> 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/development/api-reference/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server.

# API Reference

## Docs

- [API Reference](https://docs.nvidia.com/nemo/automodel/v0.4/development/api-reference/overview.md): Auto-generated Python API reference for the nemo_automodel library.
- [nemo_automodel](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel.md)
- [nemo_automodel.autonvtx](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/autonvtx.md)
- [nemo_automodel.cli](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/cli.md)
- [nemo_automodel.cli.app](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/cli/app.md)
- [nemo_automodel.cli.query_capabilities](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/cli/query_capabilities.md)
- [nemo_automodel.cli.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/cli/utils.md)
- [nemo_automodel.components](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components.md)
- [nemo_automodel.components.attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention.md)
- [nemo_automodel.components.attention.dflash_mask](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention/dflash_mask.md)
- [nemo_automodel.components.attention.ffpa_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention/ffpa_attention.md)
- [nemo_automodel.components.attention.flex_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention/flex_attention.md)
- [nemo_automodel.components.attention.idlm_mask](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention/idlm_mask.md)
- [nemo_automodel.components.attention.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/attention/utils.md)
- [nemo_automodel.components.checkpoint](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint.md)
- [nemo_automodel.components.checkpoint.addons](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/addons.md)
- [nemo_automodel.components.checkpoint.checkpointing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/checkpointing.md)
- [nemo_automodel.components.checkpoint.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/config.md)
- [nemo_automodel.components.checkpoint.conversion_mapping](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/conversion_mapping.md)
- [nemo_automodel.components.checkpoint.lifecycle](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/lifecycle.md)
- [nemo_automodel.components.checkpoint.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/state_dict_adapter.md)
- [nemo_automodel.components.checkpoint.stateful_wrappers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/stateful_wrappers.md)
- [nemo_automodel.components.checkpoint.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/checkpoint/utils.md)
- [nemo_automodel.components.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/config.md)
- [nemo_automodel.components.config.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/config/loader.md)
- [nemo_automodel.components.cuda_graphs](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/cuda_graphs.md)
- [nemo_automodel.components.cuda_graphs.partial](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/cuda_graphs/partial.md)
- [nemo_automodel.components.datasets](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets.md)
- [nemo_automodel.components.datasets.audio](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/audio.md)
- [nemo_automodel.components.datasets.audio.collate_fns](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/audio/collate_fns.md)
- [nemo_automodel.components.datasets.audio.datasets](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/audio/datasets.md)
- [nemo_automodel.components.datasets.audio.multi_en](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/audio/multi_en.md)
- [nemo_automodel.components.datasets.datum](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/datum.md)
- [nemo_automodel.components.datasets.diffusion](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion.md)
- [nemo_automodel.components.datasets.diffusion.base_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/base_dataset.md)
- [nemo_automodel.components.datasets.diffusion.collate_fns](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/collate_fns.md)
- [nemo_automodel.components.datasets.diffusion.image_edit_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/image_edit_dataset.md)
- [nemo_automodel.components.datasets.diffusion.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/loader.md)
- [nemo_automodel.components.datasets.diffusion.meta_files_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/meta_files_dataset.md)
- [nemo_automodel.components.datasets.diffusion.mock_dataloader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/mock_dataloader.md)
- [nemo_automodel.components.datasets.diffusion.multi_tier_bucketing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/multi_tier_bucketing.md)
- [nemo_automodel.components.datasets.diffusion.sampler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/sampler.md)
- [nemo_automodel.components.datasets.diffusion.text_to_image_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/text_to_image_dataset.md)
- [nemo_automodel.components.datasets.diffusion.text_to_video_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/diffusion/text_to_video_dataset.md)
- [nemo_automodel.components.datasets.dllm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/dllm.md)
- [nemo_automodel.components.datasets.dllm.collate](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/dllm/collate.md)
- [nemo_automodel.components.datasets.dllm.corruption](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/dllm/corruption.md)
- [nemo_automodel.components.datasets.lazy_mapped_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/lazy_mapped_dataset.md)
- [nemo_automodel.components.datasets.llm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm.md)
- [nemo_automodel.components.datasets.llm.agent_chat](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/agent_chat.md)
- [nemo_automodel.components.datasets.llm.chat_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/chat_dataset.md)
- [nemo_automodel.components.datasets.llm.column_mapped_text_instruction_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/column_mapped_text_instruction_dataset.md)
- [nemo_automodel.components.datasets.llm.column_mapped_text_instruction_iterable_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/column_mapped_text_instruction_iterable_dataset.md)
- [nemo_automodel.components.datasets.llm.delta_lake_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/delta_lake_dataset.md)
- [nemo_automodel.components.datasets.llm.dspark_cache](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/dspark_cache.md)
- [nemo_automodel.components.datasets.llm.eagle3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/eagle3.md)
- [nemo_automodel.components.datasets.llm.eagle3_cache](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/eagle3_cache.md)
- [nemo_automodel.components.datasets.llm.formatting_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/formatting_utils.md)
- [nemo_automodel.components.datasets.llm.hellaswag](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/hellaswag.md)
- [nemo_automodel.components.datasets.llm.length_grouped_sampler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/length_grouped_sampler.md)
- [nemo_automodel.components.datasets.llm.megatron](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron.md)
- [nemo_automodel.components.datasets.llm.megatron.builder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/builder.md)
- [nemo_automodel.components.datasets.llm.megatron.gpt_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/gpt_dataset.md)
- [nemo_automodel.components.datasets.llm.megatron.helpers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/helpers.md)
- [nemo_automodel.components.datasets.llm.megatron.indexed_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/indexed_dataset.md)
- [nemo_automodel.components.datasets.llm.megatron.megatron_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/megatron_utils.md)
- [nemo_automodel.components.datasets.llm.megatron.sampler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron/sampler.md)
- [nemo_automodel.components.datasets.llm.megatron_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/megatron_dataset.md)
- [nemo_automodel.components.datasets.llm.mock](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/mock.md)
- [nemo_automodel.components.datasets.llm.mock_iterable_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/mock_iterable_dataset.md)
- [nemo_automodel.components.datasets.llm.mock_packed](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/mock_packed.md)
- [nemo_automodel.components.datasets.llm.mock_prefix_tree](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/mock_prefix_tree.md)
- [nemo_automodel.components.datasets.llm.mock_seq_cls](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/mock_seq_cls.md)
- [nemo_automodel.components.datasets.llm.nanogpt_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/nanogpt_dataset.md)
- [nemo_automodel.components.datasets.llm.neat_packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/neat_packing.md)
- [nemo_automodel.components.datasets.llm.offline_cache](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/offline_cache.md)
- [nemo_automodel.components.datasets.llm.packed_sequence](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/packed_sequence.md)
- [nemo_automodel.components.datasets.llm.prefix_tree](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/prefix_tree.md)
- [nemo_automodel.components.datasets.llm.retrieval_collator](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/retrieval_collator.md)
- [nemo_automodel.components.datasets.llm.retrieval_dataset](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/retrieval_dataset.md)
- [nemo_automodel.components.datasets.llm.retrieval_dataset_inline](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/retrieval_dataset_inline.md)
- [nemo_automodel.components.datasets.llm.retrieval_dataset_normalized](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/retrieval_dataset_normalized.md)
- [nemo_automodel.components.datasets.llm.retrieval_distill_collator](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/retrieval_distill_collator.md)
- [nemo_automodel.components.datasets.llm.seq_cls](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/seq_cls.md)
- [nemo_automodel.components.datasets.llm.seq2seq](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/seq2seq.md)
- [nemo_automodel.components.datasets.llm.squad](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/squad.md)
- [nemo_automodel.components.datasets.llm.xlam](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/llm/xlam.md)
- [nemo_automodel.components.datasets.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/loader.md)
- [nemo_automodel.components.datasets.multimodal](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal.md)
