remote execution implemented

This commit is contained in:
Lorenzo Volpi 2023-11-09 12:23:05 +01:00
parent 7c9a3df0e7
commit 2ee86c215c
6 changed files with 706 additions and 436 deletions

View File

@ -230,4 +230,4 @@ main_conf: &main_conf
- atc_ne
- doc_feat
exec: *main_conf
exec: *debug_conf

809
poetry.lock generated
View File

@ -126,198 +126,131 @@ files = [
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@ -986,40 +947,47 @@ testing = ["pytest", "pytest-benchmark"]
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version = "14.0.1"
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]
[package.dependencies]
@ -1341,42 +1311,6 @@ dev = ["flake8", "mypy", "pycodestyle", "typing_extensions"]
doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-panels (>=0.5.2)", "sphinx-tabs"]
test = ["asv", "gmpy2", "mpmath", "pytest", "pytest-cov", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
[[package]]
name = "setuptools"
version = "68.2.2"
description = "Easily download, build, install, upgrade, and uninstall Python packages"
optional = false
python-versions = ">=3.8"
files = [
{file = "setuptools-68.2.2-py3-none-any.whl", hash = "sha256:b454a35605876da60632df1a60f736524eb73cc47bbc9f3f1ef1b644de74fd2a"},
{file = "setuptools-68.2.2.tar.gz", hash = "sha256:4ac1475276d2f1c48684874089fefcd83bd7162ddaafb81fac866ba0db282a87"},
]
[package.extras]
docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
[[package]]
name = "setuptools-scm"
version = "8.0.3"
description = "the blessed package to manage your versions by scm tags"
optional = false
python-versions = ">=3.8"
files = [
{file = "setuptools-scm-8.0.3.tar.gz", hash = "sha256:0169fd70197efda2f8c4d0b2a7a3d614431b488116f37b79d031e9e7ec884d8c"},
{file = "setuptools_scm-8.0.3-py3-none-any.whl", hash = "sha256:813822234453438a13c78d05c8af29918fbc06f88efb33d38f065340bbb48c39"},
]
[package.dependencies]
packaging = ">=20"
setuptools = "*"
[package.extras]
docs = ["entangled-cli[rich]", "mkdocs", "mkdocs-entangled-plugin", "mkdocs-material", "mkdocstrings[python]", "pygments"]
rich = ["rich"]
test = ["pytest", "rich", "virtualenv (>20)"]
[[package]]
name = "six"
version = "1.16.0"
@ -1413,6 +1347,17 @@ files = [
{file = "threadpoolctl-3.2.0.tar.gz", hash = "sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355"},
]
[[package]]
name = "tomli"
version = "2.0.1"
description = "A lil' TOML parser"
optional = false
python-versions = ">=3.7"
files = [
{file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
{file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
]
[[package]]
name = "tqdm"
version = "4.66.1"
@ -1462,5 +1407,5 @@ test = ["pytest", "pytest-cov"]
[metadata]
lock-version = "2.0"
python-versions = "^3.11"
content-hash = "37ec2a6dc789cf3a8403a0e3481b733022329913a8153af7cc8ff6dde8570098"
python-versions = "^3.10.12"
content-hash = "6b6c98c2d110094d6a421c7dfd077e63009dc7f00e56fcb6a3fefc02546d2ceb"

View File

@ -6,7 +6,7 @@ authors = ["Lorenzo Volpi <lorenzo.volpi@outlook.com>"]
readme = "README.md"
[tool.poetry.dependencies]
python = "^3.11"
python = "^3.10"
quapy = "^0.1.7"
pandas = "^2.0.3"
jinja2 = "^3.1.2"
@ -15,8 +15,7 @@ logging = "^0.4.9.6"
[tool.poetry.scripts]
main = "quacc.main:main"
comp = "quacc.main:estimate_comparison"
tohost = "scp_sync:scp_sync_to_host"
run = "run:run"
[tool.poetry.group.dev.dependencies]
@ -36,4 +35,5 @@ build-backend = "poetry.core.masonry.api"
[virtualenvs]
in-project = true
prefer-active-python = true

106
quacc.log
View File

@ -4669,3 +4669,109 @@
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]

195
remote.py Normal file
View File

@ -0,0 +1,195 @@
import os
import queue
import stat
import threading
from itertools import product as itproduct
from os.path import expanduser
from pathlib import Path
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 = "quacc.log"
__target_dir = Path("/home/volpi/tesi")
__to_sync_up = {
"dir": [
"quacc",
"baselines",
],
"file": [
"conf.yaml",
"run.py",
],
}
__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)
to_list = sftp.listdir(str(to_))
for f in to_list:
if f not in from_list:
_ex_list += prune_remote(sftp, to_ / f)
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:
with open(__log_file, "a") as f:
f.write(rout.readline())
except TimeoutError:
pass
try:
q_.get_nowait()
return
except queue.Empty:
pass
def remote():
ssh = paramiko.SSHClient()
ssh.load_host_keys(known_hosts)
ssh.connect(hostname=hostname, username=username)
sync_code(ssh=ssh)
_, rout, rerr = ssh.exec_command(__exec_main)
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()

24
run.py Normal file
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import argparse
from quacc.main import main as _main
from remote import remote as _remote
def run_local():
_main()
def run_remote():
_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")
args = parser.parse_args()
if args.local:
run_local()
elif args.remote:
run_remote()