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--- |
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pipeline_tag: text-generation |
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tags: |
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- NPU |
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--- |
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# Phi-4-mini |
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Run **Phi-4-mini** optimized for **Qualcomm NPUs** with [nexaSDK](https://sdk.nexa.ai). |
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## Model Description |
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**Phi-4-mini** is a \~3.8B-parameter instruction-tuned model from Microsoft’s Phi-4 family. |
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Trained on a blend of synthetic “textbook-style” data, filtered public web content, curated books/Q\&A, and high-quality supervised chat data, it emphasizes **reasoning-dense** capabilities while maintaining a compact footprint. This NPU **Turbo** build uses Nexa’s Qualcomm backend (QNN/Hexagon) to deliver **lower latency** and **higher throughput** on-device, with support for **128K context** and efficient long-context memory handling. |
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## Features |
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* **Lightweight yet capable**: strong reasoning (math/logic) in a compact 3.8B model. |
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* **Instruction-following**: enhanced SFT + DPO alignment for reliable chat. |
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* **Content generation**: drafting, completion, summarization, code comments, and more. |
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* **Conversational AI**: context-aware assistants/agents with long-context support (128K). |
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* **NPU-Turbo path**: INT8/INT4 quantization, op fusion, and KV-cache residency for Snapdragon® NPUs via nexaSDK. |
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* **Customizable**: fine-tune/adapt for domain-specific or enterprise use. |
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## Use Cases |
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* Personal & enterprise chatbots |
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* On-device/offline assistants (latency-bound scenarios) |
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* Document/report/email summarization |
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* Education, tutoring, and STEM reasoning tools |
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* Vertical applications (e.g., healthcare, finance, legal) with appropriate safeguards |
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## Inputs and Outputs |
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**Input**: |
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* Text prompts or conversation history (chat-format, tokenized sequences). |
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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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## License |
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This model is released under the **Creative Commons Attribution–NonCommercial 4.0 (CC BY-NC 4.0)** license. |
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Non-commercial use, modification, and redistribution are permitted with attribution. |
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For commercial licensing, please contact **dev@nexa.ai**. |
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## References |
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📰 [Phi-4-mini Microsoft Blog](https://aka.ms/phi4-feb2025) <br> |
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📖 [Phi-4-mini Technical Report](https://aka.ms/phi-4-multimodal/techreport) <br> |
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👩🍳 [Phi Cookbook](https://github.com/microsoft/PhiCookBook) <br> |
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🚀 [Model paper](https://huggingface.co/papers/2503.01743) |
