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LogoLogoNeMo AutoModel
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    • Troubleshooting
  • Recipes & E2E Examples
    • Recipes and End-to-End Examples
    • SFT & PEFT
    • Function Calling with FunctionGemma
    • Multi-Turn Agent (Tool-Calling) SFT
    • Knowledge Distillation
    • Fine-Tune Large MoE LLMs
    • DeepSeek-V4 Flash
    • Hy3-preview
    • Nemotron-3-Ultra-550B
    • Pretraining
    • NanoGPT Pretraining
    • Sequence Classification (SFT/PEFT)
    • Retrieval Fine-Tuning
    • Gemma 3 / 3n
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    • Fine-Tune Qwen3.8-27B
    • Nemotron-Omni
    • Nemotron 3.5 Super VL
    • Nemotron 3.5 Super VL: Text-to-SQL with LoRA
    • Nemotron 3.5 Super VL: Continued Pretraining on FineWeb
    • Mistral Medium 3.5 VL
    • MiniMax-M3
    • Fine-Tune Step-3.7-Flash
    • ASR with Qwen3-Omni
    • Wan2.1-T2V Fine-Tuning
    • Fine-Tuning DiffusionGemma
    • Train an EAGLE Drafter for Speculative Decoding
    • Train a DFlash Drafter for Speculative Decoding
    • Train a DSpark Drafter for Speculative Decoding
    • dLLM Fine-Tuning
    • Quantization-Aware Training (QAT)
    • Model Training on Databricks
  • Data
    • Overview
    • Text Dataset
    • Retrieval Dataset
    • ColumnMapped Dataset
    • ColumnMapped Iterable
    • Multi-Modal Dataset
    • Diffusion Dataset
  • Run Jobs
    • Overview
    • Local Workstation
    • SLURM Cluster
    • NeMo Run
    • SkyPilot
    • k8s with SkyPilot
  • Advanced Training
    • Checkpointing
    • Gradient Checkpointing
    • Distributed Setup (Python API)
    • Pipeline Parallelism
    • Context-Parallel Vision Frame Sharding
    • FP8 Training
    • Mixed-Precision Training
    • MLflow Logging
    • Breaking Changes
  • Reference
    • API Reference
    • Model Parallelizer API
  • Home
  • About
  • Key Features
  • Install NeMo AutoModel
  • Configuration
  • 🤗 HF Compatibility
  • Repo Structure
  • Announcements
  • Release Notes
  • Model Support Log
  • Performance Summary
  • Overview
  • Model Support Log
  • Overview
  • Allen AI
  • OLMo-1B-hf
  • OLMo2-7B-1124
  • OLMoE-1B-7B-0924
  • BAAI
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  • Seed-Coder-8B-Instruct
  • Seed-OSS-36B-Instruct
  • Cohere
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  • DeepSeek-V4.1-Flash
  • EleutherAI
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  • Google
  • functiongemma-270m-it
  • gemma-2-9b-it
  • gemma-3-270m
  • gemma-4-12B
  • gemma-4-31B
  • gemma-7b
  • Google T5
  • t5-small
  • IBM
  • granite-3.0-1b-a400m-base
  • granite-3.0-2b-base
  • IBM AI Platform
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  • Inception AI
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  • Inclusion AI
  • Ling-1T
  • Ling-flash-2.0
  • Ling-mini-2.0
  • InternLM
  • internlm3-8b-instruct
  • LG AI EXAONE
  • EXAONE-3.0-7.8B-Instruct
  • Meta
  • Llama-3.1-70B
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  • Llama-3.2-3B-Instruct
  • Llama-3.3-70B-Instruct
  • Meta Models
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  • Microsoft
  • phi-2
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  • Phi-4
  • MiniMax AI
  • MiniMax-M2.1
  • MiniMax-M2.5
  • MiniMax-M2.7
  • Mistral AI
  • Devstral-2-123B-Instruct-2512
  • Devstral-Small-2-24B-Instruct-2512
  • Ministral-3-3B-Instruct-2512
  • Mistral-7B-v0.1
  • Mistral-Nemo-Base-2407
  • Mistral-Small-4-119B-2603
  • Mixtral-8x7B-Instruct-v0.1
  • Mixtral-8x7B-v0.1
  • Moonshot AI
  • Kimi-K2-Base
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  • Kimi-Linear-48B-A3B-Instruct
  • Moonlight-16B-A3B
  • NVIDIA
  • Llama-3.1-Nemotron-Nano-8B-v1
  • Llama-3_3-Nemotron-Super-49B-v1
  • Minitron-8B-Base
  • Nemotron-Flash-1B
  • NVIDIA-Nemotron-3-Nano-30B-A3B-BF16
