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+ ---
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+ library_name: mlc-llm
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+ base_model: meta-llama/Llama-3.2-3B-Instruct
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+ tags:
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+ - mlc-llm
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+ - web-llm
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+ ---
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+
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+ # Llama-3.2-3B-Instruct-q4f32_1-MLC
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+
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+ This is the [Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) model in MLC format `q4f32_1`.
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+ The model can be used for projects [MLC-LLM](https://github.com/mlc-ai/mlc-llm) and [WebLLM](https://github.com/mlc-ai/web-llm).
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+
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+ ## Example Usage
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+
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+ Here are some examples of using this model in MLC LLM.
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+ Before running the examples, please install MLC LLM by following the [installation documentation](https://llm.mlc.ai/docs/install/mlc_llm.html#install-mlc-packages).
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+
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+ ### Chat
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+
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+ In command line, run
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+ ```bash
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+ mlc_llm chat HF://mlc-ai/Llama-3.2-3B-Instruct-q4f32_1-MLC
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+ ```
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+
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+ ### REST Server
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+
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+ In command line, run
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+ ```bash
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+ mlc_llm serve HF://mlc-ai/Llama-3.2-3B-Instruct-q4f32_1-MLC
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+ ```
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+
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+ ### Python API
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+
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+ ```python
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+ from mlc_llm import MLCEngine
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+
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+ # Create engine
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+ model = "HF://mlc-ai/Llama-3.2-3B-Instruct-q4f32_1-MLC"
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+ engine = MLCEngine(model)
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+
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+ # Run chat completion in OpenAI API.
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+ for response in engine.chat.completions.create(
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+ messages=[{"role": "user", "content": "What is the meaning of life?"}],
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+ model=model,
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+ stream=True,
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+ ):
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+ for choice in response.choices:
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+ print(choice.delta.content, end="", flush=True)
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+ print("\n")
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+
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+ engine.terminate()
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+ ```
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+
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+ ## Documentation
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+
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+ For more information on MLC LLM project, please visit our [documentation](https://llm.mlc.ai/docs/) and [GitHub repo](http://github.com/mlc-ai/mlc-llm).