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  | Prebuilt Wheels | Python Versions | PyTorch Versions | CUDA Versions | Source |
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  |------------------------------------------------|-----------------|------------------|----------------|---------------------------------------------------------------------------|
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  | [Flash-Attention 2.7.4.post1](https://huggingface.co/lym00/win_amd64_prebuilt_wheels/blob/main/flash_attn-2.7.4.post1-cp312-cp312-win_amd64.whl) | 3.12 | 2.8.0.dev | 12.8.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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- | SageAttention2++ (pending official approval) | 3.12 | 2.8.0.dev | 12.8.1 | [jt-zhang/SageAttention2_plus](https://huggingface.co/jt-zhang/SageAttention2_plus) |
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  | SageAttention3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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  | INSERT | INSERT | INSERT | INSERT | INSERT |
 
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  | Prebuilt Wheels | Python Versions | PyTorch Versions | CUDA Versions | Source |
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  |------------------------------------------------|-----------------|------------------|----------------|---------------------------------------------------------------------------|
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  | [Flash-Attention 2.7.4.post1](https://huggingface.co/lym00/win_amd64_prebuilt_wheels/blob/main/flash_attn-2.7.4.post1-cp312-cp312-win_amd64.whl) | 3.12 | 2.8.0.dev | 12.8.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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+ | SageAttention2++ ([pending official approval](https://huggingface.co/jt-zhang/SageAttention2_plus/discussions/4)) | 3.12 | 2.8.0.dev | 12.8.1 | [jt-zhang/SageAttention2_plus](https://huggingface.co/jt-zhang/SageAttention2_plus) |
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  | SageAttention3 (pending official release) | 3.12 | 2.8.0.dev | 12.8.1 | INSERT |
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  | INSERT | INSERT | INSERT | INSERT | INSERT |