]
-24/01/24 00:58:50| INFO mul_sld_lr finished [took 210.7679s]
-24/01/24 00:58:54| INFO bin_sld_lr_ne finished [took 214.3268s]
-24/01/24 00:58:58| INFO mul_sld_lr_c finished [took 218.1463s]
-24/01/24 00:59:43| INFO m3w_sld_lr_ne finished [took 141.3847s]
-24/01/24 01:00:26| INFO ref finished [took 98.6262s]
-24/01/24 01:00:34| INFO m3w_sld_lr_is finished [took 120.3733s]
-24/01/24 01:00:35| INFO mul_sld_lr_a finished [took 117.3937s]
-24/01/24 01:00:40| INFO m3w_sld_lr_a finished [took 116.2720s]
-24/01/24 01:00:45| INFO bin_sld_lr_is finished [took 159.5471s]
-24/01/24 01:00:53| INFO atc_mc finished [took 121.9504s]
-24/01/24 01:00:57| INFO mul_sld_lr_is finished [took 164.8147s]
-24/01/24 01:00:57| INFO doc finished [took 122.5431s]
-24/01/24 01:01:07| INFO bin_sld_lr_a finished [took 152.2939s]
-24/01/24 01:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00733) [took 130.5147s]
-24/01/24 01:04:19| INFO bin_sld_lr_gs finished [took 191.1320s]
-24/01/24 01:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00519) [took 574.0554s]
-24/01/24 01:14:55| INFO mul_sld_lr_gs finished [took 635.9596s]
-24/01/24 01:21:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 406.6821s]
-24/01/24 01:22:33| INFO m3w_sld_lr_gs finished [took 457.1614s]
-24/01/24 01:22:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1635.0841s]
-24/01/24 01:22:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-24/01/24 01:25:05| INFO m3w_sld_lr_mc finished [took 150.8489s]
-24/01/24 01:25:24| INFO m3w_sld_lr_c finished [took 168.9088s]
-24/01/24 01:25:25| INFO mul_sld_lr finished [took 170.0036s]
-24/01/24 01:25:27| INFO m3w_sld_lr finished [took 171.8442s]
-24/01/24 01:25:44| INFO bin_sld_lr finished [took 188.5053s]
-24/01/24 01:25:48| INFO bin_sld_lr_ne finished [took 192.1149s]
-24/01/24 01:25:55| INFO mul_sld_lr_c finished [took 199.2055s]
-24/01/24 01:25:58| INFO bin_sld_lr_mc finished [took 202.5023s]
-24/01/24 01:25:59| INFO bin_sld_lr_c finished [took 203.6023s]
-24/01/24 01:26:04| INFO mul_sld_lr_ne finished [took 208.4737s]
-24/01/24 01:26:11| INFO mul_sld_lr_mc finished [took 215.5752s]
-24/01/24 01:27:23| INFO m3w_sld_lr_ne finished [took 137.0192s]
-24/01/24 01:27:33| INFO m3w_sld_lr_is finished [took 125.0535s]
-24/01/24 01:27:38| INFO bin_sld_lr_is finished [took 133.4605s]
-24/01/24 01:27:50| INFO ref finished [took 111.3297s]
-24/01/24 01:27:53| INFO mul_sld_lr_is finished [took 146.7411s]
-24/01/24 01:28:03| INFO m3w_sld_lr_a finished [took 127.7571s]
-24/01/24 01:28:03| INFO doc finished [took 118.4900s]
-24/01/24 01:28:09| INFO atc_mc finished [took 129.4812s]
-24/01/24 01:28:16| INFO bin_sld_lr_a finished [took 151.2034s]
-24/01/24 01:28:16| INFO mul_sld_lr_a finished [took 147.8169s]
-24/01/24 01:30:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00722) [took 150.0523s]
-24/01/24 01:31:48| INFO bin_sld_lr_gs finished [took 210.5375s]
-24/01/24 01:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00829) [took 585.9382s]
-24/01/24 01:42:35| INFO mul_sld_lr_gs finished [took 646.9312s]
-24/01/24 01:49:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00849) [took 416.6419s]
-24/01/24 01:50:23| INFO m3w_sld_lr_gs finished [took 467.2107s]
-24/01/24 01:50:23| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1670.6468s]
-24/01/24 01:50:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-24/01/24 01:52:41| INFO m3w_sld_lr finished [took 135.0499s]
-24/01/24 01:52:49| INFO m3w_sld_lr_mc finished [took 143.2863s]
-24/01/24 01:53:14| INFO m3w_sld_lr_c finished [took 167.7222s]
-24/01/24 01:53:29| INFO bin_sld_lr_mc finished [took 183.2378s]
-24/01/24 01:53:42| INFO bin_sld_lr_ne finished [took 195.5559s]
-24/01/24 01:53:47| INFO bin_sld_lr_c finished [took 200.4236s]
-24/01/24 01:53:52| INFO bin_sld_lr finished [took 206.4158s]
-24/01/24 01:53:53| INFO mul_sld_lr_c finished [took 207.1745s]
-24/01/24 01:53:54| INFO mul_sld_lr_mc finished [took 207.6878s]
-24/01/24 01:53:54| INFO mul_sld_lr finished [took 208.5943s]
-24/01/24 01:53:56| INFO mul_sld_lr_ne finished [took 209.7137s]
-24/01/24 01:54:51| INFO bin_sld_lr_is finished [took 120.7640s]
-24/01/24 01:55:05| INFO m3w_sld_lr_ne finished [took 142.7312s]
-24/01/24 01:55:35| INFO doc finished [took 99.8396s]
-24/01/24 01:55:35| INFO ref finished [took 101.0488s]
-24/01/24 01:55:40| INFO m3w_sld_lr_is finished [took 129.6169s]
-24/01/24 01:55:53| INFO mul_sld_lr_a finished [took 125.7306s]
-24/01/24 01:55:55| INFO atc_mc finished [took 119.9460s]
-24/01/24 01:55:58| INFO mul_sld_lr_is finished [took 163.2644s]
-24/01/24 01:55:59| INFO m3w_sld_lr_a finished [took 125.4270s]
-24/01/24 01:56:08| INFO bin_sld_lr_a finished [took 144.8807s]
-24/01/24 01:58:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00866) [took 150.2275s]
-24/01/24 01:59:41| INFO bin_sld_lr_gs finished [took 212.9453s]
-24/01/24 02:09:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00834) [took 588.6728s]
-24/01/24 02:10:31| INFO mul_sld_lr_gs finished [took 648.9945s]
-24/01/24 02:17:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00880) [took 421.6920s]
-24/01/24 02:18:24| INFO m3w_sld_lr_gs finished [took 472.3793s]
-24/01/24 02:18:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1680.8271s]
-24/01/24 02:18:24| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-24/01/24 02:21:03| INFO m3w_sld_lr finished [took 157.5910s]
-24/01/24 02:21:05| INFO bin_sld_lr_mc finished [took 158.8499s]
-24/01/24 02:21:16| INFO m3w_sld_lr_mc finished [took 169.9854s]
-24/01/24 02:21:19| INFO m3w_sld_lr_c finished [took 172.8098s]
-24/01/24 02:21:26| INFO mul_sld_lr_mc finished [took 179.3801s]
-24/01/24 02:21:32| INFO bin_sld_lr_ne finished [took 185.6850s]
-24/01/24 02:21:37| INFO bin_sld_lr_c finished [took 191.5006s]
-24/01/24 02:21:48| INFO mul_sld_lr_c finished [took 202.0099s]
-24/01/24 02:21:48| INFO mul_sld_lr_ne finished [took 201.7266s]
-24/01/24 02:21:50| INFO bin_sld_lr finished [took 204.2941s]
-24/01/24 02:21:55| INFO mul_sld_lr finished [took 209.2947s]
-24/01/24 02:23:24| INFO bin_sld_lr_a finished [took 117.8885s]
-24/01/24 02:23:30| INFO atc_mc finished [took 101.7247s]
-24/01/24 02:23:31| INFO bin_sld_lr_is finished [took 145.9243s]
-24/01/24 02:23:32| INFO m3w_sld_lr_ne finished [took 148.2393s]
-24/01/24 02:23:42| INFO ref finished [took 113.3756s]
-24/01/24 02:23:45| INFO m3w_sld_lr_is finished [took 145.1965s]
-24/01/24 02:23:51| INFO doc finished [took 120.0294s]
-24/01/24 02:23:53| INFO mul_sld_lr_is finished [took 156.4622s]
-24/01/24 02:23:54| INFO m3w_sld_lr_a finished [took 135.9513s]
-24/01/24 02:24:09| INFO mul_sld_lr_a finished [took 156.3456s]
-24/01/24 02:26:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00682) [took 150.3477s]
-24/01/24 02:27:41| INFO bin_sld_lr_gs finished [took 211.7571s]
-24/01/24 02:37:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00612) [took 584.3332s]
-24/01/24 02:38:27| INFO mul_sld_lr_gs finished [took 645.6005s]
-24/01/24 02:45:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00638) [took 417.0968s]
-24/01/24 02:46:15| INFO m3w_sld_lr_gs finished [took 467.6498s]
-24/01/24 02:46:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1670.9796s]
-24/01/24 02:46:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-24/01/24 02:49:01| INFO m3w_sld_lr_c finished [took 163.2450s]
-24/01/24 02:49:05| INFO bin_sld_lr_ne finished [took 167.1674s]
-24/01/24 02:49:07| INFO m3w_sld_lr_mc finished [took 169.6052s]
-24/01/24 02:49:09| INFO m3w_sld_lr finished [took 171.8981s]
-24/01/24 02:49:19| INFO mul_sld_lr_mc finished [took 181.4065s]
-24/01/24 02:49:34| INFO mul_sld_lr finished [took 196.9045s]
-24/01/24 02:49:42| INFO bin_sld_lr_c finished [took 204.1823s]
-24/01/24 02:49:43| INFO mul_sld_lr_c finished [took 205.1290s]
-24/01/24 02:49:44| INFO mul_sld_lr_ne finished [took 205.8599s]
-24/01/24 02:49:52| INFO bin_sld_lr finished [took 214.6285s]
-24/01/24 02:49:54| INFO bin_sld_lr_mc finished [took 215.9918s]
-24/01/24 02:51:10| INFO m3w_sld_lr_is finished [took 120.0696s]
-24/01/24 02:51:28| INFO ref finished [took 104.0877s]
-24/01/24 02:51:39| INFO m3w_sld_lr_ne finished [took 157.1968s]
-24/01/24 02:51:46| INFO doc finished [took 113.1143s]
-24/01/24 02:51:46| INFO mul_sld_lr_is finished [took 158.1249s]
-24/01/24 02:51:48| INFO atc_mc finished [took 122.5914s]
-24/01/24 02:51:48| INFO bin_sld_lr_a finished [took 148.0978s]
-24/01/24 02:51:52| INFO m3w_sld_lr_a finished [took 129.4885s]
-24/01/24 02:51:53| INFO bin_sld_lr_is finished [took 167.3315s]
-24/01/24 02:52:07| INFO mul_sld_lr_a finished [took 151.9861s]
-24/01/24 02:54:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00460) [took 142.7757s]
-24/01/24 02:55:32| INFO bin_sld_lr_gs finished [took 203.4423s]
-24/01/24 03:05:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 585.6963s]
-24/01/24 03:06:18| INFO mul_sld_lr_gs finished [took 645.9606s]
-24/01/24 03:13:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 420.3713s]
-24/01/24 03:14:10| INFO m3w_sld_lr_gs finished [took 470.3505s]
-24/01/24 03:14:10| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 1674.2306s]
-24/01/24 03:14:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-24/01/24 03:16:51| INFO mul_sld_lr_ne finished [took 158.0083s]
-24/01/24 03:16:52| INFO m3w_sld_lr_c finished [took 160.8010s]
-24/01/24 03:16:59| INFO m3w_sld_lr_mc finished [took 166.6549s]
-24/01/24 03:17:01| INFO m3w_sld_lr finished [took 167.9485s]
-24/01/24 03:17:15| INFO bin_sld_lr finished [took 182.3350s]
-24/01/24 03:17:20| INFO mul_sld_lr_c finished [took 187.0720s]
-24/01/24 03:17:32| INFO mul_sld_lr_mc finished [took 198.7769s]
-24/01/24 03:17:35| INFO bin_sld_lr_mc finished [took 202.2199s]
-24/01/24 03:17:35| INFO mul_sld_lr finished [took 202.3051s]
-24/01/24 03:17:37| INFO bin_sld_lr_c finished [took 204.1809s]
-24/01/24 03:17:38| INFO bin_sld_lr_ne finished [took 204.9762s]
-24/01/24 03:19:28| INFO m3w_sld_lr_ne finished [took 156.0878s]
-24/01/24 03:19:28| INFO bin_sld_lr_is finished [took 155.0475s]
-24/01/24 03:19:30| INFO ref finished [took 113.6015s]
-24/01/24 03:19:30| INFO atc_mc finished [took 113.3508s]
-24/01/24 03:19:31| INFO m3w_sld_lr_is finished [took 149.1235s]
-24/01/24 03:19:31| INFO mul_sld_lr_is finished [took 150.6210s]
-24/01/24 03:19:32| INFO doc finished [took 114.0635s]
-24/01/24 03:19:46| INFO m3w_sld_lr_a finished [took 133.5169s]
-24/01/24 03:19:49| INFO mul_sld_lr_a finished [took 147.9885s]
-24/01/24 03:19:53| INFO bin_sld_lr_a finished [took 157.5550s]
-24/01/24 03:22:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00631) [took 144.8788s]
-24/01/24 03:23:19| INFO bin_sld_lr_gs finished [took 204.1518s]
-24/01/24 03:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 588.9724s]
-24/01/24 03:34:09| INFO mul_sld_lr_gs finished [took 649.0040s]
-24/01/24 03:41:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01118) [took 422.1004s]
-24/01/24 03:42:03| INFO m3w_sld_lr_gs finished [took 473.1664s]
-24/01/24 03:42:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1673.3095s]
-24/01/24 03:42:03| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-24/01/24 03:44:23| INFO m3w_sld_lr_mc finished [took 137.4651s]
-24/01/24 03:44:25| INFO m3w_sld_lr_c finished [took 140.1862s]
-24/01/24 03:44:57| INFO m3w_sld_lr finished [took 172.2285s]
-24/01/24 03:45:03| INFO bin_sld_lr_c finished [took 178.5655s]
-24/01/24 03:45:10| INFO bin_sld_lr_mc finished [took 185.0614s]
-24/01/24 03:45:29| INFO bin_sld_lr finished [took 203.4371s]
-24/01/24 03:45:37| INFO bin_sld_lr_ne finished [took 211.7739s]
-24/01/24 03:46:04| INFO mul_sld_lr_c finished [took 238.4635s]
-24/01/24 03:46:25| INFO mul_sld_lr_ne finished [took 259.5414s]
-24/01/24 03:46:38| INFO mul_sld_lr finished [took 273.0012s]
-24/01/24 03:46:50| INFO m3w_sld_lr_ne finished [took 146.3614s]
-24/01/24 03:46:54| INFO mul_sld_lr_mc finished [took 288.8044s]
-24/01/24 03:47:03| INFO m3w_sld_lr_is finished [took 119.5808s]
-24/01/24 03:47:11| INFO bin_sld_lr_is finished [took 165.1667s]
-24/01/24 03:47:13| INFO mul_sld_lr_is finished [took 134.8140s]
-24/01/24 03:47:35| INFO ref finished [took 90.7145s]
-24/01/24 03:47:37| INFO bin_sld_lr_a finished [took 146.4492s]
-24/01/24 03:47:42| INFO m3w_sld_lr_a finished [took 124.7267s]
-24/01/24 03:47:43| INFO mul_sld_lr_a finished [took 134.0232s]
-24/01/24 03:47:57| INFO atc_mc finished [took 90.8726s]
-24/01/24 03:47:59| INFO doc finished [took 80.4206s]
-24/01/24 03:50:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00684) [took 131.3903s]
-24/01/24 03:51:12| INFO bin_sld_lr_gs finished [took 191.5359s]
-24/01/24 04:00:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 585.2903s]
-24/01/24 04:01:59| INFO mul_sld_lr_gs finished [took 646.1004s]
-24/01/24 04:08:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00733) [took 419.1876s]
-24/01/24 04:09:50| INFO m3w_sld_lr_gs finished [took 470.2422s]
-24/01/24 04:09:50| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1666.5274s]
