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    Wan2.1 I2V Lightx2v Step/CFG NVFP4 - v2.0

    This is a partial NVFP4 quantization of Wan2.1-I2V-14B-480P-StepDistill-CfgDistill-Lightx2v by lightx2v, produced using convert_to_quant by silveroxides.

    Wan2.1-I2V-14B-480P-StepDistill-CfgDistill-Lightx2v is an image-to-video generation model built on Wan2.1-I2V-14B-480P. It applies step distillation and classifier-free guidance distillation to reduce inference to 4 steps without CFG, cutting generation time substantially while preserving output quality.

    IMPORTANT

    Since NVFP4 is only supported on NVIDIA Blackwell architecture GPUs, running this model requires a Blackwell GPU with its corresponding support enabled in torch, along with a recent version of ComfyUI and comfy-kitchen built against CUDA 13.

    The model can be used in ComfyUI with the following parameters, based on the distilled model's own recommendations:

    • Shift: 5.0

    • Sampler: LCM

    • Scheduler normal

    • CFG: 1.0

    • Steps: 4

    Other combinations are possible, such as euler/simple and heun/linear_quadratic.

    Description

    • Switched FP8 layers to MXFP8

    • Created rank 64 LoRA during quantization process

    • Used 8192 calibration samples

    • Used 6000 iterations

    FAQ

    Checkpoint
    Wan Video 14B i2v 480p

    Details

    Downloads
    246
    Platform
    SeaArt
    Platform Status
    Available
    Created
    6/4/2026
    Updated
    6/4/2026
    Deleted
    -

    Files

    Available On (1 platform)

    Same model published on other platforms. May have additional downloads or version variants.