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How to install and deploy Wan2.2-S2V-14B model?

2025-08-28 546
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The installation and deployment process is divided into three main steps:

  1. environmental preparation: First clone the official repository via gitgit clone https://github.com/Wan-Video/Wan2.2.gitThen install the dependenciespip install -r requirements.txtThe
    special attention: Requires PyTorch version ≥ 2.4.0 and the flash_attn package may need to be installed separately.
  2. Model Download: Two official downloads are available:
    • Hugging Face way:huggingface-cli download Wan-AI/Wan2.2-S2V-14B
    • ModelScope approach:modelscope download Wan-AI/Wan2.2-S2V-14B

    The downloaded model files should be stored in the specified directory (default is . /Wan2.2-S2V-14B)

  3. operational verification (OV): After completing the installation, you can test whether the model works properly by using the base generation command. If there is a problem of insufficient video memory, you can try to use the--offload_model Trueparameter offloads some of the model components to the CPU.

For professional users, there is also an official support solution for multi-GPU distributed inference, which requires the torchrun command with the FSDP (Full Split Data Parallelism) parameter.

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