-----------------------------------------------------------------------------------------------------
-24/01/24 11:04:30| INFO dataset rcv1_MCAT [pool size: 10]
-24/01/24 11:04:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-24/01/24 11:04:40| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:04:40| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:04:41| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:04:41| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:04:50| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:04:59| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-24/01/24 11:19:24| INFO m3w_kde_lr_c finished [took 889.4715s]
-24/01/24 11:20:13| INFO m3w_kde_lr finished [took 938.2744s]
-24/01/24 11:20:18| INFO m3w_kde_lr_mc finished [took 945.3551s]
-24/01/24 11:20:34| INFO m3w_kde_lr_is finished [took 950.9270s]
-24/01/24 11:20:45| INFO m3w_kde_lr_ne finished [took 962.9233s]
-24/01/24 11:21:18| INFO ref finished [took 64.7432s]
-24/01/24 11:21:28| INFO atc_mc finished [took 69.3339s]
-24/01/24 11:21:32| INFO mul_kde_lr finished [took 1017.3983s]
-24/01/24 11:21:34| INFO mul_kde_lr_mc finished [took 1019.3661s]
-24/01/24 11:21:55| INFO mul_kde_lr_is finished [took 1031.4135s]
-24/01/24 11:21:57| INFO doc finished [took 82.1661s]
-24/01/24 11:21:57| INFO mul_kde_lr_a finished [took 1016.1809s]
-24/01/24 11:22:04| INFO mul_kde_lr_ne finished [took 1048.9677s]
-24/01/24 11:22:07| INFO mul_kde_lr_c finished [took 1052.2644s]
-24/01/24 11:28:36| INFO m3w_kde_lr_a finished [took 551.4275s]
-24/01/24 11:32:50| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
-24/01/24 11:36:07| DEBUG [size=11,place=1] best score = 0.00705832; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 196.160s]
-24/01/24 11:36:07| DEBUG [size=11,place=2] best score = 0.00759633; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.160s]
-24/01/24 11:51:55| DEBUG [size=56,place=1] best score = 0.00582630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 948.741s]
-24/01/24 11:51:55| DEBUG [size=56,place=2] best score = 0.00585714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 948.742s]
-24/01/24 11:55:39| DEBUG [size=16,place=1] best score = 0.00598904; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 223.873s]
-24/01/24 11:55:39| DEBUG [size=16,place=2] best score = 0.00604693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 223.873s]
-24/01/24 11:55:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00583) [took 1368.8874s]
-24/01/24 12:00:44| INFO mul_kde_lr_gs finished [took 1673.9669s]
-24/01/24 12:03:22| DEBUG [size=11,place=1] best score = 0.00753340; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 156.844s]
-24/01/24 12:03:22| DEBUG [size=11,place=2] best score = 0.00815183; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 156.845s]
-24/01/24 12:14:39| DEBUG [size=55,place=1] best score = 0.00582010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 677.101s]
-24/01/24 12:14:39| DEBUG [size=55,place=2] best score = 0.00608479; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 677.101s]
-24/01/24 12:17:42| DEBUG [size=18,place=1] best score = 0.00602257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 182.476s]
-24/01/24 12:17:42| DEBUG [size=18,place=2] best score = 0.00608606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 182.477s]
-24/01/24 12:17:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00582) [took 1016.5372s]
-24/01/24 12:22:00| INFO m3w_kde_lr_gs finished [took 1274.2245s]
-24/01/24 12:22:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 4649.7115s]
-24/01/24 12:22:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-24/01/24 12:33:44| INFO bin_kde_lr_mc finished [took 702.5661s]
-24/01/24 12:34:26| INFO bin_kde_lr_c finished [took 745.1933s]
-24/01/24 12:34:34| INFO bin_kde_lr finished [took 752.6833s]
-24/01/24 12:34:46| INFO bin_kde_lr_ne finished [took 760.0081s]
-24/01/24 12:36:38| INFO m3w_kde_lr finished [took 876.7641s]
-24/01/24 12:37:03| INFO m3w_kde_lr_mc finished [took 899.4405s]
-24/01/24 12:37:09| INFO m3w_kde_lr_c finished [took 908.0753s]
-24/01/24 12:37:22| INFO mul_kde_lr finished [took 921.1947s]
-24/01/24 12:38:10| INFO mul_kde_lr_mc finished [took 969.0278s]
-24/01/24 12:38:19| INFO mul_kde_lr_ne finished [took 973.2979s]
-24/01/24 12:38:42| INFO mul_kde_lr_c finished [took 1001.2933s]
-24/01/24 12:39:09| INFO ref finished [took 106.1158s]
-24/01/24 12:39:48| INFO atc_mc finished [took 97.5625s]
-24/01/24 12:40:03| INFO doc finished [took 103.3867s]
-24/01/24 12:44:16| INFO bin_kde_lr_is finished [took 588.8016s]
-24/01/24 12:44:48| INFO m3w_kde_lr_ne finished [took 663.6614s]
-24/01/24 12:45:22| INFO bin_kde_lr_a finished [took 523.9912s]
-24/01/24 12:46:45| INFO mul_kde_lr_is finished [took 730.3188s]
-24/01/24 12:46:52| INFO m3w_kde_lr_is finished [took 725.1970s]
-24/01/24 12:48:12| INFO m3w_kde_lr_a finished [took 662.2724s]
-24/01/24 12:49:08| INFO mul_kde_lr_a finished [took 725.0702s]
-24/01/24 12:50:01| DEBUG [size=11,place=1] best score = 0.04470998; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 51.983s]
-24/01/24 12:50:01| DEBUG [size=11,place=2] best score = 0.04819642; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 51.984s]
-24/01/24 12:53:46| DEBUG [size=54,place=1] best score = 0.01948045; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 225.050s]
-24/01/24 12:53:46| DEBUG [size=54,place=2] best score = 0.02072283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 225.051s]
-24/01/24 12:55:32| DEBUG [size=24,place=1] best score = 0.01803427; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 105.588s]
-24/01/24 12:55:32| DEBUG [size=24,place=2] best score = 0.01834546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.589s]
-24/01/24 12:58:22| DEBUG [size=48,place=1] best score = 0.02256716; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 170.726s]
-24/01/24 12:58:22| DEBUG [size=48,place=2] best score = 0.02400858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.727s]
-24/01/24 12:58:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01803) [took 553.3723s]
-24/01/24 13:01:57| INFO bin_kde_lr_gs finished [took 767.8506s]
-24/01/24 13:05:30| DEBUG [size=11,place=1] best score = 0.00786927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 212.678s]
-24/01/24 13:05:30| DEBUG [size=11,place=2] best score = 0.01212044; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 212.678s]
-24/01/24 13:22:27| DEBUG [size=56,place=1] best score = 0.00761093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1016.885s]
-24/01/24 13:22:27| DEBUG [size=56,place=2] best score = 0.00864693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1016.885s]
-24/01/24 13:29:09| DEBUG [size=31,place=1] best score = 0.00877264; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.224s]
-24/01/24 13:29:09| DEBUG [size=31,place=2] best score = 0.00883078; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.224s]
-24/01/24 13:29:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00761) [took 1631.8964s]
-24/01/24 13:33:53| INFO mul_kde_lr_gs finished [took 1916.1970s]
-24/01/24 13:36:30| DEBUG [size=11,place=1] best score = 0.00617467; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 155.187s]
-24/01/24 13:36:30| DEBUG [size=11,place=2] best score = 0.01003435; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 155.188s]
-24/01/24 13:48:41| DEBUG [size=56,place=1] best score = 0.00627225; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 731.323s]
-24/01/24 13:48:41| DEBUG [size=56,place=2] best score = 0.00649392; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 731.323s]
-24/01/24 13:48:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00617) [took 886.6172s]
-24/01/24 13:52:51| INFO m3w_kde_lr_gs finished [took 1136.8829s]
-24/01/24 13:52:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 5451.6332s]
-24/01/24 13:52:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-24/01/24 14:03:24| INFO bin_kde_lr_ne finished [took 625.4002s]
-24/01/24 14:03:33| INFO bin_kde_lr_mc finished [took 640.2779s]
-24/01/24 14:03:47| INFO bin_kde_lr finished [took 654.3848s]
-24/01/24 14:03:50| INFO bin_kde_lr_c finished [took 657.5431s]
-24/01/24 14:05:16| INFO m3w_kde_lr finished [took 743.2161s]
-24/01/24 14:05:24| INFO m3w_kde_lr_c finished [took 751.2415s]
-24/01/24 14:05:25| INFO mul_kde_lr_mc finished [took 752.4198s]
-24/01/24 14:05:58| INFO m3w_kde_lr_mc finished [took 779.9496s]
-24/01/24 14:06:20| INFO mul_kde_lr_c finished [took 807.4932s]
-24/01/24 14:06:32| INFO mul_kde_lr finished [took 818.9937s]
-24/01/24 14:07:31| INFO mul_kde_lr_ne finished [took 872.4001s]
-24/01/24 14:07:46| INFO ref finished [took 107.3372s]
-24/01/24 14:07:49| INFO atc_mc finished [took 88.9084s]
-24/01/24 14:08:15| INFO doc finished [took 102.0560s]
-24/01/24 14:11:13| INFO bin_kde_lr_is finished [took 459.5102s]
-24/01/24 14:12:32| INFO m3w_kde_lr_ne finished [took 547.8353s]
-24/01/24 14:12:55| INFO m3w_kde_lr_is finished [took 544.0389s]
-24/01/24 14:13:18| INFO bin_kde_lr_a finished [took 481.2542s]
-24/01/24 14:13:31| INFO mul_kde_lr_is finished [took 583.6349s]
-24/01/24 14:14:14| INFO m3w_kde_lr_a finished [took 528.0912s]
-24/01/24 14:15:24| INFO mul_kde_lr_a finished [took 599.1751s]
-24/01/24 14:16:16| DEBUG [size=11,place=1] best score = 0.01020953; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 51.259s]
-24/01/24 14:16:16| DEBUG [size=11,place=2] best score = 0.02674592; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 51.260s]
-24/01/24 14:20:08| DEBUG [size=56,place=1] best score = 0.00951412; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 232.147s]
-24/01/24 14:20:08| DEBUG [size=56,place=2] best score = 0.01005433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 232.147s]
-24/01/24 14:22:17| DEBUG [size=44,place=1] best score = 0.00916373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 129.451s]
-24/01/24 14:22:17| DEBUG [size=44,place=2] best score = 0.00936242; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 129.451s]
-24/01/24 14:23:31| DEBUG [size=27,place=1] best score = 0.00928028; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 73.570s]
-24/01/24 14:23:31| DEBUG [size=27,place=2] best score = 0.01325195; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 73.570s]
-24/01/24 14:23:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00916) [took 486.5494s]
-24/01/24 14:26:57| INFO bin_kde_lr_gs finished [took 693.0679s]
-24/01/24 14:30:19| DEBUG [size=11,place=1] best score = 0.01166022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 201.547s]
-24/01/24 14:30:19| DEBUG [size=11,place=2] best score = 0.02921307; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 201.547s]
-24/01/24 14:41:19| DEBUG [size=56,place=1] best score = 0.01115833; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 660.039s]
-24/01/24 14:41:19| DEBUG [size=56,place=2] best score = 0.01143373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 660.039s]
-24/01/24 14:48:46| DEBUG [size=47,place=1] best score = 0.00870961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 446.824s]
-24/01/24 14:48:46| DEBUG [size=47,place=2] best score = 0.01085050; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 446.825s]
-24/01/24 14:52:12| DEBUG [size=26,place=1] best score = 0.00873221; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 205.835s]
-24/01/24 14:52:12| DEBUG [size=26,place=2] best score = 0.01221712; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 205.836s]
-24/01/24 14:52:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00871) [took 1514.2691s]
-24/01/24 14:56:58| INFO mul_kde_lr_gs finished [took 1800.3607s]
-24/01/24 14:59:23| DEBUG [size=11,place=1] best score = 0.00826323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 144.419s]
-24/01/24 14:59:23| DEBUG [size=11,place=2] best score = 0.02183303; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 144.420s]
-24/01/24 15:06:52| DEBUG [size=56,place=1] best score = 0.00821508; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 448.989s]
-24/01/24 15:06:52| DEBUG [size=56,place=2] best score = 0.01014390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 448.990s]
-24/01/24 15:11:43| DEBUG [size=34,place=1] best score = 0.00969789; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 290.445s]
-24/01/24 15:11:43| DEBUG [size=34,place=2] best score = 0.01013154; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.446s]
-24/01/24 15:11:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00822) [took 883.9691s]
-24/01/24 15:16:25| INFO m3w_kde_lr_gs finished [took 1165.8974s]
-24/01/24 15:16:25| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 5013.4803s]
-24/01/24 15:16:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-24/01/24 15:26:34| INFO bin_kde_lr_mc finished [took 603.8370s]
-24/01/24 15:26:40| INFO bin_kde_lr_c finished [took 613.3042s]
-24/01/24 15:26:59| INFO bin_kde_lr finished [took 632.4138s]
