ENH Adds label_smoothing to cross entropy loss#63122
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thomasjpfan wants to merge 43 commits intopytorch:masterfrom
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ENH Adds label_smoothing to cross entropy loss#63122thomasjpfan wants to merge 43 commits intopytorch:masterfrom
thomasjpfan wants to merge 43 commits intopytorch:masterfrom
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thomasjpfan
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Aug 12, 2021
jbschlosser
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Aug 13, 2021
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Thanks for tackling this! Added some comments below. To summarize:
- I think we want the end result to handle both
ignore_indexand class prob targets - Can the implementation be simplified by doing label smoothing as additional math outside of the call to
at::nll_loss_ndand doing a linear combination?
This was referenced Aug 17, 2021
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@jbschlosser has imported this pull request. If you are a Facebook employee, you can view this diff on Phabricator. |
datumbox
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Aug 26, 2021
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@datumbox has imported this pull request. If you are a Facebook employee, you can view this diff on Phabricator. |
jbschlosser
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Aug 27, 2021
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@datumbox has imported this pull request. If you are a Facebook employee, you can view this diff on Phabricator. |
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@jbschlosser has imported this pull request. If you are a Facebook employee, you can view this diff on Phabricator. |
Codecov Report
@@ Coverage Diff @@
## master #63122 +/- ##
=======================================
Coverage 66.73% 66.74%
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Files 698 698
Lines 90892 90922 +30
=======================================
+ Hits 60661 60690 +29
- Misses 30231 30232 +1 |
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@jbschlosser merged this pull request in d3bcba5. |
jbschlosser
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Sep 2, 2021
Summary: Adds awareness of the new `label_smoothing` functionality in `cross_entropy` added in pytorch/pytorch#63122 to nestedtensor's implementation. Fixes broken test: `test.test_nested_tensor_functional.TestFunctional`. Differential Revision: D30730728 fbshipit-source-id: 34d907b76a1d2058cc7bc7d12c271cc3088a351b
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Sep 2, 2021
Summary: Pull Request resolved: #452 Adds awareness of the new `label_smoothing` functionality in `cross_entropy` added in pytorch/pytorch#63122 to nestedtensor's implementation. Fixes broken test: `test.test_nested_tensor_functional.TestFunctional`. Reviewed By: cpuhrsch Differential Revision: D30730728 fbshipit-source-id: 04f146d6de7f764f165059e4b5654d7f39142e38
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Fixes #7455
Partially resolves pytorch/vision#4281
cc @albanD @mruberry @jbschlosser