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CrossValidationPlot analysis
Summary: New CrossValidationPlot using the Analysis framework. Plots CVResults of the current model on the provided GS with CI if available. Forces a square aspect ratio (but does not force any specific resolution). Hover data for x, y value with CI and arm name. Displays a gray dashed line on y=x.
This diff also refactors _select_metric out of Parallel Coordinates into a utils file so we can use it here to select the objective if no metric_name is provided.
NOTE: We are intentionally leaving the two dropdowns out: the "metric" dropdown because we want to generate many CVs separately and combine them more gracefully in the UI (cc Cesar-Cardoso), the latter because we dont actually want users to be able to view this without the confidence intervals (it is not useful).
Differential Revision: D64056891
Codecov Report
Attention: Patch coverage is 96.29630% with 4 lines in your changes missing coverage. Please review.
Please upload report for BASE (
main@b3dfe0e). Learn more about missing BASE report. Report is 1 commits behind head on main.
| Files with missing lines | Patch % | Lines |
|---|---|---|
| ax/analysis/plotly/cross_validation.py | 92.00% | 4 Missing :warning: |
Additional details and impacted files
@@ Coverage Diff @@
## main #2861 +/- ##
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Coverage ? 95.78%
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Files ? 504
Lines ? 49749
Branches ? 0
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Hits ? 47652
Misses ? 2097
Partials ? 0
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This pull request has been merged in facebook/Ax@98dbb397e093d0e0df43dea7940405fb426e22a9.