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LightGBM

The lightgbm_example script demonstrates the integration of ClearML into code that uses LightGBM.

The example script does the following:

  • Creates a dataset for LightGBM to train a model
  • Specifies configuration which are automatically captured by ClearML
  • Saves model which ClearML automatically captures
  • Creates an experiment named LightGBM in the examples project.

Scalars​

The scalars logged in the experiment can be visualized in a plot, which appears in the ClearML web UI, in the experiment's SCALARS tab.

LightGBM scalars

Hyperparameters​

ClearML automatically logs the configurations applied to LightGBM. They appear in CONFIGURATIONS > HYPERPARAMETERS > GENERAL.

LightGBM hyperparameters

Artifacts​

Models created by the experiment appear in the experiment's ARTIFACTS tab. ClearML automatically logs and tracks models and any snapshots created using LightGBM.

LightGBM model

Console​

All other console output appears in CONSOLE.

LightGBM console