# FastVideo

> A unified inference and post-training framework for accelerated video generation.

## Docs

- [Welcome to FastVideo](https://haoailab.com/FastVideo): Run, train, and accelerate video generation models with FastVideo.
- [Fast Models](https://haoailab.com/FastVideo/fast-models): Explore FastVideo's model releases and inference recipes.
- [Contact and Maintainers](https://haoailab.com/FastVideo/contact)

## Get started

- [🚀 Quick Start](https://haoailab.com/FastVideo/getting_started/quick_start)
- [🔧 Installation](https://haoailab.com/FastVideo/getting_started/installation)
- [Hardware and runtimes](https://haoailab.com/FastVideo/getting_started/hardware)
- [V1 API](https://haoailab.com/FastVideo/getting_started/v1_api)

## Run inference

- [Inference Quick Start](https://haoailab.com/FastVideo/inference/inference_quick_start)
- [Configuration](https://haoailab.com/FastVideo/inference/configuration)
- [FastVideo CLI Inference](https://haoailab.com/FastVideo/inference/cli)
- [Compatibility Matrix](https://haoailab.com/FastVideo/inference/support_matrix)
- [Offloading](https://haoailab.com/FastVideo/inference/offloading)
- [Optimizations](https://haoailab.com/FastVideo/inference/optimizations)
- [LoRA Extraction and Merging](https://haoailab.com/FastVideo/utilities/lora)
- [🚀 Examples](https://haoailab.com/FastVideo/inference/examples/examples_inference_index)

### Hardware

- [NVIDIA GPU](https://haoailab.com/FastVideo/getting_started/installation/gpu)
- [Install FastVideo with MLX](https://haoailab.com/FastVideo/getting_started/installation/mlx)
- [NVIDIA DGX Spark (GB10)](https://haoailab.com/FastVideo/getting_started/installation/spark)
- [Pair two NVIDIA DGX Sparks](https://haoailab.com/FastVideo/getting_started/installation/spark_pair)
- [FastH3 NVFP4 on RTX PRO 6000 (sm120)](https://haoailab.com/FastVideo/inference/fasth3_rtx_pro_6000)
- [DGX Spark (GB10): Performance & Tuning](https://haoailab.com/FastVideo/getting_started/installation/spark_performance)
- [AMD and ROCm](https://haoailab.com/FastVideo/getting_started/installation/amd)

### Integrations

- [FastVideo + ComfyUI](https://haoailab.com/FastVideo/inference/comfyui)
- [Run H3 with a server and playground](https://haoailab.com/FastVideo/cookbook/openai-api)

## Cookbook

- [Cookbook](https://haoailab.com/FastVideo/cookbook): Recipes for video, image, audio, and world generation.

### FastH3

- [FastH3 8-Step V2](https://haoailab.com/FastVideo/cookbook/minimax-h3/fasth3-8step): Configure distilled video generation with synchronized audio on CUDA or Apple Silicon.
- [MiniMax H3](https://haoailab.com/FastVideo/cookbook/minimax-h3/models/minimax-h3-t2v)
- [FastH3 Preview V0.2](https://haoailab.com/FastVideo/cookbook/minimax-h3/models/fasth3-preview-cuda)
- [FastH3 4-Step V1](https://haoailab.com/FastVideo/cookbook/minimax-h3/models/fasth3-preview-spark)
- [FastH3 Trim](https://haoailab.com/FastVideo/cookbook/minimax-h3/fasth3-trim)
- [MiniMax H3 recipes](https://haoailab.com/FastVideo/cookbook/minimax-h3)
- [FastH3 distilled checkpoint schedules](https://haoailab.com/FastVideo/inference/fasth3-distilled)

### Wan

- [FastWan2.1 1.3B](https://haoailab.com/FastVideo/cookbook/wan/fastwan21): Configure distilled text-to-video generation on CUDA.
- [Wan2.1 I2V 14B](https://haoailab.com/FastVideo/cookbook/wan/wan21-i2v): Configure image-to-video generation with a reference image.
- [Wan2.2 A14B](https://haoailab.com/FastVideo/cookbook/wan/models/wan22-t2v)
- [Wan2.2 TI2V 5B](https://haoailab.com/FastVideo/cookbook/wan/models/wan22-ti2v)
- [FastMetal 1.3B](https://haoailab.com/FastVideo/cookbook/wan/models/fastmetal-1-3b-mlx)
- [FastMetal 5B](https://haoailab.com/FastVideo/cookbook/wan/models/fastmetal-5b-mlx)
- [FastMetal 14B](https://haoailab.com/FastVideo/cookbook/wan/models/fastmetal-14b-mlx)
- [Wan recipes](https://haoailab.com/FastVideo/cookbook/wan)

### LTX

- [LTX2 Distilled](https://haoailab.com/FastVideo/cookbook/ltx/ltx2-distilled): Configure incremental video delivery with the native WebSocket server.
- [LTX-2 base (1088p)](https://haoailab.com/FastVideo/cookbook/ltx/models/ltx23-base-t2v)
- [LTX recipes](https://haoailab.com/FastVideo/cookbook/ltx)
- [LTX-2.5 inference](https://haoailab.com/FastVideo/inference/ltx2_5)

### Hunyuan

- [HunyuanVideo 1.5 480P](https://haoailab.com/FastVideo/cookbook/hunyuan/models/hy15-t2v-480p)
- [HunyuanVideo 1.5 1080P upscale](https://haoailab.com/FastVideo/cookbook/hunyuan/models/hy15-1080p-upscale)
- [Hunyuan recipes](https://haoailab.com/FastVideo/cookbook/hunyuan)

### Kandinsky 5

- [Kandinsky 5.0 T2V Lite SFT](https://haoailab.com/FastVideo/cookbook/kandinsky5/models/kandinsky5-t2v-lite-sft)
- [Kandinsky 5.0 I2V Pro distilled](https://haoailab.com/FastVideo/cookbook/kandinsky5/models/kandinsky5-i2v-pro-distilled)
- [Kandinsky 5 recipes](https://haoailab.com/FastVideo/cookbook/kandinsky5)

### Kandinsky 6

- [Kandinsky 6 Pro TI2VA](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-ti2va-base)
- [Kandinsky 6 Pro pi-Flow](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-ti2va-piflow)
- [Kandinsky 6 Lite TI2VA](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-ti2va-lite)
- [Kandinsky 6 Lite pi-Flow](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-ti2va-lite-piflow)
- [Kandinsky 6 VSR](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-vsr)
- [Kandinsky 6 VSR distilled](https://haoailab.com/FastVideo/cookbook/kandinsky6/models/kandinsky6-vsr-distilled)
- [Kandinsky 6 recipes](https://haoailab.com/FastVideo/cookbook/kandinsky6)
- [Kandinsky 6 Text/Image to Video with Audio (T2IVA)](https://haoailab.com/FastVideo/inference/kandinsky6)
- [Kandinsky 6 Video Super-Resolution](https://haoailab.com/FastVideo/inference/kandinsky6_sr)

### FLUX

- [FLUX.2 Klein 4B](https://haoailab.com/FastVideo/cookbook/flux/models/flux2-klein-t2i)
- [FLUX.2 dev](https://haoailab.com/FastVideo/cookbook/flux/models/flux2-dev-t2i)
- [FLUX.1 dev](https://haoailab.com/FastVideo/cookbook/flux/models/flux1-dev-t2i)
- [FLUX recipes](https://haoailab.com/FastVideo/cookbook/flux)

### Stable Diffusion

- [Stable Diffusion 3.5 Medium](https://haoailab.com/FastVideo/cookbook/stable-diffusion/models/sd35-medium-t2i)
- [Stable Diffusion recipes](https://haoailab.com/FastVideo/cookbook/stable-diffusion)

### Stable Audio

- [Stable Audio Open 1.0](https://haoailab.com/FastVideo/cookbook/stable-audio/models/stable-audio-open-t2a)
- [Stable Audio Open Small](https://haoailab.com/FastVideo/cookbook/stable-audio/models/stable-audio-small-t2a)
- [Stable Audio recipes](https://haoailab.com/FastVideo/cookbook/stable-audio)

### MMAudio

- [MMAudio large 44k v2](https://haoailab.com/FastVideo/cookbook/mmaudio/models/mmaudio-v2a)
- [MMAudio recipes](https://haoailab.com/FastVideo/cookbook/mmaudio)

### Cosmos

- [Cosmos Predict 2.5 2B](https://haoailab.com/FastVideo/cookbook/cosmos/models/cosmos25-t2w)
- [Cosmos recipes](https://haoailab.com/FastVideo/cookbook/cosmos)

### Matrix Game

- [Matrix Game 2.0](https://haoailab.com/FastVideo/cookbook/matrix-game/models/matrix-game-2)
- [Matrix Game 3.0](https://haoailab.com/FastVideo/cookbook/matrix-game/models/matrix-game-3-i2w)
- [Matrix Game recipes](https://haoailab.com/FastVideo/cookbook/matrix-game)