- [nemo_automodel.components.datasets.multimodal.collate_fns](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/collate_fns.md)
- [nemo_automodel.components.datasets.multimodal.datasets](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/datasets.md)
- [nemo_automodel.components.datasets.multimodal.distributed_iterable](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/distributed_iterable.md)
- [nemo_automodel.components.datasets.multimodal.interleave](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/interleave.md)
- [nemo_automodel.components.datasets.multimodal.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/loader.md)
- [nemo_automodel.components.datasets.multimodal.packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/packing.md)
- [nemo_automodel.components.datasets.multimodal.parquet_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/parquet_utils.md)
- [nemo_automodel.components.datasets.multimodal.transforms](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/transforms.md)
- [nemo_automodel.components.datasets.multimodal.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/utils.md)
- [nemo_automodel.components.datasets.multimodal.video](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/multimodal/video.md)
- [nemo_automodel.components.datasets.packed_seq](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/packed_seq.md)
- [nemo_automodel.components.datasets.packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/packing.md)
- [nemo_automodel.components.datasets.reservoir_sampler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/reservoir_sampler.md)
- [nemo_automodel.components.datasets.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/utils.md)
- [nemo_automodel.components.datasets.vlm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm.md)
- [nemo_automodel.components.datasets.vlm.collate_fns](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/collate_fns.md)
- [nemo_automodel.components.datasets.vlm.datasets](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/datasets.md)
- [nemo_automodel.components.datasets.vlm.dspark_collate](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/dspark_collate.md)
- [nemo_automodel.components.datasets.vlm.fake_image](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/fake_image.md)
- [nemo_automodel.components.datasets.vlm.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/loader.md)
- [nemo_automodel.components.datasets.vlm.mock](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/mock.md)
- [nemo_automodel.components.datasets.vlm.neat_packing_vlm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/neat_packing_vlm.md)
- [nemo_automodel.components.datasets.vlm.pp_media](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/pp_media.md)
- [nemo_automodel.components.datasets.vlm.samplers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/samplers.md)
- [nemo_automodel.components.datasets.vlm.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/datasets/vlm/utils.md)
- [nemo_automodel.components.distributed](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed.md)
- [nemo_automodel.components.distributed.activation_checkpointing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/activation_checkpointing.md)
- [nemo_automodel.components.distributed.blockdiag_cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp.md)
- [nemo_automodel.components.distributed.blockdiag_cp.batch](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/batch.md)
- [nemo_automodel.components.distributed.blockdiag_cp.exchange](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/exchange.md)
- [nemo_automodel.components.distributed.blockdiag_cp.kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/kernels.md)
- [nemo_automodel.components.distributed.blockdiag_cp.packed](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/packed.md)
- [nemo_automodel.components.distributed.blockdiag_cp.runtime](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/runtime.md)
- [nemo_automodel.components.distributed.blockdiag_cp.state](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/blockdiag_cp/state.md)
- [nemo_automodel.components.distributed.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/config.md)
- [nemo_automodel.components.distributed.context_parallel](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/context_parallel.md)
- [nemo_automodel.components.distributed.context_parallel.magi](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/context_parallel/magi.md)
- [nemo_automodel.components.distributed.context_parallel.mamba](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/context_parallel/mamba.md)
- [nemo_automodel.components.distributed.context_parallel.sharder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/context_parallel/sharder.md)
- [nemo_automodel.components.distributed.context_parallel.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/context_parallel/utils.md)
- [nemo_automodel.components.distributed.cp_vision_frame_shard](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/cp_vision_frame_shard.md)
- [nemo_automodel.components.distributed.ddp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/ddp.md)
- [nemo_automodel.components.distributed.fsdp_patches](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/fsdp_patches.md)
- [nemo_automodel.components.distributed.fsdp2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/fsdp2.md)
- [nemo_automodel.components.distributed.grad_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/grad_utils.md)
- [nemo_automodel.components.distributed.init_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/init_utils.md)
- [nemo_automodel.components.distributed.megatron_fsdp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/megatron_fsdp.md)
- [nemo_automodel.components.distributed.mesh](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/mesh.md)
- [nemo_automodel.components.distributed.mesh_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/mesh_utils.md)
- [nemo_automodel.components.distributed.model_parallelizer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/model_parallelizer.md)
- [nemo_automodel.components.distributed.multimodal_fsdp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/multimodal_fsdp.md)
- [nemo_automodel.components.distributed.optimized_tp_plans](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/optimized_tp_plans.md)
- [nemo_automodel.components.distributed.parallel_styles](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/parallel_styles.md)
- [nemo_automodel.components.distributed.parallelizer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/parallelizer.md)
- [nemo_automodel.components.distributed.parallelizer_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/parallelizer_utils.md)
- [nemo_automodel.components.distributed.pipelining](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining.md)
- [nemo_automodel.components.distributed.pipelining.autopipeline](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/autopipeline.md)
- [nemo_automodel.components.distributed.pipelining.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/config.md)
- [nemo_automodel.components.distributed.pipelining.functional](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/functional.md)
- [nemo_automodel.components.distributed.pipelining.hf_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/hf_utils.md)
- [nemo_automodel.components.distributed.pipelining.recv_buffer_pool](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/recv_buffer_pool.md)
- [nemo_automodel.components.distributed.pipelining.runtime](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/pipelining/runtime.md)
- [nemo_automodel.components.distributed.recompute_replay](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/recompute_replay.md)
- [nemo_automodel.components.distributed.tensor_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/tensor_utils.md)
- [nemo_automodel.components.distributed.thd_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/thd_utils.md)
- [nemo_automodel.components.distributed.tp_replicas](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/tp_replicas.md)
- [nemo_automodel.components.distributed.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/distributed/utils.md)
- [nemo_automodel.components.eval](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/eval.md)
- [nemo_automodel.components.eval.tool_call_evaluator](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/eval/tool_call_evaluator.md)
- [nemo_automodel.components.eval.tool_call_parser](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/eval/tool_call_parser.md)
- [nemo_automodel.components.flow_matching](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching.md)
- [nemo_automodel.components.flow_matching.adapters](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters.md)
- [nemo_automodel.components.flow_matching.adapters.base](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/base.md)
- [nemo_automodel.components.flow_matching.adapters.flux](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/flux.md)
- [nemo_automodel.components.flow_matching.adapters.flux2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/flux2.md)
- [nemo_automodel.components.flow_matching.adapters.hunyuan](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/hunyuan.md)
- [nemo_automodel.components.flow_matching.adapters.ltx2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/ltx2.md)
- [nemo_automodel.components.flow_matching.adapters.qwen_image](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/qwen_image.md)
- [nemo_automodel.components.flow_matching.adapters.qwen_image_21](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/qwen_image_21.md)
- [nemo_automodel.components.flow_matching.adapters.simple](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/adapters/simple.md)
- [nemo_automodel.components.flow_matching.pipeline](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/pipeline.md)
- [nemo_automodel.components.flow_matching.time_shift_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/flow_matching/time_shift_utils.md)
- [nemo_automodel.components.launcher](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher.md)
- [nemo_automodel.components.launcher.base](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/base.md)
- [nemo_automodel.components.launcher.interactive](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/interactive.md)
- [nemo_automodel.components.launcher.nemo_run](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/nemo_run.md)
- [nemo_automodel.components.launcher.nemo_run.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/nemo_run/config.md)
- [nemo_automodel.components.launcher.nemo_run.launcher](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/nemo_run/launcher.md)
- [nemo_automodel.components.launcher.nemo_run.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/nemo_run/utils.md)
- [nemo_automodel.components.launcher.skypilot](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/skypilot.md)
