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pytorch / executorch

On-device AI across mobile, embedded and edge for PyTorch
https://pytorch.org/executorch/
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Does Executorch support on-device training/learning #4018

Open knn1989 opened 1 week ago

knn1989 commented 1 week ago

Does Executorch support on-device training (online learning/model update on edge devices)? If yes, how to enable this? Thanks.

guangy10 commented 1 week ago

This is one area the team is exploring. @JacobSzwejbka could comment more

knn1989 commented 1 week ago

It would be greatly appreciated if this feature could be supported. I have attempted numerous times to transition from using TensorFlow Lite to PyTorch for edge device deployment, but the absence of features like this has hindered my efforts. Thank you.

jayzhan211 commented 1 week ago

I'm quite curious, usually training unlike inferencing expect much more computing, why does on-device training helpful? Is it because of that reduces the develop iteration cycle for training smaller model?

JacobSzwejbka commented 3 days ago

Its under active development, and we should have something to share soon. From your side @knn1989 can you tell me a little bit about what your use case looks like?