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Explicitly enable grad in closure #18268
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0x404
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awaelchli,
carmocca,
justusschock,
Borda and
williamFalcon
as code owners
August 10, 2023 01:57
0x404
changed the title
fix "no grad" error when using optimizer with @torch.no_grad step
fix no grad error when using optimizer with @torch.no_grad step
Aug 10, 2023
awaelchli
reviewed
Aug 10, 2023
awaelchli
changed the title
fix no grad error when using optimizer with @torch.no_grad step
Explicitly enable grad in closure
Aug 10, 2023
awaelchli
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Aug 10, 2023
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Thanks @0x404 for jumping on this so quickly. Great improvement. |
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Co-authored-by: awaelchli <aedu.waelchli@gmail.com> (cherry picked from commit b88b8b3)
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Co-authored-by: awaelchli <aedu.waelchli@gmail.com> (cherry picked from commit b88b8b3)
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Labels
bug
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Generic label for PyTorch Lightning package
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What does this PR do?
When using optimizers from certain third-party libraries (such as Hugging Face's AdamW), their
optimizer.step
is decorated withtorch.no_grad
. However, Lightning encapsulates hooks liketraining_step
andbackward
within a closure, which is executed duringoptimizer.step
. This results in calculations withintraining_step
that rely on gradients not having access to gradients.To address this issue, the
Closure.closure
is decorated withtorch.enable_grad
. This ensures that gradients can be computed correctly withinoptimizer.step
, while the remaining parts of the optimizer can still benefit from theno_grad
context.Fixes #18254
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