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توضیحات

"Experimaestro is a computer science experiment manager"

ویژگی	مقدار
سیستم عامل	-
نام فایل	experimaestro-0.9.9
نام	experimaestro
نسخه کتابخانه	0.9.9
نگهدارنده	[]
ایمیل نگهدارنده	[]
نویسنده	Benjamin Piwowarski
ایمیل نویسنده	benjamin@piwowarski.fr
آدرس صفحه اصلی	https://github.com/experimaestro/experimaestro-python
آدرس اینترنتی	https://pypi.org/project/experimaestro/
مجوز	GPL-3

[![PyPI version](https://badge.fury.io/py/experimaestro.svg)](https://badge.fury.io/py/experimaestro) Experimaestro is a computer science experiment manager whose goals are: - To decompose experiments into a set of parameterizable tasks - Schedule tasks and handle dependencies between tasks - Avoids to re-run the same task two times by computing unique task IDs dependending on the parameters - Handle experimental parameters through tags The full documentation can be read by going to the following URL: [https://experimaestro-python.readthedocs.io](https://experimaestro-python.readthedocs.io) # Install ## With pip You can then install the package using `pip install experimaestro` ## Develop Checkout the git directory, then ``` pip install -e . ``` # Example This very simple example shows how to submit two tasks that concatenate two strings. Under the curtain, - A directory is created for each task (in `workdir/jobs/helloworld.add/HASHID`) based on a unique ID computed from the parameters - Two processes for `Say` are launched (there are no dependencies, so they will be run in parallel) - A tag `y` is created for the main task  ```python # --- Task and types definitions import logging logging.basicConfig(level=logging.DEBUG) from pathlib import Path from experimaestro import Task, Param, experiment, progress import click import time import os from typing import List # --- Just to be able to monitor the tasks def slowdown(sleeptime: int, N: int): logging.info("Sleeping %ds after each step", sleeptime) for i in range(N): time.sleep(sleeptime) progress((i+1)/N) # --- Define the tasks class Say(Task): word: Param[str] sleeptime: Param[float] def execute(self): slowdown(self.sleeptime, len(self.word)) print(self.word.upper(),) class Concat(Task): strings: Param[List[Say]] sleeptime: Param[float] def execute(self): says = [] slowdown(self.sleeptime, len(self.strings)) for string in self.strings: with open(string.__xpm_stdout__) as fp: says.append(fp.read().strip()) print(" ".join(says)) # --- Defines the experiment @click.option("--port", type=int, default=12345, help="Port for monitoring") @click.option("--sleeptime", type=float, default=2, help="Sleep time") @click.argument("workdir", type=Path) @click.command() def cli(port, workdir, sleeptime): """Runs an experiment""" # Sets the working directory and the name of the xp with experiment(workdir, "helloworld", port=port) as xp: # Submit the tasks hello = Say(word="hello", sleeptime=sleeptime).submit() world = Say(word="world", sleeptime=sleeptime).submit() # Concat will depend on the two first tasks Concat(strings=[hello, world], sleeptime=sleeptime).tag("y", 1).submit() if __name__ == "__main__": cli() ``` which can be launched with `python test.py /tmp/helloworld-workdir` ## 0.23.0 (2023-04-07) ### Feat - submit hooks to allow e.g. changing the environment variables ## 0.22.0 (2023-04-05) ### Feat - tags as immutable and hashable dicts ### Fix - corrected service status update for servers - improved server ## 0.21.0 (2023-03-28) ### Feat - When an experiment fails, display the path to stderr - service proxying ### Fix - Information message when locking experiment - Improving slurm support - Fix test bugs - better handlign of services ### Refactor - **server**: switched to flask and socketio for future evolutions of the server ## 0.20.0 (2023-02-18) ### Feat - improvements for dry-run modes to show completed jobs ### Refactor - more reliable identifier computation ## 0.19.2 (2023-02-16) ### Fix - better identifier recomputation ## 0.19.1 (2023-02-15) ### Fix - fix bugs with generate/dry-run modes ## 0.19.0 (2023-02-14) ### Feat - allow using the old task identifier computation to fix params.json ## 0.18.0 (2023-02-13) ### BREAKING CHANGE - New identifiers will be different in all cases - use the deprecated command to recompute identifiers for old experiments - For any task output which is different than the task itself, the identifier will change ### Feat - **configuration**: re-use computed sub-configuration identifiers ### Fix - **server**: fix some display bugs in the UI - **configuration**: fixed more bugs with identifiers - **configuration**: fixed bugs with identifiers - **configuration**: serialize the task to recompute exactly the identifier ### Refactor - removed jsonstreams dependency ## 0.16.0 (2023-02-08) ### Feat - **server**: web services for experiment server ## 0.15.1 (2023-02-08) ### Fix - wrong indent

نیازمندی

مقدار	نام
-	click
-	omegaconf
-	fasteners
-	pyyaml
-	psutil
-	pytools
-	tqdm
-	docstring-parser
>=2.0.0	termcolor
-	requests
-	sortedcontainers
-	pyparsing
-	humanfriendly
~=0.11.1	huggingface-hub
-	gevent
-	flask
-	flask-socketio
>=2.0	Arpeggio
>2.0.0	watchdog
-	marshmallow
-	fabric
-	rpyc
>=4.2	typing-extensions
-	cached-property
-	docutils
-	Pygments
-	paramiko
-	tox

زبان مورد نیاز

مقدار	نام
>=3.8	Python

نحوه نصب

نصب پکیج whl experimaestro-0.9.9:

pip install experimaestro-0.9.9.whl

نصب پکیج tar.gz experimaestro-0.9.9:

pip install experimaestro-0.9.9.tar.gz