# flash-attention pre-build wheels This repository provides wheels for the pre-built [flash-attention](https://github.com/Dao-AILab/flash-attention). Since building flash-attention takes a **very long time** and is resource-intensive, I also build and provide combinations of CUDA and PyTorch that are not officially distributed. The building Github Actions Workflow can be found [here](./.github/workflows/build.yml). The built packages are available on the [release page](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases). **This repository uses a self-hosted runner and AWS CodeBuild for building the wheels. If you find this project helpful, please consider sponsoring to help maintain the infrastructure!** [![github-sponsor](https://img.shields.io/badge/sponsor-30363D?style=for-the-badge&logo=GitHub-Sponsors&logoColor=#white)](https://github.com/sponsors/mjun0812) [![buy-me-a-coffee](https://img.shields.io/badge/Buy_Me_A_Coffee-FFDD00?style=for-the-badge&logo=buy-me-a-coffee&logoColor=black)](https://buymeacoffee.com/mjun0812) ## Table of Contents - [Install](#install) - [Packages](#packages) - [Linux x86_64](#linux-x86_64) - [Windows x86_64](#windows-x86_64) - [Self-build runner](#self-build) - [History](#history) - [Original Repository](#original-repository) ## Install 1. Select the versions for Python, CUDA, PyTorch, and flash_attn. ```bash flash_attn-[flash_attn Version]+cu[CUDA Version]torch[PyTorch Version]-cp[Python Version]-cp[Python Version]-linux_x86_64.whl # Example: Python 3.11, CUDA 12.4, PyTorch 2.5, and flash_attn 2.6.3 flash_attn-2.6.3+cu124torch2.5-cp312-cp312-linux_x86_64.whl ``` 2. Find the corresponding version of a wheel from the below [Package section](#packages) and [releases](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases) 3. Direct Install or Download and Local Install ```bash # Direct Install pip install https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.6.3+cu124torch2.5-cp312-cp312-linux_x86_64.whl # Download and Local Install wget https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.6.3+cu124torch2.5-cp312-cp312-linux_x86_64.whl pip install ./flash_attn-2.6.3+cu124torch2.5-cp312-cp312-linux_x86_64.whl ``` ## Packages ### 🐧 Linux x86_64 #### Flash-Attention 2.8.3
Packages for Flash-Attention 2.8.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | 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#### Flash-Attention 2.8.2
Packages for Flash-Attention 2.8.2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu129torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.4 | 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#### Flash-Attention 2.8.1
Packages for Flash-Attention 2.8.1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp310-cp310-linux_x86_64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp311-cp311-linux_x86_64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp312-cp312-linux_x86_64.whl) |
#### Flash-Attention 2.8.0
Packages for Flash-Attention 2.8.0 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu121torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.12/flash_attn-2.8.0%2Bcu124torch2.4-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu124torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.12/flash_attn-2.8.0%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 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#### Flash-Attention 2.7.4.post1
Packages for Flash-Attention 2.7.4.post1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | 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#### Flash-Attention 2.7.4
Packages for Flash-Attention 2.7.4 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu129torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.7-cp310-cp310-linux_x86_64.whl), 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#### Flash-Attention 2.7.3
Packages for Flash-Attention 2.7.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.7.2.post1
Packages for Flash-Attention 2.7.2.post1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.7.0.post2
Packages for Flash-Attention 2.7.0.post2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.6.3
Packages for Flash-Attention 2.6.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | 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2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu126torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 11.8 | 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2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download5](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download6](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), 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2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.6.3%2Bcu118torch2.6-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu118torch2.6-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu124torch2.6-cp312-cp312-linux_x86_64.whl), 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2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.2.1/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.2.0/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.8 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu129torch2.8-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.17/flash_attn-2.6.3%2Bcu126torch2.9-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.9 | 12.8 | 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#### Flash-Attention 2.5.9
Packages for Flash-Attention 2.5.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.3-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu126torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 11.8 | 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2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu126torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu126torch2.5-cp310-cp310-linux_x86_64.whl), 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.9%2Bcu121torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.6 | 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#### Flash-Attention 2.5.6
