Experiment collection
Project description
Experiment collection
A set of utilities for storing and organizing experiments
Install
pip install experiment-collection
You can find another versions at releases or pypi.
Usage_example
Experiment
- structure with experiment data;
ExperimentCollectionLocal
- local experiment storage;
ExperimentCollectionRemote
- remote experiment storage;
could combine data from multiply sources.
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.
exps.get_experiments()
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
License
MIT License
Copyright (c) 2020 AsciiShell (Aleksey Podchezertsev)
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Close
Hashes for experiment_collection-0.2.3.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6b4bfe1c629f44422496dc7d940d42800f27a970c2a029f2b811b6329cfc1cc0 |
|
MD5 | efc5a3c1fd03d861d575e30baa7f0d54 |
|
BLAKE2b-256 | ac186b5dca965cf053b162b8e37ce3cc918e96440ef9b3a27d55e6f9fabb187e |
Close
Hashes for experiment_collection-0.2.3-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3397d9a677d3eee1638462f90d4fc232270a3d877e606e92e880b3ba329b2f96 |
|
MD5 | 9d95ec75fb3c1002b842889eba741c30 |
|
BLAKE2b-256 | f42c3639fa637cbbb96eff3b12afa7addd9897c4d5dc7f2d70e4a442b5dfdaa3 |