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Request torch.cuda RNG states only if CUDA is available #19234

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merged 7 commits into from
Jan 10, 2024

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@awaelchli awaelchli commented Jan 3, 2024

What does this PR do?

If the driver on your system is outdated for the version of PyTorch installed, torch.cuda.is_available() will return False with a warning to update the driver. If the user then tries to init CUDA, a RuntimeError is raised:

RuntimeError: The NVIDIA driver on your system is too old (found version 9010). Please update your GPU driver by downloading and installing a new version from the URL: http://www.nvidia.com/Download/index.aspx Alternatively, go to: https://pytorch.org to install a PyTorch version that has been compiled with your version of the CUDA driver.

In Lightning, we don't select the CUDA accelerator unless torch.cuda.is_available() is True, 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:

states["torch.cuda"] = torch.cuda.get_rng_state_all()

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

@awaelchli awaelchli added bug Something isn't working accelerator: cuda Compute Unified Device Architecture GPU labels Jan 3, 2024
@awaelchli awaelchli added this to the 2.1.x milestone Jan 3, 2024
@awaelchli awaelchli added the fun Staff contributions outside working hours - to differentiate from the "community" label label Jan 3, 2024
@github-actions github-actions bot added the fabric lightning.fabric.Fabric label Jan 3, 2024
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github-actions bot commented Jan 3, 2024

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Thank you for your contribution! 💜

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@github-actions github-actions bot added the pl Generic label for PyTorch Lightning package label Jan 3, 2024
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codecov bot commented Jan 3, 2024

Codecov Report

Merging #19234 (04316af) into master (7a4b0fc) will decrease coverage by 11%.
Report is 4 commits behind head on master.
The diff coverage is 100%.

Additional details and impacted files
@@            Coverage Diff            @@
##           master   #19234     +/-   ##
=========================================
- Coverage      65%      54%    -11%     
=========================================
  Files         445      440      -5     
  Lines       37289    37191     -98     
=========================================
- Hits        24285    20075   -4210     
- Misses      13004    17116   +4112     

@awaelchli awaelchli requested a review from Borda as a code owner January 4, 2024 00:48
@mergify mergify bot added the has conflicts label Jan 8, 2024
@mergify mergify bot removed the has conflicts label Jan 10, 2024
@mergify mergify bot added the ready PRs ready to be merged label Jan 10, 2024
@awaelchli awaelchli merged commit 6bc27d5 into master Jan 10, 2024
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@awaelchli awaelchli deleted the bugfix/collect-cuda-only-if-available branch January 10, 2024 21:16
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3 participants