Predicted Effects Plot

[danielcohenlive]

Summary: This replicated the functionality of ax.plot.scatter.plot_fitted. It will show predicted effects for all trials with data and the most recently created non abandoned trial (which may have data also). The intent is to use it for a candidate trial which has just been generated, which will be the case in scheduler. But in the event the most recent trial is not a candidate, it should still work.

To come:

• setting trial index
• mark arms that violate constraints
• Sane Limit for number of in-sample arms?

Differential Revision: D62325402

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This pull request was exported from Phabricator. Differential Revision: D62325402

[codecov-commenter]

Codecov Report

Attention: Patch coverage is 99.47644% with 1 line in your changes missing coverage. Please review.

Project coverage is 95.72%. Comparing base (d66814a) to head (c6ce3c2).

Files with missing lines	Patch %	Lines
ax/analysis/plotly/predicted_effects.py	98.57%	1 Missing :warning:

Additional details and impacted files

```diff @@ Coverage Diff @@ ## main #2777 +/- ## ========================================== + Coverage 95.70% 95.72% +0.01% ========================================== Files 488 490 +2 Lines 48224 48413 +189 ========================================== + Hits 46154 46342 +188 - Misses 2070 2071 +1 ```

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This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402

[facebook-github-bot]

This pull request has been merged in facebook/Ax@0d05f21353fc151223fdee64335870f99c6d1d44.

[facebook-github-bot]

This pull request was exported from Phabricator. Differential Revision: D62325402