Packages for Flash-Attention 2.5.6 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl), 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.2-cp311-cp311-linux_x86_64.whl), 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2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.5-cp311-cp311-linux_x86_64.whl), 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2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.4-cp312-cp312-linux_x86_64.whl), 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#### Flash-Attention 2.4.3
Packages for Flash-Attention 2.4.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.4.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.4.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl), 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#### Flash-Attention 1.0.9
Packages for Flash-Attention 1.0.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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### 🪟 Windows x86_64 #### Flash-Attention 2.8.3
Packages for Flash-Attention 2.8.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.8.3%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.8.3%2Bcu126torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.8.3%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.8.3%2Bcu126torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | 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#### Flash-Attention 2.8.2
Packages for Flash-Attention 2.8.2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp310-cp310-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp311-cp311-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp312-cp312-win_amd64.whl) | | 3.13 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.6-cp313-cp313-win_amd64.whl) | | 3.13 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.7-cp313-cp313-win_amd64.whl) | | 3.13 | 2.7 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu126torch2.7-cp313-cp313-win_amd64.whl) | | 3.13 | 2.8 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.8-cp313-cp313-win_amd64.whl) | | 3.13 | 2.8 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu126torch2.8-cp313-cp313-win_amd64.whl) |
#### Flash-Attention 2.7.4.post1
Packages for Flash-Attention 2.7.4.post1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu126torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu126torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.8 | 12.4 | 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu124torch2.8-cp313-cp313-win_amd64.whl) | | 3.13 | 2.8 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu126torch2.8-cp313-cp313-win_amd64.whl) | | 3.13 | 2.9 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu124torch2.9-cp313-cp313-win_amd64.whl) | | 3.13 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.19/flash_attn-2.7.4.post1%2Bcu126torch2.9-cp313-cp313-win_amd64.whl) |
#### Flash-Attention 2.7.4
Packages for Flash-Attention 2.7.4 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp310-cp310-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp311-cp311-win_amd64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.9/flash_attn-2.7.4%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp312-cp312-win_amd64.whl) |
#### Flash-Attention 2.6.3
Packages for Flash-Attention 2.6.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.11 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.1/flash_attn-2.6.3%2Bcu126torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) |
#### Flash-Attention 2.5.9
Packages for Flash-Attention 2.5.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.11 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) |
### 🐧 🐧 Linux x86_64 #### Flash-Attention 2.8.3
Packages for Flash-Attention 2.8.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.7-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.7-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.8 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu124torch2.8-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.8 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.8.3%2Bcu126torch2.8-cp39-cp39-linux_x86_64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.11/flash_attn-2.8.3%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.6 | 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#### Flash-Attention 2.8.2
Packages for Flash-Attention 2.8.2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.8.2%2Bcu129torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.4 | 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#### Flash-Attention 2.8.1
Packages for Flash-Attention 2.8.1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp310-cp310-linux_x86_64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp311-cp311-linux_x86_64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.6-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.13/flash_attn-2.8.1%2Bcu128torch2.7-cp312-cp312-linux_x86_64.whl) |
#### Flash-Attention 2.8.0
Packages for Flash-Attention 2.8.0 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu121torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.12/flash_attn-2.8.0%2Bcu124torch2.4-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu124torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.12/flash_attn-2.8.0%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.11/flash_attn-2.8.0%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 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#### Flash-Attention 2.7.4.post1
Packages for Flash-Attention 2.7.4.post1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.7.4.post1%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | 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#### Flash-Attention 2.7.4
Packages for Flash-Attention 2.7.4 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.6 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu129torch2.6-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.18/flash_attn-2.7.4%2Bcu128torch2.7-cp310-cp310-linux_x86_64.whl), 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#### Flash-Attention 2.7.3