- [nemo_automodel.components.launcher.skypilot.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/skypilot/config.md)
- [nemo_automodel.components.launcher.skypilot.launcher](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/skypilot/launcher.md)
- [nemo_automodel.components.launcher.skypilot.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/launcher/skypilot/utils.md)
- [nemo_automodel.components.loggers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers.md)
- [nemo_automodel.components.loggers.comet_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/comet_utils.md)
- [nemo_automodel.components.loggers.log_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/log_utils.md)
- [nemo_automodel.components.loggers.loggers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/loggers.md)
- [nemo_automodel.components.loggers.metric_logger](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/metric_logger.md)
- [nemo_automodel.components.loggers.mlflow_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/mlflow_utils.md)
- [nemo_automodel.components.loggers.wandb_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loggers/wandb_utils.md)
- [nemo_automodel.components.loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss.md)
- [nemo_automodel.components.loss.chunked_ce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/chunked_ce.md)
- [nemo_automodel.components.loss.dist_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/dist_utils.md)
- [nemo_automodel.components.loss.dllm_loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/dllm_loss.md)
- [nemo_automodel.components.loss.embedding_distill](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/embedding_distill.md)
- [nemo_automodel.components.loss.infonce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/infonce.md)
- [nemo_automodel.components.loss.intermediate_distill](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/intermediate_distill.md)
- [nemo_automodel.components.loss.kd_loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/kd_loss.md)
- [nemo_automodel.components.loss.linear_ce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/linear_ce.md)
- [nemo_automodel.components.loss.linear_ce_base](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/linear_ce_base.md)
- [nemo_automodel.components.loss.listmle](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/listmle.md)
- [nemo_automodel.components.loss.loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/loss.md)
- [nemo_automodel.components.loss.masked_ce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/masked_ce.md)
- [nemo_automodel.components.loss.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/mtp.md)
- [nemo_automodel.components.loss.soft_ce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/soft_ce.md)
- [nemo_automodel.components.loss.te_parallel_ce](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/te_parallel_ce.md)
- [nemo_automodel.components.loss.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/loss/utils.md)
- [nemo_automodel.components.models](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models.md)
- [nemo_automodel.components.models.bagel](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel.md)
- [nemo_automodel.components.models.bagel.attention_masks](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/attention_masks.md)
- [nemo_automodel.components.models.bagel.autoencoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/autoencoder.md)
- [nemo_automodel.components.models.bagel.configuration](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/configuration.md)
- [nemo_automodel.components.models.bagel.connector](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/connector.md)
- [nemo_automodel.components.models.bagel.embeddings](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/embeddings.md)
- [nemo_automodel.components.models.bagel.hf_backbone_loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/hf_backbone_loader.md)
- [nemo_automodel.components.models.bagel.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/model.md)
- [nemo_automodel.components.models.bagel.modeling_qwen2_packed](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/modeling_qwen2_packed.md)
- [nemo_automodel.components.models.bagel.modeling_siglip_navit](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/modeling_siglip_navit.md)
- [nemo_automodel.components.models.bagel.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/parallelization.md)
- [nemo_automodel.components.models.bagel.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/bagel/state_dict_adapter.md)
- [nemo_automodel.components.models.baichuan](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/baichuan.md)
- [nemo_automodel.components.models.baichuan.configuration](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/baichuan/configuration.md)
- [nemo_automodel.components.models.baichuan.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/baichuan/model.md)
- [nemo_automodel.components.models.common](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common.md)
- [nemo_automodel.components.models.common.bidirectional](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/bidirectional.md)
- [nemo_automodel.components.models.common.cudnn_sparse_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/cudnn_sparse_attention.md)
- [nemo_automodel.components.models.common.gated_delta_net_fp32](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/gated_delta_net_fp32.md)
- [nemo_automodel.components.models.common.hf_checkpointing_mixin](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/hf_checkpointing_mixin.md)
- [nemo_automodel.components.models.common.inbatch_neg_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/inbatch_neg_utils.md)
- [nemo_automodel.components.models.common.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/mtp.md)
- [nemo_automodel.components.models.common.mtp.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/mtp/mtp.md)
- [nemo_automodel.components.models.common.packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/packing.md)
- [nemo_automodel.components.models.common.tie_word_embeddings](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/tie_word_embeddings.md)
- [nemo_automodel.components.models.common.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/common/utils.md)
- [nemo_automodel.components.models.deepseek_v3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v3.md)
- [nemo_automodel.components.models.deepseek_v3.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v3/layers.md)
- [nemo_automodel.components.models.deepseek_v3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v3/model.md)
- [nemo_automodel.components.models.deepseek_v3.rope_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v3/rope_utils.md)
- [nemo_automodel.components.models.deepseek_v3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v3/state_dict_adapter.md)
- [nemo_automodel.components.models.deepseek_v32](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v32.md)
- [nemo_automodel.components.models.deepseek_v32.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v32/config.md)
- [nemo_automodel.components.models.deepseek_v32.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v32/layers.md)
- [nemo_automodel.components.models.deepseek_v32.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v32/model.md)
- [nemo_automodel.components.models.deepseek_v32.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v32/state_dict_adapter.md)
- [nemo_automodel.components.models.deepseek_v4](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4.md)
- [nemo_automodel.components.models.deepseek_v4.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/config.md)
- [nemo_automodel.components.models.deepseek_v4.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/cp.md)
- [nemo_automodel.components.models.deepseek_v4.fsdp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/fsdp.md)
- [nemo_automodel.components.models.deepseek_v4.kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.sparse_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/sparse_attention.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.tilelang_indexer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/tilelang_indexer.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.tilelang_indexer_bwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/tilelang_indexer_bwd.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.tilelang_indexer_fwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/tilelang_indexer_fwd.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.tilelang_sparse_mla_bwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/tilelang_sparse_mla_bwd.md)
- [nemo_automodel.components.models.deepseek_v4.kernels.tilelang_sparse_mla_fwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/kernels/tilelang_sparse_mla_fwd.md)
- [nemo_automodel.components.models.deepseek_v4.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/layers.md)
- [nemo_automodel.components.models.deepseek_v4.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/model.md)
- [nemo_automodel.components.models.deepseek_v4.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/mtp.md)
- [nemo_automodel.components.models.deepseek_v4.optimized_kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/optimized_kernels.md)
- [nemo_automodel.components.models.deepseek_v4.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/parallelization.md)
- [nemo_automodel.components.models.deepseek_v4.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/processing.md)
- [nemo_automodel.components.models.deepseek_v4.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/state_dict_adapter.md)
- [nemo_automodel.components.models.deepseek_v4.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v4/vision.md)
- [nemo_automodel.components.models.deepseek_v41](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41.md)
- [nemo_automodel.components.models.deepseek_v41.attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/attention.md)
- [nemo_automodel.components.models.deepseek_v41.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/config.md)
- [nemo_automodel.components.models.deepseek_v41.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/cp.md)
- [nemo_automodel.components.models.deepseek_v41.dspark](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/dspark.md)
- [nemo_automodel.components.models.deepseek_v41.engram](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/engram.md)
- [nemo_automodel.components.models.deepseek_v41.fsdp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/fsdp.md)
- [nemo_automodel.components.models.deepseek_v41.indexer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/indexer.md)
- [nemo_automodel.components.models.deepseek_v41.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/layers.md)
- [nemo_automodel.components.models.deepseek_v41.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/model.md)
- [nemo_automodel.components.models.deepseek_v41.packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/packing.md)
