update [cleaned] ✅
#7
by
prithivMLmods - opened
README.md
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---
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language:
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- en
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tags:
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- flash_attention_2
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- pytorch
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- text-generation-inference
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license: bsd-3-clause
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---
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# **Flash Attention 2 Pre-built Wheels**
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> [!IMPORTANT]
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This repository contains a copy of all prebuilt wheels for **flash_attn-2.8.3** from [Dao-AILab
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This repository provides pre-built wheels for `flash-attn` version **2.8.3** for various PyTorch versions, Python versions, and architectures (compiled with CUDA 12). You can install these directly using `pip install <url>` or add the provided strings directly to your `requirements.txt`.
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> [!NOTE]
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The detailed categories and structured view of the `strangertoolshf/flash_attention_2_wheelhouse` folders and files on the hf-tree shareable link are available here: [huggingface-tree](https://strangertoolshf-huggingface-tree.static.hf.space/index.html#models/strangertoolshf/flash_attention_2_wheelhouse/main)
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<div style="
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background: rgba(255, 61, 61, 0.15);
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### Torch 2.9
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**ABI: `TRUE` (Implied)**
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> End of wheels for Torch 2.9.
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### Torch 2.8
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### Torch 2.7
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### Torch 2.6
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### Torch 2.5
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### Torch 2.4
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## Linux aarch64 (ARM)
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### Torch 2.9 (Nightly/Pre-release)
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---
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## Acknowledgements and Note:
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- Dao-AILab [flash-attention]: [Faster Attention with Better Parallelism and Work Partitioning](https://github.com/Dao-AILab/flash-attention).
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- Note: This repository follows the same license, release notices, and other terms and conditions as the Dao-AILab [flash-attention](https://github.com/Dao-AILab/flash-attention) repository.
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---
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language:
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- en
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tags:
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- flash_attention_2
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- pytorch
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- text-generation-inference
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license: bsd-3-clause
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+
---
|
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|
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# **Flash Attention 2 Pre-built Wheels**
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|
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> [!IMPORTANT]
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+
> This repository contains a copy of all prebuilt wheels for **flash_attn-2.8.3** from [Dao-AILab's Flash Attention](https://github.com/Dao-AILab/flash-attention), organized for better categorization based on PyTorch versions and Python (cp) release versions.
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This repository provides pre-built wheels for `flash-attn` version **2.8.3** for various PyTorch versions, Python versions, and architectures (compiled with CUDA 12). You can install these directly using `pip install <url>` or add the provided strings directly to your `requirements.txt`.
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|
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> [!NOTE]
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+
> The detailed categories and structured view of the `strangertoolshf/flash_attention_2_wheelhouse` folders and files on the hf-tree shareable link are available here: [huggingface-tree](https://strangertoolshf-huggingface-tree.static.hf.space/index.html#models/strangertoolshf/flash_attention_2_wheelhouse/main)
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<div style="
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background: rgba(255, 61, 61, 0.15);
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|
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### Torch 2.9
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**ABI: `TRUE` (Implied)**
|
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+
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+
#### Python 3.12 (`cp312`)
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+
```
|
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.9/cu12/cp312/flash_attn-2.8.3+cu12torch2.9cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
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```
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> End of wheels for Torch 2.9.
