Python Module Index n n nemo_automodel nemo_automodel._diffusers nemo_automodel._diffusers.auto_diffusion_pipeline nemo_automodel._transformers nemo_automodel._transformers.auto_model nemo_automodel._transformers.auto_tokenizer nemo_automodel._transformers.capabilities nemo_automodel._transformers.infrastructure nemo_automodel._transformers.kernel_patches nemo_automodel._transformers.mfu nemo_automodel._transformers.model_init nemo_automodel._transformers.registry nemo_automodel._transformers.retrieval nemo_automodel._transformers.utils nemo_automodel._transformers.v4_patches nemo_automodel._transformers.v4_patches.rotary nemo_automodel.autonvtx nemo_automodel.cli nemo_automodel.cli.app nemo_automodel.cli.utils nemo_automodel.components nemo_automodel.components._peft nemo_automodel.components._peft.lora nemo_automodel.components._peft.lora_experts nemo_automodel.components._peft.lora_kernel nemo_automodel.components._peft.module_matcher nemo_automodel.components.attention nemo_automodel.components.attention.flex_attention nemo_automodel.components.attention.utils nemo_automodel.components.checkpoint nemo_automodel.components.checkpoint._backports nemo_automodel.components.checkpoint._backports._fsspec_filesystem nemo_automodel.components.checkpoint._backports._version nemo_automodel.components.checkpoint._backports.consolidate_hf_safetensors nemo_automodel.components.checkpoint._backports.default_planner nemo_automodel.components.checkpoint._backports.filesystem nemo_automodel.components.checkpoint._backports.hf_storage nemo_automodel.components.checkpoint._backports.hf_utils nemo_automodel.components.checkpoint._backports.planner_helpers nemo_automodel.components.checkpoint._torch_backports nemo_automodel.components.checkpoint.addons nemo_automodel.components.checkpoint.checkpointing nemo_automodel.components.checkpoint.conversion_mapping nemo_automodel.components.checkpoint.state_dict_adapter nemo_automodel.components.checkpoint.stateful_wrappers nemo_automodel.components.checkpoint.utils nemo_automodel.components.config nemo_automodel.components.config._arg_parser nemo_automodel.components.config.loader nemo_automodel.components.datasets nemo_automodel.components.datasets.diffusion nemo_automodel.components.datasets.diffusion.base_dataset nemo_automodel.components.datasets.diffusion.collate_fns nemo_automodel.components.datasets.diffusion.meta_files_dataset nemo_automodel.components.datasets.diffusion.mock_dataloader nemo_automodel.components.datasets.diffusion.multi_tier_bucketing nemo_automodel.components.datasets.diffusion.sampler nemo_automodel.components.datasets.diffusion.text_to_image_dataset nemo_automodel.components.datasets.diffusion.text_to_video_dataset nemo_automodel.components.datasets.dllm nemo_automodel.components.datasets.dllm.collate nemo_automodel.components.datasets.dllm.corruption nemo_automodel.components.datasets.llm nemo_automodel.components.datasets.llm.chat_dataset nemo_automodel.components.datasets.llm.column_mapped_text_instruction_dataset nemo_automodel.components.datasets.llm.column_mapped_text_instruction_iterable_dataset nemo_automodel.components.datasets.llm.delta_lake_dataset nemo_automodel.components.datasets.llm.formatting_utils nemo_automodel.components.datasets.llm.hellaswag nemo_automodel.components.datasets.llm.length_grouped_sampler nemo_automodel.components.datasets.llm.megatron nemo_automodel.components.datasets.llm.megatron.builder nemo_automodel.components.datasets.llm.megatron.gpt_dataset nemo_automodel.components.datasets.llm.megatron.helpers nemo_automodel.components.datasets.llm.megatron.indexed_dataset nemo_automodel.components.datasets.llm.megatron.megatron_utils nemo_automodel.components.datasets.llm.megatron.sampler nemo_automodel.components.datasets.llm.megatron_dataset nemo_automodel.components.datasets.llm.mock nemo_automodel.components.datasets.llm.mock_iterable_dataset nemo_automodel.components.datasets.llm.mock_packed nemo_automodel.components.datasets.llm.mock_seq_cls nemo_automodel.components.datasets.llm.nanogpt_dataset nemo_automodel.components.datasets.llm.neat_packing nemo_automodel.components.datasets.llm.packed_sequence nemo_automodel.components.datasets.llm.retrieval_collator nemo_automodel.components.datasets.llm.retrieval_dataset nemo_automodel.components.datasets.llm.retrieval_dataset_inline nemo_automodel.components.datasets.llm.seq_cls nemo_automodel.components.datasets.llm.squad nemo_automodel.components.datasets.llm.xlam nemo_automodel.components.datasets.reservoir_sampler nemo_automodel.components.datasets.utils nemo_automodel.components.datasets.vlm nemo_automodel.components.datasets.vlm.collate_fns nemo_automodel.components.datasets.vlm.datasets