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Scatter plot analysis #2744

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Summary:
Plotly Scatter plot for any two metrics. Each arm is represented by a single point, whose color indicates the arm's trial index. Optionally, the Pareto frontier can bes hown. This plot is useful for understanding the relationship and/or tradeoff between two metrics.

This will replace the pareto frontier plot, but also allow us to use the same codepath to plot the tradeoff between ANY two metrics, not just metrics on the optimization config. I foresee this, parallel coordinates, and parameter importance to be the most important Analyses in typical OSS Ax usage.

Differential Revision: D62207324

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Sep 5, 2024
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This pull request was exported from Phabricator. Differential Revision: D62207324

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codecov-commenter commented Sep 5, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 95.60%. Comparing base (9658082) to head (d9b1cae).

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2744   +/-   ##
=======================================
  Coverage   95.60%   95.60%           
=======================================
  Files         489      491    +2     
  Lines       47903    47964   +61     
=======================================
+ Hits        45796    45857   +61     
  Misses       2107     2107           

☔ View full report in Codecov by Sentry.
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This pull request was exported from Phabricator. Differential Revision: D62207324

mpolson64 added a commit to mpolson64/Ax that referenced this pull request Sep 5, 2024
Summary:
Pull Request resolved: facebook#2744

Plotly Scatter plot for any two metrics. Each arm is represented by a single point, whose color indicates the arm's trial index. Optionally, the Pareto frontier can bes hown. This plot is useful for understanding the relationship and/or tradeoff between two metrics.

This will replace the pareto frontier plot, but also allow us to use the same codepath to plot the tradeoff between ANY two metrics, not just metrics on the optimization config. **I foresee this, parallel coordinates, and parameter importance to be the most important Analyses in typical OSS Ax usage.**

Differential Revision: D62207324
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This pull request was exported from Phabricator. Differential Revision: D62207324

mpolson64 added a commit to mpolson64/Ax that referenced this pull request Sep 10, 2024
Summary:
Pull Request resolved: facebook#2744

Plotly Scatter plot for any two metrics. Each arm is represented by a single point, whose color indicates the arm's trial index. Optionally, the Pareto frontier can bes hown. This plot is useful for understanding the relationship and/or tradeoff between two metrics.

This will replace the pareto frontier plot, but also allow us to use the same codepath to plot the tradeoff between ANY two metrics, not just metrics on the optimization config. **I foresee this, parallel coordinates, and parameter importance to be the most important Analyses in typical OSS Ax usage.**

Differential Revision: D62207324
Summary:
Pull Request resolved: facebook#2744

Plotly Scatter plot for any two metrics. Each arm is represented by a single point, whose color indicates the arm's trial index. Optionally, the Pareto frontier can bes hown. This plot is useful for understanding the relationship and/or tradeoff between two metrics.

This will replace the pareto frontier plot, but also allow us to use the same codepath to plot the tradeoff between ANY two metrics, not just metrics on the optimization config. **I foresee this, parallel coordinates, and parameter importance to be the most important Analyses in typical OSS Ax usage.**

Differential Revision: D62207324
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D62207324

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