- [nemo_automodel.components.models.deepseek_v41.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/processing.md)
- [nemo_automodel.components.models.deepseek_v41.quantization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/quantization.md)
- [nemo_automodel.components.models.deepseek_v41.rope_triton](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/rope_triton.md)
- [nemo_automodel.components.models.deepseek_v41.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/state_dict_adapter.md)
- [nemo_automodel.components.models.deepseek_v41.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deepseek_v41/vision.md)
- [nemo_automodel.components.models.deprecation](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/deprecation.md)
- [nemo_automodel.components.models.diffusion_gemma](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma.md)
- [nemo_automodel.components.models.diffusion_gemma.attention_mask](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma/attention_mask.md)
- [nemo_automodel.components.models.diffusion_gemma.fsdp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma/fsdp.md)
- [nemo_automodel.components.models.diffusion_gemma.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma/layers.md)
- [nemo_automodel.components.models.diffusion_gemma.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma/model.md)
- [nemo_automodel.components.models.diffusion_gemma.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/diffusion_gemma/state_dict_adapter.md)
- [nemo_automodel.components.models.ernie4_5](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ernie4_5.md)
- [nemo_automodel.components.models.ernie4_5.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ernie4_5/model.md)
- [nemo_automodel.components.models.ernie4_5.rope_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ernie4_5/rope_utils.md)
- [nemo_automodel.components.models.ernie4_5.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ernie4_5/state_dict_adapter.md)
- [nemo_automodel.components.models.gemma4_drafter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_drafter.md)
- [nemo_automodel.components.models.gemma4_drafter.composite](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_drafter/composite.md)
- [nemo_automodel.components.models.gemma4_drafter.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_drafter/model.md)
- [nemo_automodel.components.models.gemma4_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe.md)
- [nemo_automodel.components.models.gemma4_moe.cp_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/cp_attention.md)
- [nemo_automodel.components.models.gemma4_moe.cp_batch](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/cp_batch.md)
- [nemo_automodel.components.models.gemma4_moe.cp_local_ring](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/cp_local_ring.md)
- [nemo_automodel.components.models.gemma4_moe.loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/loss.md)
- [nemo_automodel.components.models.gemma4_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/model.md)
- [nemo_automodel.components.models.gemma4_moe.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/parallelization.md)
- [nemo_automodel.components.models.gemma4_moe.sdpa_fp32](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/sdpa_fp32.md)
- [nemo_automodel.components.models.gemma4_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.gemma4_unified](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_unified.md)
- [nemo_automodel.components.models.gemma4_unified.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_unified/model.md)
- [nemo_automodel.components.models.gemma4_unified.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gemma4_unified/state_dict_adapter.md)
- [nemo_automodel.components.models.glm_moe_dsa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa.md)
- [nemo_automodel.components.models.glm_moe_dsa.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/config.md)
- [nemo_automodel.components.models.glm_moe_dsa.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/cp.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.cudnn_dsa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/cudnn_dsa.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.indexer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/indexer.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.sparse_mla](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/sparse_mla.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.tilelang_indexer_bwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/tilelang_indexer_bwd.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.tilelang_indexer_fwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/tilelang_indexer_fwd.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.tilelang_sparse_mla_bwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/tilelang_sparse_mla_bwd.md)
- [nemo_automodel.components.models.glm_moe_dsa.kernels.tilelang_sparse_mla_fwd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/kernels/tilelang_sparse_mla_fwd.md)
- [nemo_automodel.components.models.glm_moe_dsa.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/layers.md)
- [nemo_automodel.components.models.glm_moe_dsa.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/model.md)
- [nemo_automodel.components.models.glm_moe_dsa.optimized_kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/optimized_kernels.md)
- [nemo_automodel.components.models.glm_moe_dsa.rope_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/rope_utils.md)
- [nemo_automodel.components.models.glm_moe_dsa.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa/state_dict_adapter.md)
- [nemo_automodel.components.models.glm4_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe.md)
- [nemo_automodel.components.models.glm4_moe.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe/layers.md)
- [nemo_automodel.components.models.glm4_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe/model.md)
- [nemo_automodel.components.models.glm4_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.glm4_moe_lite](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe_lite.md)
- [nemo_automodel.components.models.glm4_moe_lite.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm4_moe_lite/model.md)
- [nemo_automodel.components.models.glm5_next](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next.md)
- [nemo_automodel.components.models.glm5_next.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/config.md)
- [nemo_automodel.components.models.glm5_next.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/cp.md)
- [nemo_automodel.components.models.glm5_next.image_processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/image_processing.md)
- [nemo_automodel.components.models.glm5_next.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/layers.md)
- [nemo_automodel.components.models.glm5_next.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/model.md)
- [nemo_automodel.components.models.glm5_next.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/processing.md)
- [nemo_automodel.components.models.glm5_next.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/state_dict_adapter.md)
- [nemo_automodel.components.models.glm5_next.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/glm5_next/vision.md)
- [nemo_automodel.components.models.gpt_oss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt_oss.md)
- [nemo_automodel.components.models.gpt_oss.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt_oss/layers.md)
- [nemo_automodel.components.models.gpt_oss.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt_oss/model.md)
- [nemo_automodel.components.models.gpt_oss.rope_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt_oss/rope_utils.md)
- [nemo_automodel.components.models.gpt_oss.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt_oss/state_dict_adapter.md)
- [nemo_automodel.components.models.gpt2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/gpt2.md)
- [nemo_automodel.components.models.hunyuan_image3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3.md)
- [nemo_automodel.components.models.hunyuan_image3.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/config.md)
- [nemo_automodel.components.models.hunyuan_image3.flow_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/flow_adapter.md)
- [nemo_automodel.components.models.hunyuan_image3.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/layers.md)
- [nemo_automodel.components.models.hunyuan_image3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/model.md)
- [nemo_automodel.components.models.hunyuan_image3.pipeline](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/pipeline.md)
- [nemo_automodel.components.models.hunyuan_image3.release](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/release.md)
- [nemo_automodel.components.models.hunyuan_image3.rope](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/rope.md)
- [nemo_automodel.components.models.hunyuan_image3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hunyuan_image3/state_dict_adapter.md)
- [nemo_automodel.components.models.hy_mt2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2.md)
- [nemo_automodel.components.models.hy_mt2.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2/config.md)
- [nemo_automodel.components.models.hy_mt2.dispatch](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2/dispatch.md)
- [nemo_automodel.components.models.hy_mt2.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2/layers.md)
- [nemo_automodel.components.models.hy_mt2.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2/model.md)
- [nemo_automodel.components.models.hy_mt2.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_mt2/state_dict_adapter.md)
- [nemo_automodel.components.models.hy_v3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_v3.md)
- [nemo_automodel.components.models.hy_v3.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_v3/config.md)
- [nemo_automodel.components.models.hy_v3.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_v3/layers.md)
- [nemo_automodel.components.models.hy_v3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_v3/model.md)
- [nemo_automodel.components.models.hy_v3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/hy_v3/state_dict_adapter.md)
- [nemo_automodel.components.models.inkling](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling.md)
- [nemo_automodel.components.models.inkling.configuration](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/configuration.md)
- [nemo_automodel.components.models.inkling.feature_extraction](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/feature_extraction.md)
- [nemo_automodel.components.models.inkling.image_processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/image_processing.md)
- [nemo_automodel.components.models.inkling.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/layers.md)
- [nemo_automodel.components.models.inkling.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/model.md)
