> 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

## Subpackages

* **[`nemo_automodel.components._peft`](/nemo-automodel/nemo_automodel/components/_peft)**
* **[`nemo_automodel.components.attention`](/nemo-automodel/nemo_automodel/components/attention)**
* **[`nemo_automodel.components.checkpoint`](/nemo-automodel/nemo_automodel/components/checkpoint)**
* **[`nemo_automodel.components.config`](/nemo-automodel/nemo_automodel/components/config)**
* **[`nemo_automodel.components.datasets`](/nemo-automodel/nemo_automodel/components/datasets)**
* **[`nemo_automodel.components.distributed`](/nemo-automodel/nemo_automodel/components/distributed)**
* **[`nemo_automodel.components.eval`](/nemo-automodel/nemo_automodel/components/eval)**
* **[`nemo_automodel.components.flow_matching`](/nemo-automodel/nemo_automodel/components/flow_matching)**
* **[`nemo_automodel.components.launcher`](/nemo-automodel/nemo_automodel/components/launcher)**
* **[`nemo_automodel.components.loggers`](/nemo-automodel/nemo_automodel/components/loggers)**
* **[`nemo_automodel.components.loss`](/nemo-automodel/nemo_automodel/components/loss)**
* **[`nemo_automodel.components.models`](/nemo-automodel/nemo_automodel/components/models)**
* **[`nemo_automodel.components.moe`](/nemo-automodel/nemo_automodel/components/moe)**
* **[`nemo_automodel.components.optim`](/nemo-automodel/nemo_automodel/components/optim)**
* **[`nemo_automodel.components.quantization`](/nemo-automodel/nemo_automodel/components/quantization)**
* **[`nemo_automodel.components.speculative`](/nemo-automodel/nemo_automodel/components/speculative)**
* **[`nemo_automodel.components.training`](/nemo-automodel/nemo_automodel/components/training)**
* **[`nemo_automodel.components.utils`](/nemo-automodel/nemo_automodel/components/utils)**