-24/01/24 15:27:13| INFO bin_kde_lr_ne finished [took 641.9089s]
-24/01/24 15:28:16| INFO m3w_kde_lr finished [took 710.0831s]
-24/01/24 15:29:26| INFO mul_kde_lr finished [took 779.8757s]
-24/01/24 15:29:34| INFO mul_kde_lr_ne finished [took 782.4934s]
-24/01/24 15:29:45| INFO m3w_kde_lr_c finished [took 793.8505s]
-24/01/24 15:30:04| INFO mul_kde_lr_mc finished [took 812.6978s]
-24/01/24 15:30:40| INFO m3w_kde_lr_mc finished [took 849.8022s]
-24/01/24 15:31:27| INFO ref finished [took 101.7180s]
-24/01/24 15:31:34| INFO mul_kde_lr_c finished [took 905.5269s]
-24/01/24 15:31:55| INFO atc_mc finished [took 110.2290s]
-24/01/24 15:32:15| INFO doc finished [took 93.9833s]
-24/01/24 15:34:18| INFO bin_kde_lr_is finished [took 457.7209s]
-24/01/24 15:34:48| INFO bin_kde_lr_a finished [took 391.0838s]
-24/01/24 15:36:01| INFO m3w_kde_lr_ne finished [took 566.1486s]
-24/01/24 15:36:22| INFO m3w_kde_lr_is finished [took 548.0344s]
-24/01/24 15:37:07| INFO mul_kde_lr_is finished [took 608.0263s]
-24/01/24 15:38:57| INFO mul_kde_lr_a finished [took 570.1904s]
-24/01/24 15:38:59| INFO m3w_kde_lr_a finished [took 564.2177s]
-24/01/24 15:39:59| DEBUG [size=11,place=1] best score = 0.00719131; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 59.053s]
-24/01/24 15:39:59| DEBUG [size=11,place=2] best score = 0.00922208; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 59.053s]
-24/01/24 15:45:12| DEBUG [size=56,place=1] best score = 0.00671314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 313.568s]
-24/01/24 15:45:12| DEBUG [size=56,place=2] best score = 0.00682442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 313.569s]
-24/01/24 15:46:49| DEBUG [size=18,place=1] best score = 0.00677462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 96.662s]
-24/01/24 15:46:49| DEBUG [size=18,place=2] best score = 0.00678003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 96.662s]
-24/01/24 15:46:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00671) [took 469.3009s]
-24/01/24 15:50:36| INFO bin_kde_lr_gs finished [took 696.3403s]
-24/01/24 15:54:01| DEBUG [size=11,place=1] best score = 0.00761192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 204.569s]
-24/01/24 15:54:01| DEBUG [size=11,place=2] best score = 0.00932525; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 204.569s]
-24/01/24 16:05:30| DEBUG [size=56,place=1] best score = 0.00760188; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 688.788s]
-24/01/24 16:05:30| DEBUG [size=56,place=2] best score = 0.00779358; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 688.788s]
-24/01/24 16:13:57| DEBUG [size=34,place=1] best score = 0.00769568; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 507.174s]
-24/01/24 16:13:57| DEBUG [size=34,place=2] best score = 0.00780054; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 507.175s]
-24/01/24 16:13:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00760) [took 1400.6437s]
-24/01/24 16:18:28| INFO mul_kde_lr_gs finished [took 1671.7045s]
-24/01/24 16:20:56| DEBUG [size=11,place=1] best score = 0.00917347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 147.268s]
-24/01/24 16:20:56| DEBUG [size=11,place=2] best score = 0.00933312; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 147.269s]
-24/01/24 16:37:46| DEBUG [size=55,place=1] best score = 0.00768987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1009.967s]
-24/01/24 16:37:46| DEBUG [size=55,place=2] best score = 0.00862264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 1009.967s]
-24/01/24 16:47:05| DEBUG [size=33,place=1] best score = 0.00738109; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 559.035s]
-24/01/24 16:47:05| DEBUG [size=33,place=2] best score = 0.00845973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 559.035s]
-24/01/24 16:54:55| DEBUG [size=29,place=1] best score = 0.00856965; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 469.973s]
-24/01/24 16:54:55| DEBUG [size=29,place=2] best score = 0.00874626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 469.974s]
-24/01/24 16:54:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00738) [took 2186.3644s]
-24/01/24 16:59:14| INFO m3w_kde_lr_gs finished [took 2445.1322s]
-24/01/24 16:59:14| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 6169.4757s]
-24/01/24 16:59:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-24/01/24 17:10:21| INFO bin_kde_lr_ne finished [took 663.7276s]
-24/01/24 17:10:23| INFO bin_kde_lr finished [took 665.6925s]
-24/01/24 17:10:23| INFO bin_kde_lr_mc finished [took 666.4864s]
-24/01/24 17:10:30| INFO bin_kde_lr_c finished [took 673.0489s]
-24/01/24 17:14:26| INFO m3w_kde_lr_mc finished [took 909.1297s]
-24/01/24 17:14:35| INFO m3w_kde_lr_c finished [took 917.5501s]
-24/01/24 17:14:35| INFO m3w_kde_lr finished [took 917.9584s]
-24/01/24 17:15:39| INFO mul_kde_lr_mc finished [took 982.2124s]
-24/01/24 17:15:42| INFO mul_kde_lr finished [took 984.6856s]
-24/01/24 17:15:46| INFO mul_kde_lr_ne finished [took 982.8181s]
-24/01/24 17:15:49| INFO mul_kde_lr_c finished [took 992.0160s]
-24/01/24 17:17:01| INFO ref finished [took 81.8242s]
-24/01/24 17:17:23| INFO atc_mc finished [took 100.5384s]
-24/01/24 17:17:30| INFO doc finished [took 103.3503s]
-24/01/24 17:19:32| INFO bin_kde_lr_is finished [took 548.5610s]
-24/01/24 17:22:12| INFO m3w_kde_lr_ne finished [took 711.0240s]
-24/01/24 17:22:19| INFO bin_kde_lr_a finished [took 472.4256s]
-24/01/24 17:22:28| INFO m3w_kde_lr_is finished [took 716.8825s]
-24/01/24 17:23:02| INFO mul_kde_lr_is finished [took 757.4501s]
-24/01/24 17:24:21| INFO m3w_kde_lr_a finished [took 585.5948s]
-24/01/24 17:25:55| INFO mul_kde_lr_a finished [took 679.9612s]
-24/01/24 17:26:58| DEBUG [size=11,place=1] best score = 0.00774243; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 61.406s]
-24/01/24 17:26:58| DEBUG [size=11,place=2] best score = 0.00834784; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.407s]
-24/01/24 17:33:36| DEBUG [size=54,place=1] best score = 0.00720964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 398.083s]
-24/01/24 17:33:36| DEBUG [size=54,place=2] best score = 0.00751823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 398.084s]
-24/01/24 17:36:27| DEBUG [size=31,place=1] best score = 0.00674382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.836s]
-24/01/24 17:36:27| DEBUG [size=31,place=2] best score = 0.00692442; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 170.836s]
-24/01/24 17:39:52| DEBUG [size=32,place=1] best score = 0.00651409; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 205.167s]
-24/01/24 17:39:52| DEBUG [size=32,place=2] best score = 0.00669961; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 205.167s]
-24/01/24 17:45:02| DEBUG [size=44,place=1] best score = 0.00729807; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 309.524s]
-24/01/24 17:45:02| DEBUG [size=44,place=2] best score = 0.00815170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 309.539s]
-24/01/24 17:45:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00651) [took 1145.1583s]
-24/01/24 17:48:53| INFO bin_kde_lr_gs finished [took 1375.7783s]
-24/01/24 17:52:26| DEBUG [size=11,place=1] best score = 0.00675389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 211.917s]
-24/01/24 17:52:26| DEBUG [size=11,place=2] best score = 0.00937851; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 211.918s]
-24/01/24 18:14:20| DEBUG [size=54,place=1] best score = 0.00696843; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1314.863s]
-24/01/24 18:14:20| DEBUG [size=54,place=2] best score = 0.00702078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1314.864s]
-24/01/24 18:14:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00675) [took 1526.7864s]
-24/01/24 18:19:09| INFO mul_kde_lr_gs finished [took 1814.9656s]
-24/01/24 18:21:36| DEBUG [size=11,place=1] best score = 0.00845556; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 146.719s]
-24/01/24 18:21:36| DEBUG [size=11,place=2] best score = 0.00920313; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 146.719s]
-24/01/24 18:33:53| DEBUG [size=53,place=1] best score = 0.00799767; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 737.082s]
-24/01/24 18:33:53| DEBUG [size=53,place=2] best score = 0.00836873; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 737.083s]
-24/01/24 18:40:15| DEBUG [size=33,place=1] best score = 0.00788063; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.017s]
-24/01/24 18:40:15| DEBUG [size=33,place=2] best score = 0.00819981; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.018s]
-24/01/24 18:43:28| DEBUG [size=15,place=1] best score = 0.00788895; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 192.825s]
-24/01/24 18:43:28| DEBUG [size=15,place=2] best score = 0.00922262; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 192.826s]
-24/01/24 18:43:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00788) [took 1458.7760s]
-24/01/24 18:47:24| INFO m3w_kde_lr_gs finished [took 1694.7309s]
-24/01/24 18:47:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 6489.8860s]
-24/01/24 18:47:24| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-24/01/24 18:57:37| INFO bin_kde_lr_c finished [took 610.7041s]
-24/01/24 18:57:41| INFO bin_kde_lr finished [took 615.5024s]
-24/01/24 18:58:06| INFO bin_kde_lr_ne finished [took 634.4348s]
-24/01/24 18:58:20| INFO bin_kde_lr_mc finished [took 653.6934s]
-24/01/24 18:59:34| INFO m3w_kde_lr finished [took 728.1788s]
-24/01/24 19:00:32| INFO m3w_kde_lr_mc finished [took 786.7412s]
-24/01/24 19:00:34| INFO m3w_kde_lr_c finished [took 787.9781s]
-24/01/24 19:00:39| INFO mul_kde_lr_mc finished [took 793.2032s]
-24/01/24 19:00:45| INFO mul_kde_lr_ne finished [took 793.6669s]
-24/01/24 19:01:08| INFO mul_kde_lr finished [took 822.0806s]
-24/01/24 19:01:09| INFO mul_kde_lr_c finished [took 823.4072s]
-24/01/24 19:02:11| INFO atc_mc finished [took 85.1006s]
-24/01/24 19:02:21| INFO ref finished [took 101.1534s]
-24/01/24 19:02:43| INFO doc finished [took 94.4352s]
-24/01/24 19:06:00| INFO bin_kde_lr_is finished [took 498.4988s]
-24/01/24 19:06:31| INFO bin_kde_lr_a finished [took 416.3706s]
-24/01/24 19:07:30| INFO m3w_kde_lr_ne finished [took 593.0950s]
-24/01/24 19:07:44| INFO m3w_kde_lr_is finished [took 564.1291s]
-24/01/24 19:08:17| INFO mul_kde_lr_is finished [took 610.8550s]
-24/01/24 19:09:27| INFO m3w_kde_lr_a finished [took 532.8943s]
-24/01/24 19:10:17| INFO mul_kde_lr_a finished [took 583.8788s]
-24/01/24 19:11:16| DEBUG [size=11,place=1] best score = 0.00748704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 59.019s]
-24/01/24 19:11:16| DEBUG [size=11,place=2] best score = 0.01844680; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 59.020s]
-24/01/24 19:16:07| DEBUG [size=56,place=1] best score = 0.00745125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 290.705s]
-24/01/24 19:16:07| DEBUG [size=56,place=2] best score = 0.00749446; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.705s]
-24/01/24 19:17:46| DEBUG [size=32,place=1] best score = 0.00742045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.241s]
-24/01/24 19:17:46| DEBUG [size=32,place=2] best score = 0.00759004; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.242s]
-24/01/24 19:18:37| DEBUG [size=12,place=1] best score = 0.00780895; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.788s]
-24/01/24 19:18:37| DEBUG [size=12,place=2] best score = 0.00869272; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.788s]
-24/01/24 19:18:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00742) [took 499.8688s]
-24/01/24 19:21:56| INFO bin_kde_lr_gs finished [took 698.6343s]
-24/01/24 19:25:20| DEBUG [size=11,place=1] best score = 0.01149779; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 203.972s]
-24/01/24 19:25:20| DEBUG [size=11,place=2] best score = 0.01179284; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.972s]
-24/01/24 19:47:16| DEBUG [size=54,place=1] best score = 0.00652653; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1315.319s]
-24/01/24 19:47:16| DEBUG [size=54,place=2] best score = 0.00726079; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1315.320s]
-24/01/24 20:00:58| DEBUG [size=44,place=1] best score = 0.00655354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 822.618s]
-24/01/24 20:00:58| DEBUG [size=44,place=2] best score = 0.00679654; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 822.619s]
-24/01/24 20:00:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00653) [took 2341.9202s]
-24/01/24 20:06:20| INFO mul_kde_lr_gs finished [took 2663.7632s]
-24/01/24 20:08:49| DEBUG [size=11,place=1] best score = 0.00770326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 148.167s]
-24/01/24 20:08:49| DEBUG [size=11,place=2] best score = 0.01467365; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 148.168s]
