huggingface/accelerate

[Community Contributions] examples on distributed inference using 🤗 Accelerate

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#3,078 创建于 2024年9月4日

 (7 条评论) (2 个反应) (0 位负责人)Python (626 个派生)batch import
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描述

The inference/distributed directory houses examples on running distributed inference with accelerate:

  • Phi2 for language generation
  • Stable Diffusion for image generation

The strategy followed there is to load an entire model onto each GPU and sending chunks of a batch through each GPU’s model copy at a time. Synthetic data generation has become an essential toolkit for every ML Engineer. So, it'd be beneficial to extend these examples to include some more use cases:

  • Image captioning
  • Speech data generation

Some nice to haves:

  • Include artifact serialization as done in this
  • Keep the artifact serialization code under a thread to not block GPU execution

How can you help?

You could help us contribute an example on any of the above-mentioned use cases or you can come up with your own 🤗 Help us make the art of synthetic data generation scalable, easy, and accessible.

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