> ## Documentation Index
> Fetch the complete documentation index at: https://nixtla-old-docs.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

> spark LightGBM forecaster

# SparkLGBMForecast

Wrapper of `synapse.ml.lightgbm.LightGBMRegressor` that adds an
`extract_local_model` method to get a local version of the trained model
and broadcast it to the workers.

***

<a href="https://github.com/Nixtla/mlforecast/blob/main/mlforecast/distributed/models/spark/lgb.py#L20" target="_blank" style={{ float: "right", fontSize: "smaller" }}>source</a>

### SparkLGBMForecast

> ```text theme={null}
>  SparkLGBMForecast ()
> ```

*Initialize self. See help(type(self)) for accurate signature.*