> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/llms.txt.

# nemo_automodel.components.models.inkling2

Inkling2 native text reference; see model.py for the current execution scope.

## Submodules

* **[`nemo_automodel.components.models.inkling2.attention`](/nemo-automodel/nemo_automodel/components/models/inkling2/attention)**
* **[`nemo_automodel.components.models.inkling2.config`](/nemo-automodel/nemo_automodel/components/models/inkling2/config)**
* **[`nemo_automodel.components.models.inkling2.context_parallel`](/nemo-automodel/nemo_automodel/components/models/inkling2/context_parallel)**
* **[`nemo_automodel.components.models.inkling2.flex_attention`](/nemo-automodel/nemo_automodel/components/models/inkling2/flex_attention)**
* **[`nemo_automodel.components.models.inkling2.layers`](/nemo-automodel/nemo_automodel/components/models/inkling2/layers)**
* **[`nemo_automodel.components.models.inkling2.loss`](/nemo-automodel/nemo_automodel/components/models/inkling2/loss)**
* **[`nemo_automodel.components.models.inkling2.model`](/nemo-automodel/nemo_automodel/components/models/inkling2/model)**
* **[`nemo_automodel.components.models.inkling2.multimodal`](/nemo-automodel/nemo_automodel/components/models/inkling2/multimodal)**
* **[`nemo_automodel.components.models.inkling2.parallelization`](/nemo-automodel/nemo_automodel/components/models/inkling2/parallelization)**
* **[`nemo_automodel.components.models.inkling2.processing`](/nemo-automodel/nemo_automodel/components/models/inkling2/processing)**
* **[`nemo_automodel.components.models.inkling2.state_dict_adapter`](/nemo-automodel/nemo_automodel/components/models/inkling2/state_dict_adapter)**
* **[`nemo_automodel.components.models.inkling2.vision`](/nemo-automodel/nemo_automodel/components/models/inkling2/vision)**

## Docs

- [nemo_automodel.components.models.inkling2.attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/attention.md)
- [nemo_automodel.components.models.inkling2.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/config.md)
- [nemo_automodel.components.models.inkling2.context_parallel](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/context_parallel.md)
- [nemo_automodel.components.models.inkling2.flex_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/flex_attention.md)
- [nemo_automodel.components.models.inkling2.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/layers.md)
- [nemo_automodel.components.models.inkling2.loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/loss.md)
- [nemo_automodel.components.models.inkling2.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/model.md)
- [nemo_automodel.components.models.inkling2.multimodal](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/multimodal.md)
- [nemo_automodel.components.models.inkling2.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/parallelization.md)
- [nemo_automodel.components.models.inkling2.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/processing.md)
- [nemo_automodel.components.models.inkling2.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/state_dict_adapter.md)
- [nemo_automodel.components.models.inkling2.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling2/vision.md)