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DeepSeek-R1-Distill-Llama-8B Model Optimization

This repository demonstrates the optimization of the DeepSeek-R1-Distill-Llama-8B model using post-training quantization (PTQ) techniques. The optimization process is divided into these workflows:

  • OpenVINO for Intel® GPU/NPU
    • This process uses OpenVINO specific passes like OpenVINOOptimumConversion, OpenVINOIoUpdate and OpenVINOEncapsulation

Intel® Workflows

These workflows performs quantization with Optimum Intel®. It performs the optimization pipeline:

  • HuggingFace Model -> Quantized OpenVINO model -> Quantized encapsulated ONNX OpenVINO IR model