Packages for Flash-Attention 2.7.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.4/flash_attn-2.7.3%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.7.2.post1
Packages for Flash-Attention 2.7.2.post1 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.3/flash_attn-2.7.2.post1%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.7.0.post2
Packages for Flash-Attention 2.7.0.post2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.7.0.post2%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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#### Flash-Attention 2.6.3
Packages for Flash-Attention 2.6.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.9 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu124torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu126torch2.5-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu124torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.16/flash_attn-2.6.3%2Bcu126torch2.6-cp39-cp39-linux_x86_64.whl) | | 3.9 | 2.7 | 12.4 | 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2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.6.3%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu126torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 11.8 | 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2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download5](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.5/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), [Download6](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl), 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2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.6.3%2Bcu118torch2.6-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.6.3%2Bcu118torch2.6-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu124torch2.6-cp312-cp312-linux_x86_64.whl), 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2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.2.1/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.2.0/flash_attn-2.6.3%2Bcu128torch2.8-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.8 | 12.9 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.14/flash_attn-2.6.3%2Bcu129torch2.8-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.17/flash_attn-2.6.3%2Bcu126torch2.9-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.9 | 12.8 | 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#### Flash-Attention 2.5.9
Packages for Flash-Attention 2.5.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.3-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.3 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu126torch2.3-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.4 | 11.8 | 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2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu128torch2.4-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu118torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl), [Download4](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.5 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.8/flash_attn-2.5.9%2Bcu126torch2.5-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.7/flash_attn-2.5.9%2Bcu126torch2.5-cp310-cp310-linux_x86_64.whl), 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu121torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.9%2Bcu121torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.6/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.6 | 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#### Flash-Attention 2.5.6
Packages for Flash-Attention 2.5.6 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl), 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.1-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.2-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.2-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.2 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.2-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.2-cp311-cp311-linux_x86_64.whl), 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2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.4-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.5-cp311-cp311-linux_x86_64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.5-cp311-cp311-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.5-cp311-cp311-linux_x86_64.whl), 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2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl), [Download3](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.0/flash_attn-2.5.6%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.5.6%2Bcu124torch2.4-cp312-cp312-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.5.6%2Bcu124torch2.4-cp312-cp312-linux_x86_64.whl), 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#### Flash-Attention 2.4.3
Packages for Flash-Attention 2.4.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.4.3%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-2.4.3%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.2/flash_attn-2.4.3%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl), 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#### Flash-Attention 1.0.9
Packages for Flash-Attention 1.0.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.0 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.0-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu121torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.1 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.1-cp310-cp310-linux_x86_64.whl) | | 3.10 | 2.2 | 11.8 | 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[Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.2-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu121torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.3 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.3-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu121torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.4-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.5 | 11.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu118torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.5 | 12.1 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu121torch2.5-cp312-cp312-linux_x86_64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.0.1/flash_attn-1.0.9%2Bcu124torch2.5-cp312-cp312-linux_x86_64.whl) |
