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40 lines
1.3 KiB
Markdown
40 lines
1.3 KiB
Markdown
---
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title: LightGBM
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---
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The [lightgbm_example](https://github.com/allegroai/clearml/blob/master/examples/frameworks/lightgbm/lightgbm_example.py)
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script demonstrates the integration of ClearML into code that uses LightGBM.
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The example script does the following:
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* Creates a dataset for LightGBM to train a model
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* Specifies configuration which are automatically captured by ClearML
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* Saves model which ClearML automatically captures
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* Creates an experiment named `LightGBM`, which is associated with the `examples` project.
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## Scalars
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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**.
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## Hyperparameters
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ClearML automatically logs the configurations applied to LightGBM. They appear in **CONFIGURATIONS > HYPER PARAMETERS > GENERAL**.
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## Artifacts
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Models created by the experiment appear in the experiment’s **ARTIFACTS** tab. ClearML automatically logs and tracks
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models and any snapshots created using LightGBM.
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## Console
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All other console output appears in **RESULTS > CONSOLE**.
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