Metadata-Version: 2.1
Name: experiment_collection_server
Version: 0.2.5
Summary: Experiment collection
Home-page: https://github.com/AsciiShell/experiment_collection
Author: AsciiShell (Aleksey Podchezertsev)
Author-email: dev@asciishell.ru
License: MIT
Description: # Experiment collection
        
        ![GitHub](https://img.shields.io/github/license/AsciiShell/experiment_collection)
        [![PyPI version](https://badge.fury.io/py/experiment-collection.svg)](https://badge.fury.io/py/experiment-collection)
        ![Release](https://github.com/AsciiShell/experiment_collection/workflows/Release/badge.svg)
        
        A set of utilities for storing and organizing experiments
        
        # Install 
        
        ```shell script
        pip install experiment-collection
        ```
        
        You can find another versions at [releases](https://github.com/AsciiShell/experiment_collection/releases)
        or [pypi](https://pypi.org/project/experiment-collection/).
        
        # Usage_example
        
        `Experiment` - structure with experiment data;
        
        `ExperimentCollectionLocal` - local experiment storage;
        
        `ExperimentCollectionRemote` - remote experiment storage;
        could combine data from multiply sources.
        
        ```python3
        from experiment_collection import Experiment, ExperimentCollectionRemote
        
        exps = ExperimentCollectionRemote('localhost:50051', 'main', 'token')
        
        for i in range(10):
            exp = Experiment('name_{}'.format(i))
            exp.set_metrics({'lr': 0.1})
            exp.set_params({'auc': 0.5})
        
            exps.add_experiment(exp)
        
            assert exps.check_experiment(exp)
        
        # Delete latest experiment
        exps.delete_experiment(exp)
        
        assert not exps.check_experiment(exp)
        ```
        
        View all results.
        All metrics and params auto flatten into single columns.
        
        <div class="cell code">
        
            exps.get_experiments()
        
        <div class="output execute_result">
        
                 name                       time  params_auc  metrics_lr
            0  name_0 2020-09-30 23:56:39.932871         0.5         0.1
            1  name_1 2020-09-30 23:56:40.216424         0.5         0.1
            2  name_2 2020-09-30 23:56:40.620029         0.5         0.1
            3  name_3 2020-09-30 23:56:40.916781         0.5         0.1
            4  name_4 2020-09-30 23:56:41.240535         0.5         0.1
            5  name_5 2020-09-30 23:56:41.567865         0.5         0.1
            6  name_6 2020-09-30 23:56:41.861890         0.5         0.1
            7  name_7 2020-09-30 23:56:42.177155         0.5         0.1
            8  name_8 2020-09-30 23:56:42.507883         0.5         0.1
            9  name_9 2020-09-30 23:56:42.818714         0.5         0.1
        
        </div>
        
        </div>
        
        # License
        
        MIT License
        
        Copyright (c) 2020 AsciiShell (Aleksey Podchezertsev)
Keywords: python3
Platform: UNKNOWN
Classifier: Intended Audience :: Developers
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: POSIX
Classifier: Operating System :: POSIX :: Linux
Requires-Python: >=3.6
Description-Content-Type: text/markdown