  • NVIDIA-Nemotron-3-Nano-4B-BF16
  • NVIDIA-Nemotron-3-Super-120B-A12B-BF16
  • NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16
  • NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16
  • NVIDIA-Nemotron-Nano-9B-v2
  • OpenAI
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  • OpenAI Community
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  • ParaSail AI
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  • Laguna-S-2.1
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  • Qwen
  • Qwen1.5-MoE-A2.7B
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  • Qwen2.5-32B-Instruct
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  • Qwen2.5-7B-Instruct
  • Qwen3-0.6B
  • Qwen3-235B-A22B
  • Qwen3-30B-A3B
  • Qwen3-32B
  • Qwen3-4B-Base
  • Qwen3-8B
  • Qwen3-Next-80B-A3B-Instruct
  • Qwen3.5-35B-A3B
  • Qwen3.8-2.4T-A95B
  • Qwen3.8-Flash-Next
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  • Stability AI
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  • Tencent
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  • TII
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  • Falcon-H1-0.5B-Instruct
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  • Overview
  • Cohere Labs
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  • DeepSeek AI
  • DeepSeek-V4-Flash-Vision-Exp
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  • Google
  • gemma-3-4b-it
  • gemma-3n-E4B-it
  • gemma-4-26B-A4B-it
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  • gemma-4-E4B-it
  • HuggingFaceTB
  • SmolVLM-Instruct
  • LLaVA HF
  • llava-1.5-7b-hf
  • LMMS Lab
  • LLaVA-OneVision-1.5-4B-Instruct
  • LLaVA-OneVision-1.5-8B-Instruct
  • Meta
  • Llama-4-Scout-17B-16E-Instruct
  • Meta Models
  • Muse-Glimmer-30B
  • MiniMax AI
  • MiniMax-M3
  • Mistral AI
  • Devstral-2-123B-Instruct-2512
  • Ministral-3-14B-Reasoning-2512
  • Ministral-3-3B-Instruct-2512
  • Ministral-3-8B-Reasoning-2512
  • Mistral-Medium-3.5-128B
  • Mistral-Small-4-119B-2603
  • Moonshot AI
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  • NVIDIA
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  • Qwen
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  • Qwen3.8-27B
  • StepFun AI
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  • Overview
  • ByteDance Seed
  • BAGEL-7B-MoT
  • Overview
  • Microsoft
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  • NVIDIA
  • Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16
  • NVIDIA-Nemotron-3.5-Super-VL-120B-A12B-BF16
  • Qwen
  • Qwen2.5-Omni-3B
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  • Qwen3-Omni-30B-A3B-Instruct
  • Overview
  • Google
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  • Overview
  • Black Forest Labs
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  • Diffusers
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  • HunyuanVideo Community
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  • Lightricks
  • LTX-2.3
  • Qwen
  • Qwen-Image
  • Qwen-Image-2.1
  • Qwen-Image-Edit-2511
  • Wan AI
  • Wan2.1-T2V-1.3B-Diffusers
  • Wan2.1-T2V-14B-Diffusers
  • Wan2.2-T2V-A14B-Diffusers
  • Overview
  • Meta
  • Llama-3.2-1B
  • Mistral AI
  • Ministral-3-3B-Base-2512
  • NVIDIA
  • llama-embed-nemotron-8b
  • llama-nemotron-embed-vl-1b-v2
  • Overview
  • NVIDIA
  • llama-nemotron-rerank-1b-v2
  • Troubleshooting
  • Recipes and End-to-End Examples
  • SFT & PEFT
  • Function Calling with FunctionGemma
  • Multi-Turn Agent (Tool-Calling) SFT
  • Knowledge Distillation
  • Fine-Tune Large MoE LLMs
  • DeepSeek-V4 Flash
  • Hy3-preview
  • Nemotron-3-Ultra-550B
  • Pretraining
  • NanoGPT Pretraining
  • Sequence Classification (SFT/PEFT)
  • Retrieval Fine-Tuning
  • Gemma 3 / 3n
  • Gemma 4 31B
  • Qwen3.5-VL
  • Fine-Tune Qwen3.8-27B
  • Nemotron-Omni
  • Nemotron 3.5 Super VL