## Train and fine-tune

- [Training Overview](https://haoailab.com/FastVideo/training/overview)
- [Training Infrastructure](https://haoailab.com/FastVideo/training/train_infra)
- [Training Trackers](https://haoailab.com/FastVideo/training/trackers)
- [🧱 Data Preprocessing](https://haoailab.com/FastVideo/training/data_preprocess)
- [🧠 Finetuning](https://haoailab.com/FastVideo/training/finetune)
- [Attn-QAT Training](https://haoailab.com/FastVideo/training/attn_qat)
- [HunyuanVideo 1.5 T2V Training](https://haoailab.com/FastVideo/training/hunyuan15_overfit)

### Examples

- [🚀 Examples](https://haoailab.com/FastVideo/training/examples/examples_training_index)
- [Wan T2V 1.3B](https://haoailab.com/FastVideo/training/examples/wan_t2v_1.3B)
- [Wan I2V 14B 480P](https://haoailab.com/FastVideo/training/examples/wan_i2v_14B_480p)
- [Wan2.1-Fun-1.3B-InP](https://haoailab.com/FastVideo/training/examples/Wan2.1-Fun-1.3B-InP)
- [Wan2.1-VSA](https://haoailab.com/FastVideo/training/examples/Wan2.1-VSA)
- [Finetune](https://haoailab.com/FastVideo/training/examples/finetune)

## Distill models

- [🧱 Data Preprocess for Distillation](https://haoailab.com/FastVideo/distillation/data_preprocess)
- [🎯 Distillation](https://haoailab.com/FastVideo/distillation/dmd)
- [🌊 AnyFlow Any-Step Video Distillation](https://haoailab.com/FastVideo/distillation/anyflow)

## Attention research

- [FastVideo Attention Kernels](https://haoailab.com/FastVideo/attention)
- [Video Sparse Attention (VSA)](https://haoailab.com/FastVideo/attention/vsa)
- [Sliding Tile Attention (STA)](https://haoailab.com/FastVideo/attention/sta)
- [Attention Backend Development](https://haoailab.com/FastVideo/contributing/attention_backend)

## Contribute

- [🛠️ Contributing to FastVideo](https://haoailab.com/FastVideo/contributing/overview)
- [Contributing Via Pull Requests](https://haoailab.com/FastVideo/contributing/pull_requests)
- [CI/CD Architecture](https://haoailab.com/FastVideo/contributing/ci_architecture)
- [Testing In FastVideo](https://haoailab.com/FastVideo/contributing/testing)
- [Environment Variables](https://haoailab.com/FastVideo/contributing/env_vars)
- [Performance Benchmarks](https://haoailab.com/FastVideo/contributing/performance_benchmarks)
- [Profiling FastVideo](https://haoailab.com/FastVideo/contributing/profiling)
- [Activation Trace Mode](https://haoailab.com/FastVideo/contributing/activation_trace)
- [FastVideo + Coding Agents](https://haoailab.com/FastVideo/contributing/coding_agents)
- [Dreamverse Development](https://haoailab.com/FastVideo/contributing/dreamverse-development)
- [🏗️ Adding a New Pipeline](https://haoailab.com/FastVideo/inference/add_pipeline)
- [Debugging](https://haoailab.com/FastVideo/utilities/debugging)
- [Documenting FastVideo](https://haoailab.com/FastVideo/contributing/documentation)

### Developer Environment

- [🧰 Developer Environment](https://haoailab.com/FastVideo/contributing/developer_env)
- [🐳 Using the FastVideo Docker Image](https://haoailab.com/FastVideo/contributing/developer_env/docker)
- [RunPod Development Environment](https://haoailab.com/FastVideo/contributing/developer_env/runpod)

## Architecture

- [FastVideo Architecture Overview](https://haoailab.com/FastVideo/design/overview)
- [Training Architecture](https://haoailab.com/FastVideo/design/training_architecture)

### Server Contracts

- [Server Contracts](https://haoailab.com/FastVideo/design/server_contracts)
- [OpenAI-compatible HTTP contract](https://haoailab.com/FastVideo/design/server_contracts/openai)
- [Streaming WebSocket Server Contract](https://haoailab.com/FastVideo/design/server_contracts/streaming)
- [Dynamo Native Backend Integration](https://haoailab.com/FastVideo/design/server_contracts/dynamo)

## API reference

- [Python API reference](https://haoailab.com/FastVideo/api)
- [fastvideo](https://haoailab.com/FastVideo/api/fastvideo)