### 🪟 🪟 Windows x86_64 #### Flash-Attention 2.8.3
Packages for Flash-Attention 2.8.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.11 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.15/flash_attn-2.8.3%2Bcu126torch2.9-cp311-cp311-win_amd64.whl) | | 3.12 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.15/flash_attn-2.8.3%2Bcu126torch2.9-cp312-cp312-win_amd64.whl) | | 3.13 | 2.9 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.15/flash_attn-2.8.3%2Bcu126torch2.9-cp313-cp313-win_amd64.whl) |
#### Flash-Attention 2.8.2
Packages for Flash-Attention 2.8.2 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp310-cp310-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp311-cp311-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.8.2%2Bcu128torch2.8-cp312-cp312-win_amd64.whl) | | 3.13 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.6-cp313-cp313-win_amd64.whl) | | 3.13 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.7-cp313-cp313-win_amd64.whl) | | 3.13 | 2.7 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu126torch2.7-cp313-cp313-win_amd64.whl) | | 3.13 | 2.8 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu124torch2.8-cp313-cp313-win_amd64.whl) | | 3.13 | 2.8 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.12/flash_attn-2.8.2%2Bcu126torch2.8-cp313-cp313-win_amd64.whl) |
#### Flash-Attention 2.7.4
Packages for Flash-Attention 2.7.4 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp310-cp310-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp311-cp311-win_amd64.whl), [Download2](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.9/flash_attn-2.7.4%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.7.4%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.8 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.4.10/flash_attn-2.7.4%2Bcu128torch2.8-cp312-cp312-win_amd64.whl) |
#### Flash-Attention 2.6.3
Packages for Flash-Attention 2.6.3 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.11 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.6 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.1/flash_attn-2.6.3%2Bcu126torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.6.3%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) |
#### Flash-Attention 2.5.9
Packages for Flash-Attention 2.5.9 | Python | PyTorch | CUDA | package | | ------ | ------- | ---- | ------- | | 3.10 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp310-cp310-win_amd64.whl) | | 3.10 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp310-cp310-win_amd64.whl) | | 3.11 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp311-cp311-win_amd64.whl) | | 3.11 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp311-cp311-win_amd64.whl) | | 3.12 | 2.4 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.4 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.4-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.5 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.5-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.6 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.6-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.4 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu124torch2.7-cp312-cp312-win_amd64.whl) | | 3.12 | 2.7 | 12.8 | [Download1](https://github.com/mjun0812/flash-attention-prebuild-wheels/releases/download/v0.3.9/flash_attn-2.5.9%2Bcu128torch2.7-cp312-cp312-win_amd64.whl) |
## History History of this repository is available [here](./docs/release_history.md). ## Self build If you cannot find the version you are looking for, you can fork this repository and create a wheel on GitHub Actions. 1. Fork this repository 2. Edit workflow file [`.github/workflows/build.yml`](https://github.com/mjun0812/flash-attention-prebuild-wheels/blob/main/.github/workflows/build.yml) to set the version you want to build. 3. Add tag `v*.*.*` to trigger the build workflow. Please note that depending on the combination of versions, it may not be possible to build. ### Self-Hosted Runner Build In some version combinations, you cannot build wheels on GitHub-hosted runners due to job time limitations. To build the wheels for these versions, you can use self-hosted runners. ```bash git clone https://github.com/mjun0812/flash-attention-prebuild-wheels.git cd self-hosted-runner cp env.template env ``` Edit `env` file to set the environment variables. ```bash # Edit env PERSONAL_ACCESS_TOKEN=[Github Personal Access Token] ``` Edit compose.yml file if you use repository folked from this repository. ```yaml services: runner: privileged: true build: context: . dockerfile: Dockerfile args: REPOSITORY_URL: [Target Repository URL] PERSONAL_ACCESS_TOKEN: $PERSONAL_ACCESS_TOKEN GH_RUNNER_VERSION: 2.324.0 RUNNER_NAME: self-hosted-runner RUNNER_GROUP: default RUNNER_LABELS: self-hosted TARGET_ARCH: x64 ``` Then, build and run the docker container. ```bash # Build and run docker compose build docker compose up -d ``` ## Original Repository [repo](https://github.com/Dao-AILab/flash-attention) ```bibtex @inproceedings{dao2022flashattention, title={Flash{A}ttention: Fast and Memory-Efficient Exact Attention with {IO}-Awareness}, author={Dao, Tri and Fu, Daniel Y. and Ermon, Stefano and Rudra, Atri and R{\'e}, Christopher}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, year={2022} } @inproceedings{dao2023flashattention2, title={Flash{A}ttention-2: Faster Attention with Better Parallelism and Work Partitioning}, author={Dao, Tri}, booktitle={International Conference on Learning Representations (ICLR)}, year={2024} } ```