> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# nemo_automodel.components.training

Training utilities shared across recipes.

## Submodules

* **[`nemo_automodel.components.training.ema`](/nemo-automodel/nemo_automodel/components/training/ema)**
* **[`nemo_automodel.components.training.garbage_collection`](/nemo-automodel/nemo_automodel/components/training/garbage_collection)**
* **[`nemo_automodel.components.training.model_output_utils`](/nemo-automodel/nemo_automodel/components/training/model_output_utils)**
* **[`nemo_automodel.components.training.neftune`](/nemo-automodel/nemo_automodel/components/training/neftune)**
* **[`nemo_automodel.components.training.rng`](/nemo-automodel/nemo_automodel/components/training/rng)**
* **[`nemo_automodel.components.training.signal_handler`](/nemo-automodel/nemo_automodel/components/training/signal_handler)**
* **[`nemo_automodel.components.training.step_scheduler`](/nemo-automodel/nemo_automodel/components/training/step_scheduler)**
* **[`nemo_automodel.components.training.timers`](/nemo-automodel/nemo_automodel/components/training/timers)**
* **[`nemo_automodel.components.training.utils`](/nemo-automodel/nemo_automodel/components/training/utils)**

## Package Contents

### Data

[`__all__`](#nemo_automodel-components-training-__all__)

### API

```python
nemo_automodel.components.training.__all__ = ['StepSchedulerConfig']
```