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@Isotr0py Isotr0py commented Oct 19, 2025

What does this PR do?

  • Enable MMQ code path with new GGUF CUDA kernel with MMA (standard quant) support.
  • Remove MMVQ code path because it's unlikely to be used in diffusion model without decoding stage.

Benchmark Results
GPU: RTX 3090, Model: Flux-1.0-dev + Q4_0 transformer

Native dequantize mulmat

28/28 [00:52<00:00,  1.86s/it]

Kernel dequantize mulmat

28/28 [00:47<00:00,  1.70s/it]

Kernel quantized mulmat (MMQ)

28/28 [00:43<00:00,  1.56s/it]

Before submitting

Who can review?

Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
members/contributors who may be interested in your PR.

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2 participants