## Other

- [api](https://haoailab.com/FastVideo/api/fastvideo/api)
- [compat](https://haoailab.com/FastVideo/api/fastvideo/api/compat)
- [errors](https://haoailab.com/FastVideo/api/fastvideo/api/errors)
- [flux](https://haoailab.com/FastVideo/api/fastvideo/api/flux)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/api/matrixgame2)
- [matrixgame3](https://haoailab.com/FastVideo/api/fastvideo/api/matrixgame3)
- [overrides](https://haoailab.com/FastVideo/api/fastvideo/api/overrides)
- [parser](https://haoailab.com/FastVideo/api/fastvideo/api/parser)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/api/presets)
- [request_metadata](https://haoailab.com/FastVideo/api/fastvideo/api/request_metadata)
- [results](https://haoailab.com/FastVideo/api/fastvideo/api/results)
- [sampling_param](https://haoailab.com/FastVideo/api/fastvideo/api/sampling_param)
- [schema](https://haoailab.com/FastVideo/api/fastvideo/api/schema)
- [attention](https://haoailab.com/FastVideo/api/fastvideo/attention)
- [backends](https://haoailab.com/FastVideo/api/fastvideo/attention/backends)
- [abstract](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/abstract)
- [attn_qat_infer](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/attn_qat_infer)
- [attn_qat_train](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/attn_qat_train)
- [bsa_attn](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/bsa_attn)
- [flash_attn](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/flash_attn)
- [minimax_h3_sparse_int8](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/minimax_h3_sparse_int8)
- [nabla](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/nabla)
- [sage_attn](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/sage_attn)
- [sage_attn3](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/sage_attn3)
- [sdpa](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/sdpa)
- [sla](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/sla)
- [video_sparse_attn](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/video_sparse_attn)
- [video_sparse_attn_h3](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/video_sparse_attn_h3)
- [video_sparse_attn_h3_probe](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/video_sparse_attn_h3_probe)
- [video_sparse_attn_h3_scatter](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/video_sparse_attn_h3_scatter)
- [vmoba](https://haoailab.com/FastVideo/api/fastvideo/attention/backends/vmoba)
- [layer](https://haoailab.com/FastVideo/api/fastvideo/attention/layer)
- [selector](https://haoailab.com/FastVideo/api/fastvideo/attention/selector)
- [benchmarks](https://haoailab.com/FastVideo/api/fastvideo/benchmarks)
- [eval_metalfx_rife](https://haoailab.com/FastVideo/api/fastvideo/benchmarks/eval_metalfx_rife)
- [mlx_fastwan_bench](https://haoailab.com/FastVideo/api/fastvideo/benchmarks/mlx_fastwan_bench)
- [configs](https://haoailab.com/FastVideo/api/fastvideo/configs)
- [configs](https://haoailab.com/FastVideo/api/fastvideo/configs/configs)
- [models](https://haoailab.com/FastVideo/api/fastvideo/configs/models)
- [audio](https://haoailab.com/FastVideo/api/fastvideo/configs/models/audio)
- [bigvgan](https://haoailab.com/FastVideo/api/fastvideo/configs/models/audio/bigvgan)
- [kandinsky6_audio_vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/audio/kandinsky6_audio_vae)
- [ltx2_audio_vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/audio/ltx2_audio_vae)
- [mmaudio_vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/audio/mmaudio_vae)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/models/base)
- [dits](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/base)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/cosmos)
- [cosmos2_5](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/cosmos2_5)
- [flux](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/flux)
- [flux_2](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/flux_2)
- [gen3c](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/gen3c)
- [helios](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/helios)
- [hunyuanvideo](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/hunyuanvideo)
- [hunyuanvideo15](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/hunyuanvideo15)
- [hyworld](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/hyworld)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/kandinsky5)
- [kandinsky6](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/kandinsky6)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/kandinsky6_sr)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/lingbot_video)
- [lingbotworld](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/lingbotworld)
- [lingbotworld_fast](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/lingbotworld_fast)
- [lingbotworld2](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/lingbotworld2)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/ltx2)
- [magi_human](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/magi_human)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/matrixgame2)
- [matrixgame3](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/matrixgame3)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/minimax_h3)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/mmaudio)
- [sd3](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/sd3)
- [stable_audio](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/stable_audio)
- [wan_animate](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/wan_animate)
- [wan_s2v](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/wan_s2v)
- [wanvideo](https://haoailab.com/FastVideo/api/fastvideo/configs/models/dits/wanvideo)
- [encoders](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/base)
- [clip](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/clip)
- [gemma](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/gemma)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/lingbot_video)
- [lingbotworld2_t5](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/lingbotworld2_t5)
- [llama](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/llama)
- [minimax_h3_qwen3_vl](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/minimax_h3_qwen3_vl)
- [mistral3](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/mistral3)
- [mmaudio_clip](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/mmaudio_clip)
- [mmaudio_synchformer](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/mmaudio_synchformer)
- [qwen2_5](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/qwen2_5)
- [qwen3](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/qwen3)
- [reason1](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/reason1)
- [siglip](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/siglip)
- [stable_audio_conditioner](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/stable_audio_conditioner)
- [t5](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/t5)
- [t5gemma](https://haoailab.com/FastVideo/api/fastvideo/configs/models/encoders/t5gemma)
- [upsamplers](https://haoailab.com/FastVideo/api/fastvideo/configs/models/upsamplers)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/models/upsamplers/base)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/configs/models/upsamplers/hunyuan15)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/configs/models/upsamplers/kandinsky6_sr)
- [vaes](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes)
- [autoencoder_kl](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/autoencoder_kl)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/base)
- [cosmos2_5vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/cosmos2_5vae)
- [cosmosvae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/cosmosvae)
- [flux2vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/flux2vae)
- [gen3cvae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/gen3cvae)
- [hunyuan15vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/hunyuan15vae)
- [hunyuanvae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/hunyuanvae)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/kandinsky6_sr)
- [ltx2vae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/ltx2vae)
- [minimax_h3_audio](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/minimax_h3_audio)
- [minimax_h3_video](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/minimax_h3_video)
- [oobleck](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/oobleck)
- [wanvae](https://haoailab.com/FastVideo/api/fastvideo/configs/models/vaes/wanvae)
- [pipelines](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines)
- [base](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/base)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/cosmos)
- [cosmos2_5](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/cosmos2_5)
- [flux](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/flux)
- [flux_2](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/flux_2)
- [gen3c](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/gen3c)
- [helios](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/helios)
- [hunyuan](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/hunyuan)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/hunyuan15)
- [hyworld](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/hyworld)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/kandinsky5)
- [kandinsky6](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/kandinsky6)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/kandinsky6_sr)
- [kandinsky6_sr_options](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/kandinsky6_sr_options)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/lingbot_video)
- [lingbotworld](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/lingbotworld)
- [lingbotworld_fast](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/lingbotworld_fast)
- [lingbotworld2](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/lingbotworld2)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/matrixgame2)
- [matrixgame3](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/matrixgame3)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/minimax_h3)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/mmaudio)
- [sd35](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/sd35)
- [stable_audio](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/stable_audio)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/configs/pipelines/wan)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/configs/utils)
- [dataset](https://haoailab.com/FastVideo/api/fastvideo/dataset)
- [latent_datasets](https://haoailab.com/FastVideo/api/fastvideo/dataset/latent_datasets)
- [ltx2_precomputed_dataset](https://haoailab.com/FastVideo/api/fastvideo/dataset/ltx2_precomputed_dataset)
- [minimax_h3_ref2va_dataset](https://haoailab.com/FastVideo/api/fastvideo/dataset/minimax_h3_ref2va_dataset)
- [mmaudio_feature_dataset](https://haoailab.com/FastVideo/api/fastvideo/dataset/mmaudio_feature_dataset)
- [parquet_dataset_iterable_style](https://haoailab.com/FastVideo/api/fastvideo/dataset/parquet_dataset_iterable_style)
- [parquet_dataset_map_style](https://haoailab.com/FastVideo/api/fastvideo/dataset/parquet_dataset_map_style)
- [preprocessing_datasets](https://haoailab.com/FastVideo/api/fastvideo/dataset/preprocessing_datasets)
- [transform](https://haoailab.com/FastVideo/api/fastvideo/dataset/transform)
- [upload_to_hf](https://haoailab.com/FastVideo/api/fastvideo/dataset/upload_to_hf)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/dataset/utils)
- [v2a_feature_cache](https://haoailab.com/FastVideo/api/fastvideo/dataset/v2a_feature_cache)
- [validation_dataset](https://haoailab.com/FastVideo/api/fastvideo/dataset/validation_dataset)
- [vggsound](https://haoailab.com/FastVideo/api/fastvideo/dataset/vggsound)
- [distributed](https://haoailab.com/FastVideo/api/fastvideo/distributed)
- [communication_op](https://haoailab.com/FastVideo/api/fastvideo/distributed/communication_op)
- [device_communicators](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators)
- [base_device_communicator](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/base_device_communicator)
- [cpu_communicator](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/cpu_communicator)
- [cuda_communicator](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/cuda_communicator)
- [npu_communicator](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/npu_communicator)
- [pyhccl](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/pyhccl)
- [pyhccl_wrapper](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/pyhccl_wrapper)
- [pynccl](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/pynccl)
- [pynccl_wrapper](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/pynccl_wrapper)
- [ulysses_a2a](https://haoailab.com/FastVideo/api/fastvideo/distributed/device_communicators/ulysses_a2a)
- [parallel_state](https://haoailab.com/FastVideo/api/fastvideo/distributed/parallel_state)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/distributed/utils)
- [entrypoints](https://haoailab.com/FastVideo/api/fastvideo/entrypoints)
- [cli](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli)
- [bench](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/bench)
- [bench_serving](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/bench_serving)
- [cli_types](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/cli_types)
- [eval](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/eval)
- [generate](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/generate)
- [inference_config](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/inference_config)
- [main](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/main)
- [router_serve](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/router_serve)
- [serve](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/serve)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/cli/utils)
- [openai](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai)
- [api_server](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/api_server)
- [common_api](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/common_api)
- [image_api](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/image_api)
- [mlx_server](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/mlx_server)
- [playground](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/playground)
- [protocol](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/protocol)
- [request_adapter](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/request_adapter)
- [serving_engine](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/serving_engine)
- [state](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/state)
- [stores](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/stores)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/utils)
- [video_api](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/openai/video_api)