-24/01/24 20:16:03| DEBUG [size=56,place=1] best score = 0.00680081; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 434.389s]
-24/01/24 20:16:03| DEBUG [size=56,place=2] best score = 0.00768001; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 434.389s]
-24/01/24 20:19:00| DEBUG [size=17,place=1] best score = 0.00681030; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.181s]
-24/01/24 20:19:00| DEBUG [size=17,place=2] best score = 0.00775601; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 177.181s]
-24/01/24 20:19:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00680) [took 759.8550s]
-24/01/24 20:22:48| INFO m3w_kde_lr_gs finished [took 987.7506s]
-24/01/24 20:22:48| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 5724.0548s]
-24/01/24 20:22:48| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-24/01/24 20:33:12| INFO bin_kde_lr_mc finished [took 621.1190s]
-24/01/24 20:33:26| INFO bin_kde_lr finished [took 635.0391s]
-24/01/24 20:33:47| INFO bin_kde_lr_ne finished [took 656.3249s]
-24/01/24 20:33:53| INFO bin_kde_lr_c finished [took 661.7934s]
-24/01/24 20:35:20| INFO m3w_kde_lr finished [took 750.4622s]
-24/01/24 20:35:59| INFO mul_kde_lr_mc finished [took 787.6985s]
-24/01/24 20:36:08| INFO m3w_kde_lr_mc finished [took 797.5299s]
-24/01/24 20:36:42| INFO m3w_kde_lr_c finished [took 830.9061s]
-24/01/24 20:37:03| INFO mul_kde_lr finished [took 852.5486s]
-24/01/24 20:37:07| INFO mul_kde_lr_ne finished [took 848.7942s]
-24/01/24 20:37:16| INFO mul_kde_lr_c finished [took 865.2538s]
-24/01/24 20:38:00| INFO ref finished [took 77.4031s]
-24/01/24 20:38:30| INFO doc finished [took 82.3225s]
-24/01/24 20:38:42| INFO atc_mc finished [took 98.5573s]
-24/01/24 20:41:12| INFO bin_kde_lr_is finished [took 465.8863s]
-24/01/24 20:42:45| INFO m3w_kde_lr_ne finished [took 572.4586s]
-24/01/24 20:43:20| INFO bin_kde_lr_a finished [took 478.7889s]
-24/01/24 20:43:21| INFO mul_kde_lr_is finished [took 573.1312s]
-24/01/24 20:43:57| INFO m3w_kde_lr_is finished [took 603.9433s]
-24/01/24 20:44:45| INFO m3w_kde_lr_a finished [took 516.0873s]
-24/01/24 20:45:54| INFO mul_kde_lr_a finished [took 594.3581s]
-24/01/24 20:46:51| DEBUG [size=11,place=1] best score = 0.00551758; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.904s]
-24/01/24 20:46:51| DEBUG [size=11,place=2] best score = 0.00812352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 56.904s]
-24/01/24 20:52:44| DEBUG [size=54,place=1] best score = 0.00522204; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 352.422s]
-24/01/24 20:52:44| DEBUG [size=54,place=2] best score = 0.00534310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 352.422s]
-24/01/24 20:53:53| DEBUG [size=14,place=1] best score = 0.00531296; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 68.912s]
-24/01/24 20:53:53| DEBUG [size=14,place=2] best score = 0.00589376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 68.912s]
-24/01/24 20:53:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00522) [took 478.2472s]
-24/01/24 20:57:45| INFO bin_kde_lr_gs finished [took 710.1829s]
-24/01/24 21:01:08| DEBUG [size=11,place=1] best score = 0.00940675; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.634s]
-24/01/24 21:01:08| DEBUG [size=11,place=2] best score = 0.00987008; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.635s]
-24/01/24 21:23:18| DEBUG [size=54,place=1] best score = 0.00714109; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1330.532s]
-24/01/24 21:23:18| DEBUG [size=54,place=2] best score = 0.00730610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1330.532s]
-24/01/24 21:34:55| DEBUG [size=28,place=1] best score = 0.00698760; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 696.625s]
-24/01/24 21:34:55| DEBUG [size=28,place=2] best score = 0.00719735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 696.625s]
-24/01/24 21:46:33| DEBUG [size=31,place=1] best score = 0.00705573; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 697.976s]
-24/01/24 21:46:33| DEBUG [size=31,place=2] best score = 0.00709717; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.976s]
-24/01/24 21:46:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00699) [took 2927.7894s]
-24/01/24 21:51:23| INFO mul_kde_lr_gs finished [took 3217.7377s]
-24/01/24 21:53:49| DEBUG [size=11,place=1] best score = 0.01114144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 144.885s]
-24/01/24 21:53:49| DEBUG [size=11,place=2] best score = 0.01157721; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 144.885s]
-24/01/24 22:05:09| DEBUG [size=55,place=1] best score = 0.00586888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 680.026s]
-24/01/24 22:05:09| DEBUG [size=55,place=2] best score = 0.00884623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 680.027s]
-24/01/24 22:13:43| DEBUG [size=30,place=1] best score = 0.00564130; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 514.737s]
-24/01/24 22:13:43| DEBUG [size=30,place=2] best score = 0.00854046; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 514.738s]
-24/01/24 22:19:06| DEBUG [size=33,place=1] best score = 0.01011544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 322.914s]
-24/01/24 22:19:06| DEBUG [size=33,place=2] best score = 0.01013225; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 322.942s]
-24/01/24 22:19:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00564) [took 1662.7116s]
-24/01/24 22:23:09| INFO m3w_kde_lr_gs finished [took 1905.0556s]
-24/01/24 22:23:09| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 7220.6008s]
-24/01/24 22:23:09| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-24/01/24 22:35:22| INFO bin_kde_lr_ne finished [took 729.5555s]
-24/01/24 22:35:31| INFO bin_kde_lr_c finished [took 738.2082s]
-24/01/24 22:35:34| INFO bin_kde_lr_mc finished [took 741.0045s]
-24/01/24 22:35:35| INFO bin_kde_lr finished [took 742.3012s]
-24/01/24 22:37:05| INFO m3w_kde_lr finished [took 832.5621s]
-24/01/24 22:38:04| INFO m3w_kde_lr_mc finished [took 891.0176s]
-24/01/24 22:38:19| INFO m3w_kde_lr_c finished [took 905.8708s]
-24/01/24 22:38:28| INFO mul_kde_lr_c finished [took 915.7379s]
-24/01/24 22:38:49| INFO mul_kde_lr_ne finished [took 934.6296s]
-24/01/24 22:38:58| INFO mul_kde_lr finished [took 945.5047s]
-24/01/24 22:39:03| INFO mul_kde_lr_mc finished [took 949.7470s]
-24/01/24 22:40:03| INFO ref finished [took 93.6991s]
-24/01/24 22:40:26| INFO doc finished [took 86.5960s]
-24/01/24 22:40:36| INFO atc_mc finished [took 105.7822s]
-24/01/24 22:44:10| INFO bin_kde_lr_is finished [took 517.8401s]
-24/01/24 22:45:12| INFO bin_kde_lr_a finished [took 486.4538s]
-24/01/24 22:46:29| INFO m3w_kde_lr_is finished [took 653.2293s]
-24/01/24 22:46:56| INFO m3w_kde_lr_ne finished [took 693.1555s]
-24/01/24 22:47:30| INFO mul_kde_lr_is finished [took 715.5068s]
-24/01/24 22:48:07| INFO m3w_kde_lr_a finished [took 587.4140s]
-24/01/24 22:50:11| INFO mul_kde_lr_a finished [took 726.7974s]
-24/01/24 22:51:08| DEBUG [size=11,place=1] best score = 0.00971279; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 55.328s]
-24/01/24 22:51:08| DEBUG [size=11,place=2] best score = 0.01009537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 55.328s]
-24/01/24 22:56:47| DEBUG [size=55,place=1] best score = 0.00850902; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 339.618s]
-24/01/24 22:56:47| DEBUG [size=55,place=2] best score = 0.00851674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 339.619s]
-24/01/24 22:58:38| DEBUG [size=29,place=1] best score = 0.00845436; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 110.437s]
-24/01/24 22:58:38| DEBUG [size=29,place=2] best score = 0.00849172; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 110.437s]
-24/01/24 22:59:39| DEBUG [size=16,place=1] best score = 0.00931381; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 61.505s]
-24/01/24 22:59:39| DEBUG [size=16,place=2] best score = 0.00932823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 61.506s]
-24/01/24 22:59:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} (score=0.00845) [took 567.0109s]
-24/01/24 23:04:03| INFO bin_kde_lr_gs finished [took 830.9395s]
-24/01/24 23:07:31| DEBUG [size=11,place=1] best score = 0.01072983; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.724s]
-24/01/24 23:07:31| DEBUG [size=11,place=2] best score = 0.01088628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 206.725s]
-24/01/24 23:21:01| DEBUG [size=36,place=1] best score = 0.00875400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 810.793s]
-24/01/24 23:21:01| DEBUG [size=36,place=2] best score = 0.00890199; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 810.793s]
-24/01/24 23:41:07| DEBUG [size=50,place=1] best score = 0.00836540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 1205.627s]
-24/01/24 23:41:07| DEBUG [size=50,place=2] best score = 0.00836973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 1205.627s]
-24/01/24 23:45:01| DEBUG [size=14,place=1] best score = 0.00813714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 233.457s]
-24/01/24 23:45:01| DEBUG [size=14,place=2] best score = 0.00815440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 233.471s]
-24/01/24 23:55:41| DEBUG [size=23,place=1] best score = 0.00813754; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 640.029s]
-24/01/24 23:55:41| DEBUG [size=23,place=2] best score = 0.00819589; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 640.030s]
-24/01/24 23:55:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 3096.6760s]
-25/01/24 00:02:43| INFO mul_kde_lr_gs finished [took 3518.6969s]
-25/01/24 00:05:10| DEBUG [size=11,place=1] best score = 0.01384305; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 146.721s]
-25/01/24 00:05:10| DEBUG [size=11,place=2] best score = 0.01986871; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 146.722s]
-25/01/24 00:14:54| DEBUG [size=36,place=1] best score = 0.01074612; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 583.462s]
-25/01/24 00:14:54| DEBUG [size=36,place=2] best score = 0.01310234; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 583.463s]
-25/01/24 00:18:10| DEBUG [size=29,place=1] best score = 0.01170317; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 196.182s]
-25/01/24 00:18:10| DEBUG [size=29,place=2] best score = 0.01298819; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 196.182s]
-25/01/24 00:18:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.01075) [took 926.3781s]
-25/01/24 00:23:32| INFO m3w_kde_lr_gs finished [took 1248.0347s]
-25/01/24 00:23:32| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 7222.6708s]
-25/01/24 00:23:32| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-25/01/24 00:35:50| INFO bin_kde_lr_c finished [took 735.0013s]
-25/01/24 00:36:09| INFO bin_kde_lr_ne finished [took 752.4076s]
-25/01/24 00:36:23| INFO bin_kde_lr_mc finished [took 766.0832s]
-25/01/24 00:36:52| INFO bin_kde_lr finished [took 795.5876s]
-25/01/24 00:38:20| INFO m3w_kde_lr_c finished [took 883.0930s]
-25/01/24 00:38:32| INFO m3w_kde_lr_mc finished [took 895.3030s]
-25/01/24 00:38:43| INFO m3w_kde_lr finished [took 906.1516s]
-25/01/24 00:38:54| INFO mul_kde_lr_ne finished [took 917.0140s]
-25/01/24 00:39:28| INFO mul_kde_lr_c finished [took 951.3356s]
-25/01/24 00:39:58| INFO mul_kde_lr_mc finished [took 981.6373s]
-25/01/24 00:40:04| INFO mul_kde_lr finished [took 987.3614s]
-25/01/24 00:40:40| INFO ref finished [took 105.1421s]
-25/01/24 00:41:02| INFO atc_mc finished [took 93.3232s]
-25/01/24 00:41:34| INFO doc finished [took 94.9003s]
-25/01/24 00:45:31| INFO bin_kde_lr_is finished [took 561.0979s]
-25/01/24 00:46:41| INFO m3w_kde_lr_ne finished [took 650.9166s]
-25/01/24 00:47:00| INFO m3w_kde_lr_is finished [took 607.2744s]
-25/01/24 00:47:34| INFO mul_kde_lr_is finished [took 670.8525s]
-25/01/24 00:48:07| INFO m3w_kde_lr_a finished [took 563.8100s]
-25/01/24 00:48:33| INFO bin_kde_lr_a finished [took 612.6438s]
-25/01/24 00:50:22| INFO mul_kde_lr_a finished [took 709.4284s]
-25/01/24 00:51:18| DEBUG [size=11,place=1] best score = 0.00715291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 53.874s]
-25/01/24 00:51:18| DEBUG [size=11,place=2] best score = 0.00730665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 53.875s]
-25/01/24 00:55:00| DEBUG [size=54,place=1] best score = 0.00527870; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 221.654s]
-25/01/24 00:55:00| DEBUG [size=54,place=2] best score = 0.00572131; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 221.654s]
-25/01/24 00:57:58| DEBUG [size=47,place=1] best score = 0.00472139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.587s]
-25/01/24 00:57:58| DEBUG [size=47,place=2] best score = 0.00479071; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 178.587s]
-25/01/24 00:58:58| DEBUG [size=16,place=1] best score = 0.00455215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 59.762s]
