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Request torch.cuda
RNG states only if CUDA is available
#19234
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awaelchli
added
bug
Something isn't working
accelerator: cuda
Compute Unified Device Architecture GPU
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Jan 3, 2024
awaelchli
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Staff contributions outside working hours - to differentiate from the "community" label
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Jan 3, 2024
Codecov Report
Additional details and impacted files@@ Coverage Diff @@
## master #19234 +/- ##
=========================================
- Coverage 65% 54% -11%
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Files 445 440 -5
Lines 37289 37191 -98
=========================================
- Hits 24285 20075 -4210
- Misses 13004 17116 +4112 |
Borda
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Jan 10, 2024
carmocca
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Jan 10, 2024
awaelchli
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What does this PR do?
If the driver on your system is outdated for the version of PyTorch installed,
torch.cuda.is_available()
will returnFalse
with a warning to update the driver. If the user then tries to init CUDA, a RuntimeError is raised:In Lightning, we don't select the CUDA accelerator unless
torch.cuda.is_available()
isTrue
, but if it returns False and the driver is broken, we still can get an initialization error when attempting to get the rng states here:pytorch-lightning/src/lightning/fabric/utilities/seed.py
Line 113 in f75f3bc
A user ran into this: https://lightning.ai/forums/t/cant-train-with-a-too-old-nvidia-driver-even-with-cpu-accelerator/4634
This PR makes it so that you can run on CPU even if your CUDA driver is broken.
cc @Borda @carmocca @justusschock @awaelchli