  • Nemotron 3.5 Super VL: Text-to-SQL with LoRA
  • Nemotron 3.5 Super VL: Continued Pretraining on FineWeb
  • Mistral Medium 3.5 VL
  • MiniMax-M3
  • Fine-Tune Step-3.7-Flash
  • ASR with Qwen3-Omni
  • Wan2.1-T2V Fine-Tuning
  • Fine-Tuning DiffusionGemma
  • Train an EAGLE Drafter for Speculative Decoding
  • Train a DFlash Drafter for Speculative Decoding
  • Train a DSpark Drafter for Speculative Decoding
  • dLLM Fine-Tuning
  • Quantization-Aware Training (QAT)
  • Model Training on Databricks
  • Overview
  • Text Dataset
  • Retrieval Dataset
  • ColumnMapped Dataset
  • ColumnMapped Iterable
  • Multi-Modal Dataset
  • Diffusion Dataset
  • Overview
  • Local Workstation
  • SLURM Cluster
  • NeMo Run
  • SkyPilot
  • k8s with SkyPilot
  • Checkpointing
  • Gradient Checkpointing
  • Distributed Setup (Python API)
  • Pipeline Parallelism
  • Context-Parallel Vision Frame Sharding
  • FP8 Training
  • Mixed-Precision Training
  • MLflow Logging
  • Breaking Changes
  • API Reference
  • Model Parallelizer API
  • Nemo Automodel
  • Autonvtx
  • Cli
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  • Utils
  • Components
  • Attention
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  • Conversion Mapping
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  • Config
  • Loader
  • Cuda Graphs
  • Partial
  • Datasets
  • Audio
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  • Datasets
  • Multi En
  • Datum
  • Diffusion
  • Base Dataset
  • Collate Fns
  • Image Edit Dataset
  • Loader
  • Meta Files Dataset
  • Mock Dataloader
  • Multi Tier Bucketing
  • Sampler
  • Text To Image Dataset
  • Text To Video Dataset
  • Dllm
  • Collate
  • Corruption
  • Lazy Mapped Dataset
  • Llm
  • Agent Chat
  • Chat Dataset
  • Column Mapped Text Instruction Dataset
  • Column Mapped Text Instruction Iterable Dataset
  • Delta Lake Dataset
  • Dspark Cache
  • Eagle3
  • Eagle3 Cache
  • Formatting Utils
  • Hellaswag
  • Length Grouped Sampler
  • Megatron
  • Builder
  • Gpt Dataset
  • Helpers
  • Indexed Dataset
  • Megatron Utils
  • Sampler
  • Megatron Dataset
  • Mock
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  • Mock Packed
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  • Mock Seq Cls
  • Nanogpt Dataset
  • Neat Packing
  • Offline Cache
  • Packed Sequence
  • Prefix Tree
  • Retrieval Collator
  • Retrieval Dataset
  • Retrieval Dataset Inline
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  • Retrieval Distill Collator
  • Seq Cls
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  • Squad
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  • Loader
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  • Interleave
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  • Vlm
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  • Fake Image
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  • Ddp
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  • Hf Utils
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  • Tensor Utils
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  • Eval
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  • Flow Matching
  • Adapters
  • Base
  • Flux
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  • Hunyuan
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  • Qwen Image
  • Qwen Image 21
  • Simple
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  • Skypilot
  • Config
  • Launcher
  • Utils
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  • Loggers
  • Metric Logger
  • Mlflow Utils
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  • Loss
  • Chunked Ce
  • Dist Utils
  • Dllm Loss
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  • Kd Loss
  • Linear Ce
  • Linear Ce Base
  • Listmle
  • Loss
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  • Soft Ce
