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[Fix] Fix yolof training stability
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Motivation
the training of yolof is unstable, when cls_scores
is large, cls_scores.exp()
may be overflowed, thus we can't clamp by INF.
Without this fix it's very hard to converage when training widerface.
Modification
clamp INF before exp
BC-breaking (Optional)
Does the modification introduce changes that break the backward-compatibility of the downstream repos? If so, please describe how it breaks the compatibility and how the downstream projects should modify their code to keep compatibility with this PR.
Use cases (Optional)
If this PR introduces a new feature, it is better to list some use cases here, and update the documentation.
Checklist
- Pre-commit or other linting tools are used to fix the potential lint issues.
- The modification is covered by complete unit tests. If not, please add more unit test to ensure the correctness.
- If the modification has potential influence on downstream projects, this PR should be tested with downstream projects, like MMDet or MMCls.
- The documentation has been modified accordingly, like docstring or example tutorials.
Hi @twmht , It would be great if you could also provide benchmark results so that we could make sure that the performance is compatible.