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[Question] Is PureJaxRL TPU-optimal? #27

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MRiabov opened this issue Jun 21, 2024 · 1 comment
Open

[Question] Is PureJaxRL TPU-optimal? #27

MRiabov opened this issue Jun 21, 2024 · 1 comment

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@MRiabov
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MRiabov commented Jun 21, 2024

Hello everyone, practitioner here,

I am looking to train a very serious non-LLM model, and the training is expected to be very hard, so I am looking for maximum speed.

I know that Google's TPUs are said to be the fastest for training and inference - some 197 TFlops at only $0.6/hr with interruptible (spot) pricing.

Is this library TPU-optimized? Is it much faster than the other existing libraries? What to compare it against (aside from what is said in the blogpost?)

Thanks,
@MRiabov

@MRiabov MRiabov changed the title Is PureJaxRL TPU-optimal? [Question] Is PureJaxRL TPU-optimal? Jun 21, 2024
@luchris429
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I haven't thoroughly tested this on TPU's; however, I don't think there is any hardware-specific/relevant details in this implementation. It should work faster than other non-pure JAX libraries.

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