update [markdown] - [cleaned] ✅

README.md

@@ -4,12 +4,15 @@ language:
 tags:
 - flash_attention_2
 - pytorch
+- flash-attn @ <>
 - text-generation-inference
 license: bsd-3-clause
 ---
 
 ![flashattention_logo](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/yQ8ugTupP2yLUV9sZ4HXt.png)
 
+`flash-attn @ <>`
+
 # **Flash Attention 2 Pre-built Wheels**
 
 > [!IMPORTANT]
@@ -17,19 +20,19 @@ license: bsd-3-clause
 
 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`.
 
-> [!NOTE]
+> [!IMPORTANT]
 > 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)
 
 <div style="
-    background: rgba(255, 61, 61, 0.15);
+    background: rgba(61, 122, 255, 0.15);
     padding: 16px;
     border-radius: 6px;
-    border: 1px solid rgba(255, 0, 0, 0.3);
+    border: 1px solid rgba(0, 102, 255, 0.3);
     margin: 16px 0;
 ">
 
 <details>
-  <summary>open the sample hf-tree screenshot</summary>
+  <summary>Open the sample hf-tree screenshot</summary>
 
 ![Screenshot 2026-02-17 213525](https://cdn-uploads.huggingface.co/production/uploads/65bb837dbfb878f46c77de4c/SDJRQ7mKxpY21rVLaneSD.png)
 
@@ -39,6 +42,27 @@ This repository provides pre-built wheels for `flash-attn` version **2.8.3** for
 
 ---
 
+## **Quick Start with <span style="color:orangered;">StrangerTools-HF</span>**
+
+```
+flash-attn @ https://huggingface.co/strangertoolshf/flash_attention_2_wheelhouse/resolve/main/wheelhouse-flash_attn-<FLASH_ATTN_VERSION>/<ARCHITECTURE>/torch<TORCH_VERSION>/cu<CUDA_VERSION>/abi<ABI_FLAG>/<PYTHON_TAG>/flash_attn-<FLASH_ATTN_VERSION>+cu<CUDA_VERSION>torch<TORCH_VERSION>cxx11abi<ABI_FLAG>-<PYTHON_TAG>-<PYTHON_TAG>-<ARCHITECTURE>.whl
+
+```
+
+### Breakdown of the Variables:
+
+* **`<FLASH_ATTN_VERSION>`**: The version of Flash Attention (e.g., `2.8.3`).
+* **`<ARCHITECTURE>`**: The OS and system architecture (e.g., `linux_x86_64`, `linux_aarch64`).
+* **`<TORCH_VERSION>`**: The PyTorch version without the minor patch (e.g., `2.4`, `2.5`, `2.8`).
+* **`<CUDA_VERSION>`**: The CUDA major version (e.g., `12`).
+* **`<ABI_FLAG>`**: The CXX11 ABI boolean flag (e.g., `TRUE`, `FALSE`).
+* **`<PYTHON_TAG>`**: The specific CPython version tag (e.g., `cp39`, `cp310`, `cp312`).
+
+> [!IMPORTANT] 
+Find all the provided pre-built wheels below.👇
+
+---
+
 ## Linux x86_64
 
 ### **<span style="color:orangered;">Torch 2.9</span>**