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---
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### Torch 2.8
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#### ABI: `FALSE`
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##### Python 3.9 (`cp39`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiFALSE/cp39/flash_attn-2.8.3+cu12torch2.8cxx11abiFALSE-cp39-cp39-linux_x86_64.whl
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```
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##### Python 3.10 (`cp310`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiFALSE/cp310/flash_attn-2.8.3+cu12torch2.8cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
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```
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##### Python 3.11 (`cp311`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiFALSE/cp311/flash_attn-2.8.3+cu12torch2.8cxx11abiFALSE-cp311-cp311-linux_x86_64.whl
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```
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##### Python 3.12 (`cp312`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiFALSE/cp312/flash_attn-2.8.3+cu12torch2.8cxx11abiFALSE-cp312-cp312-linux_x86_64.whl
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```
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##### Python 3.13 (`cp313`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiFALSE/cp313/flash_attn-2.8.3+cu12torch2.8cxx11abiFALSE-cp313-cp313-linux_x86_64.whl
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```
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#### ABI: `TRUE`
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##### Python 3.9 (`cp39`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiTRUE/cp39/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp39-cp39-linux_x86_64.whl
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```
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##### Python 3.10 (`cp310`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiTRUE/cp310/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp310-cp310-linux_x86_64.whl
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```
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##### Python 3.11 (`cp311`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiTRUE/cp311/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp311-cp311-linux_x86_64.whl
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```
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##### Python 3.12 (`cp312`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
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```
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##### Python 3.13 (`cp313`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.8/cu12/abiTRUE/cp313/flash_attn-2.8.3+cu12torch2.8cxx11abiTRUE-cp313-cp313-linux_x86_64.whl
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```
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---
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### Torch 2.7
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#### ABI: `FALSE`
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##### Python 3.9 (`cp39`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiFALSE/cp39/flash_attn-2.8.3+cu12torch2.7cxx11abiFALSE-cp39-cp39-linux_x86_64.whl
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```
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##### Python 3.10 (`cp310`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiFALSE/cp310/flash_attn-2.8.3+cu12torch2.7cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
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```
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+
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##### Python 3.11 (`cp311`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiFALSE/cp311/flash_attn-2.8.3+cu12torch2.7cxx11abiFALSE-cp311-cp311-linux_x86_64.whl
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```
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+
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##### Python 3.12 (`cp312`)
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```
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flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiFALSE/cp312/flash_attn-2.8.3+cu12torch2.7cxx11abiFALSE-cp312-cp312-linux_x86_64.whl
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```
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##### Python 3.13 (`cp313`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiFALSE/cp313/flash_attn-2.8.3+cu12torch2.7cxx11abiFALSE-cp313-cp313-linux_x86_64.whl
