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SAC + SALE + DroQ jax Implementation #1

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araffin opened this issue Jun 7, 2023 · 1 comment
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SAC + SALE + DroQ jax Implementation #1

araffin opened this issue Jun 7, 2023 · 1 comment

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@araffin
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araffin commented Jun 7, 2023

Hello,
thanks for open-sourcing the code =) (I'm glad to see that state representation learning is still a thing, I also worked on it some years ago...)

I just wanted to share my SAC + SALE jax implementation: araffin/sbx#13
For now, it only has the state representation implemented (not the 3 other tricks) and it works quite well, also when combined with DroQ.

The main advantage of this implementation is that it is much faster than the PyTorch equivalent (when using the appropriate trick, SAC with Jax runs at 2000+ FPS on MuJoCo, so only 8 minutes for 1M steps =)).

@sfujim
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sfujim commented Jul 10, 2023

Thanks for sharing!

@sfujim sfujim closed this as completed Jul 10, 2023
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