-25/01/24 00:58:58| DEBUG [size=16,place=2] best score = 0.00467292; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 59.763s]
-25/01/24 01:00:25| DEBUG [size=23,place=1] best score = 0.00471257; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 87.219s]
-25/01/24 01:00:25| DEBUG [size=23,place=2] best score = 0.00500443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 87.233s]
-25/01/24 01:00:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00455) [took 601.1333s]
-25/01/24 01:04:26| INFO bin_kde_lr_gs finished [took 842.0425s]
-25/01/24 01:07:51| DEBUG [size=11,place=1] best score = 0.01099208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 204.352s]
-25/01/24 01:07:51| DEBUG [size=11,place=2] best score = 0.01657625; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 204.352s]
-25/01/24 01:23:32| DEBUG [size=54,place=1] best score = 0.00704831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 940.710s]
-25/01/24 01:23:32| DEBUG [size=54,place=2] best score = 0.00763711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 940.711s]
-25/01/24 01:31:16| DEBUG [size=28,place=1] best score = 0.00664071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 464.540s]
-25/01/24 01:31:16| DEBUG [size=28,place=2] best score = 0.00694597; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 464.540s]
-25/01/24 01:41:24| DEBUG [size=31,place=1] best score = 0.00671874; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.706s]
-25/01/24 01:41:24| DEBUG [size=31,place=2] best score = 0.00763922; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.706s]
-25/01/24 01:41:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00664) [took 2217.4229s]
-25/01/24 01:46:17| INFO mul_kde_lr_gs finished [took 2510.4992s]
-25/01/24 01:48:45| DEBUG [size=11,place=1] best score = 0.00961761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 147.409s]
-25/01/24 01:48:45| DEBUG [size=11,place=2] best score = 0.01003228; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 147.410s]
-25/01/24 01:55:58| DEBUG [size=56,place=1] best score = 0.00688976; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 432.229s]
-25/01/24 01:55:58| DEBUG [size=56,place=2] best score = 0.00689715; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 432.229s]
-25/01/24 02:00:30| DEBUG [size=35,place=1] best score = 0.00677359; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.670s]
-25/01/24 02:00:30| DEBUG [size=35,place=2] best score = 0.00685405; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.670s]
-25/01/24 02:07:01| DEBUG [size=47,place=1] best score = 0.00669181; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 390.809s]
-25/01/24 02:07:01| DEBUG [size=47,place=2] best score = 0.00689240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 390.809s]
-25/01/24 02:10:03| DEBUG [size=14,place=1] best score = 0.00703448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.502s]
-25/01/24 02:10:03| DEBUG [size=14,place=2] best score = 0.00706970; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.503s]
-25/01/24 02:10:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00669) [took 1424.6475s]
-25/01/24 02:14:42| INFO m3w_kde_lr_gs finished [took 1704.2556s]
-25/01/24 02:14:42| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 6670.5696s]
-----------------------------------------------------------------------------------------------------
-25/01/24 11:35:50| INFO dataset imdb [pool size: 10]
-25/01/24 11:35:51| INFO Dataset sample [0.1 0.9] of dataset imdb started
-25/01/24 11:36:17| INFO ref finished [took 23.6450s]
-25/01/24 11:36:21| INFO atc_mc finished [took 27.1673s]
-25/01/24 11:36:24| INFO cross2 finished [took 30.0646s]
-25/01/24 11:36:30| INFO m3w_sld_lr_is finished [took 36.5318s]
-25/01/24 11:36:33| INFO mul_sld_lr_is finished [took 38.5818s]
-25/01/24 11:36:36| INFO doc finished [took 42.5913s]
-25/01/24 11:36:37| INFO cross finished [took 42.9295s]
-25/01/24 11:36:45| INFO bin_sld_lr_is finished [took 51.0490s]
-25/01/24 11:36:45| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 54.2643s]
-25/01/24 11:36:45| INFO Dataset sample [0.2 0.8] of dataset imdb started
-25/01/24 11:37:13| INFO ref finished [took 26.8342s]
-25/01/24 11:37:20| INFO cross2 finished [took 31.2053s]
-25/01/24 11:37:20| INFO atc_mc finished [took 34.1058s]
-25/01/24 11:37:21| INFO doc finished [took 34.3989s]
-25/01/24 11:37:25| INFO cross finished [took 36.0384s]
-25/01/24 11:37:26| INFO m3w_sld_lr_is finished [took 40.0633s]
-25/01/24 11:37:36| INFO mul_sld_lr_is finished [took 49.3632s]
-25/01/24 11:37:46| INFO bin_sld_lr_is finished [took 56.7463s]
-25/01/24 11:37:46| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 61.2576s]
-25/01/24 11:37:46| INFO Dataset sample [0.3 0.7] of dataset imdb started
-25/01/24 11:38:07| INFO cross2 finished [took 19.7494s]
-25/01/24 11:38:15| INFO ref finished [took 26.4726s]
-25/01/24 11:38:15| INFO atc_mc finished [took 27.5497s]
-25/01/24 11:38:20| INFO cross finished [took 32.7346s]
-25/01/24 11:38:31| INFO doc finished [took 42.5826s]
-25/01/24 11:38:31| INFO m3w_sld_lr_is finished [took 42.9533s]
-25/01/24 11:38:31| INFO bin_sld_lr_is finished [took 44.0394s]
-25/01/24 11:38:42| INFO mul_sld_lr_is finished [took 53.3836s]
-25/01/24 11:38:42| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 55.4420s]
-25/01/24 11:38:42| INFO Dataset sample [0.4 0.6] of dataset imdb started
-25/01/24 11:39:12| INFO atc_mc finished [took 28.1797s]
-25/01/24 11:39:14| INFO cross2 finished [took 30.6477s]
-25/01/24 11:39:15| INFO ref finished [took 31.6700s]
-25/01/24 11:39:17| INFO doc finished [took 34.1247s]
-25/01/24 11:39:21| INFO m3w_sld_lr_is finished [took 37.9809s]
-25/01/24 11:39:25| INFO cross finished [took 41.8937s]
-25/01/24 11:39:29| INFO mul_sld_lr_is finished [took 46.5930s]
-25/01/24 11:39:36| INFO bin_sld_lr_is finished [took 53.1445s]
-25/01/24 11:39:36| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 54.1517s]
-25/01/24 11:39:36| INFO Dataset sample [0.5 0.5] of dataset imdb started
-25/01/24 11:39:57| INFO cross2 finished [took 19.7987s]
-25/01/24 11:40:04| INFO atc_mc finished [took 27.2542s]
-25/01/24 11:40:04| INFO ref finished [took 26.8310s]
-25/01/24 11:40:11| INFO doc finished [took 33.4677s]
-25/01/24 11:40:13| INFO cross finished [took 35.5359s]
-25/01/24 11:40:23| INFO m3w_sld_lr_is finished [took 45.5564s]
-25/01/24 11:40:27| INFO mul_sld_lr_is finished [took 49.9659s]
-25/01/24 11:40:28| INFO bin_sld_lr_is finished [took 50.3638s]
-25/01/24 11:40:28| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 52.0138s]
-25/01/24 11:40:28| INFO Dataset sample [0.6 0.4] of dataset imdb started
-25/01/24 11:40:49| INFO cross2 finished [took 19.6678s]
-25/01/24 11:41:02| INFO ref finished [took 32.0682s]
-25/01/24 11:41:07| INFO m3w_sld_lr_is finished [took 38.1759s]
-25/01/24 11:41:09| INFO cross finished [took 39.1518s]
-25/01/24 11:41:09| INFO atc_mc finished [took 39.4263s]
-25/01/24 11:41:10| INFO doc finished [took 40.1959s]
-25/01/24 11:41:13| INFO bin_sld_lr_is finished [took 43.9935s]
-25/01/24 11:41:17| INFO mul_sld_lr_is finished [took 48.2449s]
-25/01/24 11:41:17| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 49.4781s]
-25/01/24 11:41:17| INFO Dataset sample [0.7 0.3] of dataset imdb started
-25/01/24 11:41:45| INFO ref finished [took 25.6513s]
-25/01/24 11:41:46| INFO atc_mc finished [took 27.0561s]
-25/01/24 11:41:49| INFO cross2 finished [took 29.3019s]
-25/01/24 11:41:56| INFO cross finished [took 35.8179s]
-25/01/24 11:41:56| INFO doc finished [took 35.9353s]
-25/01/24 11:42:04| INFO bin_sld_lr_is finished [took 44.8654s]
-25/01/24 11:42:05| INFO m3w_sld_lr_is finished [took 45.3874s]
-25/01/24 11:42:11| INFO mul_sld_lr_is finished [took 51.7435s]
-25/01/24 11:42:11| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 53.4523s]
-25/01/24 11:42:11| INFO Dataset sample [0.8 0.2] of dataset imdb started
-25/01/24 11:42:32| INFO ref finished [took 19.9497s]
-25/01/24 11:42:38| INFO cross2 finished [took 25.5259s]
-25/01/24 11:42:49| INFO m3w_sld_lr_is finished [took 36.9316s]
-25/01/24 11:42:49| INFO atc_mc finished [took 36.3590s]
-25/01/24 11:42:51| INFO cross finished [took 39.0287s]
-25/01/24 11:42:54| INFO doc finished [took 41.5488s]
-25/01/24 11:43:08| INFO mul_sld_lr_is finished [took 56.3771s]
-25/01/24 11:43:09| INFO bin_sld_lr_is finished [took 57.0681s]
-25/01/24 11:43:09| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 58.0938s]
-25/01/24 11:43:09| INFO Dataset sample [0.9 0.1] of dataset imdb started
-25/01/24 11:43:37| INFO atc_mc finished [took 26.9476s]
-25/01/24 11:43:40| INFO ref finished [took 29.9288s]
-25/01/24 11:43:41| INFO cross2 finished [took 30.5196s]
-25/01/24 11:43:45| INFO cross finished [took 35.1148s]
-25/01/24 11:43:46| INFO m3w_sld_lr_is finished [took 35.4226s]
-25/01/24 11:43:49| INFO mul_sld_lr_is finished [took 38.7458s]
-25/01/24 11:43:53| INFO doc finished [took 42.4371s]
-25/01/24 11:44:18| INFO bin_sld_lr_is finished [took 67.7248s]
-25/01/24 11:44:18| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 68.8483s]
-----------------------------------------------------------------------------------------------------
-25/01/24 11:44:25| INFO dataset rcv1_CCAT [pool size: 10]
-25/01/24 11:44:25| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-25/01/24 11:45:41| INFO cross2 finished [took 73.2839s]
-25/01/24 11:45:48| INFO cross finished [took 81.5714s]
-25/01/24 11:45:51| INFO m3w_sld_lr_is finished [took 84.7033s]
-25/01/24 11:45:59| INFO ref finished [took 92.0133s]
-25/01/24 11:46:12| INFO doc finished [took 104.0604s]
-25/01/24 11:46:13| INFO atc_mc finished [took 105.5313s]
-25/01/24 11:46:28| INFO mul_sld_lr_is finished [took 121.6784s]
-25/01/24 11:46:29| INFO bin_sld_lr_is finished [took 121.3874s]
-25/01/24 11:46:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 123.9118s]
-25/01/24 11:46:29| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-25/01/24 11:47:43| INFO cross2 finished [took 72.1173s]
-25/01/24 11:47:50| INFO atc_mc finished [took 79.5104s]
-25/01/24 11:47:56| INFO m3w_sld_lr_is finished [took 85.2153s]
-25/01/24 11:47:56| INFO doc finished [took 84.4297s]
-25/01/24 11:48:08| INFO ref finished [took 97.0382s]
-25/01/24 11:48:19| INFO cross finished [took 107.2867s]
-25/01/24 11:48:40| INFO mul_sld_lr_is finished [took 128.0434s]
-25/01/24 11:48:42| INFO bin_sld_lr_is finished [took 130.2633s]
-25/01/24 11:48:42| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 133.1027s]
-25/01/24 11:48:42| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-25/01/24 11:49:55| INFO cross2 finished [took 70.7983s]
-25/01/24 11:49:59| INFO atc_mc finished [took 74.8269s]
-25/01/24 11:50:21| INFO ref finished [took 96.5090s]
-25/01/24 11:50:25| INFO bin_sld_lr_is finished [took 101.6008s]
-25/01/24 11:50:28| INFO mul_sld_lr_is finished [took 104.2289s]
-25/01/24 11:50:29| INFO cross finished [took 103.9743s]
-25/01/24 11:50:31| INFO doc finished [took 106.5046s]
-25/01/24 11:50:35| INFO m3w_sld_lr_is finished [took 110.1622s]
-25/01/24 11:50:35| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 113.0112s]
-25/01/24 11:50:35| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-25/01/24 11:51:45| INFO ref finished [took 68.1313s]
-25/01/24 11:51:52| INFO atc_mc finished [took 74.9690s]
-25/01/24 11:51:53| INFO cross finished [took 76.8063s]
-25/01/24 11:51:58| INFO m3w_sld_lr_is finished [took 82.0022s]
-25/01/24 11:52:12| INFO cross2 finished [took 94.9298s]
-25/01/24 11:52:21| INFO doc finished [took 104.1582s]
-25/01/24 11:52:37| INFO bin_sld_lr_is finished [took 120.2569s]
-25/01/24 11:52:41| INFO mul_sld_lr_is finished [took 123.8944s]
-25/01/24 11:52:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 126.0833s]
-25/01/24 11:52:41| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-25/01/24 11:53:53| INFO cross2 finished [took 69.7417s]
-25/01/24 11:54:05| INFO doc finished [took 81.7758s]
-25/01/24 11:54:07| INFO m3w_sld_lr_is finished [took 84.5683s]
-25/01/24 11:54:24| INFO ref finished [took 100.3438s]
-25/01/24 11:54:25| INFO mul_sld_lr_is finished [took 102.1231s]
-25/01/24 11:54:25| INFO atc_mc finished [took 101.7972s]
-25/01/24 11:54:27| INFO cross finished [took 103.7545s]
-25/01/24 11:54:49| INFO bin_sld_lr_is finished [took 125.1956s]
-25/01/24 11:54:49| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 127.7231s]
-25/01/24 11:54:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-25/01/24 11:55:57| INFO ref finished [took 67.1904s]
-25/01/24 11:56:00| INFO cross2 finished [took 70.3554s]
-25/01/24 11:56:15| INFO m3w_sld_lr_is finished [took 85.2588s]
-25/01/24 11:56:28| INFO bin_sld_lr_is finished [took 97.6812s]
-25/01/24 11:56:32| INFO atc_mc finished [took 101.8635s]
-25/01/24 11:56:34| INFO doc finished [took 103.1996s]
-25/01/24 11:56:36| INFO cross finished [took 105.4554s]
-25/01/24 11:56:54| INFO mul_sld_lr_is finished [took 123.7189s]
-25/01/24 11:56:54| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 125.2845s]