nemo_automodel.components.datasets.vlm.fake_image nemo_automodel.components.datasets.vlm.neat_packing_vlm nemo_automodel.components.datasets.vlm.samplers nemo_automodel.components.datasets.vlm.utils nemo_automodel.components.distributed nemo_automodel.components.distributed.config nemo_automodel.components.distributed.cp_utils nemo_automodel.components.distributed.ddp nemo_automodel.components.distributed.device_mesh nemo_automodel.components.distributed.fsdp2 nemo_automodel.components.distributed.grad_utils nemo_automodel.components.distributed.init_utils nemo_automodel.components.distributed.mamba_cp nemo_automodel.components.distributed.megatron_fsdp nemo_automodel.components.distributed.mesh nemo_automodel.components.distributed.mesh_utils nemo_automodel.components.distributed.optimized_tp_plans nemo_automodel.components.distributed.parallel_styles nemo_automodel.components.distributed.parallelizer nemo_automodel.components.distributed.parallelizer_utils nemo_automodel.components.distributed.pipelining nemo_automodel.components.distributed.pipelining.autopipeline nemo_automodel.components.distributed.pipelining.config nemo_automodel.components.distributed.pipelining.functional nemo_automodel.components.distributed.pipelining.hf_utils nemo_automodel.components.distributed.tensor_utils nemo_automodel.components.distributed.thd_utils nemo_automodel.components.distributed.utils nemo_automodel.components.flow_matching nemo_automodel.components.flow_matching.adapters nemo_automodel.components.flow_matching.adapters.base nemo_automodel.components.flow_matching.adapters.flux nemo_automodel.components.flow_matching.adapters.hunyuan nemo_automodel.components.flow_matching.adapters.simple nemo_automodel.components.flow_matching.pipeline nemo_automodel.components.flow_matching.time_shift_utils nemo_automodel.components.launcher nemo_automodel.components.launcher.base nemo_automodel.components.launcher.interactive nemo_automodel.components.launcher.nemo_run nemo_automodel.components.launcher.nemo_run.config nemo_automodel.components.launcher.nemo_run.launcher nemo_automodel.components.launcher.nemo_run.utils nemo_automodel.components.launcher.skypilot nemo_automodel.components.launcher.skypilot.config nemo_automodel.components.launcher.skypilot.launcher nemo_automodel.components.launcher.skypilot.utils nemo_automodel.components.loggers nemo_automodel.components.loggers.comet_utils nemo_automodel.components.loggers.log_utils nemo_automodel.components.loggers.metric_logger nemo_automodel.components.loggers.mlflow_utils nemo_automodel.components.loggers.wandb_utils nemo_automodel.components.loss nemo_automodel.components.loss.chunked_ce nemo_automodel.components.loss.dllm_loss nemo_automodel.components.loss.kd_loss nemo_automodel.components.loss.linear_ce nemo_automodel.components.loss.masked_ce nemo_automodel.components.loss.te_parallel_ce nemo_automodel.components.models nemo_automodel.components.models.baichuan nemo_automodel.components.models.baichuan.configuration nemo_automodel.components.models.baichuan.model nemo_automodel.components.models.common nemo_automodel.components.models.common.bidirectional nemo_automodel.components.models.common.hf_checkpointing_mixin nemo_automodel.components.models.common.packing nemo_automodel.components.models.common.utils nemo_automodel.components.models.deepseek_v3 nemo_automodel.components.models.deepseek_v3.layers nemo_automodel.components.models.deepseek_v3.model nemo_automodel.components.models.deepseek_v3.rope_utils nemo_automodel.components.models.deepseek_v3.state_dict_adapter nemo_automodel.components.models.deepseek_v32 nemo_automodel.components.models.deepseek_v32.config nemo_automodel.components.models.deepseek_v32.layers nemo_automodel.components.models.deepseek_v32.model nemo_automodel.components.models.deepseek_v32.state_dict_adapter nemo_automodel.components.models.gemma4_moe nemo_automodel.components.models.gemma4_moe.model nemo_automodel.components.models.gemma4_moe.state_dict_adapter nemo_automodel.components.models.glm4_moe nemo_automodel.components.models.glm4_moe.layers nemo_automodel.components.models.glm4_moe.model nemo_automodel.components.models.glm4_moe.state_dict_adapter nemo_automodel.components.models.glm4_moe_lite nemo_automodel.components.models.glm4_moe_lite.model nemo_automodel.components.models.glm_moe_dsa nemo_automodel.components.models.glm_moe_dsa.model nemo_automodel.components.models.glm_moe_dsa.state_dict_adapter nemo_automodel.components.models.gpt2 nemo_automodel.components.models.gpt_oss nemo_automodel.components.models.gpt_oss.layers nemo_automodel.components.models.gpt_oss.model nemo_automodel.components.models.gpt_oss.rope_utils nemo_automodel.components.models.gpt_oss.state_dict_adapter