- [streaming](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming)
- [streaming_generator](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming_generator)
- [gpu_pool](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/gpu_pool)
- [health](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/health)
- [mock_server](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/mock_server)
- [prompt](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt)
- [enhancer](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/enhancer)
- [providers](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/providers)
- [base](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/providers/base)
- [cerebras](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/providers/cerebras)
- [groq](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/providers/groq)
- [rewrite](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/rewrite)
- [safety](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/prompt/safety)
- [protocol](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/protocol)
- [router](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/router)
- [config](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/router/config)
- [main](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/router/main)
- [registry](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/router/registry)
- [server](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/server)
- [session](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/session)
- [session_init_image](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/session_init_image)
- [session_logger](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/session_logger)
- [session_store](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/session_store)
- [stream](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/stream)
- [worker](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/streaming/worker)
- [video_generator](https://haoailab.com/FastVideo/api/fastvideo/entrypoints/video_generator)
- [envs](https://haoailab.com/FastVideo/api/fastvideo/envs)
- [eval](https://haoailab.com/FastVideo/api/fastvideo/eval)
- [api](https://haoailab.com/FastVideo/api/fastvideo/eval/api)
- [datasets](https://haoailab.com/FastVideo/api/fastvideo/eval/datasets)
- [base](https://haoailab.com/FastVideo/api/fastvideo/eval/datasets/base)
- [physics_iq](https://haoailab.com/FastVideo/api/fastvideo/eval/datasets/physics_iq)
- [registry](https://haoailab.com/FastVideo/api/fastvideo/eval/datasets/registry)
- [vbench](https://haoailab.com/FastVideo/api/fastvideo/eval/datasets/vbench)
- [evaluator](https://haoailab.com/FastVideo/api/fastvideo/eval/evaluator)
- [io](https://haoailab.com/FastVideo/api/fastvideo/eval/io)
- [audio](https://haoailab.com/FastVideo/api/fastvideo/eval/io/audio)
- [inputs](https://haoailab.com/FastVideo/api/fastvideo/eval/io/inputs)
- [paths](https://haoailab.com/FastVideo/api/fastvideo/eval/io/paths)
- [video](https://haoailab.com/FastVideo/api/fastvideo/eval/io/video)
- [memory](https://haoailab.com/FastVideo/api/fastvideo/eval/memory)
- [metrics](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics)
- [audio](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio)
- [audiobox_aesthetics](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/audiobox_aesthetics)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/audiobox_aesthetics/metric)
- [clap_score](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/clap_score)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/clap_score/metric)
- [desync](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/desync)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/desync/metric)
- [frechet_distance](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/frechet_distance)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/frechet_distance/metric)
- [imagebind_score](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/imagebind_score)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/imagebind_score/metric)
- [kl_divergence](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/kl_divergence)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/kl_divergence/metric)
- [wer](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/wer)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/audio/wer/metric)
- [base](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/base)
- [common](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common)
- [fvd](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/fvd)
- [extractors](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/fvd/extractors)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/fvd/metric)
- [lpips](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/lpips)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/lpips/metric)
- [psnr](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/psnr)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/psnr/metric)
- [ssim](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/ssim)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/common/ssim/metric)
- [judge](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/judge)
- [third_person_separation](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/judge/third_person_separation)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/judge/third_person_separation/metric)
- [optical_flow](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/optical_flow)
- [gt_optical_flow](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/optical_flow/gt_optical_flow)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/optical_flow/gt_optical_flow/metric)
- [synthetic_optical_flow](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/optical_flow/synthetic_optical_flow)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/optical_flow/synthetic_optical_flow/metric)
- [physics_iq](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/metric)
- [mse](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/mse)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/mse/metric)
- [spatial_iou](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/spatial_iou)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/spatial_iou/metric)
- [spatiotemporal_iou](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/spatiotemporal_iou)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/spatiotemporal_iou/metric)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/utils)
- [weighted_spatial_iou](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/weighted_spatial_iou)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/physics_iq/weighted_spatial_iou/metric)
- [vbench](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench)
- [aesthetic_quality](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/aesthetic_quality)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/aesthetic_quality/metric)
- [appearance_style](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/appearance_style)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/appearance_style/metric)
- [background_consistency](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/background_consistency)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/background_consistency/metric)
- [color](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/color)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/color/metric)
- [dynamic_degree](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/dynamic_degree)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/dynamic_degree/metric)
- [human_action](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/human_action)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/human_action/metric)
- [imaging_quality](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/imaging_quality)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/imaging_quality/metric)
- [motion_smoothness](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/motion_smoothness)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/motion_smoothness/metric)
- [multiple_objects](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/multiple_objects)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/multiple_objects/metric)
- [object_class](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/object_class)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/object_class/metric)
- [overall_consistency](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/overall_consistency)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/overall_consistency/metric)
- [scene](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/scene)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/scene/metric)
- [spatial_relationship](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/spatial_relationship)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/spatial_relationship/metric)
- [subject_consistency](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/subject_consistency)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/subject_consistency/metric)
- [temporal_flickering](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/temporal_flickering)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/temporal_flickering/metric)
- [temporal_style](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/temporal_style)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vbench/temporal_style/metric)
- [videoscore2](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/videoscore2)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/videoscore2/metric)
- [vqeval](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vqeval)
- [metric](https://haoailab.com/FastVideo/api/fastvideo/eval/metrics/vqeval/metric)
- [models](https://haoailab.com/FastVideo/api/fastvideo/eval/models)
- [pool](https://haoailab.com/FastVideo/api/fastvideo/eval/pool)
- [registry](https://haoailab.com/FastVideo/api/fastvideo/eval/registry)
- [types](https://haoailab.com/FastVideo/api/fastvideo/eval/types)
- [v2a](https://haoailab.com/FastVideo/api/fastvideo/eval/v2a)
- [av_benchmark](https://haoailab.com/FastVideo/api/fastvideo/eval/v2a/av_benchmark)
- [worker](https://haoailab.com/FastVideo/api/fastvideo/eval/worker)
- [fastvideo_args](https://haoailab.com/FastVideo/api/fastvideo/fastvideo_args)
- [forward_context](https://haoailab.com/FastVideo/api/fastvideo/forward_context)
- [hooks](https://haoailab.com/FastVideo/api/fastvideo/hooks)
- [activation_trace](https://haoailab.com/FastVideo/api/fastvideo/hooks/activation_trace)
- [hooks](https://haoailab.com/FastVideo/api/fastvideo/hooks/hooks)
- [layerwise_offload](https://haoailab.com/FastVideo/api/fastvideo/hooks/layerwise_offload)
- [pinned_memory](https://haoailab.com/FastVideo/api/fastvideo/hooks/pinned_memory)
- [image_processor](https://haoailab.com/FastVideo/api/fastvideo/image_processor)
- [layers](https://haoailab.com/FastVideo/api/fastvideo/layers)
- [activation](https://haoailab.com/FastVideo/api/fastvideo/layers/activation)
- [custom_op](https://haoailab.com/FastVideo/api/fastvideo/layers/custom_op)
- [fp4linear](https://haoailab.com/FastVideo/api/fastvideo/layers/fp4linear)
- [fp8linear](https://haoailab.com/FastVideo/api/fastvideo/layers/fp8linear)
- [layernorm](https://haoailab.com/FastVideo/api/fastvideo/layers/layernorm)
- [linear](https://haoailab.com/FastVideo/api/fastvideo/layers/linear)
- [mlp](https://haoailab.com/FastVideo/api/fastvideo/layers/mlp)
- [mxfp8linear](https://haoailab.com/FastVideo/api/fastvideo/layers/mxfp8linear)
- [pdd](https://haoailab.com/FastVideo/api/fastvideo/layers/pdd)
- [quantization](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization)
- [absmax_fp8](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/absmax_fp8)
- [base_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/base_config)
- [fp8_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/fp8_config)
- [fp8_kernels](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/fp8_kernels)
- [fp8_qat_train_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/fp8_qat_train_config)
- [fp8_quant_kernels](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/fp8_quant_kernels)
- [mxfp8_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/mxfp8_config)
- [nvfp4_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/nvfp4_config)
- [nvfp4_dequant](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/nvfp4_dequant)
- [nvfp4_qat_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/nvfp4_qat_config)
- [nvfp4_qat_train_config](https://haoailab.com/FastVideo/api/fastvideo/layers/quantization/nvfp4_qat_train_config)
- [rotary_embedding](https://haoailab.com/FastVideo/api/fastvideo/layers/rotary_embedding)
- [rotary_embedding_3d](https://haoailab.com/FastVideo/api/fastvideo/layers/rotary_embedding_3d)
- [triton_fused_norm](https://haoailab.com/FastVideo/api/fastvideo/layers/triton_fused_norm)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/layers/utils)
- [visual_embedding](https://haoailab.com/FastVideo/api/fastvideo/layers/visual_embedding)
- [vocab_parallel_embedding](https://haoailab.com/FastVideo/api/fastvideo/layers/vocab_parallel_embedding)
- [logger](https://haoailab.com/FastVideo/api/fastvideo/logger)
- [logging_utils](https://haoailab.com/FastVideo/api/fastvideo/logging_utils)
- [formatter](https://haoailab.com/FastVideo/api/fastvideo/logging_utils/formatter)
- [mlx_runtime](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime)
- [checkpoint](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/checkpoint)
- [checkpoint_compat](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/checkpoint_compat)
- [fast_spatial](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/fast_spatial)
- [fastwan](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/fastwan)
- [frame_upsample](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/frame_upsample)
- [memory](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/memory)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3)
- [minimax_h3_audio_vae](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_audio_vae)
- [minimax_h3_conditioner](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_conditioner)
- [minimax_h3_pipeline](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_pipeline)
- [minimax_h3_taeh3](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_taeh3)
- [minimax_h3_video_vae](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_video_vae)
- [minimax_h3_vsa](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_vsa)
- [minimax_h3_vsa_simd](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/minimax_h3_vsa_simd)
- [prompt_cache](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/prompt_cache)
- [prompt_enhance](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/prompt_enhance)
- [quant_backends](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/quant_backends)
- [refine](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/refine)
