> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server. # nemo_automodel.recipes ## Subpackages * **[`nemo_automodel.recipes.diffusion`](/nemo-automodel/nemo_automodel/recipes/diffusion)** * **[`nemo_automodel.recipes.dllm`](/nemo-automodel/nemo_automodel/recipes/dllm)** * **[`nemo_automodel.recipes.llm`](/nemo-automodel/nemo_automodel/recipes/llm)** * **[`nemo_automodel.recipes.multimodal`](/nemo-automodel/nemo_automodel/recipes/multimodal)** * **[`nemo_automodel.recipes.retrieval`](/nemo-automodel/nemo_automodel/recipes/retrieval)** * **[`nemo_automodel.recipes.vlm`](/nemo-automodel/nemo_automodel/recipes/vlm)** ## Submodules * **[`nemo_automodel.recipes._dist_utils`](/nemo-automodel/nemo_automodel/recipes/_dist_utils)** * **[`nemo_automodel.recipes._typed_config`](/nemo-automodel/nemo_automodel/recipes/_typed_config)** * **[`nemo_automodel.recipes.base_recipe`](/nemo-automodel/nemo_automodel/recipes/base_recipe)** * **[`nemo_automodel.recipes.kd_utils`](/nemo-automodel/nemo_automodel/recipes/kd_utils)** ## Docs - [nemo_automodel.recipes.base_recipe](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/base_recipe.md) - [nemo_automodel.recipes.diffusion](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/diffusion.md) - [nemo_automodel.recipes.diffusion.train](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/diffusion/train.md) - [nemo_automodel.recipes.dllm](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/dllm.md) - [nemo_automodel.recipes.dllm.strategy](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/dllm/strategy.md) - [nemo_automodel.recipes.dllm.train_ft](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/dllm/train_ft.md) - [nemo_automodel.recipes.kd_utils](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/kd_utils.md) - [nemo_automodel.recipes.llm](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm.md) - [nemo_automodel.recipes.llm.benchmark](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/benchmark.md) - [nemo_automodel.recipes.llm.kd](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/kd.md) - [nemo_automodel.recipes.llm.peagle_recipe](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/peagle_recipe.md) - [nemo_automodel.recipes.llm.precompute_dspark_dist](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/precompute_dspark_dist.md) - [nemo_automodel.recipes.llm.train_dflash](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_dflash.md) - [nemo_automodel.recipes.llm.train_dflash2](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_dflash2.md) - [nemo_automodel.recipes.llm.train_domino](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_domino.md) - [nemo_automodel.recipes.llm.train_dspark](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_dspark.md) - [nemo_automodel.recipes.llm.train_eagle1](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_eagle1.md) - [nemo_automodel.recipes.llm.train_eagle2](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_eagle2.md) - [nemo_automodel.recipes.llm.train_eagle3](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_eagle3.md) - [nemo_automodel.recipes.llm.train_ft](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_ft.md) - [nemo_automodel.recipes.llm.train_jetspec](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_jetspec.md) - [nemo_automodel.recipes.llm.train_seq_cls](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_seq_cls.md) - [nemo_automodel.recipes.llm.train_vispec](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/llm/train_vispec.md) - [nemo_automodel.recipes.multimodal](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/multimodal.md) - [nemo_automodel.recipes.multimodal.finetune](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/multimodal/finetune.md) - [nemo_automodel.recipes.multimodal.pretrain](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/multimodal/pretrain.md) - [nemo_automodel.recipes.retrieval](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval.md) - [nemo_automodel.recipes.retrieval.distill_bi_encoder](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval/distill_bi_encoder.md) - [nemo_automodel.recipes.retrieval.mine_hard_negatives](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval/mine_hard_negatives.md) - [nemo_automodel.recipes.retrieval.mining_encoder](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval/mining_encoder.md) - [nemo_automodel.recipes.retrieval.train_bi_encoder](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval/train_bi_encoder.md) - [nemo_automodel.recipes.retrieval.train_cross_encoder](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/retrieval/train_cross_encoder.md) - [nemo_automodel.recipes.vlm](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/vlm.md) - [nemo_automodel.recipes.vlm.finetune](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/vlm/finetune.md) - [nemo_automodel.recipes.vlm.kd](https://docs.nvidia.com/nemo/automodel/v0.5/nemo-automodel/nemo_automodel/recipes/vlm/kd.md)