nemo_automodel.components.models.kimi_k25_vl nemo_automodel.components.models.kimi_k25_vl.model nemo_automodel.components.models.kimi_k25_vl.state_dict_adapter nemo_automodel.components.models.kimivl nemo_automodel.components.models.kimivl.model nemo_automodel.components.models.llama nemo_automodel.components.models.llama.model nemo_automodel.components.models.llama.rope_utils nemo_automodel.components.models.llama.state_dict_adapter nemo_automodel.components.models.llama_bidirectional nemo_automodel.components.models.llama_bidirectional.export_onnx nemo_automodel.components.models.llama_bidirectional.model nemo_automodel.components.models.minimax_m2 nemo_automodel.components.models.minimax_m2.layers nemo_automodel.components.models.minimax_m2.model nemo_automodel.components.models.minimax_m2.state_dict_adapter nemo_automodel.components.models.mistral3 nemo_automodel.components.models.mistral3.model nemo_automodel.components.models.mistral4 nemo_automodel.components.models.mistral4.configuration nemo_automodel.components.models.mistral4.model nemo_automodel.components.models.mistral4.state_dict_adapter nemo_automodel.components.models.nemotron_parse nemo_automodel.components.models.nemotron_parse.model nemo_automodel.components.models.nemotron_parse.nemotron_parse_loss nemo_automodel.components.models.nemotron_v3 nemo_automodel.components.models.nemotron_v3.cache nemo_automodel.components.models.nemotron_v3.layers nemo_automodel.components.models.nemotron_v3.model nemo_automodel.components.models.nemotron_v3.state_dict_adapter nemo_automodel.components.models.qwen2 nemo_automodel.components.models.qwen2.model nemo_automodel.components.models.qwen2.state_dict_adapter nemo_automodel.components.models.qwen3_5_moe nemo_automodel.components.models.qwen3_5_moe.cp_linear_attn nemo_automodel.components.models.qwen3_5_moe.model nemo_automodel.components.models.qwen3_5_moe.state_dict_adapter nemo_automodel.components.models.qwen3_moe nemo_automodel.components.models.qwen3_moe.layers nemo_automodel.components.models.qwen3_moe.model nemo_automodel.components.models.qwen3_moe.state_dict_adapter nemo_automodel.components.models.qwen3_next nemo_automodel.components.models.qwen3_next.layers nemo_automodel.components.models.qwen3_next.model nemo_automodel.components.models.qwen3_next.state_dict_adapter nemo_automodel.components.models.qwen3_omni_moe nemo_automodel.components.models.qwen3_omni_moe.model nemo_automodel.components.models.qwen3_omni_moe.state_dict_adapter nemo_automodel.components.models.qwen3_vl_moe nemo_automodel.components.models.qwen3_vl_moe.model nemo_automodel.components.models.qwen3_vl_moe.state_dict_adapter nemo_automodel.components.models.step3p5 nemo_automodel.components.models.step3p5.layers nemo_automodel.components.models.step3p5.model nemo_automodel.components.models.step3p5.state_dict_adapter nemo_automodel.components.moe nemo_automodel.components.moe.config nemo_automodel.components.moe.experts nemo_automodel.components.moe.fsdp_mixin nemo_automodel.components.moe.layers nemo_automodel.components.moe.load_balance_metrics nemo_automodel.components.moe.megatron nemo_automodel.components.moe.megatron.fused_a2a nemo_automodel.components.moe.megatron.fused_indices_converter nemo_automodel.components.moe.megatron.moe_utils nemo_automodel.components.moe.megatron.token_dispatcher nemo_automodel.components.moe.parallelizer nemo_automodel.components.moe.state_dict_mixin nemo_automodel.components.moe.state_dict_utils nemo_automodel.components.moe.uccl_ep nemo_automodel.components.moe.uccl_ep._buffer nemo_automodel.components.moe.uccl_ep._utils nemo_automodel.components.moe.uccl_ep.buffer nemo_automodel.components.optim nemo_automodel.components.optim.scheduler nemo_automodel.components.optim.utils nemo_automodel.components.quantization nemo_automodel.components.quantization.fp8 nemo_automodel.components.quantization.qat nemo_automodel.components.quantization.qlora nemo_automodel.components.training nemo_automodel.components.training.garbage_collection nemo_automodel.components.training.model_output_utils nemo_automodel.components.training.neftune nemo_automodel.components.training.rng nemo_automodel.components.training.signal_handler nemo_automodel.components.training.step_scheduler nemo_automodel.components.training.timers nemo_automodel.components.training.utils nemo_automodel.components.utils nemo_automodel.components.utils.compile_utils nemo_automodel.components.utils.flops_utils nemo_automodel.components.utils.model_utils nemo_automodel.components.utils.yaml_utils nemo_automodel.shared nemo_automodel.shared.import_utils nemo_automodel.shared.te_patches nemo_automodel.shared.torch_patches nemo_automodel.shared.transformers_patches nemo_automodel.shared.utils