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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, which is associated with 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 page > RESULTS > SCALARS.

LightGBM scalars

Hyperparameters#

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

LightGBM hyperparameters

Artifacts#

Model artifacts associated with the experiment appear in the info panel of the EXPERIMENTS tab and in the info panel of the MODELS tab.

LightGBM model

Console#

All other console output appears in RESULTS > CONSOLE.

LightGBM console