- [nemo_automodel.components.models.inkling.multimodal](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/multimodal.md)
- [nemo_automodel.components.models.inkling.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/processing.md)
- [nemo_automodel.components.models.inkling.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/state_dict_adapter.md)
- [nemo_automodel.components.models.inkling.text](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/inkling/text.md)
- [nemo_automodel.components.models.kimi_k2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k2.md)
- [nemo_automodel.components.models.kimi_k2.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k2/config.md)
- [nemo_automodel.components.models.kimi_k25_vl](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k25_vl.md)
- [nemo_automodel.components.models.kimi_k25_vl.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k25_vl/model.md)
- [nemo_automodel.components.models.kimi_k25_vl.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k25_vl/state_dict_adapter.md)
- [nemo_automodel.components.models.kimi_k3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3.md)
- [nemo_automodel.components.models.kimi_k3.attn_res_triton](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/attn_res_triton.md)
- [nemo_automodel.components.models.kimi_k3.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/config.md)
- [nemo_automodel.components.models.kimi_k3.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/cp.md)
- [nemo_automodel.components.models.kimi_k3.encoding](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/encoding.md)
- [nemo_automodel.components.models.kimi_k3.kda_fused](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/kda_fused.md)
- [nemo_automodel.components.models.kimi_k3.kda_fused.chunk_kda_bwd_triton](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/kda_fused/chunk_kda_bwd_triton.md)
- [nemo_automodel.components.models.kimi_k3.kda_fused.chunk_kda_fwd_cuda](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/kda_fused/chunk_kda_fwd_cuda.md)
- [nemo_automodel.components.models.kimi_k3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/model.md)
- [nemo_automodel.components.models.kimi_k3.multimodal](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/multimodal.md)
- [nemo_automodel.components.models.kimi_k3.situ](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/situ.md)
- [nemo_automodel.components.models.kimi_k3.situ_triton](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/situ_triton.md)
- [nemo_automodel.components.models.kimi_k3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/state_dict_adapter.md)
- [nemo_automodel.components.models.kimi_k3.tokenization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/tokenization.md)
- [nemo_automodel.components.models.kimi_k3.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_k3/vision.md)
- [nemo_automodel.components.models.kimi_linear](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_linear.md)
- [nemo_automodel.components.models.kimi_linear.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_linear/config.md)
- [nemo_automodel.components.models.kimi_linear.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_linear/cp.md)
- [nemo_automodel.components.models.kimi_linear.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_linear/model.md)
- [nemo_automodel.components.models.kimi_linear.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimi_linear/state_dict_adapter.md)
- [nemo_automodel.components.models.kimivl](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimivl.md)
- [nemo_automodel.components.models.kimivl.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/kimivl/model.md)
- [nemo_automodel.components.models.laguna](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/laguna.md)
- [nemo_automodel.components.models.laguna.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/laguna/config.md)
- [nemo_automodel.components.models.laguna.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/laguna/model.md)
- [nemo_automodel.components.models.laguna.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/laguna/state_dict_adapter.md)
- [nemo_automodel.components.models.ling_v2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ling_v2.md)
- [nemo_automodel.components.models.ling_v2.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ling_v2/config.md)
- [nemo_automodel.components.models.ling_v2.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ling_v2/layers.md)
- [nemo_automodel.components.models.ling_v2.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ling_v2/model.md)
- [nemo_automodel.components.models.ling_v2.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ling_v2/state_dict_adapter.md)
- [nemo_automodel.components.models.llama](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama.md)
- [nemo_automodel.components.models.llama.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama/model.md)
- [nemo_automodel.components.models.llama.rope_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama/rope_utils.md)
- [nemo_automodel.components.models.llama_bidirectional](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_bidirectional.md)
- [nemo_automodel.components.models.llama_bidirectional.export_onnx](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_bidirectional/export_onnx.md)
- [nemo_automodel.components.models.llama_bidirectional.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_bidirectional/model.md)
- [nemo_automodel.components.models.llama_nemotron_vl](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_nemotron_vl.md)
- [nemo_automodel.components.models.llama_nemotron_vl.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_nemotron_vl/model.md)
- [nemo_automodel.components.models.llama_nemotron_vl.processor](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llama_nemotron_vl/processor.md)
- [nemo_automodel.components.models.llava_onevision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llava_onevision.md)
- [nemo_automodel.components.models.llava_onevision.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llava_onevision/model.md)
- [nemo_automodel.components.models.llava_onevision.rice_vit](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llava_onevision/rice_vit.md)
- [nemo_automodel.components.models.llava_onevision.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llava_onevision/state_dict_adapter.md)
- [nemo_automodel.components.models.mimo_v2_flash](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash.md)
- [nemo_automodel.components.models.mimo_v2_flash.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/config.md)
- [nemo_automodel.components.models.mimo_v2_flash.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/cp.md)
- [nemo_automodel.components.models.mimo_v2_flash.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/model.md)
- [nemo_automodel.components.models.mimo_v2_flash.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/parallelization.md)
- [nemo_automodel.components.models.mimo_v2_flash.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/state_dict_adapter.md)
- [nemo_automodel.components.models.mimo_v2_flash.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash/vision.md)
- [nemo_automodel.components.models.mimo_v25](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v25.md)
- [nemo_automodel.components.models.mimo_v25.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v25/config.md)
- [nemo_automodel.components.models.mimo_v25.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v25/model.md)
- [nemo_automodel.components.models.mimo_v25.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mimo_v25/state_dict_adapter.md)
- [nemo_automodel.components.models.minimax_m2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m2.md)
- [nemo_automodel.components.models.minimax_m2.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m2/layers.md)
- [nemo_automodel.components.models.minimax_m2.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m2/model.md)
- [nemo_automodel.components.models.minimax_m2.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m2/state_dict_adapter.md)
- [nemo_automodel.components.models.minimax_m3_vl](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl.md)
- [nemo_automodel.components.models.minimax_m3_vl.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/config.md)
- [nemo_automodel.components.models.minimax_m3_vl.cp_sparse_attn](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/cp_sparse_attn.md)
- [nemo_automodel.components.models.minimax_m3_vl.flops](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/flops.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels.msa_backward_postprocess_sm100](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels/msa_backward_postprocess_sm100.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels.msa_backward_preprocess_sm100](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels/msa_backward_preprocess_sm100.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels.msa_backward_sm100](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels/msa_backward_sm100.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels.msa_schedule](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels/msa_schedule.md)
- [nemo_automodel.components.models.minimax_m3_vl.kernels.msa_task_build_sm100](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/kernels/msa_task_build_sm100.md)
- [nemo_automodel.components.models.minimax_m3_vl.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/layers.md)
- [nemo_automodel.components.models.minimax_m3_vl.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/model.md)
- [nemo_automodel.components.models.minimax_m3_vl.msa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/msa.md)
- [nemo_automodel.components.models.minimax_m3_vl.msa_bindings](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/msa_bindings.md)
- [nemo_automodel.components.models.minimax_m3_vl.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/mtp.md)
- [nemo_automodel.components.models.minimax_m3_vl.processing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/processing.md)
- [nemo_automodel.components.models.minimax_m3_vl.recompute](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/recompute.md)
- [nemo_automodel.components.models.minimax_m3_vl.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/state_dict_adapter.md)
- [nemo_automodel.components.models.minimax_m3_vl.vision_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl/vision_encoder.md)
- [nemo_automodel.components.models.ministral_bidirectional](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional.md)
- [nemo_automodel.components.models.ministral_bidirectional.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional/model.md)
- [nemo_automodel.components.models.ministral_bidirectional.processor](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional/processor.md)
- [nemo_automodel.components.models.ministral_bidirectional.reranker_export](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional/reranker_export.md)
