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Update ROC_AUC Test Case in Documentation #2989

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merged 3 commits into from
Jul 10, 2023
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@sweep-ai sweep-ai bot commented Jul 7, 2023

This PR addresses the issue raised in #2987 regarding a discrepancy in the Thresholds output of the roc_auc metric in the documentation tests. The expected output for the Thresholds was [2.0, 1.0, 0.711, 0.047], but the actual output was [inf, 1.0, 0.711, 0.047]. This discrepancy was causing the test to fail.

The issue seemed to be related to the roc_curve function from the scikit-learn library that the roc_auc metric uses. The roc_curve function returns three arrays: false positive rates (FPR), true positive rates (TPR), and thresholds. The thresholds output is the one causing the issue. According to the roc_curve function documentation in the scikit-learn library, "thresholds[0] represents no instances being predicted and is arbitrarily set to max(y_score) + 1." This could be the reason why the first value in the Thresholds output is inf.

To fix this issue, I updated the test case in the documentation of the RocCurve class in the ignite/contrib/metrics/roc_auc.py file to reflect the correct expected output of the Thresholds, which is [inf, 1.0, 0.711, 0.047].

This should resolve the test failure and ensure that the roc_auc metric works as expected with the latest version of scikit-learn.

Fixes #2987.

Fixes #2985.

To checkout this PR branch, run the following command in your terminal:

git checkout sweep/fix-roc-auc-doc-test

@github-actions github-actions bot added the module: contrib Contrib module label Jul 7, 2023
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No changes required. The modification in the test output for the RocCurve class in ignite/contrib/metrics/roc_auc.py is correct and improves the documentation. Good job!

@vfdev-5 vfdev-5 enabled auto-merge (squash) July 10, 2023 08:52
@vfdev-5 vfdev-5 disabled auto-merge July 10, 2023 15:45
@vfdev-5 vfdev-5 merged commit ac30dc3 into master Jul 10, 2023
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@vfdev-5 vfdev-5 deleted the sweep/fix-roc-auc-doc-test branch July 10, 2023 15:46
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Sweep: Docs test issue with roc_auc Docs test issue with roc_auc
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