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  • Utils
  • Models
  • Bagel
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  • Autoencoder
  • Configuration
  • Connector
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  • Hf Backbone Loader
  • Model
  • Modeling Qwen2 Packed
  • Modeling Siglip Navit
  • Parallelization
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  • Baichuan
  • Configuration
  • Model
  • Common
  • Bidirectional
  • Cudnn Sparse Attention
  • Gated Delta Net Fp32
  • Hf Checkpointing Mixin
  • Inbatch Neg Utils
  • Mtp
  • Mtp
  • Packing
  • Tie Word Embeddings
  • Utils
  • Deepseek V3
  • Layers
  • Model
  • Rope Utils
  • State Dict Adapter
  • Deepseek V32
  • Config
  • Layers
  • Model
  • State Dict Adapter
  • Deepseek V4
  • Config
  • Cp
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  • Kernels
  • Sparse Attention
  • Tilelang Indexer
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  • Tilelang Sparse Mla Bwd
  • Tilelang Sparse Mla Fwd
  • Layers
  • Model
  • Mtp
  • Optimized Kernels
  • Parallelization
  • Processing
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  • Vision
  • Deepseek V41
  • Attention
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  • Cp
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  • Vision
  • Deprecation
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  • Ernie4 5
  • Model
  • Rope Utils
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  • Gemma4 Drafter
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  • Gemma4 Moe
  • Cp Attention
  • Cp Batch
  • Cp Local Ring
  • Loss
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  • Sdpa Fp32
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  • Gemma4 Unified
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  • Glm Moe Dsa
  • Config
  • Cp
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  • Cudnn Dsa
  • Indexer
  • Sparse Mla
  • Tilelang Indexer Bwd
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  • Layers
  • Model
  • Optimized Kernels
  • Rope Utils
  • State Dict Adapter
  • Glm4 Moe
  • Layers
  • Model
  • State Dict Adapter
  • Glm4 Moe Lite
  • Model
  • Glm5 Next
  • Config
  • Cp
  • Image Processing
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  • Vision
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  • Rope Utils
  • State Dict Adapter
  • Gpt2
  • Hy Mt2
  • Config
  • Dispatch
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  • Hy V3
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  • Layers
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  • Inkling
  • Configuration
  • Feature Extraction
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  • Multimodal
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  • Text
  • Kimi K2
  • Config
  • Kimi K25 Vl
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  • Attn Res Triton
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  • Kimivl
  • Model
  • Laguna
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  • Model
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  • Ling V2
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  • Layers
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  • Llama
  • Model
  • Rope Utils
  • Llama Bidirectional
  • Export Onnx
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  • Mimo V2 Flash
  • Config
  • Cp
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  • Vision
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  • Config
  • Model
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  • Minimax M2
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  • Minimax M3 Vl
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  • Cp Sparse Attn
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  • Msa Backward Postprocess Sm100
