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Welcome to FastVideo

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FastVideo is a lightweight framework for accelerating large video diffusion models.

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FastVideo is a lightweight framework for accelerating large video diffusion models developed by the Hao AI Lab.

FastVideo currently offers: (with more to come)

  • [NEW!] V1 inference API available. Full announcement coming soon!
  • Sliding Tile Attention.
  • FastHunyuan and FastMochi: consistency distilled video diffusion models for 8x inference speedup.
  • First open distillation recipes for video DiT, based on PCM.
  • Support distilling/finetuning/inferencing state-of-the-art open video DiTs: 1. Mochi 2. Hunyuan.
  • Scalable training with FSDP, sequence parallelism, and selective activation checkpointing, with near linear scaling to 64 GPUs.
  • Memory efficient finetuning with LoRA, precomputed latent, and precomputed text embeddings.

Dev in progress and highly experimental.

Documentation

% How to start using FastVideo?

:::{toctree} :caption: Getting Started :maxdepth: 1

getting_started/installation getting_started/quick_start getting_started/v1_api :::

:::{toctree} :caption: Inference :maxdepth: 1

inference/examples/basic inference/examples/gradio inference/examples/optimizations inference/v0_inference :::

:::{toctree} :caption: Training :maxdepth: 1

training/data_preprocess training/distillation training/finetune :::

% What is STA Kernel?

:::{toctree} :caption: Sliding Tile Attention :maxdepth: 1

sliding_tile_attention/installation sliding_tile_attention/demo :::

:::{toctree} :caption: Design :maxdepth: 1 design/overview :::

:::{toctree} :caption: Developer Guide :maxdepth: 2

contributing/overview contributing/developer_env/index contributing/add_pipeline :::

:::{toctree} :caption: API Reference :maxdepth: 2

api/summary api/fastvideo/fastvideo :::

Indices and tables

  • {ref}genindex
  • {ref}modindex