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+ ---
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+ license: apache-2.0
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+ pipeline_tag: text-generation
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+ tags:
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+ - ONNX
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+ - DML
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+ - DirectML
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+ - ONNXRuntime
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+ - mistral
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+ - conversational
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+ - custom_code
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+ inference: false
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+ ---
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+
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+ # Mistral-7B-Instruct-v0.3 ONNX models for DirectML
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+ This repository hosts the optimized versions of [Mistral-7B-Instruct-v0.3](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3) to accelerate inference with ONNX Runtime for DirectML.
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+
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+ ## Usage on Windows (Intel / AMD / Nvidia / Qualcomm)
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+ ```powershell
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+ conda create -n onnx python=3.10
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+ conda activate onnx
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+ winget install -e --id GitHub.GitLFS
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+ pip install huggingface-hub[cli]
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+ huggingface-cli download EmbeddedLLM/mistral-7b-instruct-v0.3-int4-onnx-directml --local-dir .\mistral-7b-instruct-v0.3
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+ pip install numpy
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+ Invoke-WebRequest -Uri "https://raw.githubusercontent.com/microsoft/onnxruntime-genai/main/examples/python/phi3-qa.py" -OutFile "phi3-qa.py"
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+ pip install onnxruntime-directml
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+ pip install --pre onnxruntime-genai-directml
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+ conda install conda-forge::vs2015_runtime
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+ python phi3-qa.py -m .\mistral-7b-instruct-v0.3
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+ ```
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+
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+ ## What is DirectML
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+ DirectML is a high-performance, hardware-accelerated DirectX 12 library for machine learning. DirectML provides GPU acceleration for common machine learning tasks across a broad range of supported hardware and drivers, including all DirectX 12-capable GPUs from vendors such as AMD, Intel, NVIDIA, and Qualcomm.