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```
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#### ABI: `TRUE`
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+
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##### Python 3.9 (`cp39`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiTRUE/cp39/flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp39-cp39-linux_x86_64.whl
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```
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+
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##### Python 3.10 (`cp310`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiTRUE/cp310/flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp310-cp310-linux_x86_64.whl
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```
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+
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##### Python 3.11 (`cp311`)
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```
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+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiTRUE/cp311/flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp311-cp311-linux_x86_64.whl
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```
|
| 159 |
+
|
| 160 |
+
##### Python 3.12 (`cp312`)
|
| 161 |
+
```
|
| 162 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
|
| 163 |
+
```
|
| 164 |
+
|
| 165 |
+
##### Python 3.13 (`cp313`)
|
| 166 |
+
```
|
| 167 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.7/cu12/abiTRUE/cp313/flash_attn-2.8.3+cu12torch2.7cxx11abiTRUE-cp313-cp313-linux_x86_64.whl
|
| 168 |
+
```
|
| 169 |
+
|
| 170 |
+
---
|
| 171 |
|
| 172 |
### Torch 2.6
|
| 173 |
+
|
| 174 |
+
#### ABI: `FALSE`
|
| 175 |
+
|
| 176 |
+
##### Python 3.9 (`cp39`)
|
| 177 |
+
```
|
| 178 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiFALSE/cp39/flash_attn-2.8.3+cu12torch2.6cxx11abiFALSE-cp39-cp39-linux_x86_64.whl
|
| 179 |
+
```
|
| 180 |
+
|
| 181 |
+
##### Python 3.10 (`cp310`)
|
| 182 |
+
```
|
| 183 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiFALSE/cp310/flash_attn-2.8.3+cu12torch2.6cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
|
| 184 |
+
```
|
| 185 |
+
|
| 186 |
+
##### Python 3.11 (`cp311`)
|
| 187 |
+
```
|
| 188 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiFALSE/cp311/flash_attn-2.8.3+cu12torch2.6cxx11abiFALSE-cp311-cp311-linux_x86_64.whl
|
| 189 |
+
```
|
| 190 |
+
|
| 191 |
+
##### Python 3.12 (`cp312`)
|
| 192 |
+
```
|
| 193 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiFALSE/cp312/flash_attn-2.8.3+cu12torch2.6cxx11abiFALSE-cp312-cp312-linux_x86_64.whl
|
| 194 |
+
```
|
| 195 |
+
|
| 196 |
+
##### Python 3.13 (`cp313`)
|
| 197 |
+
```
|
| 198 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiFALSE/cp313/flash_attn-2.8.3+cu12torch2.6cxx11abiFALSE-cp313-cp313-linux_x86_64.whl
|
| 199 |
+
```
|
| 200 |
+
|
| 201 |
+
#### ABI: `TRUE`
|
| 202 |
+
|
| 203 |
+
##### Python 3.9 (`cp39`)
|
| 204 |
+
```
|
| 205 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiTRUE/cp39/flash_attn-2.8.3+cu12torch2.6cxx11abiTRUE-cp39-cp39-linux_x86_64.whl
|
| 206 |
+
```
|
| 207 |
+
|
| 208 |
+
##### Python 3.10 (`cp310`)
|
| 209 |
+
```
|
| 210 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiTRUE/cp310/flash_attn-2.8.3+cu12torch2.6cxx11abiTRUE-cp310-cp310-linux_x86_64.whl
|
| 211 |
+
```
|
| 212 |
+
|
| 213 |
+
##### Python 3.11 (`cp311`)
|
| 214 |
+
```
|
| 215 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiTRUE/cp311/flash_attn-2.8.3+cu12torch2.6cxx11abiTRUE-cp311-cp311-linux_x86_64.whl
|
| 216 |
+
```
|
| 217 |
+
|
| 218 |
+
##### Python 3.12 (`cp312`)
|
| 219 |
+
```
|
| 220 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.6cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
|
| 221 |
+
```
|
| 222 |
+
|
| 223 |
+
##### Python 3.13 (`cp313`)
|
| 224 |
+
```
|
| 225 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.6/cu12/abiTRUE/cp313/flash_attn-2.8.3+cu12torch2.6cxx11abiTRUE-cp313-cp313-linux_x86_64.whl
|
| 226 |
+
```
|
| 227 |
+
|
| 228 |
+
---
|
| 229 |
|
| 230 |
### Torch 2.5
|
| 231 |
+
|
| 232 |
+
#### ABI: `FALSE`
|
| 233 |
+
|
| 234 |
+
##### Python 3.9 (`cp39`)
|
| 235 |
+
```
|
| 236 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiFALSE/cp39/flash_attn-2.8.3+cu12torch2.5cxx11abiFALSE-cp39-cp39-linux_x86_64.whl
|
| 237 |
+
```
|
| 238 |
+
|
| 239 |
+
##### Python 3.10 (`cp310`)
|
| 240 |
+
```
|
| 241 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiFALSE/cp310/flash_attn-2.8.3+cu12torch2.5cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
|
| 242 |
+
```
|
| 243 |
+
|
| 244 |
+
##### Python 3.11 (`cp311`)
|