- [nemo_automodel.components.models.ministral_bidirectional.reranker_model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional/reranker_model.md)
- [nemo_automodel.components.models.mistral3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3.md)
- [nemo_automodel.components.models.mistral3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3/model.md)
- [nemo_automodel.components.models.mistral3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3/state_dict_adapter.md)
- [nemo_automodel.components.models.mistral3_vlm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3_vlm.md)
- [nemo_automodel.components.models.mistral3_vlm.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3_vlm/model.md)
- [nemo_automodel.components.models.mistral3_vlm.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral3_vlm/state_dict_adapter.md)
- [nemo_automodel.components.models.mistral4](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral4.md)
- [nemo_automodel.components.models.mistral4.configuration](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral4/configuration.md)
- [nemo_automodel.components.models.mistral4.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral4/model.md)
- [nemo_automodel.components.models.mistral4.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/mistral4/state_dict_adapter.md)
- [nemo_automodel.components.models.muse_glimmer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer.md)
- [nemo_automodel.components.models.muse_glimmer.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer/config.md)
- [nemo_automodel.components.models.muse_glimmer.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer/model.md)
- [nemo_automodel.components.models.muse_glimmer.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer/parallelization.md)
- [nemo_automodel.components.models.muse_glimmer.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer/state_dict_adapter.md)
- [nemo_automodel.components.models.muse_glimmer.vision](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/muse_glimmer/vision.md)
- [nemo_automodel.components.models.nemotron_omni](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_omni.md)
- [nemo_automodel.components.models.nemotron_omni.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_omni/model.md)
- [nemo_automodel.components.models.nemotron_omni.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_omni/state_dict_adapter.md)
- [nemo_automodel.components.models.nemotron_parse](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_parse.md)
- [nemo_automodel.components.models.nemotron_parse.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_parse/model.md)
- [nemo_automodel.components.models.nemotron_parse.nemotron_parse_loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_parse/nemotron_parse_loss.md)
- [nemo_automodel.components.models.nemotron_v3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3.md)
- [nemo_automodel.components.models.nemotron_v3.cache](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/cache.md)
- [nemo_automodel.components.models.nemotron_v3.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/layers.md)
- [nemo_automodel.components.models.nemotron_v3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/model.md)
- [nemo_automodel.components.models.nemotron_v3.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/mtp.md)
- [nemo_automodel.components.models.nemotron_v3.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/parallelization.md)
- [nemo_automodel.components.models.nemotron_v3.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/nemotron_v3/state_dict_adapter.md)
- [nemo_automodel.components.models.pixtral](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/pixtral.md)
- [nemo_automodel.components.models.pixtral.compat](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/pixtral/compat.md)
- [nemo_automodel.components.models.qwen_image_edit](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen_image_edit.md)
- [nemo_automodel.components.models.qwen_image_edit.adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen_image_edit/adapter.md)
- [nemo_automodel.components.models.qwen_image_edit.preprocessing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen_image_edit/preprocessing.md)
- [nemo_automodel.components.models.qwen2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen2.md)
- [nemo_automodel.components.models.qwen2.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen2/model.md)
- [nemo_automodel.components.models.qwen2_5_omni](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen2_5_omni.md)
- [nemo_automodel.components.models.qwen2_5_omni.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen2_5_omni/model.md)
- [nemo_automodel.components.models.qwen2_5_omni.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen2_5_omni/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3.md)
- [nemo_automodel.components.models.qwen3.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3/model.md)
- [nemo_automodel.components.models.qwen3_5](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5.md)
- [nemo_automodel.components.models.qwen3_5.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5/model.md)
- [nemo_automodel.components.models.qwen3_5.packing](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5/packing.md)
- [nemo_automodel.components.models.qwen3_5.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5/parallelization.md)
- [nemo_automodel.components.models.qwen3_5.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_5_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5_moe.md)
- [nemo_automodel.components.models.qwen3_5_moe.cp_linear_attn](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5_moe/cp_linear_attn.md)
- [nemo_automodel.components.models.qwen3_5_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5_moe/model.md)
- [nemo_automodel.components.models.qwen3_5_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_5_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_8_flash_next](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.backend](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/backend.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/config.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/cp.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.engram](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/engram.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.fa4_qsa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/fa4_qsa.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.flex_qsa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/flex_qsa.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/layers.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/model.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.qsa](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/qsa.md)
- [nemo_automodel.components.models.qwen3_8_flash_next.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_moe.md)
- [nemo_automodel.components.models.qwen3_moe.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_moe/layers.md)
- [nemo_automodel.components.models.qwen3_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_moe/model.md)
- [nemo_automodel.components.models.qwen3_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_next](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_next.md)
- [nemo_automodel.components.models.qwen3_next.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_next/layers.md)
- [nemo_automodel.components.models.qwen3_next.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_next/model.md)
- [nemo_automodel.components.models.qwen3_next.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_next/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_omni_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_omni_moe.md)
- [nemo_automodel.components.models.qwen3_omni_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_omni_moe/model.md)
- [nemo_automodel.components.models.qwen3_omni_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_omni_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.qwen3_reranker](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_reranker.md)
- [nemo_automodel.components.models.qwen3_reranker.collator](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_reranker/collator.md)
- [nemo_automodel.components.models.qwen3_reranker.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_reranker/model.md)
- [nemo_automodel.components.models.qwen3_vl](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl.md)
- [nemo_automodel.components.models.qwen3_vl.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl/model.md)
- [nemo_automodel.components.models.qwen3_vl.parallelization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl/parallelization.md)
- [nemo_automodel.components.models.qwen3_vl_moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl_moe.md)
- [nemo_automodel.components.models.qwen3_vl_moe.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl_moe/model.md)
- [nemo_automodel.components.models.qwen3_vl_moe.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/qwen3_vl_moe/state_dict_adapter.md)
- [nemo_automodel.components.models.step3p5](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p5.md)
- [nemo_automodel.components.models.step3p5.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p5/layers.md)
- [nemo_automodel.components.models.step3p5.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p5/model.md)
- [nemo_automodel.components.models.step3p5.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p5/state_dict_adapter.md)
- [nemo_automodel.components.models.step3p7](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7.md)
- [nemo_automodel.components.models.step3p7.configuration_step3p7](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/configuration_step3p7.md)
- [nemo_automodel.components.models.step3p7.model](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/model.md)
- [nemo_automodel.components.models.step3p7.mtp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/mtp.md)
- [nemo_automodel.components.models.step3p7.processing_step3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/processing_step3.md)
- [nemo_automodel.components.models.step3p7.state_dict_adapter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/state_dict_adapter.md)
- [nemo_automodel.components.models.step3p7.vision_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/step3p7/vision_encoder.md)
- [nemo_automodel.components.moe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe.md)
- [nemo_automodel.components.moe.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/config.md)
- [nemo_automodel.components.moe.experts](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/experts.md)
- [nemo_automodel.components.moe.fsdp_mixin](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/fsdp_mixin.md)
- [nemo_automodel.components.moe.layers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/layers.md)
