clearml-docs/docs/guides/frameworks/lightgbm/lightgbm_example.md

title
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 a task named LightGBM in the examples project.

Scalars

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

Hyperparameters

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

Artifacts

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

Console

All other console output appears in CONSOLE.