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+ # Llama3.2-3B
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+ Run **Llama3.2-3B** optimized for **Qualcomm NPUs** with [nexaSDK](https://sdk.nexa.ai).
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+
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+ ## Quickstart
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+
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+ 1. **Install nexaSDK** and create a free account at [sdk.nexa.ai](https://sdk.nexa.ai)
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+ 2. **Activate your device** with your access token:
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+ ```bash
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+ nexa config set license '<access_token>'
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+ ```
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+ 3. Run the model on Qualcomm NPU in one line:
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+ ```bash
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+ nexa infer NexaAI/Llama3.2-3B-NPU-Turbo
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+ ```
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+
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+ ## Model Description
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+ **Llama3.2-3B** is a 3-billion-parameter language model from Meta’s Llama 3.2 series.
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+ It is designed to provide a balance of efficiency and capability, making it suitable for deployment on a wide range of devices while maintaining strong performance on core language understanding and generation tasks.
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+
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+ Trained on diverse, high-quality datasets, Llama3.2-3B supports multiple languages and is optimized for scalability, fine-tuning, and real-world applications.
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+
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+ ## Features
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+ - **Lightweight yet capable**: delivers strong performance with a smaller memory footprint.
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+ - **Conversational AI**: context-aware dialogue for assistants and agents.
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+ - **Content generation**: text completion, summarization, code comments, and more.
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+ - **Reasoning & analysis**: step-by-step problem solving and explanation.
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+ - **Multilingual**: supports understanding and generation in multiple languages.
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+ - **Customizable**: can be fine-tuned for domain-specific or enterprise use.
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+
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+ ## Use Cases
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+ - Personal and enterprise chatbots
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+ - On-device AI applications
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+ - Document and report summarization
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+ - Education and tutoring tools
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+ - Specialized models in verticals (e.g., healthcare, finance, legal)
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+
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+ ## Inputs and Outputs
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+ **Input**:
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+ - Text prompts or conversation history (tokenized input sequences).
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+
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+ **Output**:
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+ - Generated text: responses, explanations, or creative content.
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+ - Optionally: raw logits/probabilities for advanced downstream tasks.
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+
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+ ## License
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+ - Licensed under: [Meta Llama 3.2 License](https://huggingface.co/meta-llama/Llama-3.2-3B/blob/main/LICENSE)
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+
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+ ## References
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+ - [Meta AI – Llama Models](https://ai.meta.com/research/publications/llama/)
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+ - [Hugging Face Model Card](https://huggingface.co/meta-llama/Llama-3.2-3B)