- [rife_interp](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/rife_interp)
- [sampling](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/sampling)
- [taehv_decode](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/taehv_decode)
- [wan_vae](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/wan_vae)
- [wan22](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/wan22)
- [wan22_sample](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/wan22_sample)
- [windowed_attention](https://haoailab.com/FastVideo/api/fastvideo/mlx_runtime/windowed_attention)
- [models](https://haoailab.com/FastVideo/api/fastvideo/models)
- [audio](https://haoailab.com/FastVideo/api/fastvideo/models/audio)
- [bigvgan](https://haoailab.com/FastVideo/api/fastvideo/models/audio/bigvgan)
- [kandinsky6_audio_vae](https://haoailab.com/FastVideo/api/fastvideo/models/audio/kandinsky6_audio_vae)
- [ltx2_audio_processing](https://haoailab.com/FastVideo/api/fastvideo/models/audio/ltx2_audio_processing)
- [ltx2_audio_vae](https://haoailab.com/FastVideo/api/fastvideo/models/audio/ltx2_audio_vae)
- [mmaudio_processing](https://haoailab.com/FastVideo/api/fastvideo/models/audio/mmaudio_processing)
- [mmaudio_vae](https://haoailab.com/FastVideo/api/fastvideo/models/audio/mmaudio_vae)
- [dits](https://haoailab.com/FastVideo/api/fastvideo/models/dits)
- [base](https://haoailab.com/FastVideo/api/fastvideo/models/dits/base)
- [causal_wanvideo](https://haoailab.com/FastVideo/api/fastvideo/models/dits/causal_wanvideo)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/models/dits/cosmos)
- [cosmos2_5](https://haoailab.com/FastVideo/api/fastvideo/models/dits/cosmos2_5)
- [flux](https://haoailab.com/FastVideo/api/fastvideo/models/dits/flux)
- [flux_2](https://haoailab.com/FastVideo/api/fastvideo/models/dits/flux_2)
- [gen3c](https://haoailab.com/FastVideo/api/fastvideo/models/dits/gen3c)
- [helios](https://haoailab.com/FastVideo/api/fastvideo/models/dits/helios)
- [hunyuanvideo](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hunyuanvideo)
- [hunyuanvideo15](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hunyuanvideo15)
- [hyworld](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld)
- [camera_rope](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/camera_rope)
- [data_utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/data_utils)
- [hyworld](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/hyworld)
- [pose](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/pose)
- [resolution_utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/resolution_utils)
- [retrieval_context](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/retrieval_context)
- [trajectory](https://haoailab.com/FastVideo/api/fastvideo/models/dits/hyworld/trajectory)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/models/dits/kandinsky5)
- [kandinsky6](https://haoailab.com/FastVideo/api/fastvideo/models/dits/kandinsky6)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/models/dits/kandinsky6_sr)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbot_video)
- [lingbotworld](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld)
- [cam_utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld/cam_utils)
- [model](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld/model)
- [lingbotworld2](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld2)
- [cam_utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld2/cam_utils)
- [causal_fast](https://haoailab.com/FastVideo/api/fastvideo/models/dits/lingbotworld2/causal_fast)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/models/dits/ltx2)
- [magi_human](https://haoailab.com/FastVideo/api/fastvideo/models/dits/magi_human)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame2)
- [action_module](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame2/action_module)
- [causal_model](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame2/causal_model)
- [model](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame2/model)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame2/utils)
- [matrixgame3](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame3)
- [action_module](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame3/action_module)
- [model](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame3/model)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/models/dits/matrixgame3/utils)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3)
- [minimax_h3_fusions](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_fusions)
- [exact](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_fusions/exact)
- [modulation](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_fusions/modulation)
- [qknorm_rope](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_fusions/qknorm_rope)
- [swiglu](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_fusions/swiglu)
- [minimax_h3_vsa_fp4](https://haoailab.com/FastVideo/api/fastvideo/models/dits/minimax_h3_vsa_fp4)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/models/dits/mmaudio)
- [sd3](https://haoailab.com/FastVideo/api/fastvideo/models/dits/sd3)
- [stable_audio](https://haoailab.com/FastVideo/api/fastvideo/models/dits/stable_audio)
- [wan_animate](https://haoailab.com/FastVideo/api/fastvideo/models/dits/wan_animate)
- [wan_animate_face](https://haoailab.com/FastVideo/api/fastvideo/models/dits/wan_animate_face)
- [wan_s2v](https://haoailab.com/FastVideo/api/fastvideo/models/dits/wan_s2v)
- [wan_s2v_audio](https://haoailab.com/FastVideo/api/fastvideo/models/dits/wan_s2v_audio)
- [wanvideo](https://haoailab.com/FastVideo/api/fastvideo/models/dits/wanvideo)
- [encoders](https://haoailab.com/FastVideo/api/fastvideo/models/encoders)
- [base](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/base)
- [bert](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/bert)
- [clip](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/clip)
- [gemma](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/gemma)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/lingbot_video)
- [lingbotworld2_t5](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/lingbotworld2_t5)
- [llama](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/llama)
- [minimax_h3_checkpoint_fp8](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/minimax_h3_checkpoint_fp8)
- [minimax_h3_checkpoint_nvfp4](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/minimax_h3_checkpoint_nvfp4)
- [minimax_h3_qwen3_vl](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/minimax_h3_qwen3_vl)
- [mistral3](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/mistral3)
- [mmaudio_clip](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/mmaudio_clip)
- [mmaudio_synchformer](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/mmaudio_synchformer)
- [qwen2_5](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/qwen2_5)
- [qwen2_5_vl_custom](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/qwen2_5_vl_custom)
- [qwen3](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/qwen3)
- [reason1](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/reason1)
- [siglip](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/siglip)
- [stable_audio_conditioner](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/stable_audio_conditioner)
- [t5](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/t5)
- [t5_hf](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/t5_hf)
- [t5gemma](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/t5gemma)
- [vision](https://haoailab.com/FastVideo/api/fastvideo/models/encoders/vision)
- [hf_transformer_utils](https://haoailab.com/FastVideo/api/fastvideo/models/hf_transformer_utils)
- [loader](https://haoailab.com/FastVideo/api/fastvideo/models/loader)
- [benchmarks](https://haoailab.com/FastVideo/api/fastvideo/models/loader/benchmarks)
- [benchmark_weight_loading](https://haoailab.com/FastVideo/api/fastvideo/models/loader/benchmarks/benchmark_weight_loading)
- [benchmark_weight_loading_comparison](https://haoailab.com/FastVideo/api/fastvideo/models/loader/benchmarks/benchmark_weight_loading_comparison)
- [component_loader](https://haoailab.com/FastVideo/api/fastvideo/models/loader/component_loader)
- [fsdp_load](https://haoailab.com/FastVideo/api/fastvideo/models/loader/fsdp_load)
- [lora_patch](https://haoailab.com/FastVideo/api/fastvideo/models/loader/lora_patch)
- [text_encoder_quantization](https://haoailab.com/FastVideo/api/fastvideo/models/loader/text_encoder_quantization)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/models/loader/utils)
- [weight_utils](https://haoailab.com/FastVideo/api/fastvideo/models/loader/weight_utils)
- [mask_utils](https://haoailab.com/FastVideo/api/fastvideo/models/mask_utils)
- [parameter](https://haoailab.com/FastVideo/api/fastvideo/models/parameter)
- [pinned_offload](https://haoailab.com/FastVideo/api/fastvideo/models/pinned_offload)
- [registry](https://haoailab.com/FastVideo/api/fastvideo/models/registry)
- [schedulers](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers)
- [base](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/base)
- [scheduling_cosmos25_dfd](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_cosmos25_dfd)
- [scheduling_cosmos25_distilled](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_cosmos25_distilled)
- [scheduling_flow_map_euler_discrete](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_flow_map_euler_discrete)
- [scheduling_flow_match_euler_discrete](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_flow_match_euler_discrete)
- [scheduling_flow_unipc_multistep](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_flow_unipc_multistep)
- [scheduling_helios_dmd](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_helios_dmd)
- [scheduling_minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_minimax_h3)
- [scheduling_piflow](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_piflow)
- [scheduling_self_forcing_flow_match](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_self_forcing_flow_match)
- [scheduling_unipc_multistep](https://haoailab.com/FastVideo/api/fastvideo/models/schedulers/scheduling_unipc_multistep)
- [upsamplers](https://haoailab.com/FastVideo/api/fastvideo/models/upsamplers)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/models/upsamplers/hunyuan15)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/models/upsamplers/kandinsky6_sr)
- [ltx2_upsampler](https://haoailab.com/FastVideo/api/fastvideo/models/upsamplers/ltx2_upsampler)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/models/utils)
- [vaes](https://haoailab.com/FastVideo/api/fastvideo/models/vaes)
- [autoencoder_kl](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/autoencoder_kl)
- [common](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/common)
- [cosmos25wanvae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/cosmos25wanvae)
- [flux2_components](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/flux2_components)
- [flux2vae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/flux2vae)
- [gen3c_tokenizer_vae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/gen3c_tokenizer_vae)
- [hunyuan15vae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/hunyuan15vae)
- [hunyuanvae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/hunyuanvae)
- [hyworldvae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/hyworldvae)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/kandinsky6_sr)
- [lingbotworld2_wanvae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/lingbotworld2_wanvae)
- [ltx2vae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/ltx2vae)
- [minimax_h3_audio](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_audio)
- [minimax_h3_int8_convrot](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_int8_convrot)
- [minimax_h3_int8_kernels](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_int8_kernels)
- [minimax_h3_parallel](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_parallel)
- [minimax_h3_taeh3](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_taeh3)
- [minimax_h3_video](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/minimax_h3_video)
- [oobleck](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/oobleck)
- [sa_audio](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/sa_audio)
- [wanvae](https://haoailab.com/FastVideo/api/fastvideo/models/vaes/wanvae)
- [vision_utils](https://haoailab.com/FastVideo/api/fastvideo/models/vision_utils)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/models/wan)
- [causal_transformer](https://haoailab.com/FastVideo/api/fastvideo/models/wan/causal_transformer)
- [config](https://haoailab.com/FastVideo/api/fastvideo/models/wan/config)
- [definition](https://haoailab.com/FastVideo/api/fastvideo/models/wan/definition)
- [pipeline_config](https://haoailab.com/FastVideo/api/fastvideo/models/wan/pipeline_config)
- [transformer](https://haoailab.com/FastVideo/api/fastvideo/models/wan/transformer)
- [vae](https://haoailab.com/FastVideo/api/fastvideo/models/wan/vae)
- [vae_config](https://haoailab.com/FastVideo/api/fastvideo/models/wan/vae_config)
- [performance](https://haoailab.com/FastVideo/api/fastvideo/performance)
- [performance_dashboard](https://haoailab.com/FastVideo/api/fastvideo/performance_dashboard)
- [api](https://haoailab.com/FastVideo/api/fastvideo/performance_dashboard/api)
- [metrics](https://haoailab.com/FastVideo/api/fastvideo/performance_dashboard/metrics)
- [service](https://haoailab.com/FastVideo/api/fastvideo/performance_dashboard/service)
- [hf_store](https://haoailab.com/FastVideo/api/fastvideo/performance/hf_store)
- [metric_policy](https://haoailab.com/FastVideo/api/fastvideo/performance/metric_policy)
- [pipelines](https://haoailab.com/FastVideo/api/fastvideo/pipelines)
- [basic](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/cosmos)
- [cosmos_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/cosmos/cosmos_pipeline)
- [cosmos2_5_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/cosmos/cosmos2_5_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/cosmos/presets)
- [flux](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux)
- [flux_2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2)
- [flux_2_klein_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/flux_2_klein_pipeline)
- [flux_2_latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/flux_2_latent_preparation)
- [flux_2_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/flux_2_pipeline)
- [flux_2_text_encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/flux_2_text_encoding)
- [flux_2_timestep_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/flux_2_timestep_preparation)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux_2/presets)
- [flux_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/flux/flux_pipeline)
- [gen3c](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c)
