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# Llama3.2-3B
Run **Llama3.2-3B** optimized for **Qualcomm NPUs** with [nexaSDK](https://sdk.nexa.ai).  

## Quickstart

1. **Install nexaSDK** and create a free account at [sdk.nexa.ai](https://sdk.nexa.ai)  
2. **Activate your device** with your access token:
   ```bash
   nexa config set license '<access_token>'
   ```
3. Run the model on Qualcomm NPU in one line:
   ```bash
   nexa infer NexaAI/Llama3.2-3B-NPU-Turbo
   ```

## Model Description
**Llama3.2-3B** is a 3-billion-parameter language model from Meta’s Llama 3.2 series.  
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.

Trained on diverse, high-quality datasets, Llama3.2-3B supports multiple languages and is optimized for scalability, fine-tuning, and real-world applications.

## Features
- **Lightweight yet capable**: delivers strong performance with a smaller memory footprint.
- **Conversational AI**: context-aware dialogue for assistants and agents.
- **Content generation**: text completion, summarization, code comments, and more.
- **Reasoning & analysis**: step-by-step problem solving and explanation.
- **Multilingual**: supports understanding and generation in multiple languages.
- **Customizable**: can be fine-tuned for domain-specific or enterprise use.

## Use Cases
- Personal and enterprise chatbots
- On-device AI applications
- Document and report summarization
- Education and tutoring tools
- Specialized models in verticals (e.g., healthcare, finance, legal)

## Inputs and Outputs
**Input**:
- Text prompts or conversation history (tokenized input sequences).

**Output**:
- Generated text: responses, explanations, or creative content.
- Optionally: raw logits/probabilities for advanced downstream tasks.

## License
- Licensed under: [Meta Llama 3.2 License](https://huggingface.co/meta-llama/Llama-3.2-3B/blob/main/LICENSE)

## References
- [Meta AI – Llama Models](https://ai.meta.com/research/publications/llama/)
- [Hugging Face Model Card](https://huggingface.co/meta-llama/Llama-3.2-3B)