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README.md
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| Prebuilt Wheels | Python Versions | PyTorch Versions | CUDA Versions | Source |
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| [Flash-Attention 2.7.4.post1](
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| [SageAttention2.2.0](
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| SageAttention3 (pending approval) | 3.12 | 2.9.0.dev | 12.9.1 | [jt-zhang/SageAttention3](https://huggingface.co/jt-zhang/SageAttention3) |
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| Flash-Attention_2.8.1 | 3.12 | 2.9.0.dev | 12.9.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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| xformers_0.0.31.post1 | 3.12 | 2.9.0.dev | 12.9.1 | [facebookresearch/xformers](https://github.com/facebookresearch/xformers) |
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Windows
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| Prebuilt Wheels | Python Versions | PyTorch Versions | CUDA Versions | Source |
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| [Flash-Attention 2.7.4.post1](./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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| [SageAttention2.2.0](./sageattention-2.2.0-cp312-cp312-win_amd64.whl) | 3.12 | 2.9.0.dev | 12.9.1 | [thu-ml/SageAttention](https://github.com/thu-ml/SageAttention) or [jt-zhang/SageAttention2_plus](https://huggingface.co/jt-zhang/SageAttention2_plus) |
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| SageAttention3 (pending approval) | 3.12 | 2.9.0.dev | 12.9.1 | [jt-zhang/SageAttention3](https://huggingface.co/jt-zhang/SageAttention3) |
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| Flash-Attention_2.8.1 | 3.12 | 2.9.0.dev | 12.9.1 | [Dao-AILab/flash-attention](https://github.com/Dao-AILab/flash-attention) |
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| xformers_0.0.31.post1 | 3.12 | 2.9.0.dev | 12.9.1 | [facebookresearch/xformers](https://github.com/facebookresearch/xformers) |
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Linux
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| Prebuilt Wheels | Python Versions | PyTorch Versions | CUDA Versions | Source |
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| [SageAttention2.2.0](./sageattention-2.2.0-cp313-cp313-linux_x86_64.whl) | 3.13 | 2.14.0.dev | 13.2.1 | [thu-ml/SageAttention](https://github.com/thu-ml/SageAttention) or [jt-zhang/SageAttention2_plus](https://huggingface.co/jt-zhang/SageAttention2_plus) |
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