| 245 |
+
```
|
| 246 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiFALSE/cp311/flash_attn-2.8.3+cu12torch2.5cxx11abiFALSE-cp311-cp311-linux_x86_64.whl
|
| 247 |
+
```
|
| 248 |
+
|
| 249 |
+
##### Python 3.12 (`cp312`)
|
| 250 |
+
```
|
| 251 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiFALSE/cp312/flash_attn-2.8.3+cu12torch2.5cxx11abiFALSE-cp312-cp312-linux_x86_64.whl
|
| 252 |
+
```
|
| 253 |
+
|
| 254 |
+
##### Python 3.13 (`cp313`)
|
| 255 |
+
```
|
| 256 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiFALSE/cp313/flash_attn-2.8.3+cu12torch2.5cxx11abiFALSE-cp313-cp313-linux_x86_64.whl
|
| 257 |
+
```
|
| 258 |
+
|
| 259 |
+
#### ABI: `TRUE`
|
| 260 |
+
|
| 261 |
+
##### Python 3.9 (`cp39`)
|
| 262 |
+
```
|
| 263 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiTRUE/cp39/flash_attn-2.8.3+cu12torch2.5cxx11abiTRUE-cp39-cp39-linux_x86_64.whl
|
| 264 |
+
```
|
| 265 |
+
|
| 266 |
+
##### Python 3.10 (`cp310`)
|
| 267 |
+
```
|
| 268 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiTRUE/cp310/flash_attn-2.8.3+cu12torch2.5cxx11abiTRUE-cp310-cp310-linux_x86_64.whl
|
| 269 |
+
```
|
| 270 |
+
|
| 271 |
+
##### Python 3.11 (`cp311`)
|
| 272 |
+
```
|
| 273 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiTRUE/cp311/flash_attn-2.8.3+cu12torch2.5cxx11abiTRUE-cp311-cp311-linux_x86_64.whl
|
| 274 |
+
```
|
| 275 |
+
|
| 276 |
+
##### Python 3.12 (`cp312`)
|
| 277 |
+
```
|
| 278 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.5cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
|
| 279 |
+
```
|
| 280 |
+
|
| 281 |
+
##### Python 3.13 (`cp313`)
|
| 282 |
+
```
|
| 283 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.5/cu12/abiTRUE/cp313/flash_attn-2.8.3+cu12torch2.5cxx11abiTRUE-cp313-cp313-linux_x86_64.whl
|
| 284 |
+
```
|
| 285 |
+
|
| 286 |
+
---
|
| 287 |
|
| 288 |
### Torch 2.4
|
| 289 |
+
|
| 290 |
+
#### ABI: `FALSE`
|
| 291 |
+
|
| 292 |
+
##### Python 3.9 (`cp39`)
|
| 293 |
+
```
|
| 294 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiFALSE/cp39/flash_attn-2.8.3+cu12torch2.4cxx11abiFALSE-cp39-cp39-linux_x86_64.whl
|
| 295 |
+
```
|
| 296 |
+
|
| 297 |
+
##### Python 3.10 (`cp310`)
|
| 298 |
+
```
|
| 299 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiFALSE/cp310/flash_attn-2.8.3+cu12torch2.4cxx11abiFALSE-cp310-cp310-linux_x86_64.whl
|
| 300 |
+
```
|
| 301 |
+
|
| 302 |
+
##### Python 3.11 (`cp311`)
|
| 303 |
+
```
|
| 304 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiFALSE/cp311/flash_attn-2.8.3+cu12torch2.4cxx11abiFALSE-cp311-cp311-linux_x86_64.whl
|
| 305 |
+
```
|
| 306 |
+
|
| 307 |
+
##### Python 3.12 (`cp312`)
|
| 308 |
+
```
|
| 309 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiFALSE/cp312/flash_attn-2.8.3+cu12torch2.4cxx11abiFALSE-cp312-cp312-linux_x86_64.whl
|
| 310 |
+
```
|
| 311 |
+
|
| 312 |
+
#### ABI: `TRUE`
|
| 313 |
+
|
| 314 |
+
##### Python 3.9 (`cp39`)
|
| 315 |
+
```
|
| 316 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiTRUE/cp39/flash_attn-2.8.3+cu12torch2.4cxx11abiTRUE-cp39-cp39-linux_x86_64.whl
|
| 317 |
+
```
|
| 318 |
+
|
| 319 |
+
##### Python 3.10 (`cp310`)
|
| 320 |
+
```
|
| 321 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiTRUE/cp310/flash_attn-2.8.3+cu12torch2.4cxx11abiTRUE-cp310-cp310-linux_x86_64.whl
|
| 322 |
+
```
|
| 323 |
+
|
| 324 |
+
##### Python 3.11 (`cp311`)
|
| 325 |
+
```
|
| 326 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiTRUE/cp311/flash_attn-2.8.3+cu12torch2.4cxx11abiTRUE-cp311-cp311-linux_x86_64.whl
|
| 327 |
+
```
|
| 328 |
+
|
| 329 |
+
##### Python 3.12 (`cp312`)
|
| 330 |
+
```
|
| 331 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_x86_64/torch2.4/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.4cxx11abiTRUE-cp312-cp312-linux_x86_64.whl
|
| 332 |
+
```
|
| 333 |
+
|
| 334 |
+
---
|
| 335 |
|
| 336 |
## Linux aarch64 (ARM)
|
| 337 |
|
| 338 |
### Torch 2.9 (Nightly/Pre-release)
|
| 339 |
+
|
| 340 |
+
#### ABI: `TRUE`
|
| 341 |
+
|
| 342 |
+
##### Python 3.12 (`cp312`)
|
| 343 |
+
```
|
| 344 |
+
flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-2.8.3/linux_aarch64/torch2.9/cu12/abiTRUE/cp312/flash_attn-2.8.3+cu12torch2.9cxx11abiTRUE-cp312-cp312-linux_aarch64.whl
|
| 345 |
+
```
|
| 346 |
|
| 347 |
---
|
| 348 |
|
| 349 |
## Acknowledgements and Note:
|
| 350 |
|
| 351 |
- Dao-AILab [flash-attention]: [Faster Attention with Better Parallelism and Work Partitioning](https://github.com/Dao-AILab/flash-attention).
|
| 352 |
+
- Note: This repository follows the same license, release notices, and other terms and conditions as the Dao-AILab [flash-attention](https://github.com/Dao-AILab/flash-attention) repository.
|