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  • Layers
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  • Vision Encoder
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  • Mistral3
  • Model
  • State Dict Adapter
  • Mistral3 Vlm
  • Model
  • State Dict Adapter
  • Mistral4
  • Configuration
  • Model
  • State Dict Adapter
  • Muse Glimmer
  • Config
  • Model
  • Parallelization
  • State Dict Adapter
  • Vision
  • Nemotron Omni
  • Model
  • State Dict Adapter
  • Nemotron Parse
  • Model
  • Nemotron Parse Loss
  • Nemotron V3
  • Cache
  • Layers
  • Model
  • Mtp
  • Parallelization
  • State Dict Adapter
  • Qwen Image Edit
  • Adapter
  • Preprocessing
  • Qwen2
  • Model
  • Qwen2 5 Omni
  • Model
  • State Dict Adapter
  • Qwen3
  • Model
  • Qwen3 5
  • Model
  • Packing
  • Parallelization
  • State Dict Adapter
  • Qwen3 5 Moe
  • Cp Linear Attn
  • Model
  • State Dict Adapter
  • Qwen3 8 Flash Next
  • Backend
  • Config
  • Cp
  • Engram
  • Fa4 Qsa
  • Flex Qsa
  • Layers
  • Model
  • Qsa
  • State Dict Adapter
  • Qwen3 Moe
  • Layers
  • Model
  • State Dict Adapter
  • Qwen3 Next
  • Layers
  • Model
  • State Dict Adapter
  • Qwen3 Omni Moe
  • Model
  • State Dict Adapter
  • Qwen3 Vl
  • Model
  • Parallelization
  • Qwen3 Vl Moe
  • Model
  • State Dict Adapter
  • Step3p5
  • Layers
  • Model
  • State Dict Adapter
  • Step3p7
  • Configuration Step3p7
  • Model
  • Mtp
  • Processing Step3
  • State Dict Adapter
  • Vision Encoder
  • Moe
  • Config
  • Experts
  • Fsdp Mixin
  • Layers
  • Load Balance Metrics
  • Megatron
  • Fused A2a
  • Fused Indices Converter
  • Moe Utils
  • Token Dispatcher
  • Mok Experts
  • Mxfp8
  • Optimized Ops
  • Parallelizer
  • Router Replay
  • State Dict Mixin
  • State Dict Utils
  • Tp Plan Validation
  • Uccl Ep
  • Buffer
  • Optim
  • Dion
  • Optimizer
  • Precision Warnings
  • Scheduler
  • Quantization
  • Fp8
  • Qat
  • Qlora
  • Speculative
  • Bench Common
  • Bench Sglang
  • Bench Sweep
  • Bench Vllm
  • Decode Eval
  • Dflash
  • Core
  • Dflash2 Core
  • Domino Core
  • Draft Kimi K3
  • Draft Qwen3
  • Draft Qwen3 Dflash2
  • Jetspec Core
  • Registry
  • Target
  • Dspark
  • Common
  • Config
  • Core
  • Draft Deepseek V4
  • Draft Gemma4
  • Draft Glm 5 2
  • Draft Kimi K3
  • Draft Minimax M3
  • Draft Qwen3
  • Loss
  • Markov Head
  • Registry
  • Target
  • Target Utils
  • Eagle
  • Backend
  • Core
  • Core V12
  • Draft Deepseek
  • Draft Gemma
  • Draft Gpt Oss
  • Draft Kimi K3
  • Draft Llama
  • Draft Llama V12
  • Msd
  • Msd Curriculum
  • Msd Decode
  • Msd Target
  • Peagle Attention
  • Peagle Data
  • Peagle Draft
  • Peagle Trainer
  • Registry
  • Remote
  • Client
  • Protocol
  • Server
  • Transport
  • Wire
  • Ring Attention
  • Sglang Runner
  • Sglang Target
  • Target
  • Target Runner
  • Target V12
  • Ulysses Attention
  • Vispec Core
  • Vispec Draft
  • Vispec Target
  • Vllm Runner
  • Vllm Target
  • Zigzag Ring Attention
  • Precompute Dspark
  • Precompute Eagle3
  • Regen Loop
  • Regenerate
  • Regenerate Vlm
  • Serve Sglang
  • Serve Target
  • Serve Vllm
  • Streaming
  • Async Pipeline
  • Eagle3
  • Loader
  • Producer
  • Queue
  • Refs
  • Store
  • Stores
  • Local
  • Shared Dir
  • Target Cp
  • Training
  • Domain Mixture
  • Ema
  • Embedding Row Repair
  • Garbage Collection
  • Model Output Utils
  • Neftune
  • Prewarm
  • Rng
  • Signal Handler
  • Step Scheduler
  • Timers
  • Utils
  • Utils
  • Compile Utils
  • Flops Utils
  • Model Utils
  • Yaml Utils
  • Package Info
  • Shared
  • Embedding Padding
  • Import Utils
  • Model Utils
  • Parameter Names
  • Te Patches
  • Tied Weights
  • Torch Patches
  • Tp Linear
  • Transformers Patches
  • Utils
Model CoverageLarge Language ModelsOpenAI

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