-25/01/24 11:56:54| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-25/01/24 11:58:15| INFO atc_mc finished [took 79.0230s]
-25/01/24 11:58:19| INFO ref finished [took 81.5896s]
-25/01/24 11:58:24| INFO m3w_sld_lr_is finished [took 86.5488s]
-25/01/24 11:58:28| INFO doc finished [took 90.2149s]
-25/01/24 11:58:36| INFO cross2 finished [took 99.3227s]
-25/01/24 11:58:36| INFO cross finished [took 98.3996s]
-25/01/24 11:58:53| INFO mul_sld_lr_is finished [took 116.6495s]
-25/01/24 11:59:03| INFO bin_sld_lr_is finished [took 126.2623s]
-25/01/24 11:59:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 128.3143s]
-25/01/24 11:59:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-25/01/24 12:00:26| INFO doc finished [took 81.9131s]
-25/01/24 12:00:29| INFO m3w_sld_lr_is finished [took 84.5987s]
-25/01/24 12:00:36| INFO atc_mc finished [took 90.5774s]
-25/01/24 12:00:41| INFO ref finished [took 96.3053s]
-25/01/24 12:00:42| INFO mul_sld_lr_is finished [took 97.3056s]
-25/01/24 12:00:43| INFO cross finished [took 98.3308s]
-25/01/24 12:00:47| INFO cross2 finished [took 101.5465s]
-25/01/24 12:01:12| INFO bin_sld_lr_is finished [took 126.7583s]
-25/01/24 12:01:12| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 129.3432s]
-25/01/24 12:01:12| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-25/01/24 12:02:23| INFO cross2 finished [took 69.2817s]
-25/01/24 12:02:37| INFO cross finished [took 83.3023s]
-25/01/24 12:02:38| INFO m3w_sld_lr_is finished [took 84.2394s]
-25/01/24 12:02:51| INFO ref finished [took 97.1679s]
-25/01/24 12:02:56| INFO atc_mc finished [took 101.3354s]
-25/01/24 12:02:56| INFO bin_sld_lr_is finished [took 103.0702s]
-25/01/24 12:02:57| INFO doc finished [took 102.4440s]
-25/01/24 12:03:12| INFO mul_sld_lr_is finished [took 118.7092s]
-25/01/24 12:03:12| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 120.2353s]
-----------------------------------------------------------------------------------------------------
-25/01/24 12:22:21| INFO dataset imdb [pool size: 10]
-25/01/24 12:22:21| INFO Dataset sample [0.1 0.9] of dataset imdb started
-25/01/24 12:22:58| INFO ref finished [took 33.6297s]
-25/01/24 12:22:58| INFO cross2 finished [took 33.7000s]
-25/01/24 12:23:07| INFO atc_mc finished [took 41.7784s]
-25/01/24 12:23:21| INFO doc finished [took 55.9796s]
-25/01/24 12:23:24| INFO cross finished [took 59.6992s]
-25/01/24 12:23:26| INFO m3w_sld_lr_is finished [took 61.3862s]
-25/01/24 12:23:29| INFO m3w_sld_lr finished [took 64.4167s]
-25/01/24 12:23:33| INFO bin_sld_lr_is finished [took 68.6201s]
-25/01/24 12:23:38| INFO bin_sld_lr finished [took 73.3467s]
-25/01/24 12:23:40| INFO mul_sld_lr_is finished [took 74.8617s]
-25/01/24 12:23:53| INFO mul_sld_lr finished [took 88.2640s]
-25/01/24 12:23:53| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 92.1619s]
-25/01/24 12:23:53| INFO Dataset sample [0.2 0.8] of dataset imdb started
-25/01/24 12:24:28| INFO ref finished [took 33.3323s]
-25/01/24 12:24:28| INFO cross2 finished [took 33.5663s]
-25/01/24 12:24:37| INFO atc_mc finished [took 42.9700s]
-25/01/24 12:24:49| INFO cross finished [took 54.5496s]
-25/01/24 12:24:51| INFO doc finished [took 56.7869s]
-25/01/24 12:24:53| INFO m3w_sld_lr finished [took 58.5622s]
-25/01/24 12:24:53| INFO m3w_sld_lr_is finished [took 58.9278s]
-25/01/24 12:24:56| INFO mul_sld_lr_is finished [took 61.6606s]
-25/01/24 12:25:02| INFO mul_sld_lr finished [took 67.9241s]
-25/01/24 12:25:05| INFO bin_sld_lr_is finished [took 70.4352s]
-25/01/24 12:25:08| INFO bin_sld_lr finished [took 73.9751s]
-25/01/24 12:25:08| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 75.5093s]
-25/01/24 12:25:08| INFO Dataset sample [0.3 0.7] of dataset imdb started
-25/01/24 12:25:44| INFO cross2 finished [took 33.9943s]
-25/01/24 12:25:44| INFO ref finished [took 34.4567s]
-25/01/24 12:25:57| INFO atc_mc finished [took 47.4235s]
-25/01/24 12:26:03| INFO doc finished [took 53.2943s]
-25/01/24 12:26:04| INFO m3w_sld_lr finished [took 53.8319s]
-25/01/24 12:26:05| INFO cross finished [took 54.8585s]
-25/01/24 12:26:08| INFO m3w_sld_lr_is finished [took 58.4755s]
-25/01/24 12:26:10| INFO mul_sld_lr finished [took 60.1296s]
-25/01/24 12:26:15| INFO bin_sld_lr_is finished [took 65.6663s]
-25/01/24 12:26:17| INFO mul_sld_lr_is finished [took 66.7777s]
-25/01/24 12:26:19| INFO bin_sld_lr finished [took 68.8810s]
-25/01/24 12:26:19| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 70.2981s]
-25/01/24 12:26:19| INFO Dataset sample [0.4 0.6] of dataset imdb started
-25/01/24 12:26:54| INFO cross2 finished [took 34.4718s]
-25/01/24 12:26:54| INFO ref finished [took 34.4079s]
-25/01/24 12:27:04| INFO atc_mc finished [took 44.5984s]
-25/01/24 12:27:08| INFO cross finished [took 48.2413s]
-25/01/24 12:27:13| INFO doc finished [took 52.9755s]
-25/01/24 12:27:16| INFO m3w_sld_lr_is finished [took 56.0605s]
-25/01/24 12:27:17| INFO m3w_sld_lr finished [took 57.5390s]
-25/01/24 12:27:25| INFO mul_sld_lr finished [took 65.1679s]
-25/01/24 12:27:25| INFO bin_sld_lr finished [took 65.4812s]
-25/01/24 12:27:26| INFO bin_sld_lr_is finished [took 66.9950s]
-25/01/24 12:27:27| INFO mul_sld_lr_is finished [took 67.8697s]
-25/01/24 12:27:28| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 68.7604s]
-25/01/24 12:27:28| INFO Dataset sample [0.5 0.5] of dataset imdb started
-25/01/24 12:28:03| INFO cross2 finished [took 34.7222s]
-25/01/24 12:28:03| INFO ref finished [took 35.0608s]
-25/01/24 12:28:15| INFO atc_mc finished [took 46.8302s]
-25/01/24 12:28:23| INFO m3w_sld_lr finished [took 54.7266s]
-25/01/24 12:28:23| INFO cross finished [took 54.8490s]
-25/01/24 12:28:25| INFO doc finished [took 56.4045s]
-25/01/24 12:28:25| INFO m3w_sld_lr_is finished [took 56.4646s]
-25/01/24 12:28:30| INFO bin_sld_lr_is finished [took 61.4160s]
-25/01/24 12:28:34| INFO mul_sld_lr_is finished [took 66.0148s]
-25/01/24 12:28:35| INFO bin_sld_lr finished [took 67.0917s]
-25/01/24 12:28:38| INFO mul_sld_lr finished [took 69.8819s]
-25/01/24 12:28:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 70.8268s]
-25/01/24 12:28:38| INFO Dataset sample [0.6 0.4] of dataset imdb started
-25/01/24 12:29:13| INFO cross2 finished [took 33.6649s]
-25/01/24 12:29:14| INFO ref finished [took 34.1838s]
-25/01/24 12:29:26| INFO atc_mc finished [took 46.1140s]
-25/01/24 12:29:31| INFO cross finished [took 51.0968s]
-25/01/24 12:29:32| INFO m3w_sld_lr_is finished [took 52.0895s]
-25/01/24 12:29:35| INFO m3w_sld_lr finished [took 55.0865s]
-25/01/24 12:29:36| INFO doc finished [took 56.1595s]
-25/01/24 12:29:44| INFO bin_sld_lr finished [took 64.8579s]
-25/01/24 12:29:46| INFO bin_sld_lr_is finished [took 66.6080s]
-25/01/24 12:29:47| INFO mul_sld_lr_is finished [took 68.0383s]
-25/01/24 12:29:51| INFO mul_sld_lr finished [took 71.8295s]
-25/01/24 12:29:52| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 73.1838s]
-25/01/24 12:29:52| INFO Dataset sample [0.7 0.3] of dataset imdb started
-25/01/24 12:30:26| INFO ref finished [took 33.5052s]
-25/01/24 12:30:26| INFO cross2 finished [took 33.5628s]
-25/01/24 12:30:38| INFO atc_mc finished [took 45.5159s]
-25/01/24 12:30:42| INFO cross finished [took 49.7529s]
-25/01/24 12:30:45| INFO doc finished [took 52.3566s]
-25/01/24 12:30:49| INFO m3w_sld_lr finished [took 56.4881s]
-25/01/24 12:30:50| INFO m3w_sld_lr_is finished [took 56.9020s]
-25/01/24 12:31:00| INFO mul_sld_lr finished [took 67.1920s]
-25/01/24 12:31:00| INFO mul_sld_lr_is finished [took 67.3540s]
-25/01/24 12:31:01| INFO bin_sld_lr_is finished [took 68.4303s]
-25/01/24 12:31:04| INFO bin_sld_lr finished [took 70.7400s]
-25/01/24 12:31:04| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 72.0617s]
-25/01/24 12:31:04| INFO Dataset sample [0.8 0.2] of dataset imdb started
-25/01/24 12:31:38| INFO cross2 finished [took 33.2872s]
-25/01/24 12:31:39| INFO ref finished [took 34.2233s]
-25/01/24 12:31:51| INFO atc_mc finished [took 45.8910s]
-25/01/24 12:31:55| INFO m3w_sld_lr finished [took 49.9020s]
-25/01/24 12:31:57| INFO m3w_sld_lr_is finished [took 52.3495s]
-25/01/24 12:31:58| INFO doc finished [took 52.9964s]
-25/01/24 12:31:59| INFO cross finished [took 54.3552s]
-25/01/24 12:32:15| INFO mul_sld_lr_is finished [took 70.2474s]
-25/01/24 12:32:21| INFO bin_sld_lr_is finished [took 75.9115s]
-25/01/24 12:32:25| INFO bin_sld_lr finished [took 80.2923s]
-25/01/24 12:32:27| INFO mul_sld_lr finished [took 82.3178s]
-25/01/24 12:32:27| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 83.6393s]
-25/01/24 12:32:27| INFO Dataset sample [0.9 0.1] of dataset imdb started
-25/01/24 12:33:01| INFO cross2 finished [took 32.8266s]
-25/01/24 12:33:02| INFO ref finished [took 33.1846s]
-25/01/24 12:33:09| INFO atc_mc finished [took 40.6510s]
-25/01/24 12:33:19| INFO m3w_sld_lr_is finished [took 50.7897s]
-25/01/24 12:33:20| INFO cross finished [took 51.7187s]
-25/01/24 12:33:22| INFO doc finished [took 53.4998s]
-25/01/24 12:33:23| INFO m3w_sld_lr finished [took 54.3079s]
-25/01/24 12:33:28| INFO mul_sld_lr finished [took 59.3274s]
-25/01/24 12:33:43| INFO bin_sld_lr_is finished [took 75.0638s]
-25/01/24 12:33:51| INFO bin_sld_lr finished [took 82.2384s]
-25/01/24 12:34:02| INFO mul_sld_lr_is finished [took 93.5196s]
-25/01/24 12:34:02| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 94.7759s]
-----------------------------------------------------------------------------------------------------
-25/01/24 12:34:07| INFO dataset rcv1_CCAT [pool size: 10]
-25/01/24 12:34:07| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-25/01/24 12:36:15| INFO atc_mc finished [took 125.7611s]
-25/01/24 12:36:21| INFO ref finished [took 132.1697s]
-25/01/24 12:36:23| INFO cross2 finished [took 134.2677s]
-25/01/24 12:36:35| INFO cross finished [took 146.1256s]
-25/01/24 12:36:39| INFO doc finished [took 149.7789s]
-25/01/24 12:36:39| INFO m3w_sld_lr finished [took 150.9322s]
-25/01/24 12:36:40| INFO m3w_sld_lr_is finished [took 151.5271s]
-25/01/24 12:36:45| INFO mul_sld_lr_is finished [took 156.3806s]
-25/01/24 12:36:50| INFO mul_sld_lr finished [took 161.0921s]
-25/01/24 12:37:08| INFO bin_sld_lr_is finished [took 178.9724s]
-25/01/24 12:37:09| INFO bin_sld_lr finished [took 180.6145s]
-25/01/24 12:37:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 181.9801s]
-25/01/24 12:37:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-25/01/24 12:39:14| INFO cross2 finished [took 123.8257s]
-25/01/24 12:39:17| INFO atc_mc finished [took 125.7378s]
-25/01/24 12:39:22| INFO ref finished [took 130.8220s]
-25/01/24 12:39:28| INFO cross finished [took 137.3247s]
-25/01/24 12:39:33| INFO doc finished [took 141.7685s]
-25/01/24 12:39:34| INFO m3w_sld_lr finished [took 142.3875s]
-25/01/24 12:39:40| INFO m3w_sld_lr_is finished [took 148.3258s]
-25/01/24 12:39:50| INFO mul_sld_lr finished [took 158.7034s]
-25/01/24 12:39:51| INFO mul_sld_lr_is finished [took 159.3121s]
-25/01/24 12:40:01| INFO bin_sld_lr_is finished [took 170.0174s]
-25/01/24 12:40:02| INFO bin_sld_lr finished [took 170.5169s]
-25/01/24 12:40:02| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 172.2719s]
-25/01/24 12:40:02| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-25/01/24 12:42:15| INFO ref finished [took 131.4029s]
-25/01/24 12:42:17| INFO cross2 finished [took 133.4621s]
-25/01/24 12:42:23| INFO atc_mc finished [took 139.2557s]
-25/01/24 12:42:24| INFO m3w_sld_lr_is finished [took 140.2105s]
-25/01/24 12:42:30| INFO m3w_sld_lr finished [took 147.1981s]
-25/01/24 12:42:32| INFO doc finished [took 148.1908s]
-25/01/24 12:42:34| INFO cross finished [took 150.5925s]
-25/01/24 12:42:43| INFO bin_sld_lr_is finished [took 159.3226s]
-25/01/24 12:42:49| INFO mul_sld_lr_is finished [took 165.8626s]
-25/01/24 12:42:54| INFO mul_sld_lr finished [took 170.7817s]
-25/01/24 12:42:58| INFO bin_sld_lr finished [took 174.2454s]
-25/01/24 12:42:58| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 175.9490s]
-25/01/24 12:42:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-25/01/24 12:44:53| INFO atc_mc finished [took 113.4863s]
-25/01/24 12:45:07| INFO ref finished [took 128.0909s]
-25/01/24 12:45:09| INFO cross2 finished [took 129.8759s]
-25/01/24 12:45:17| INFO cross finished [took 138.0735s]
-25/01/24 12:45:24| INFO m3w_sld_lr_is finished [took 145.0510s]
-25/01/24 12:45:25| INFO doc finished [took 145.5072s]
-25/01/24 12:45:25| INFO m3w_sld_lr finished [took 146.0284s]
-25/01/24 12:45:30| INFO mul_sld_lr_is finished [took 150.9118s]
-25/01/24 12:45:32| INFO bin_sld_lr_is finished [took 153.0524s]
-25/01/24 12:45:40| INFO bin_sld_lr finished [took 161.3401s]
-25/01/24 12:45:41| INFO mul_sld_lr finished [took 161.9054s]
-25/01/24 12:45:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 163.3906s]
-25/01/24 12:45:41| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-25/01/24 12:47:26| INFO cross2 finished [took 103.0398s]
-25/01/24 12:47:56| INFO ref finished [took 133.2650s]
-25/01/24 12:47:59| INFO cross finished [took 137.0592s]
