> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.nvidia.com/nemo/automodel/v0.4/nemo-automodel/nemo_automodel/components/models/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/automodel/_mcp/server. # nemo_automodel.components.models Convenience model builders for NeMo Automodel. Currently includes: • build\_gpt2\_model – returns a GPT-2 causal language model (Flash-Attention-2 by default). ## Subpackages * **[`nemo_automodel.components.models.bagel`](/nemo-automodel/nemo_automodel/components/models/bagel)** * **[`nemo_automodel.components.models.baichuan`](/nemo-automodel/nemo_automodel/components/models/baichuan)** * **[`nemo_automodel.components.models.common`](/nemo-automodel/nemo_automodel/components/models/common)** * **[`nemo_automodel.components.models.deepseek_v3`](/nemo-automodel/nemo_automodel/components/models/deepseek_v3)** * **[`nemo_automodel.components.models.deepseek_v32`](/nemo-automodel/nemo_automodel/components/models/deepseek_v32)** * **[`nemo_automodel.components.models.deepseek_v4`](/nemo-automodel/nemo_automodel/components/models/deepseek_v4)** * **[`nemo_automodel.components.models.deepseek_v41`](/nemo-automodel/nemo_automodel/components/models/deepseek_v41)** * **[`nemo_automodel.components.models.diffusion_gemma`](/nemo-automodel/nemo_automodel/components/models/diffusion_gemma)** * **[`nemo_automodel.components.models.ernie4_5`](/nemo-automodel/nemo_automodel/components/models/ernie4_5)** * **[`nemo_automodel.components.models.gemma4_drafter`](/nemo-automodel/nemo_automodel/components/models/gemma4_drafter)** * **[`nemo_automodel.components.models.gemma4_moe`](/nemo-automodel/nemo_automodel/components/models/gemma4_moe)** * **[`nemo_automodel.components.models.gemma4_unified`](/nemo-automodel/nemo_automodel/components/models/gemma4_unified)** * **[`nemo_automodel.components.models.glm4_moe`](/nemo-automodel/nemo_automodel/components/models/glm4_moe)** * **[`nemo_automodel.components.models.glm4_moe_lite`](/nemo-automodel/nemo_automodel/components/models/glm4_moe_lite)** * **[`nemo_automodel.components.models.glm5_next`](/nemo-automodel/nemo_automodel/components/models/glm5_next)** * **[`nemo_automodel.components.models.glm_moe_dsa`](/nemo-automodel/nemo_automodel/components/models/glm_moe_dsa)** * **[`nemo_automodel.components.models.gpt_oss`](/nemo-automodel/nemo_automodel/components/models/gpt_oss)** * **[`nemo_automodel.components.models.hunyuan_image3`](/nemo-automodel/nemo_automodel/components/models/hunyuan_image3)** * **[`nemo_automodel.components.models.hy_mt2`](/nemo-automodel/nemo_automodel/components/models/hy_mt2)** * **[`nemo_automodel.components.models.hy_v3`](/nemo-automodel/nemo_automodel/components/models/hy_v3)** * **[`nemo_automodel.components.models.inkling`](/nemo-automodel/nemo_automodel/components/models/inkling)** * **[`nemo_automodel.components.models.kimi_k2`](/nemo-automodel/nemo_automodel/components/models/kimi_k2)** * **[`nemo_automodel.components.models.kimi_k25_vl`](/nemo-automodel/nemo_automodel/components/models/kimi_k25_vl)** * **[`nemo_automodel.components.models.kimi_k3`](/nemo-automodel/nemo_automodel/components/models/kimi_k3)** * **[`nemo_automodel.components.models.kimi_linear`](/nemo-automodel/nemo_automodel/components/models/kimi_linear)** * **[`nemo_automodel.components.models.kimivl`](/nemo-automodel/nemo_automodel/components/models/kimivl)** * **[`nemo_automodel.components.models.laguna`](/nemo-automodel/nemo_automodel/components/models/laguna)** * **[`nemo_automodel.components.models.ling_v2`](/nemo-automodel/nemo_automodel/components/models/ling_v2)** * **[`nemo_automodel.components.models.llama`](/nemo-automodel/nemo_automodel/components/models/llama)** * **[`nemo_automodel.components.models.llama_bidirectional`](/nemo-automodel/nemo_automodel/components/models/llama_bidirectional)** * **[`nemo_automodel.components.models.llama_nemotron_vl`](/nemo-automodel/nemo_automodel/components/models/llama_nemotron_vl)** * **[`nemo_automodel.components.models.llava_onevision`](/nemo-automodel/nemo_automodel/components/models/llava_onevision)** * **[`nemo_automodel.components.models.mimo_v25`](/nemo-automodel/nemo_automodel/components/models/mimo_v25)** * **[`nemo_automodel.components.models.mimo_v2_flash`](/nemo-automodel/nemo_automodel/components/models/mimo_v2_flash)** * **[`nemo_automodel.components.models.minimax_m2`](/nemo-automodel/nemo_automodel/components/models/minimax_m2)** * **[`nemo_automodel.components.models.minimax_m3_vl`](/nemo-automodel/nemo_automodel/components/models/minimax_m3_vl)** * **[`nemo_automodel.components.models.ministral_bidirectional`](/nemo-automodel/nemo_automodel/components/models/ministral_bidirectional)** * **[`nemo_automodel.components.models.mistral3`](/nemo-automodel/nemo_automodel/components/models/mistral3)** * **[`nemo_automodel.components.models.mistral3_vlm`](/nemo-automodel/nemo_automodel/components/models/mistral3_vlm)** * **[`nemo_automodel.components.models.mistral4`](/nemo-automodel/nemo_automodel/components/models/mistral4)** * **[`nemo_automodel.components.models.muse_glimmer`](/nemo-automodel/nemo_automodel/components/models/muse_glimmer)** * **[`nemo_automodel.components.models.nemotron_omni`](/nemo-automodel/nemo_automodel/components/models/nemotron_omni)** * **[`nemo_automodel.components.models.nemotron_parse`](/