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README.md

@@ -1,11 +1,18 @@
 ---
 tags:
 - unsloth
+library_name: transformers
+license: apache-2.0
+license_link: https://huggingface.co/Qwen/Qwen3-8B/blob/main/LICENSE
+pipeline_tag: text-generation
 base_model:
 - Qwen/Qwen3-8B
-license: apache-2.0
 ---
+
 # Qwen3-8B
+<a href="https://chat.qwen.ai/" target="_blank" style="margin: 2px;">
+    <img alt="Chat" src="https://img.shields.io/badge/%F0%9F%92%9C%EF%B8%8F%20Qwen%20Chat%20-536af5" style="display: inline-block; vertical-align: middle;"/>
+</a>
 
 ## Qwen3 Highlights
 
@@ -87,21 +94,23 @@ print("thinking content:", thinking_content)
 print("content:", content)
 ```
 
-For deployment, you can use `vllm>=0.8.5` or `sglang>=0.4.5.post2` to create an OpenAI-compatible API endpoint:
-- vLLM:
+For deployment, you can use `sglang>=0.4.6.post1` or `vllm>=0.8.4` or  to create an OpenAI-compatible API endpoint:
+- SGLang:
     ```shell
-    vllm serve Qwen/Qwen3-8B --enable-reasoning --reasoning-parser deepseek_r1
+    python -m sglang.launch_server --model-path Qwen/Qwen3-8B --reasoning-parser qwen3
     ```
-- SGLang:
+- vLLM:
     ```shell
-    python -m sglang.launch_server --model-path Qwen/Qwen3-8B --reasoning-parser deepseek-r1
+    vllm serve Qwen/Qwen3-8B --enable-reasoning --reasoning-parser deepseek_r1
     ```
 
+For local use, applications such as llama.cpp, Ollama, LMStudio, and MLX-LM have also supported Qwen3.
+
 ## Switching Between Thinking and Non-Thinking Mode
 
 > [!TIP]
-> The `enable_thinking` switch is also available in APIs created by vLLM and SGLang. 
-> Please refer to our documentation for [vLLM](https://qwen.readthedocs.io/en/latest/deployment/vllm.html#thinking-non-thinking-modes) and [SGLang](https://qwen.readthedocs.io/en/latest/deployment/sglang.html#thinking-non-thinking-modes) users.
+> The `enable_thinking` switch is also available in APIs created by SGLang and vLLM. 
+> Please refer to our documentation for [SGLang](https://qwen.readthedocs.io/en/latest/deployment/sglang.html#thinking-non-thinking-modes) and [vLLM](https://qwen.readthedocs.io/en/latest/deployment/vllm.html#thinking-non-thinking-modes) users.
 
 ### `enable_thinking=True`
 
@@ -199,7 +208,7 @@ if __name__ == "__main__":
     print(f"Bot: {response_3}")
 ```
 
-> **Note**
+> [!NOTE]
 > For API compatibility, when `enable_thinking=True`, regardless of whether the user uses `/think` or `/no_think`, the model will always output a block wrapped in `<think>...</think>`. However, the content inside this block may be empty if thinking is disabled.
 > When `enable_thinking=False`, the soft switches are not valid. Regardless of any `/think` or `/no_think` tags input by the user, the model will not generate think content and will not include a `<think>...</think>` block.