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Update CUDA_UPGRADE_GUIDE.MD (#1399)
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CUDA_UPGRADE_GUIDE.MD

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@@ -111,8 +111,8 @@ the test has been run and is green.
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Torchvision and torchaudio is usually a dependency for installing PyTorch for most of our users. This is why it is important to also
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propagate the CI changes so that torchvision and torchaudio can be packaged for the new CUDA version as well.
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1. Add a change to a binary build matrix in test-infra repo [here](https://github.com/pytorch/test-infra/blob/main/tools/scripts/generate_binary_build_matrix.py#L29)
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2. A code sample for torchvision: [PR 4248](https://github.com/pytorch/vision/pull/4248)
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3. A code sample for torchaudio: [PR 2067](https://github.com/pytorch/audio/pull/2067)
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2. A code sample for torchvision: [PR 7533](https://github.com/pytorch/vision/pull/7533)
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3. A code sample for torchaudio: [PR 3284](https://github.com/pytorch/audio/pull/3284)
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4. Almost every change in the above sample is copy-pasted from either itself or other existing parts of code in the
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builder repo. The difficulty again is not changing the config but rather verifying and debugging any failing builds.
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