- [nemo_automodel.components.moe.load_balance_metrics](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/load_balance_metrics.md)
- [nemo_automodel.components.moe.megatron](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/megatron.md)
- [nemo_automodel.components.moe.megatron.fused_a2a](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/megatron/fused_a2a.md)
- [nemo_automodel.components.moe.megatron.fused_indices_converter](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/megatron/fused_indices_converter.md)
- [nemo_automodel.components.moe.megatron.moe_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/megatron/moe_utils.md)
- [nemo_automodel.components.moe.megatron.token_dispatcher](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/megatron/token_dispatcher.md)
- [nemo_automodel.components.moe.mok_experts](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/mok_experts.md)
- [nemo_automodel.components.moe.mxfp8](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/mxfp8.md)
- [nemo_automodel.components.moe.optimized_ops](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/optimized_ops.md)
- [nemo_automodel.components.moe.parallelizer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/parallelizer.md)
- [nemo_automodel.components.moe.quantized_experts](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/quantized_experts.md)
- [nemo_automodel.components.moe.router_replay](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/router_replay.md)
- [nemo_automodel.components.moe.state_dict_mixin](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/state_dict_mixin.md)
- [nemo_automodel.components.moe.state_dict_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/state_dict_utils.md)
- [nemo_automodel.components.moe.swiglu_triton](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/swiglu_triton.md)
- [nemo_automodel.components.moe.tp_plan_validation](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/tp_plan_validation.md)
- [nemo_automodel.components.moe.uccl_ep](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/uccl_ep.md)
- [nemo_automodel.components.moe.uccl_ep.buffer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/moe/uccl_ep/buffer.md)
- [nemo_automodel.components.optim](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/optim.md)
- [nemo_automodel.components.optim.dion](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/optim/dion.md)
- [nemo_automodel.components.optim.optimizer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/optim/optimizer.md)
- [nemo_automodel.components.optim.precision_warnings](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/optim/precision_warnings.md)
- [nemo_automodel.components.optim.scheduler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/optim/scheduler.md)
- [nemo_automodel.components.quantization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/quantization.md)
- [nemo_automodel.components.quantization.fp8](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/quantization/fp8.md)
- [nemo_automodel.components.quantization.mxfp4](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/quantization/mxfp4.md)
- [nemo_automodel.components.quantization.qat](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/quantization/qat.md)
- [nemo_automodel.components.quantization.qlora](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/quantization/qlora.md)
- [nemo_automodel.components.speculative](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative.md)
- [nemo_automodel.components.speculative.bench_common](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/bench_common.md)
- [nemo_automodel.components.speculative.bench_sglang](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/bench_sglang.md)
- [nemo_automodel.components.speculative.bench_sweep](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/bench_sweep.md)
- [nemo_automodel.components.speculative.bench_vllm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/bench_vllm.md)
- [nemo_automodel.components.speculative.decode_eval](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/decode_eval.md)
- [nemo_automodel.components.speculative.dflash](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash.md)
- [nemo_automodel.components.speculative.dflash.core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/core.md)
- [nemo_automodel.components.speculative.dflash.dflash2_core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/dflash2_core.md)
- [nemo_automodel.components.speculative.dflash.domino_core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/domino_core.md)
- [nemo_automodel.components.speculative.dflash.draft_kimi_k3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/draft_kimi_k3.md)
- [nemo_automodel.components.speculative.dflash.draft_qwen3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/draft_qwen3.md)
- [nemo_automodel.components.speculative.dflash.draft_qwen3_dflash2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/draft_qwen3_dflash2.md)
- [nemo_automodel.components.speculative.dflash.jetspec_core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/jetspec_core.md)
- [nemo_automodel.components.speculative.dflash.registry](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/registry.md)
- [nemo_automodel.components.speculative.dflash.target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dflash/target.md)
- [nemo_automodel.components.speculative.dspark](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark.md)
- [nemo_automodel.components.speculative.dspark.common](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/common.md)
- [nemo_automodel.components.speculative.dspark.config](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/config.md)
- [nemo_automodel.components.speculative.dspark.core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/core.md)
- [nemo_automodel.components.speculative.dspark.draft_deepseek_v4](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_deepseek_v4.md)
- [nemo_automodel.components.speculative.dspark.draft_gemma4](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_gemma4.md)
- [nemo_automodel.components.speculative.dspark.draft_glm_5_2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_glm_5_2.md)
- [nemo_automodel.components.speculative.dspark.draft_kimi_k3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_kimi_k3.md)
- [nemo_automodel.components.speculative.dspark.draft_minimax_m3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_minimax_m3.md)
- [nemo_automodel.components.speculative.dspark.draft_qwen3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/draft_qwen3.md)
- [nemo_automodel.components.speculative.dspark.loss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/loss.md)
- [nemo_automodel.components.speculative.dspark.markov_head](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/markov_head.md)
- [nemo_automodel.components.speculative.dspark.registry](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/registry.md)
- [nemo_automodel.components.speculative.dspark.target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/target.md)
- [nemo_automodel.components.speculative.dspark.target_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/dspark/target_utils.md)
- [nemo_automodel.components.speculative.eagle](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle.md)
- [nemo_automodel.components.speculative.eagle.backend](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/backend.md)
- [nemo_automodel.components.speculative.eagle.core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/core.md)
- [nemo_automodel.components.speculative.eagle.core_v12](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/core_v12.md)
- [nemo_automodel.components.speculative.eagle.draft_deepseek](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_deepseek.md)
- [nemo_automodel.components.speculative.eagle.draft_gemma](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_gemma.md)
- [nemo_automodel.components.speculative.eagle.draft_gpt_oss](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_gpt_oss.md)
- [nemo_automodel.components.speculative.eagle.draft_kimi_k3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_kimi_k3.md)
- [nemo_automodel.components.speculative.eagle.draft_llama](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_llama.md)
- [nemo_automodel.components.speculative.eagle.draft_llama_v12](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/draft_llama_v12.md)
- [nemo_automodel.components.speculative.eagle.msd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/msd.md)
- [nemo_automodel.components.speculative.eagle.msd_curriculum](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/msd_curriculum.md)
- [nemo_automodel.components.speculative.eagle.msd_decode](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/msd_decode.md)
- [nemo_automodel.components.speculative.eagle.msd_target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/msd_target.md)
- [nemo_automodel.components.speculative.eagle.peagle_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/peagle_attention.md)
- [nemo_automodel.components.speculative.eagle.peagle_data](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/peagle_data.md)
- [nemo_automodel.components.speculative.eagle.peagle_draft](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/peagle_draft.md)
- [nemo_automodel.components.speculative.eagle.peagle_trainer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/peagle_trainer.md)
- [nemo_automodel.components.speculative.eagle.registry](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/registry.md)
- [nemo_automodel.components.speculative.eagle.remote](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote.md)
- [nemo_automodel.components.speculative.eagle.remote.client](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote/client.md)
- [nemo_automodel.components.speculative.eagle.remote.protocol](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote/protocol.md)
- [nemo_automodel.components.speculative.eagle.remote.server](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote/server.md)
- [nemo_automodel.components.speculative.eagle.remote.transport](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote/transport.md)
- [nemo_automodel.components.speculative.eagle.remote.wire](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/remote/wire.md)
- [nemo_automodel.components.speculative.eagle.ring_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/ring_attention.md)
- [nemo_automodel.components.speculative.eagle.sglang_runner](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/sglang_runner.md)
- [nemo_automodel.components.speculative.eagle.sglang_target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/sglang_target.md)
- [nemo_automodel.components.speculative.eagle.target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/target.md)
- [nemo_automodel.components.speculative.eagle.target_runner](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/target_runner.md)
- [nemo_automodel.components.speculative.eagle.target_v12](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/target_v12.md)