-25/01/24 12:48:02| INFO atc_mc finished [took 139.6395s]
-25/01/24 12:48:04| INFO mul_sld_lr finished [took 141.6673s]
-25/01/24 12:48:11| INFO doc finished [took 148.1121s]
-25/01/24 12:48:11| INFO m3w_sld_lr finished [took 148.2967s]
-25/01/24 12:48:13| INFO m3w_sld_lr_is finished [took 150.0335s]
-25/01/24 12:48:21| INFO bin_sld_lr_is finished [took 158.5279s]
-25/01/24 12:48:23| INFO bin_sld_lr finished [took 160.0234s]
-25/01/24 12:48:28| INFO mul_sld_lr_is finished [took 165.2170s]
-25/01/24 12:48:28| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 166.7069s]
-25/01/24 12:48:28| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-25/01/24 12:50:31| INFO ref finished [took 122.5025s]
-25/01/24 12:50:31| INFO cross2 finished [took 122.7188s]
-25/01/24 12:50:54| INFO cross finished [took 145.2352s]
-25/01/24 12:50:55| INFO atc_mc finished [took 146.5007s]
-25/01/24 12:50:57| INFO doc finished [took 148.4474s]
-25/01/24 12:51:00| INFO m3w_sld_lr finished [took 151.2561s]
-25/01/24 12:51:02| INFO m3w_sld_lr_is finished [took 153.2082s]
-25/01/24 12:51:16| INFO mul_sld_lr finished [took 167.4429s]
-25/01/24 12:51:16| INFO mul_sld_lr_is finished [took 167.5035s]
-25/01/24 12:51:20| INFO bin_sld_lr finished [took 171.1769s]
-25/01/24 12:51:21| INFO bin_sld_lr_is finished [took 171.7745s]
-25/01/24 12:51:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 172.7349s]
-25/01/24 12:51:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-25/01/24 12:53:28| INFO cross2 finished [took 126.4406s]
-25/01/24 12:53:37| INFO ref finished [took 134.5815s]
-25/01/24 12:53:45| INFO atc_mc finished [took 142.2757s]
-25/01/24 12:53:51| INFO cross finished [took 147.8059s]
-25/01/24 12:53:53| INFO m3w_sld_lr_is finished [took 150.3535s]
-25/01/24 12:53:55| INFO doc finished [took 151.8425s]
-25/01/24 12:53:59| INFO m3w_sld_lr finished [took 156.5067s]
-25/01/24 12:54:06| INFO mul_sld_lr_is finished [took 163.3772s]
-25/01/24 12:54:09| INFO mul_sld_lr finished [took 166.1159s]
-25/01/24 12:54:11| INFO bin_sld_lr finished [took 168.7289s]
-25/01/24 12:54:14| INFO bin_sld_lr_is finished [took 171.0113s]
-25/01/24 12:54:14| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 173.2417s]
-25/01/24 12:54:14| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-25/01/24 12:56:20| INFO ref finished [took 123.8999s]
-25/01/24 12:56:26| INFO cross2 finished [took 130.3596s]
-25/01/24 12:56:43| INFO m3w_sld_lr_is finished [took 147.1640s]
-25/01/24 12:56:44| INFO doc finished [took 148.2395s]
-25/01/24 12:56:45| INFO atc_mc finished [took 149.3265s]
-25/01/24 12:56:45| INFO cross finished [took 149.4201s]
-25/01/24 12:56:51| INFO m3w_sld_lr finished [took 155.5928s]
-25/01/24 12:56:56| INFO mul_sld_lr_is finished [took 160.2231s]
-25/01/24 12:57:07| INFO bin_sld_lr_is finished [took 171.8535s]
-25/01/24 12:57:10| INFO bin_sld_lr finished [took 173.9271s]
-25/01/24 12:57:14| INFO mul_sld_lr finished [took 177.9837s]
-25/01/24 12:57:14| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 179.7120s]
-25/01/24 12:57:14| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-25/01/24 12:59:25| INFO cross2 finished [took 129.5739s]
-25/01/24 12:59:26| INFO ref finished [took 130.4932s]
-25/01/24 12:59:36| INFO atc_mc finished [took 140.6765s]
-25/01/24 12:59:37| INFO cross finished [took 142.4876s]
-25/01/24 12:59:45| INFO m3w_sld_lr_is finished [took 150.6797s]
-25/01/24 12:59:46| INFO doc finished [took 150.7387s]
-25/01/24 12:59:46| INFO m3w_sld_lr finished [took 150.9508s]
-25/01/24 13:00:00| INFO bin_sld_lr finished [took 164.9272s]
-25/01/24 13:00:00| INFO bin_sld_lr_is finished [took 165.2628s]
-25/01/24 13:00:07| INFO mul_sld_lr finished [took 172.1540s]
-25/01/24 13:00:15| INFO mul_sld_lr_is finished [took 180.0685s]
-25/01/24 13:00:15| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 181.6084s]
-----------------------------------------------------------------------------------------------------
-25/01/24 13:41:13| INFO dataset rcv1_MCAT [pool size: 10]
-25/01/24 13:41:13| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
-25/01/24 13:42:48| INFO ref finished [took 91.8894s]
-25/01/24 13:42:52| INFO atc_mc finished [took 96.1650s]
-25/01/24 13:42:56| INFO doc finished [took 100.4566s]
-25/01/24 13:48:37| INFO rca_star finished [took 440.4432s]
-25/01/24 13:48:40| INFO rca finished [took 443.6743s]
-25/01/24 13:56:49| INFO mandoline finished [took 932.8227s]
-25/01/24 13:56:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 935.4640s]
-25/01/24 13:56:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
-25/01/24 13:58:17| INFO ref finished [took 87.4484s]
-25/01/24 13:58:25| INFO atc_mc finished [took 93.5795s]
-25/01/24 13:58:32| INFO doc finished [took 100.9422s]
-25/01/24 14:05:00| INFO rca finished [took 488.2718s]
-25/01/24 14:05:02| INFO rca_star finished [took 491.0657s]
-25/01/24 14:12:22| INFO mandoline finished [took 930.3638s]
-25/01/24 14:12:22| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 932.9191s]
-25/01/24 14:12:22| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
-25/01/24 14:13:51| INFO ref finished [took 88.0385s]
-25/01/24 14:14:00| INFO atc_mc finished [took 95.9475s]
-25/01/24 14:14:05| INFO doc finished [took 100.7115s]
-25/01/24 14:20:33| INFO rca finished [took 488.6075s]
-25/01/24 14:20:35| INFO rca_star finished [took 490.6619s]
-25/01/24 14:27:37| INFO mandoline finished [took 912.1410s]
-25/01/24 14:27:37| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 914.8554s]
-25/01/24 14:27:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
-25/01/24 14:29:06| INFO ref finished [took 88.1780s]
-25/01/24 14:29:14| INFO atc_mc finished [took 95.1463s]
-25/01/24 14:29:21| INFO doc finished [took 102.0665s]
-25/01/24 14:35:46| INFO rca_star finished [took 486.7376s]
-25/01/24 14:35:52| INFO rca finished [took 493.2990s]
-25/01/24 14:42:58| INFO mandoline finished [took 918.6429s]
-25/01/24 14:42:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 921.1681s]
-25/01/24 14:42:58| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
-25/01/24 14:44:26| INFO ref finished [took 87.2694s]
-25/01/24 14:44:35| INFO atc_mc finished [took 94.2686s]
-25/01/24 14:44:41| INFO doc finished [took 100.3706s]
-25/01/24 14:51:07| INFO rca finished [took 487.0160s]
-25/01/24 14:51:11| INFO rca_star finished [took 490.3627s]
-25/01/24 14:58:38| INFO mandoline finished [took 937.9291s]
-25/01/24 14:58:38| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 940.5597s]
-25/01/24 14:58:38| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
-25/01/24 15:00:08| INFO ref finished [took 88.5776s]
-25/01/24 15:00:16| INFO atc_mc finished [took 95.1581s]
-25/01/24 15:00:21| INFO doc finished [took 99.8099s]
-25/01/24 15:06:51| INFO rca finished [took 489.8960s]
-25/01/24 15:06:55| INFO rca_star finished [took 494.3795s]
-25/01/24 15:14:07| INFO mandoline finished [took 925.8516s]
-25/01/24 15:14:07| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 928.2753s]
-25/01/24 15:14:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
-25/01/24 15:15:36| INFO ref finished [took 88.0580s]
-25/01/24 15:15:45| INFO atc_mc finished [took 96.0900s]
-25/01/24 15:15:51| INFO doc finished [took 101.1047s]
-25/01/24 15:22:21| INFO rca_star finished [took 491.9192s]
-25/01/24 15:22:22| INFO rca finished [took 492.0604s]
-25/01/24 15:29:29| INFO mandoline finished [took 919.4335s]
-25/01/24 15:29:29| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 922.0897s]
-25/01/24 15:29:29| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
-25/01/24 15:30:57| INFO ref finished [took 87.8217s]
-25/01/24 15:31:07| INFO atc_mc finished [took 95.2762s]
-25/01/24 15:31:12| INFO doc finished [took 100.6940s]
-25/01/24 15:37:18| INFO rca_star finished [took 466.6618s]
-25/01/24 15:37:23| INFO rca finished [took 471.2736s]
-25/01/24 15:44:40| INFO mandoline finished [took 908.9283s]
-25/01/24 15:44:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 911.6243s]
-25/01/24 15:44:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
-25/01/24 15:46:13| INFO ref finished [took 91.3125s]
-25/01/24 15:46:27| INFO atc_mc finished [took 103.8304s]
-25/01/24 15:46:34| INFO doc finished [took 110.6919s]
-25/01/24 15:53:06| INFO rca_star finished [took 502.9974s]
-25/01/24 15:53:08| INFO rca finished [took 504.4067s]
-25/01/24 16:00:41| INFO mandoline finished [took 957.8078s]
-25/01/24 16:00:41| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 960.6609s]
-----------------------------------------------------------------------------------------------------
-25/01/24 18:08:10| INFO dataset imdb [pool size: 10]
-25/01/24 18:08:10| INFO Dataset sample [0.1 0.9] of dataset imdb started
-25/01/24 18:08:32| INFO ref finished [took 20.0780s]
-25/01/24 18:08:40| INFO atc_mc finished [took 27.5694s]
-25/01/24 18:08:46| INFO doc finished [took 33.5501s]
-25/01/24 18:12:41| INFO rca finished [took 268.8300s]
-25/01/24 18:12:41| INFO rca_star finished [took 269.0242s]
-25/01/24 18:42:47| INFO mandoline finished [took 2074.4264s]
-25/01/24 18:42:47| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 2076.8198s]
-25/01/24 18:42:47| INFO Dataset sample [0.2 0.8] of dataset imdb started
-25/01/24 18:43:08| INFO ref finished [took 20.2966s]
-25/01/24 18:43:17| INFO atc_mc finished [took 27.5369s]
-25/01/24 18:43:23| INFO doc finished [took 34.1168s]
-25/01/24 18:48:35| INFO rca_star finished [took 346.0954s]
-25/01/24 18:48:41| INFO rca finished [took 351.9739s]
-25/01/24 19:17:03| INFO mandoline finished [took 2053.5588s]
-25/01/24 19:17:03| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2056.2038s]
-25/01/24 19:17:03| INFO Dataset sample [0.3 0.7] of dataset imdb started
-25/01/24 19:17:24| INFO ref finished [took 20.8364s]
-25/01/24 19:17:33| INFO atc_mc finished [took 27.4550s]
-25/01/24 19:17:39| INFO doc finished [took 33.9024s]
-25/01/24 19:22:06| INFO rca_star finished [took 300.5427s]
-25/01/24 19:22:11| INFO rca finished [took 305.8736s]
-25/01/24 19:51:21| INFO mandoline finished [took 2055.1625s]
-25/01/24 19:51:21| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 2057.7084s]
-25/01/24 19:51:21| INFO Dataset sample [0.4 0.6] of dataset imdb started
-25/01/24 19:51:42| INFO ref finished [took 20.6138s]
-25/01/24 19:51:51| INFO atc_mc finished [took 27.6528s]
-25/01/24 19:51:56| INFO doc finished [took 33.1588s]
-25/01/24 19:57:05| INFO rca_star finished [took 342.2380s]
-25/01/24 19:57:07| INFO rca finished [took 344.4579s]
-25/01/24 20:25:00| INFO mandoline finished [took 2017.0414s]
-25/01/24 20:25:00| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 2019.4652s]
-25/01/24 20:25:00| INFO Dataset sample [0.5 0.5] of dataset imdb started
-25/01/24 20:25:21| INFO ref finished [took 20.6674s]
-25/01/24 20:25:30| INFO atc_mc finished [took 27.3027s]
-25/01/24 20:25:37| INFO doc finished [took 34.0993s]
-25/01/24 20:30:41| INFO rca_star finished [took 338.5652s]
-25/01/24 20:30:46| INFO rca finished [took 343.7947s]
-25/01/24 20:59:14| INFO mandoline finished [took 2051.5696s]
-25/01/24 20:59:14| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 2053.9318s]
-25/01/24 20:59:14| INFO Dataset sample [0.6 0.4] of dataset imdb started
-25/01/24 20:59:36| INFO ref finished [took 20.8493s]
-25/01/24 20:59:44| INFO atc_mc finished [took 27.4613s]
-25/01/24 20:59:50| INFO doc finished [took 33.7709s]
-25/01/24 21:04:52| INFO rca_star finished [took 335.7672s]
-25/01/24 21:04:55| INFO rca finished [took 338.7511s]
-25/01/24 21:33:27| INFO mandoline finished [took 2050.4126s]
-25/01/24 21:33:27| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 2052.9282s]
-25/01/24 21:33:27| INFO Dataset sample [0.7 0.3] of dataset imdb started
-25/01/24 21:33:48| INFO ref finished [took 20.5255s]
-25/01/24 21:33:57| INFO atc_mc finished [took 27.1069s]
-25/01/24 21:34:03| INFO doc finished [took 33.3741s]
-25/01/24 21:38:30| INFO rca_star finished [took 300.4359s]
-25/01/24 21:38:32| INFO rca finished [took 302.5463s]
-25/01/24 22:07:17| INFO mandoline finished [took 2027.3022s]
-25/01/24 22:07:17| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 2029.8254s]
-25/01/24 22:07:17| INFO Dataset sample [0.8 0.2] of dataset imdb started
-25/01/24 22:07:38| INFO ref finished [took 20.6072s]
-25/01/24 22:07:47| INFO atc_mc finished [took 28.0474s]
-25/01/24 22:07:53| INFO doc finished [took 33.8511s]
-25/01/24 22:12:53| INFO rca_star finished [took 333.4884s]
-25/01/24 22:12:53| INFO rca finished [took 333.7893s]
-25/01/24 22:42:01| INFO mandoline finished [took 2081.3063s]
-25/01/24 22:42:01| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2083.7533s]
-25/01/24 22:42:01| INFO Dataset sample [0.9 0.1] of dataset imdb started
-25/01/24 22:42:22| INFO ref finished [took 20.4089s]
-25/01/24 22:42:31| INFO atc_mc finished [took 27.5858s]
-25/01/24 22:42:36| INFO doc finished [took 33.4626s]
-25/01/24 22:46:13| INFO rca_star finished [took 249.9972s]