- [cache_3d](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c/cache_3d)
- [camera_utils](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c/camera_utils)
- [depth_estimation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c/depth_estimation)
- [gen3c_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c/gen3c_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/gen3c/presets)
- [helios](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/helios)
- [helios_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/helios/helios_pipeline)
- [pipeline_utils](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/helios/pipeline_utils)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/helios/presets)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/helios/stages)
- [hunyuan](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan)
- [hunyuan_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan/hunyuan_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan/presets)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15)
- [hunyuan15_2sr_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15/hunyuan15_2sr_pipeline)
- [hunyuan15_i2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15/hunyuan15_i2v_pipeline)
- [hunyuan15_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15/hunyuan15_pipeline)
- [hunyuan15_sr_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15/hunyuan15_sr_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hunyuan15/presets)
- [hyworld](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hyworld)
- [hyworld_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hyworld/hyworld_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/hyworld/presets)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky5)
- [kandinsky5_dmd_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky5/kandinsky5_dmd_pipeline)
- [kandinsky5_i2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky5/kandinsky5_i2v_pipeline)
- [kandinsky5_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky5/kandinsky5_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky5/presets)
- [kandinsky6](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6_sr)
- [kandinsky6_sr_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6_sr/kandinsky6_sr_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6_sr/presets)
- [sr_io](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6_sr/sr_io)
- [tiling](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6_sr/tiling)
- [kandinsky6_ti2va_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6/kandinsky6_ti2va_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/kandinsky6/presets)
- [lingbot_video](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbot_video)
- [lingbot_video_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbot_video/lingbot_video_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbot_video/presets)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbot_video/stages)
- [lingbotworld](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld)
- [lingbotworld_fast](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld_fast)
- [fast_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld_fast/fast_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld_fast/presets)
- [lingbotworld_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld/lingbotworld_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld/presets)
- [lingbotworld2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld2)
- [causal_fast_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld2/causal_fast_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/lingbotworld2/presets)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2)
- [continuation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/continuation)
- [ltx2_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/ltx2_pipeline)
- [pipeline_configs](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/pipeline_configs)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/presets)
- [stage_overrides](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stage_overrides)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages)
- [ltx2_audio_decoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_audio_decoding)
- [ltx2_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_denoising)
- [ltx2_image_conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_image_conditioning)
- [ltx2_latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_latent_preparation)
- [ltx2_refine](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_refine)
- [ltx2_text_encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/ltx2/stages/ltx2_text_encoding)
- [magi_human](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human)
- [magi_human_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/magi_human_pipeline)
- [pipeline_configs](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/pipeline_configs)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/presets)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages)
- [audio_decoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/audio_decoding)
- [denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/denoising)
- [latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/latent_preparation)
- [reference_image](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/reference_image)
- [sr_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/sr_denoising)
- [sr_latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/magi_human/stages/sr_latent_preparation)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame2)
- [matrixgame2_causal_dmd_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame2/matrixgame2_causal_dmd_pipeline)
- [matrixgame2_i2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame2/matrixgame2_i2v_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame2/presets)
- [matrixgame3](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame3)
- [matrixgame3_i2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame3/matrixgame3_i2v_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/matrixgame3/presets)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3)
- [encoder_split](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/encoder_split)
- [memo](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/memo)
- [minimax_h3_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/minimax_h3_pipeline)
- [packing](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/packing)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/presets)
- [ref2va_manifest](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/ref2va_manifest)
- [reference](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/reference)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages)
- [minimax_h3_conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages/minimax_h3_conditioning)
- [minimax_h3_decoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages/minimax_h3_decoding)
- [minimax_h3_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages/minimax_h3_denoising)
- [minimax_h3_input_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages/minimax_h3_input_preparation)
- [minimax_h3_latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/stages/minimax_h3_latent_preparation)
- [vsa_guard](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/minimax_h3/vsa_guard)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/mmaudio)
- [mmaudio_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/mmaudio/mmaudio_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/mmaudio/presets)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/mmaudio/stages)
- [sd35](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/sd35)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/sd35/presets)
- [sd35_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/sd35/sd35_pipeline)
- [stable_audio](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/presets)
- [stable_audio_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stable_audio_pipeline)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stages)
- [conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stages/conditioning)
- [decoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stages/decoding)
- [denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stages/denoising)
- [latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/stable_audio/stages/latent_preparation)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan)
- [animate_stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/animate_stages)
- [lucy_edit_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/lucy_edit_pipeline)
- [presets](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/presets)
- [s2v_stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/s2v_stages)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages)
- [causal_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages/causal_denoising)
- [conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages/conditioning)
- [denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages/denoising)
- [dmd](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages/dmd)
- [s2v_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/stages/s2v_denoising)
- [wan_animate_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_animate_pipeline)
- [wan_causal_dmd_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_causal_dmd_pipeline)
- [wan_causal_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_causal_pipeline)
- [wan_dmd_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_dmd_pipeline)
- [wan_i2v_dmd_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_i2v_dmd_pipeline)
- [wan_i2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_i2v_pipeline)
- [wan_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_pipeline)
- [wan_s2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_s2v_pipeline)
- [wan_v2v_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/basic/wan/wan_v2v_pipeline)
- [composed_pipeline_base](https://haoailab.com/FastVideo/api/fastvideo/pipelines/composed_pipeline_base)
- [lazy_module](https://haoailab.com/FastVideo/api/fastvideo/pipelines/lazy_module)
- [lora_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/lora_pipeline)
- [pipeline_batch_info](https://haoailab.com/FastVideo/api/fastvideo/pipelines/pipeline_batch_info)
- [pipeline_registry](https://haoailab.com/FastVideo/api/fastvideo/pipelines/pipeline_registry)
- [preprocess](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/ltx2)
- [ltx2_preprocess_pipelines](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/ltx2/ltx2_preprocess_pipelines)
- [matrixgame2](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/matrixgame2)
- [matrixgame2_preprocess_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/matrixgame2/matrixgame2_preprocess_pipeline)
- [matrixgame2_preprocess_pipeline_ode_trajectory](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/matrixgame2/matrixgame2_preprocess_pipeline_ode_trajectory)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/mmaudio)
- [mmaudio_preprocess_pipeline](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/mmaudio/mmaudio_preprocess_pipeline)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/mmaudio/stages)
- [torio_media_reader](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/mmaudio/torio_media_reader)
- [preprocess_cosmos_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_cosmos_overfit)
- [preprocess_cosmos25_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_cosmos25_overfit)
- [preprocess_hunyuan_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_hunyuan_overfit)
- [preprocess_hunyuan15_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_hunyuan15_overfit)
- [preprocess_kandinsky5_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_kandinsky5_overfit)
- [preprocess_ltx2_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_ltx2_overfit)
- [preprocess_minimax_h3_overfit](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_minimax_h3_overfit)
- [preprocess_minimax_h3_ref2va](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_minimax_h3_ref2va)
- [preprocess_pipeline_base](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_pipeline_base)
- [preprocess_pipeline_i2v](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_pipeline_i2v)
- [preprocess_pipeline_ode_trajectory](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_pipeline_ode_trajectory)
- [preprocess_pipeline_t2v](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_pipeline_t2v)
- [preprocess_pipeline_text](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_pipeline_text)
- [preprocess_stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/preprocess_stages)
- [v1_preprocess](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/v1_preprocess)
- [v1_preprocessing_new](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/v1_preprocessing_new)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/wan)
- [wan_preprocess_pipelines](https://haoailab.com/FastVideo/api/fastvideo/pipelines/preprocess/wan/wan_preprocess_pipelines)
- [stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages)
- [audio_encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/audio_encoding)
- [base](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/base)
- [causal_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/causal_denoising)
- [conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/conditioning)
- [decoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/decoding)
- [denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/denoising)
- [encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/encoding)
- [flux_stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/flux_stages)
- [gen3c_stages](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/gen3c_stages)
- [hyworld_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/hyworld_denoising)
- [image_encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/image_encoding)
- [input_validation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/input_validation)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/kandinsky5)
- [kandinsky6](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/kandinsky6)
- [kandinsky6_sr](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/kandinsky6_sr)
- [latent_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/latent_preparation)
- [matrixgame2_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/matrixgame2_denoising)
- [matrixgame3_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/matrixgame3_denoising)
- [sd35_conditioning](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/sd35_conditioning)
- [sr_denoising](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/sr_denoising)
- [text_encoding](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/text_encoding)
- [timestep_preparation](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/timestep_preparation)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/utils)
