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QuaPy/NewMethods/show_hyperparams.py

27 lines
856 B
Python

from glob import glob
import pickle
import numpy as np
results = './results'
method_choices = {}
for file in glob(f'{results}/*'):
hyper = pickle.load(open(file, 'rb'))[-1]
if hyper:
dataset,method,optim = file.split('/')[-1].split('-')
key = str(hyper)
if method not in method_choices:
method_choices[method] = {}
if key not in method_choices[method]:
method_choices[method][key] = 0
method_choices[method][key] = method_choices[method][key]+1
for method, hyper_count_dict in method_choices.items():
hyper, counts = zip(*list(hyper_count_dict.items()))
order = np.argsort(counts)
counts = np.asarray(counts)[order][::-1]
hyper = np.asarray(hyper)[order][::-1]
print(method)
for hyper_i, count_i in zip(hyper, counts):
print('\t', hyper_i, count_i)