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20 hours ago •
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Improve robustness in InteractionAnalysis
Summary: A number of features to improve reliablity of the InteractionAnalysis.
- Hide OAK kernel behind a flag which defaults to False. When false, use the current GenerationNode's adapter
- If ax_parameter_sens fails log an exception and fallback to the surrogate's feature_importances
- Do not plot samples on the slice and countour plots if there are more than 50 samples (it gets too cluttered)
- Changed the orange and blue colors on the importance bar chart to be in the plotly color scheme
- Make plot not error out on unordered choice params
- Improved subtitle
Differential Revision: D69993111
Codecov Report
Attention: Patch coverage is 85.45455% with 8 lines in your changes missing coverage. Please review.
Project coverage is 95.97%. Comparing base (
c64d122) to head (94f29ba).
| Files with missing lines | Patch % | Lines |
|---|---|---|
| ax/analysis/plotly/interaction.py | 61.90% | 8 Missing :warning: |
Additional details and impacted files
@@ Coverage Diff @@
## main #3407 +/- ##
==========================================
- Coverage 95.98% 95.97% -0.02%
==========================================
Files 539 539
Lines 52791 52836 +45
==========================================
+ Hits 50674 50711 +37
- Misses 2117 2125 +8
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