nemo-automodel/nemo_automodel/components/models/nemotron_parse)** * **[`nemo_automodel.components.models.nemotron_v3`](/nemo-automodel/nemo_automodel/components/models/nemotron_v3)** * **[`nemo_automodel.components.models.pixtral`](/nemo-automodel/nemo_automodel/components/models/pixtral)** * **[`nemo_automodel.components.models.qwen2`](/nemo-automodel/nemo_automodel/components/models/qwen2)** * **[`nemo_automodel.components.models.qwen2_5_omni`](/nemo-automodel/nemo_automodel/components/models/qwen2_5_omni)** * **[`nemo_automodel.components.models.qwen3`](/nemo-automodel/nemo_automodel/components/models/qwen3)** * **[`nemo_automodel.components.models.qwen3_5`](/nemo-automodel/nemo_automodel/components/models/qwen3_5)** * **[`nemo_automodel.components.models.qwen3_5_moe`](/nemo-automodel/nemo_automodel/components/models/qwen3_5_moe)** * **[`nemo_automodel.components.models.qwen3_8_flash_next`](/nemo-automodel/nemo_automodel/components/models/qwen3_8_flash_next)** * **[`nemo_automodel.components.models.qwen3_moe`](/nemo-automodel/nemo_automodel/components/models/qwen3_moe)** * **[`nemo_automodel.components.models.qwen3_next`](/nemo-automodel/nemo_automodel/components/models/qwen3_next)** * **[`nemo_automodel.components.models.qwen3_omni_moe`](/nemo-automodel/nemo_automodel/components/models/qwen3_omni_moe)** * **[`nemo_automodel.components.models.qwen3_reranker`](/nemo-automodel/nemo_automodel/components/models/qwen3_reranker)** * **[`nemo_automodel.components.models.qwen3_vl`](/nemo-automodel/nemo_automodel/components/models/qwen3_vl)** * **[`nemo_automodel.components.models.qwen3_vl_moe`](/nemo-automodel/nemo_automodel/components/models/qwen3_vl_moe)** * **[`nemo_automodel.components.models.qwen_image_edit`](/nemo-automodel/nemo_automodel/components/models/qwen_image_edit)** * **[`nemo_automodel.components.models.step3p5`](/nemo-automodel/nemo_automodel/components/models/step3p5)** * **[`nemo_automodel.components.models.step3p7`](/nemo-automodel/nemo_automodel/components/models/step3p7)** ## Submodules * **[`nemo_automodel.components.models.deprecation`](/nemo-automodel/nemo_automodel/components/models/deprecation)** * **[`nemo_automodel.components.models.gpt2`](/nemo-automodel/nemo_automodel/components/models/gpt2)** ## Package Contents ### Classes | Name | Description | | ------------------------------------------------------------------------------ | ------------------------------------------------------------------------ | | [`_MissingModelFinder`](#nemo_automodel-components-models-_MissingModelFinder) | Produces a helpful error when importing a non-existent model subpackage. | ### Functions | Name | Description | | ---------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------- | | [`__getattr__`](#nemo_automodel-components-models-__getattr__) | - | | [`_available_model_submodules`](#nemo_automodel-components-models-_available_model_submodules) | Return the set of model sub-package names shipped with this installation. | | [`_make_upgrade_message`](#nemo_automodel-components-models-_make_upgrade_message) | - | | [`build_gpt2_model`](#nemo_automodel-components-models-gpt2-build_gpt2_model) | Instantiate and return a *pure-PyTorch* GPT-2 language model. | ### Data [`_MODELS_DIR`](#nemo_automodel-components-models-_MODELS_DIR) [`_PACKAGE_PREFIX`](#nemo_automodel-components-models-_PACKAGE_PREFIX) ### API ```python class nemo_automodel.components.models._MissingModelFinder() ``` **Bases:** `MetaPathFinder` Produces a helpful error when importing a non-existent model subpackage. Installed at the *end* of `sys.meta_path` so it is only consulted after all real finders have already returned `None`. For any import of the form `nemo_automodel.components.models.<name>` (direct child only), it raises a `ModuleNotFoundError` with upgrade instructions instead of the default unhelpful message. ```python nemo_automodel.components.models._MissingModelFinder.find_spec( fullname, path, target = None ) ``` ```python nemo_automodel.components.models.__getattr__( name: str ) ``` ```python nemo_automodel.components.models._available_model_submodules() -> set[str] ``` Return the set of model sub-package names shipped with this installation. ```python nemo_automodel.components.models._make_upgrade_message( name: str ) -> str ``` ```python nemo_automodel.components.models.gpt2.build_gpt2_model( vocab_size: int = 50257, n_positions: int = 2048, n_ctx: int | None = None, n_embd: int = 768, n_layer: int = 12, n_head: int = 12, bos_token_id: int = 50256, eos_token_id: int = 50256, attn_implementation: str = 'flash_attention_2', extra_cfg: typing.Any = {} ) -> torch.nn.Module ``` Instantiate and return a *pure-PyTorch* GPT-2 language model. The function intentionally keeps the same signature as the original wrapper so existing YAML/CLI configurations continue to work. Extra keyword arguments are quietly ignored. ```python nemo_automodel.components.models._MODELS_DIR = pathlib.Path(__file__).parent ``` ```python nemo_automodel.components.models._PACKAGE_PREFIX = __name__ + '.' ``` ## Docs - [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) - 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[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) - 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[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)