onnxruntime / Whisper-HybridLoop-Onnx-Demo

MIT License
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Whisper-Hybrid-Loop-Onnx-Demo

This project demonstrates the use of Olive to optimize an AI model for specific hardware, utilizing the Whisper Tiny English version as a case study. The optimized model is then deployed to the device and using ONNX Runtime we can execute both local and cloud-based inference.

Getting Started

Prerequisites

Before beginning, ensure that you have the following:

  1. Download Whisper-Tiny-Model from here
  2. Follow the Olive tutorial for optimization here
  3. Get an OpenAI key to be able to test the cloud inference if there is cloud connectivity.

Installation

Clone the repository to your local machine with:

git clone https://github.com/onnxruntime/Whisper-HybridLoop-Onnx-Demo.git

Optimization Setup

For detailed instructions on how to optimize the Whisper model for specific hardware using the Olive engine and Follows, please see our detailed Tutorial on Model Optimization.

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.

Trademarks

This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party's policies.