- [validators](https://haoailab.com/FastVideo/api/fastvideo/pipelines/stages/validators)
- [training](https://haoailab.com/FastVideo/api/fastvideo/pipelines/training)
- [platforms](https://haoailab.com/FastVideo/api/fastvideo/platforms)
- [cpu](https://haoailab.com/FastVideo/api/fastvideo/platforms/cpu)
- [cuda](https://haoailab.com/FastVideo/api/fastvideo/platforms/cuda)
- [interface](https://haoailab.com/FastVideo/api/fastvideo/platforms/interface)
- [mps](https://haoailab.com/FastVideo/api/fastvideo/platforms/mps)
- [npu](https://haoailab.com/FastVideo/api/fastvideo/platforms/npu)
- [rocm](https://haoailab.com/FastVideo/api/fastvideo/platforms/rocm)
- [profiler](https://haoailab.com/FastVideo/api/fastvideo/profiler)
- [registry](https://haoailab.com/FastVideo/api/fastvideo/registry)
- [train](https://haoailab.com/FastVideo/api/fastvideo/train)
- [callbacks](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks)
- [callback](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/callback)
- [ddp_posthoc_ema](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/ddp_posthoc_ema)
- [ema](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/ema)
- [grad_clip](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/grad_clip)
- [minimax_h3_ref2va_validation](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/minimax_h3_ref2va_validation)
- [mmaudio_validation](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/mmaudio_validation)
- [posthoc_ema](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/posthoc_ema)
- [validation](https://haoailab.com/FastVideo/api/fastvideo/train/callbacks/validation)
- [entrypoint](https://haoailab.com/FastVideo/api/fastvideo/train/entrypoint)
- [dcp_to_diffusers](https://haoailab.com/FastVideo/api/fastvideo/train/entrypoint/dcp_to_diffusers)
- [misc](https://haoailab.com/FastVideo/api/fastvideo/train/entrypoint/misc)
- [wan_ode_init_conversion](https://haoailab.com/FastVideo/api/fastvideo/train/entrypoint/misc/wan_ode_init_conversion)
- [train](https://haoailab.com/FastVideo/api/fastvideo/train/entrypoint/train)
- [methods](https://haoailab.com/FastVideo/api/fastvideo/train/methods)
- [base](https://haoailab.com/FastVideo/api/fastvideo/train/methods/base)
- [consistency_model](https://haoailab.com/FastVideo/api/fastvideo/train/methods/consistency_model)
- [causal_cd](https://haoailab.com/FastVideo/api/fastvideo/train/methods/consistency_model/causal_cd)
- [distribution_matching](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching)
- [anyflow](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching/anyflow)
- [anyflow_pretrain](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching/anyflow_pretrain)
- [dmd2](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching/dmd2)
- [self_forcing](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching/self_forcing)
- [streaming_long_tuning](https://haoailab.com/FastVideo/api/fastvideo/train/methods/distribution_matching/streaming_long_tuning)
- [fine_tuning](https://haoailab.com/FastVideo/api/fastvideo/train/methods/fine_tuning)
- [dfsft](https://haoailab.com/FastVideo/api/fastvideo/train/methods/fine_tuning/dfsft)
- [finetune](https://haoailab.com/FastVideo/api/fastvideo/train/methods/fine_tuning/finetune)
- [flow_matching](https://haoailab.com/FastVideo/api/fastvideo/train/methods/fine_tuning/flow_matching)
- [tfsft](https://haoailab.com/FastVideo/api/fastvideo/train/methods/fine_tuning/tfsft)
- [knowledge_distillation](https://haoailab.com/FastVideo/api/fastvideo/train/methods/knowledge_distillation)
- [kd](https://haoailab.com/FastVideo/api/fastvideo/train/methods/knowledge_distillation/kd)
- [rl](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl)
- [common](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/common)
- [prompt_sampling](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/common/prompt_sampling)
- [sampling](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/common/sampling)
- [validation](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/common/validation)
- [diffusion_nft](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/diffusion_nft)
- [rewards](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/rewards)
- [frame_rewards](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/rewards/frame_rewards)
- [media](https://haoailab.com/FastVideo/api/fastvideo/train/methods/rl/rewards/media)
- [models](https://haoailab.com/FastVideo/api/fastvideo/train/models)
- [base](https://haoailab.com/FastVideo/api/fastvideo/train/models/base)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/train/models/cosmos)
- [cosmos](https://haoailab.com/FastVideo/api/fastvideo/train/models/cosmos/cosmos)
- [hunyuan](https://haoailab.com/FastVideo/api/fastvideo/train/models/hunyuan)
- [hunyuan](https://haoailab.com/FastVideo/api/fastvideo/train/models/hunyuan/hunyuan)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/train/models/hunyuan15)
- [hunyuan15](https://haoailab.com/FastVideo/api/fastvideo/train/models/hunyuan15/hunyuan15)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/train/models/kandinsky5)
- [kandinsky5](https://haoailab.com/FastVideo/api/fastvideo/train/models/kandinsky5/kandinsky5)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/train/models/ltx2)
- [ltx2](https://haoailab.com/FastVideo/api/fastvideo/train/models/ltx2/ltx2)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/train/models/minimax_h3)
- [minimax_h3](https://haoailab.com/FastVideo/api/fastvideo/train/models/minimax_h3/minimax_h3)
- [minimax_h3_ref2va](https://haoailab.com/FastVideo/api/fastvideo/train/models/minimax_h3/minimax_h3_ref2va)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/train/models/mmaudio)
- [mmaudio](https://haoailab.com/FastVideo/api/fastvideo/train/models/mmaudio/mmaudio)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/train/models/wan)
- [wan](https://haoailab.com/FastVideo/api/fastvideo/train/models/wan/wan)
- [wan_causal](https://haoailab.com/FastVideo/api/fastvideo/train/models/wan/wan_causal)
- [trainer](https://haoailab.com/FastVideo/api/fastvideo/train/trainer)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/train/utils)
- [activation_checkpoint](https://haoailab.com/FastVideo/api/fastvideo/train/utils/activation_checkpoint)
- [builder](https://haoailab.com/FastVideo/api/fastvideo/train/utils/builder)
- [checkpoint](https://haoailab.com/FastVideo/api/fastvideo/train/utils/checkpoint)
- [config](https://haoailab.com/FastVideo/api/fastvideo/train/utils/config)
- [dataloader](https://haoailab.com/FastVideo/api/fastvideo/train/utils/dataloader)
- [distributed_strategy](https://haoailab.com/FastVideo/api/fastvideo/train/utils/distributed_strategy)
- [instantiate](https://haoailab.com/FastVideo/api/fastvideo/train/utils/instantiate)
- [lora](https://haoailab.com/FastVideo/api/fastvideo/train/utils/lora)
- [module_state](https://haoailab.com/FastVideo/api/fastvideo/train/utils/module_state)
- [moduleloader](https://haoailab.com/FastVideo/api/fastvideo/train/utils/moduleloader)
- [negative_prompt](https://haoailab.com/FastVideo/api/fastvideo/train/utils/negative_prompt)
- [optimizer](https://haoailab.com/FastVideo/api/fastvideo/train/utils/optimizer)
- [performance](https://haoailab.com/FastVideo/api/fastvideo/train/utils/performance)
- [tracking](https://haoailab.com/FastVideo/api/fastvideo/train/utils/tracking)
- [training_config](https://haoailab.com/FastVideo/api/fastvideo/train/utils/training_config)
- [validation_media](https://haoailab.com/FastVideo/api/fastvideo/train/utils/validation_media)
- [training](https://haoailab.com/FastVideo/api/fastvideo/training)
- [activation_checkpoint](https://haoailab.com/FastVideo/api/fastvideo/training/activation_checkpoint)
- [checkpointing_utils](https://haoailab.com/FastVideo/api/fastvideo/training/checkpointing_utils)
- [cosmos2_5_training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/cosmos2_5_training_pipeline)
- [distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/distillation_pipeline)
- [ltx2_training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/ltx2_training_pipeline)
- [matrixgame2_ar_diffusion_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/matrixgame2_ar_diffusion_pipeline)
- [matrixgame2_ode_causal_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/matrixgame2_ode_causal_pipeline)
- [matrixgame2_self_forcing_distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/matrixgame2_self_forcing_distillation_pipeline)
- [matrixgame2_training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/matrixgame2_training_pipeline)
- [ode_causal_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/ode_causal_pipeline)
- [runner](https://haoailab.com/FastVideo/api/fastvideo/training/runner)
- [self_forcing_distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/self_forcing_distillation_pipeline)
- [trackers](https://haoailab.com/FastVideo/api/fastvideo/training/trackers)
- [training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/training_pipeline)
- [training_utils](https://haoailab.com/FastVideo/api/fastvideo/training/training_utils)
- [wan_distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/wan_distillation_pipeline)
- [wan_i2v_distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/wan_i2v_distillation_pipeline)
- [wan_i2v_training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/wan_i2v_training_pipeline)
- [wan_self_forcing_distillation_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/wan_self_forcing_distillation_pipeline)
- [wan_training_pipeline](https://haoailab.com/FastVideo/api/fastvideo/training/wan_training_pipeline)
- [utils](https://haoailab.com/FastVideo/api/fastvideo/utils)
- [version](https://haoailab.com/FastVideo/api/fastvideo/version)
- [worker](https://haoailab.com/FastVideo/api/fastvideo/worker)
- [executor](https://haoailab.com/FastVideo/api/fastvideo/worker/executor)
- [external_launcher_executor](https://haoailab.com/FastVideo/api/fastvideo/worker/external_launcher_executor)
- [gpu_worker](https://haoailab.com/FastVideo/api/fastvideo/worker/gpu_worker)
- [multiproc_executor](https://haoailab.com/FastVideo/api/fastvideo/worker/multiproc_executor)
- [ray_distributed_executor](https://haoailab.com/FastVideo/api/fastvideo/worker/ray_distributed_executor)
- [ray_env](https://haoailab.com/FastVideo/api/fastvideo/worker/ray_env)
- [ray_utils](https://haoailab.com/FastVideo/api/fastvideo/worker/ray_utils)
- [uniproc_executor](https://haoailab.com/FastVideo/api/fastvideo/worker/uniproc_executor)
- [worker_base](https://haoailab.com/FastVideo/api/fastvideo/worker/worker_base)
- [workflow](https://haoailab.com/FastVideo/api/fastvideo/workflow)
- [preprocess](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess)
- [components](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/components)
- [preprocess_workflow](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/preprocess_workflow)
- [preprocess_workflow_i2v](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/preprocess_workflow_i2v)
- [preprocess_workflow_ltx2_t2v](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/preprocess_workflow_ltx2_t2v)
- [preprocess_workflow_t2v](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/preprocess_workflow_t2v)
- [preprocess_workflow_v2a](https://haoailab.com/FastVideo/api/fastvideo/workflow/preprocess/preprocess_workflow_v2a)
- [workflow_base](https://haoailab.com/FastVideo/api/fastvideo/workflow/workflow_base)
- [Cookbook logo sources](https://haoailab.com/FastVideo/assets/logos/SOURCES)
- [Adding a New Attention Backend](https://haoailab.com/FastVideo/attention/developer)
- [Adding a model deployment](https://haoailab.com/FastVideo/contributing/cookbook_configuration)
- [Porting Eval Metrics into fastvideo.eval](https://haoailab.com/FastVideo/contributing/eval-metrics)
- [Ulysses performance on GB200](https://haoailab.com/FastVideo/contributing/ulysses_performance)
- [Serving cookbook design](https://haoailab.com/FastVideo/cookbook/design)
- [Fast mode (RIFE) — Apple Silicon](https://haoailab.com/FastVideo/design/apple_silicon_fast_mode)
- [DMD](https://haoailab.com/FastVideo/distillation/examples/DMD)
- [🚀 Examples](https://haoailab.com/FastVideo/distillation/examples/examples_distillation_index)
- [Wan2.1-T2V](https://haoailab.com/FastVideo/distillation/examples/Wan2.1-T2V)
- [Wan2.1-T2V-1.3B Distill Example](https://haoailab.com/FastVideo/distillation/examples/Wan2.1-T2V_Wan-Syn-Data-480P)
- [Wan2.2-TI2V-5B-Diffusers](https://haoailab.com/FastVideo/distillation/examples/Wan2.2-TI2V-5B-Diffusers)
- [Wan2.2-5B Distill Example](https://haoailab.com/FastVideo/distillation/examples/Wan2.2-TI2V-5B-Diffusers_crush_smol)
- [Wan2.2-5B Distill Example](https://haoailab.com/FastVideo/distillation/examples/Wan2.2-TI2V-5B-Diffusers_Data-free)
- [💡 Examples](https://haoailab.com/FastVideo/examples/examples_index)
- [OpenAI-compatible serving examples](https://haoailab.com/FastVideo/examples/serving)
- [Training](https://haoailab.com/FastVideo/examples/train)
- [Inference Architecture](https://haoailab.com/FastVideo/inference/architecture)
- [MiniMax H3 on NVIDIA DGX Spark (GB10)](https://haoailab.com/FastVideo/inference/deployment_spark)
- [Basic Video Generation Tutorial](https://haoailab.com/FastVideo/inference/examples/basic)
- [FastLTX-2.3 Gradio local demo](https://haoailab.com/FastVideo/inference/examples/gradio_local_demo_ltx2_3)
- [FastVideo Gradio Local Demo](https://haoailab.com/FastVideo/inference/examples/local)
- [LTX-2.3 distilled inference configs](https://haoailab.com/FastVideo/inference/examples/ltx2_3)
- [MMAudio dataset inference and evaluation](https://haoailab.com/FastVideo/inference/examples/mmaudio)
- [Optimization Examples](https://haoailab.com/FastVideo/inference/examples/optimizations)
- [Prompts](https://haoailab.com/FastVideo/inference/examples/prompts)
- [STA Mask Search (Archived Workflow)](https://haoailab.com/FastVideo/inference/examples/sta_mask_search)
- [GEN3C: 3D-Informed Camera-Controlled Video Generation](https://haoailab.com/FastVideo/inference/gen3c)
- [Decode H3 previews with TAEH3 on MLX](https://haoailab.com/FastVideo/inference/mlx_taeh3)
- [minimax-h3](https://haoailab.com/FastVideo/training/examples/minimax-h3)
- [MiniMax H3 Ref2VA synthetic training fixture](https://haoailab.com/FastVideo/training/examples/minimax-h3_synthetic)
- [Wan2.1-I2V-14B-480P Crush-Smol Example](https://haoailab.com/FastVideo/training/examples/wan_i2v_14B_480p_crush_smol)
- [Wan2.1-T2V-1.3B Crush-Smol Example](https://haoailab.com/FastVideo/training/examples/wan_t2v_1.3B_crush_smol)
- [MixKit training data (QAD 5090 recipe)](https://haoailab.com/FastVideo/training/examples/wan_t2v_1.3B_mixkit)
- [Wan2.1-I2V-1.3B-InP Crush-Smol Example](https://haoailab.com/FastVideo/training/examples/Wan2.1-Fun-1.3B-InP_crush_smol)
- [Finetuning Wan2.1 to make it work with VSA to accelerate](https://haoailab.com/FastVideo/training/examples/Wan2.1-VSA_Wan-Syn-Data)

