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  pipeline_tag: text-generation
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  # Quantization Recipe
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  First need to install the required packages:
 
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  pipeline_tag: text-generation
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  ---
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+ [Phi4-mini](https://huggingface.co/microsoft/Phi-4-mini-instruct) is quantized with [torchao](https://huggingface.co/docs/transformers/main/en/quantization/torchao) with 8-bit embeddings, and 8-bit dynamic activation with int4 weights (8da4w), by PyTorch team.
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+ You can export the quantized model to an [ExecuTorch](https://github.com/pytorch/executorch) pte file, or use the [quantized pte](https://huggingface.co/pytorch/Phi-4-mini-instruct-8da4w/blob/main/phi4-mini-8da4w.pte) file directly to run on a mobile device, see [Running in a mobile app](#running-in-a-mobile-app).
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  # Quantization Recipe
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  First need to install the required packages: