mirror of
https://github.com/clearml/clearml-docs
synced 2025-02-19 02:29:07 +00:00
41 lines
1.3 KiB
Markdown
41 lines
1.3 KiB
Markdown
---
|
||
title: LightGBM
|
||
displayed_sidebar: mainSidebar
|
||
---
|
||
|
||
The [lightgbm_example](https://github.com/allegroai/clearml/blob/master/examples/frameworks/lightgbm/lightgbm_example.py)
|
||
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 > SCALARS**.
|
||
|
||
|
||
|
||
## Hyperparameters
|
||
|
||
ClearML automatically logs the configurations applied to LightGBM. They appear in **CONFIGURATIONS > HYPERPARAMETERS > GENERAL**.
|
||
|
||
|
||
|
||
## 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.
|
||
|
||
|
||
|
||
## Console
|
||
|
||
All other console output appears in **CONSOLE**.
|
||
|
||
|
||
|
||
|