## Agent skills

- [fastvideo](https://haoailab.com/FastVideo/.well-known/agent-skills/fastvideo/SKILL.md): Read the FastVideo docs instead of answering from memory. A unified inference and post-training framework for accelerated video generation. Use when a task involves FastVideo: how it works, how to set it up or configure it, or its API.

## Agent resources

- [llms-full.txt](https://haoailab.com/FastVideo/llms-full.txt): The full Markdown of every page in one file.
- [Page Markdown](https://haoailab.com/FastVideo/index.md): Append `.md` to any page URL to fetch that page as raw Markdown.
- [JSON API](https://haoailab.com/FastVideo/api/docs/pages.json): Page index of the JSON docs API; each entry links the page's JSON and Markdown forms. Described by the OpenAPI document at https://haoailab.com/FastVideo/openapi.json.
- [Agent skills](https://haoailab.com/FastVideo/.well-known/agent-skills/index.json): Agent Skills discovery index of the skills this site publishes.
- [API catalog](https://haoailab.com/FastVideo/.well-known/api-catalog): RFC 9727 linkset of the APIs documented here.
- [AI catalog](https://haoailab.com/FastVideo/.well-known/ai-catalog.json): ARD manifest of the agent-facing resources on this site (MCP server, skills, APIs).
- [agent-readability.json](https://haoailab.com/FastVideo/agent-readability.json): Manifest of every agent-facing artifact on this site.
- [Sitemap](https://haoailab.com/FastVideo/sitemap.xml): Every indexable page URL with its last-modified date.