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Fix retrieval of batch indices when dataloader num_workers > 0 #10870

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merged 21 commits into from
Dec 2, 2021

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@awaelchli awaelchli commented Dec 1, 2021

What does this PR do?

Fixes #10782

Please see my comment here #10782 (comment) for a detailed answer where the bug comes from and why we need to change the way we use the IndexBatchSamplerWrapper. In short, the way a PyTorch BatchSampler retrieves the batch indices differs between num_workers=0 and num_workers > 0 in the DataLoader, and our prediction loop needs to account for that.

Does your PR introduce any breaking changes? If yes, please list them.

No.

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I made sure I had fun coding 🙃

Part of #1 (it's a lie, this is just here to avoid noisy GitHub bot)

cc @Borda

@awaelchli awaelchli added bug Something isn't working callback: prediction writer labels Dec 1, 2021
@awaelchli awaelchli added this to the 1.5.x milestone Dec 1, 2021
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LGTM !

@awaelchli awaelchli marked this pull request as ready for review December 1, 2021 22:07
@mergify mergify bot added the ready PRs ready to be merged label Dec 2, 2021
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@mergify mergify bot added the has conflicts label Dec 2, 2021
@mergify mergify bot removed the has conflicts label Dec 2, 2021
@awaelchli awaelchli enabled auto-merge (squash) December 2, 2021 09:42
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codecov bot commented Dec 2, 2021

Codecov Report

Merging #10870 (ed735c0) into master (541b983) will increase coverage by 0%.
The diff coverage is 100%.

@@           Coverage Diff           @@
##           master   #10870   +/-   ##
=======================================
  Coverage      92%      92%           
=======================================
  Files         177      177           
  Lines       16567    16579   +12     
=======================================
+ Hits        15206    15218   +12     
  Misses       1361     1361           

@awaelchli awaelchli merged commit c55bc43 into master Dec 2, 2021
@awaelchli awaelchli deleted the bugfix/batch-indices branch December 2, 2021 10:36
awaelchli added a commit that referenced this pull request Dec 2, 2021
lexierule pushed a commit that referenced this pull request Dec 7, 2021
@rohitgr7 rohitgr7 mentioned this pull request Feb 7, 2022
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batch_indices passed to PredictionWriter write_on_epoch_end is wrong when strategy=ddp
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