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@efficient-edge

Efficient Edge AI

Research works about efficient edge AI

Thanks for your interests!

Efficient-Edge-AI is a toolkit to help deep learning engineers/researchers to train/optimize/deploy/test their pre-trained Pytorch/TensorFlow models with advanced inference engines (TensorRT, ONNX, TorchScript) on Nvidia Triton server automatically. Specifically, we provide some bash scripts to train/optimize/deploy/test your models in fewer lines of code in a docker container. Thus, there is no need to worry dependency related issues. 😆

Notice: Because TensorFlow models have multiple issues about version conflict on Triton, we first convert them to TensorRT formats and execute on Triton. For Pytorch models, you can select any inference engines. To help you find the most suitable inference engine, we also provide the benchmark script to evaluate their performance.

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  1. Turbo Turbo Public

    [SenSys 2022] "Turbo: Opportunistic Enhancement for Edge Video Analytics" by Yan Lu, Shiqi Jiang, Ting Cao, Yuanchao Shu.

    Dockerfile 5

  2. e2e-detection e2e-detection Public

    Test PyTorch/TensorFlow models on inference engines (TensorRT and Triton) in fewer lines of code.

    Python

Repositories

Showing 5 of 5 repositories
  • Turbo Public

    [SenSys 2022] "Turbo: Opportunistic Enhancement for Edge Video Analytics" by Yan Lu, Shiqi Jiang, Ting Cao, Yuanchao Shu.

    efficient-edge/Turbo’s past year of commit activity
    Dockerfile 5 0 0 0 Updated Dec 5, 2022
  • .github Public
    efficient-edge/.github’s past year of commit activity
    0 0 0 0 Updated Nov 7, 2022
  • MOTE Public

    Train Pytorch/TensorFlow models in fewer lines of code.

    efficient-edge/MOTE’s past year of commit activity
    0 0 0 0 Updated Nov 7, 2022
  • e2e-detection Public

    Test PyTorch/TensorFlow models on inference engines (TensorRT and Triton) in fewer lines of code.

    efficient-edge/e2e-detection’s past year of commit activity
    Python 0 0 0 0 Updated Nov 6, 2022
  • Cheetah Public

    DNN Execution Engine

    efficient-edge/Cheetah’s past year of commit activity
    0 0 0 0 Updated Mar 27, 2022

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