-25/01/24 22:46:15| INFO rca finished [took 252.0454s]
-25/01/24 23:15:38| INFO mandoline finished [took 2015.1380s]
-25/01/24 23:15:38| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 2017.5776s]
-----------------------------------------------------------------------------------------------------
-29/01/24 19:29:54| INFO dataset rcv1_CCAT [pool size: 10]
-29/01/24 19:29:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
-29/01/24 19:31:20| INFO ref finished [took 84.0344s]
-29/01/24 19:31:30| INFO atc_mc finished [took 93.5704s]
-29/01/24 19:31:34| INFO doc finished [took 97.4742s]
-29/01/24 19:37:01| INFO rca finished [took 424.6757s]
-29/01/24 19:37:07| INFO rca_star finished [took 430.4277s]
-29/01/24 19:59:29| INFO mandoline finished [took 1773.1134s]
-29/01/24 19:59:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1775.7782s]
-29/01/24 19:59:30| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
-29/01/24 20:00:53| INFO ref finished [took 82.9494s]
-29/01/24 20:01:04| INFO atc_mc finished [took 91.5715s]
-29/01/24 20:01:10| INFO doc finished [took 98.0107s]
-29/01/24 20:07:10| INFO rca_star finished [took 457.7627s]
-29/01/24 20:07:14| INFO rca finished [took 461.5504s]
-29/01/24 20:39:06| INFO mandoline finished [took 2373.4371s]
-29/01/24 20:39:06| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 2376.1367s]
-29/01/24 20:39:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
-29/01/24 20:42:33| INFO ref finished [took 206.5389s]
-29/01/24 20:43:11| INFO atc_mc finished [took 238.9517s]
-29/01/24 20:43:38| INFO doc finished [took 265.9512s]
-29/01/24 20:53:59| INFO rca_star finished [took 887.0092s]
-29/01/24 20:54:14| INFO rca finished [took 902.3731s]
-29/01/24 21:16:36| INFO mandoline finished [took 2243.3933s]
-29/01/24 21:16:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 2249.9257s]
-29/01/24 21:16:36| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
-29/01/24 21:18:00| INFO ref finished [took 83.9265s]
-29/01/24 21:18:11| INFO atc_mc finished [took 93.0182s]
-29/01/24 21:18:17| INFO doc finished [took 98.4712s]
-29/01/24 21:24:38| INFO rca_star finished [took 479.3263s]
-29/01/24 21:24:45| INFO rca finished [took 486.2352s]
-29/01/24 21:46:02| INFO mandoline finished [took 1764.1578s]
-29/01/24 21:46:03| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1766.8618s]
-29/01/24 21:46:03| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
-29/01/24 21:47:35| INFO ref finished [took 91.9094s]
-29/01/24 21:47:43| INFO atc_mc finished [took 97.9967s]
-29/01/24 21:47:51| INFO doc finished [took 106.1827s]
-29/01/24 21:54:50| INFO rca_star finished [took 525.1775s]
-29/01/24 21:54:54| INFO rca finished [took 529.3669s]
-29/01/24 22:25:22| INFO mandoline finished [took 2357.1600s]
-29/01/24 22:25:22| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 2359.7366s]
-29/01/24 22:25:22| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
-29/01/24 22:27:34| INFO atc_mc finished [took 129.0078s]
-29/01/24 22:27:55| INFO doc finished [took 150.2910s]
-29/01/24 22:28:41| INFO ref finished [took 197.5532s]
-29/01/24 22:39:55| INFO rca finished [took 870.1641s]
-29/01/24 22:40:00| INFO rca_star finished [took 875.4623s]
-29/01/24 23:02:02| INFO mandoline finished [took 2197.3545s]
-29/01/24 23:02:02| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 2199.8501s]
-29/01/24 23:02:02| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
-29/01/24 23:03:28| INFO ref finished [took 85.2146s]
-29/01/24 23:03:38| INFO atc_mc finished [took 93.1096s]
-29/01/24 23:03:46| INFO doc finished [took 100.9699s]
-29/01/24 23:13:36| INFO rca finished [took 691.3499s]
-29/01/24 23:13:37| INFO rca_star finished [took 692.3723s]
-29/01/24 23:44:11| INFO mandoline finished [took 2526.2548s]
-29/01/24 23:44:12| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 2529.4029s]
-29/01/24 23:44:12| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
-29/01/24 23:46:51| INFO ref finished [took 157.6259s]
-29/01/24 23:47:18| INFO doc finished [took 180.9850s]
-29/01/24 23:47:25| INFO atc_mc finished [took 188.3503s]
-29/01/24 23:56:17| INFO rca finished [took 720.2895s]
-29/01/24 23:56:19| INFO rca_star finished [took 723.4815s]
-30/01/24 00:17:47| INFO mandoline finished [took 2009.1370s]
-30/01/24 00:17:47| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 2015.0057s]
-30/01/24 00:17:47| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
-30/01/24 00:19:11| INFO ref finished [took 83.7675s]
-30/01/24 00:19:22| INFO atc_mc finished [took 92.3929s]
-30/01/24 00:19:25| INFO doc finished [took 95.9041s]
-30/01/24 00:25:59| INFO rca_star finished [took 489.9583s]
-30/01/24 00:26:06| INFO rca finished [took 497.2176s]
-30/01/24 00:47:14| INFO mandoline finished [took 1764.4702s]
-30/01/24 00:47:14| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1767.0212s]
-----------------------------------------------------------------------------------------------------
-30/01/24 04:13:32| INFO dataset rcv1_GCAT [pool size: 10]
-30/01/24 04:13:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
-30/01/24 04:15:03| INFO ref finished [took 88.4634s]
-30/01/24 04:15:10| INFO atc_mc finished [took 95.7205s]
-30/01/24 04:15:15| INFO doc finished [took 100.5782s]
-30/01/24 04:21:38| INFO rca finished [took 482.8087s]
-30/01/24 04:21:39| INFO rca_star finished [took 484.2297s]
diff --git a/remote.py b/remote.py
deleted file mode 100644
index 1f3bf32..0000000
--- a/remote.py
+++ /dev/null
@@ -1,214 +0,0 @@
-import os
-import queue
-import stat
-import subprocess
-import threading
-from itertools import product as itproduct
-from os.path import expanduser
-from pathlib import Path
-from subprocess import DEVNULL, STDOUT
-
-import paramiko
-from tqdm import tqdm
-
-known_hosts = Path(expanduser("~/.ssh/known_hosts"))
-hostname = "ilona.isti.cnr.it"
-username = "volpi"
-
-__exec_main = "cd tesi; /home/volpi/.local/bin/poetry run main"
-__exec_log = "/usr/bin/tail -f -n 0 tesi/quacc.log"
-__log_file = "remote.log"
-__target_dir = Path("/home/volpi/tesi")
-__to_sync_up = {
- "dir": [
- "quacc",
- "baselines",
- "qcpanel",
- "qcdash",
- ],
- "file": [
- "conf.yaml",
- "run.py",
- "remote.py",
- "merge_data.py",
- "pyproject.toml",
- ],
-}
-__to_sync_down = {
- "dir": [
- "output",
- ],
- "file": [],
-}
-
-
-def prune_remote(sftp: paramiko.SFTPClient, remote: Path):
- _ex_list = []
- mode = sftp.stat(str(remote)).st_mode
- if stat.S_ISDIR(mode):
- for f in sftp.listdir(str(remote)):
- _ex_list.append([prune_remote, sftp, remote / f])
- _ex_list.append([sftp.rmdir, str(remote)])
- elif stat.S_ISREG(mode):
- _ex_list.append([sftp.remove, str(remote)])
-
- return _ex_list
-
-
-def put_dir(sftp: paramiko.SFTPClient, from_: Path, to_: Path):
- _ex_list = []
-
- _ex_list.append([sftp.mkdir, str(to_)])
-
- from_list = os.listdir(from_)
- for f in from_list:
- if (from_ / f).is_file():
- _ex_list.append([sftp.put, str(from_ / f), str(to_ / f)])
- elif (from_ / f).is_dir():
- _ex_list += put_dir(sftp, from_ / f, to_ / f)
-
- try:
- to_list = sftp.listdir(str(to_))
- for f in to_list:
- if f not in from_list:
- _ex_list += prune_remote(sftp, to_ / f)
- except FileNotFoundError:
- pass
-
- return _ex_list
-
-
-def get_dir(sftp: paramiko.SFTPClient, from_: Path, to_: Path):
- _ex_list = []
-
- if not (to_.exists() and to_.is_dir()):
- _ex_list.append([os.mkdir, to_])
-
- for f in sftp.listdir(str(from_)):
- mode = sftp.stat(str(from_ / f)).st_mode
- if stat.S_ISDIR(mode):
- _ex_list += get_dir(sftp, from_ / f, to_ / f)
- # _ex_list.append([sftp.rmdir, str(from_ / f)])
- elif stat.S_ISREG(mode):
- _ex_list.append([sftp.get, str(from_ / f), str(to_ / f)])
- # _ex_list.append([sftp.remove, str(from_ / f)])
-
- return _ex_list
-
-
-def sync_code(*, ssh: paramiko.SSHClient = None, verbose=False):
- _was_ssh = ssh is not None
- if ssh is None:
- ssh = paramiko.SSHClient()
- ssh.load_host_keys(known_hosts)
- ssh.connect(hostname=hostname, username=username)
-
- sftp = ssh.open_sftp()
-
- to_move = [item for k, vs in __to_sync_up.items() for item in itproduct([k], vs)]
- _ex_list = []
- for mode, f in to_move:
- from_ = Path(f).absolute()
- to_ = __target_dir / f
- if mode == "dir":
- _ex_list += put_dir(sftp, from_, to_)
- elif mode == "file":
- _ex_list.append([sftp.put, str(from_), str(to_)])
-
- for _ex in tqdm(_ex_list, desc="synching code: "):
- fn_ = _ex[0]
- try:
- fn_(*_ex[1:])
- except IOError:
- if verbose:
- print(f"Info: directory {to_} already exists.")
-
- sftp.close()
- if not _was_ssh:
- ssh.close()
-
-
-def sync_output(*, ssh: paramiko.SSHClient = None):
- _was_ssh = ssh is not None
- if ssh is None:
- ssh = paramiko.SSHClient()
- ssh.load_host_keys(known_hosts)
- ssh.connect(hostname=hostname, username=username)
-
- sftp = ssh.open_sftp()
-
- to_move = [item for k, vs in __to_sync_down.items() for item in itproduct([k], vs)]
- _ex_list = []
- for mode, f in to_move:
- from_ = __target_dir / f
- to_ = Path(f).absolute()
- if mode == "dir":
- _ex_list += get_dir(sftp, from_, to_)
- elif mode == "file":
- _ex_list.append([sftp.get, str(from_), str(to_)])
-
- for _ex in tqdm(_ex_list, desc="synching output: "):
- fn_ = _ex[0]
- fn_(*_ex[1:])
-
- sftp.close()
- if not _was_ssh:
- ssh.close()
-
-
-def _echo_channel(ch: paramiko.ChannelFile):
- while line := ch.readline():
- print(line, end="")
-
-
-def _echo_log(ssh: paramiko.SSHClient, q_: queue.Queue):
- _, rout, _ = ssh.exec_command(__exec_log, timeout=5.0)
- while True:
- try:
- _line = rout.readline()
- with open(__log_file, "a") as f:
- f.write(_line)
- except TimeoutError:
- pass
-
- try:
- q_.get_nowait()
- return
- except queue.Empty:
- pass
-
-
-def remote(detatch=False):
- ssh = paramiko.SSHClient()
- ssh.load_host_keys(known_hosts)
- ssh.connect(hostname=hostname, username=username)
- sync_code(ssh=ssh)
-
- __to_exec = __exec_main
- if detatch:
- __to_exec += " &> out & disown"
-
- _, rout, rerr = ssh.exec_command(__to_exec)
-
- if detatch:
- ssh.close()
- return
-
- q = queue.Queue()
- _tlog = threading.Thread(target=_echo_log, args=[ssh, q])
- _tlog.start()
-
- _tchans = [threading.Thread(target=_echo_channel, args=[ch]) for ch in [rout, rerr]]
-
- for th in _tchans:
- th.start()
-
- for th in _tchans:
- th.join()
-
- q.put(None)
-
- sync_output(ssh=ssh)
- _tlog.join()
-
- ssh.close()
diff --git a/roadmap.md b/roadmap.md
deleted file mode 100644
index f7d7784..0000000
--- a/roadmap.md
+++ /dev/null
@@ -1,40 +0,0 @@
-
-## Roadmap
-
-#### quantificator domain
-
- - single multilabel quantificator
-
- - vector of binary quantificators
-
- | quantificator | | |
- |:-------------------:|:--------------:|:--------------:|
- | true quantificator | true positive | false positive |
- | false quantificator | false negative | true negative |
-
-#### dataset split
-
- - train | test
- - classificator C is fit on train
- - quantificator Q is fit on cross validation of C over train
- - train | validation | test
- - classificator C is fit on train
- - quantificator Q is fit on validation
-
-#### classificator origin
-
- - black box
- - crystal box
-
-#### test metrics
-
- - f1_score
- - K
-
-#### models
-
- - classificator
- - quantificator
-
-
-
diff --git a/run.py b/run.py
deleted file mode 100644
index 28263b6..0000000
--- a/run.py
+++ /dev/null
@@ -1,21 +0,0 @@
-import argparse
-
-from quacc.legacy.main import main as run_local
-from remote import remote as run_remote
-
-
-def run():
- parser = argparse.ArgumentParser()
- parser.add_argument("-l", "--local", action="store_true", dest="local")
- parser.add_argument("-r", "--remote", action="store_true", dest="remote")
- parser.add_argument("-d", "--detatch", action="store_true", dest="detatch")
- args = parser.parse_args()
-
- if args.local:
- run_local()
- elif args.remote:
- run_remote(detatch=args.detatch)
-
-
-if __name__ == "__main__":
- run()
diff --git a/selected_gs.py b/selected_gs.py
deleted file mode 100644
index d672981..0000000
--- a/selected_gs.py
+++ /dev/null
@@ -1,48 +0,0 @@
-import numpy as np
-
-from quacc.legacy.evaluation.report import DatasetReport
-
-datasets = [
- "imdb/imdb.pickle",
- "rcv1_CCAT/rcv1_CCAT.pickle",
- "rcv1_GCAT/rcv1_GCAT.pickle",
- "rcv1_MCAT/rcv1_MCAT.pickle",
-]
-
-gs = {
- "sld_lr_gs": [
- "bin_sld_lr_gs",
- "mul_sld_lr_gs",
- "m3w_sld_lr_gs",
- ],
- "kde_lr_gs": [
- "bin_kde_lr_gs",
- "mul_kde_lr_gs",
- "m3w_kde_lr_gs",
- ],
-}
-
-for dst in datasets:
- dr = DatasetReport.unpickle("output/main/" + dst)
- print(f"{dst}\n")
- for name, methods in gs.items():
- print(f"{name}")
- sel_methods = [
- {k: v for k, v in cr.fit_scores.items() if k in methods} for cr in dr.crs
- ]
-
- best_methods = [
- list(ms.keys())[np.argmin(list(ms.values()))] for ms in sel_methods
- ]
- m_cnt = []
- for m in methods:
- m_cnt.append((np.array(best_methods) == m).nonzero()[0].shape[0])
- m_cnt = np.array(m_cnt)
- m_freq = m_cnt / len(best_methods)
-
- for n in methods:
- print(n, end="\t")
- print()
- for v in m_freq:
- print(f"{v*100:.2f}", end="\t")
- print("\n\n")