Python库 | experiment_collection-0.2.6.tar.gz

# Experiment collection  [](https://badge.fury.io/py/experiment-collection)  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)