- [nemo_automodel.components.speculative.eagle.ulysses_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/ulysses_attention.md)
- [nemo_automodel.components.speculative.eagle.vispec_core](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/vispec_core.md)
- [nemo_automodel.components.speculative.eagle.vispec_draft](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/vispec_draft.md)
- [nemo_automodel.components.speculative.eagle.vispec_target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/vispec_target.md)
- [nemo_automodel.components.speculative.eagle.vllm_runner](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/vllm_runner.md)
- [nemo_automodel.components.speculative.eagle.vllm_target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/vllm_target.md)
- [nemo_automodel.components.speculative.eagle.zigzag_ring_attention](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/eagle/zigzag_ring_attention.md)
- [nemo_automodel.components.speculative.precompute_dspark](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/precompute_dspark.md)
- [nemo_automodel.components.speculative.precompute_eagle3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/precompute_eagle3.md)
- [nemo_automodel.components.speculative.regen_loop](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/regen_loop.md)
- [nemo_automodel.components.speculative.regenerate](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/regenerate.md)
- [nemo_automodel.components.speculative.regenerate_vlm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/regenerate_vlm.md)
- [nemo_automodel.components.speculative.serve_sglang](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/serve_sglang.md)
- [nemo_automodel.components.speculative.serve_target](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/serve_target.md)
- [nemo_automodel.components.speculative.serve_vllm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/serve_vllm.md)
- [nemo_automodel.components.speculative.streaming](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming.md)
- [nemo_automodel.components.speculative.streaming.async_pipeline](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/async_pipeline.md)
- [nemo_automodel.components.speculative.streaming.eagle3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/eagle3.md)
- [nemo_automodel.components.speculative.streaming.loader](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/loader.md)
- [nemo_automodel.components.speculative.streaming.producer](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/producer.md)
- [nemo_automodel.components.speculative.streaming.queue](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/queue.md)
- [nemo_automodel.components.speculative.streaming.refs](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/refs.md)
- [nemo_automodel.components.speculative.streaming.store](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/store.md)
- [nemo_automodel.components.speculative.streaming.stores](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/stores.md)
- [nemo_automodel.components.speculative.streaming.stores.local](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/stores/local.md)
- [nemo_automodel.components.speculative.streaming.stores.shared_dir](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/streaming/stores/shared_dir.md)
- [nemo_automodel.components.speculative.target_cp](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/speculative/target_cp.md)
- [nemo_automodel.components.training](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training.md)
- [nemo_automodel.components.training.domain_mixture](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/domain_mixture.md)
- [nemo_automodel.components.training.ema](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/ema.md)
- [nemo_automodel.components.training.embedding_row_repair](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/embedding_row_repair.md)
- [nemo_automodel.components.training.garbage_collection](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/garbage_collection.md)
- [nemo_automodel.components.training.model_output_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/model_output_utils.md)
- [nemo_automodel.components.training.neftune](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/neftune.md)
- [nemo_automodel.components.training.prewarm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/prewarm.md)
- [nemo_automodel.components.training.rng](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/rng.md)
- [nemo_automodel.components.training.signal_handler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/signal_handler.md)
- [nemo_automodel.components.training.step_scheduler](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/step_scheduler.md)
- [nemo_automodel.components.training.timers](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/timers.md)
- [nemo_automodel.components.training.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/training/utils.md)
- [nemo_automodel.components.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/utils.md)
- [nemo_automodel.components.utils.compile_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/utils/compile_utils.md)
- [nemo_automodel.components.utils.flops_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/utils/flops_utils.md)
- [nemo_automodel.components.utils.model_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/utils/model_utils.md)
- [nemo_automodel.components.utils.yaml_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/utils/yaml_utils.md)
- [nemo_automodel.package_info](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/package_info.md)
- [nemo_automodel.recipes](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes.md)
- [nemo_automodel.recipes.base_recipe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/base_recipe.md)
- [nemo_automodel.recipes.diffusion](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/diffusion.md)
- [nemo_automodel.recipes.diffusion.train](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/diffusion/train.md)
- [nemo_automodel.recipes.dllm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/dllm.md)
- [nemo_automodel.recipes.dllm.strategy](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/dllm/strategy.md)
- [nemo_automodel.recipes.dllm.train_ft](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/dllm/train_ft.md)
- [nemo_automodel.recipes.kd_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/kd_utils.md)
- [nemo_automodel.recipes.llm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm.md)
- [nemo_automodel.recipes.llm.benchmark](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/benchmark.md)
- [nemo_automodel.recipes.llm.kd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/kd.md)
- [nemo_automodel.recipes.llm.peagle_recipe](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/peagle_recipe.md)
- [nemo_automodel.recipes.llm.precompute_dspark_dist](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/precompute_dspark_dist.md)
- [nemo_automodel.recipes.llm.train_dflash](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_dflash.md)
- [nemo_automodel.recipes.llm.train_dflash2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_dflash2.md)
- [nemo_automodel.recipes.llm.train_domino](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_domino.md)
- [nemo_automodel.recipes.llm.train_dspark](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_dspark.md)
- [nemo_automodel.recipes.llm.train_eagle1](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_eagle1.md)
- [nemo_automodel.recipes.llm.train_eagle2](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_eagle2.md)
- [nemo_automodel.recipes.llm.train_eagle3](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_eagle3.md)
- [nemo_automodel.recipes.llm.train_ft](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_ft.md)
- [nemo_automodel.recipes.llm.train_jetspec](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_jetspec.md)
- [nemo_automodel.recipes.llm.train_seq_cls](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_seq_cls.md)
- [nemo_automodel.recipes.llm.train_vispec](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/llm/train_vispec.md)
- [nemo_automodel.recipes.multimodal](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/multimodal.md)
- [nemo_automodel.recipes.multimodal.finetune](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/multimodal/finetune.md)
- [nemo_automodel.recipes.multimodal.pretrain](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/multimodal/pretrain.md)
- [nemo_automodel.recipes.retrieval](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval.md)
- [nemo_automodel.recipes.retrieval.distill_bi_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval/distill_bi_encoder.md)
- [nemo_automodel.recipes.retrieval.mine_hard_negatives](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval/mine_hard_negatives.md)
- [nemo_automodel.recipes.retrieval.mining_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval/mining_encoder.md)
- [nemo_automodel.recipes.retrieval.train_bi_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval/train_bi_encoder.md)
- [nemo_automodel.recipes.retrieval.train_cross_encoder](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/retrieval/train_cross_encoder.md)
- [nemo_automodel.recipes.vlm](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/vlm.md)
- [nemo_automodel.recipes.vlm.finetune](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/vlm/finetune.md)
- [nemo_automodel.recipes.vlm.kd](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/recipes/vlm/kd.md)
- [nemo_automodel.shared](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared.md)
- [nemo_automodel.shared.embedding_padding](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/embedding_padding.md)
- [nemo_automodel.shared.import_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/import_utils.md)
- [nemo_automodel.shared.model_utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/model_utils.md)
- [nemo_automodel.shared.parameter_names](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/parameter_names.md)
- [nemo_automodel.shared.retrieval_ids](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/retrieval_ids.md)
- [nemo_automodel.shared.te_patches](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/te_patches.md)
- [nemo_automodel.shared.tied_weights](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/tied_weights.md)
- [nemo_automodel.shared.tokenizer_serialization](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/tokenizer_serialization.md)
- [nemo_automodel.shared.torch_patches](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/torch_patches.md)
- [nemo_automodel.shared.tp_linear](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/tp_linear.md)
- [nemo_automodel.shared.transformers_patches](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/transformers_patches.md)
- [nemo_automodel.shared.utils](https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/shared/utils.md)