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A light-weight framework to store the progress you madeon your ML operations with the ability to smartly cache your modelsand retrieve it even when your session crashes.

Project description

A lightweight framework to run MLOps experiments with caching abilities.

TODO: complete readme

Change Log

0.0.7 (1.7.2022)

  • Add expand_cfg for hyperparameter tuning

  • Add gridsearch for hyperparameter tuning

  • Change cache token scheme

0.0.6 (29.6.2022)

  • Bug removal in CACHE.RESET() where directories are included in the logs

  • Runner pipeline cloning option added

  • preprocess does keep the pipeline by default

0.0.5 (24.6.2022)

  • Add reload_cfg before each call of runner.run

  • Add reload_cfg before each call of runner.preprocess

  • Add runner.export_logs() method to get a zip file from all logfiles in the experiment directory

0.0.4 (23.6.2022)

  • Add more logs for verbose runners

  • Add CACHE.LOGS_DIR to save logs such as tensorboard

  • Add maximum cache limit that can be manipulated using mlm.MAX_CACHE_SIZE

0.0.3 (23.6.2022)

  • README updated

  • full support without configurations

  • secret_root added to factory and reveal_true_path

0.0.2 (23.6.2022)

  • Bug removal of some initial problems with the setup

0.0.1 (23.6.2022)

  • First release

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