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Use Scheduler.run_n_trials rather than Scheduler.run_trials_and_yield_results #2952

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Summary: This looks obviously cleaner, and run_trials_and_yield_results is not intended for use outside of Scheduler.

Differential Revision: D64899043

Summary:

Context:

In the benchmarks, we currently have a zoo of five runners designed to handle different ways of generating data. This will make it challenging to support other changes to runners, such as running trials asynchronously. This diff is a step towards consolidating into one Runner, abstracting away the data-generating process into a test problem.

* BoTorchTestProblemRunner has a BoTorch problem
* ParamBasedTestProblemRunner has a ParamBasedTestProblem
* SurrogateRunner has a SurrogateProblem
* `BoTorchTestProblemRunner` and `ParamBasedTestProblemRunner` subclass `BenchmarkRunner`
* `SurrogateRunner` subclasses `BenchmarkRunner`

This diff will enable going from 5 runners to 3, wrapping BoTorch problems with `ParamBasedTestProblem`. This will allow for combining `BoTorchTestProblemRunner`, `ParamBasedTestProblemRunner`, and `SyntheticProblemRunner`.

This PR:
* Introduces `BoTorchTestProblem`, which is a `ParamBasedTestProblem` and thus can be used with `ParamBasedTestProblemRunner`. It localizes tensor-related logic, including `modified_bounds`, into the BoTorch problem so it doesn't need to be handled by the runner.
* Gets rid of `SyntheticProblemRunner`, merging it with `ParamBasedTestProblemRunner`. We may want to rename this class after more consolidation.
* Makes `BoTorchTestProblemRunner` a do-nothing subclass of `ParamBasedTestProblemRunner`

Reviewed By: Balandat

Differential Revision: D63639190
…ook#2951)

Summary:

Context:
* `Scheduler._timeout_hours`, `ScheduleOptions.timeout_hours`, and `timeout_hours` arguments are variously annotated as `int | None`, `float | None`, or `int | float | None`, even though ints and floats are both consistently supported.
* PEP 484 states that `float` is an acceptable annotation where `int | float` is accepted; an int can be treated as a subtype of a float for typing purposes.

Note: Before finding out that int can be considered a subtype of float, I tried to use the ABCs from `numbers` as a nicer way of annotating `int | float`, but then found out that `numbers.Real` does not support post-multiplication by an int, and floats are not covered by `numbers.Rational`, so that didn't work.


This PR:
* Changes all these annotations to `float | None`

Differential Revision: D64897260
…_results

Summary: This looks obviously cleaner, and `run_trials_and_yield_results` is not intended for use outside of Scheduler.

Differential Revision: D64899043
@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Oct 24, 2024
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This pull request was exported from Phabricator. Differential Revision: D64899043

esantorella added a commit to esantorella/Ax that referenced this pull request Oct 24, 2024
…_results (facebook#2952)

Summary:

This looks obviously cleaner, and `run_trials_and_yield_results` is not intended for use outside of Scheduler.

Differential Revision: D64899043
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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 95.68%. Comparing base (e63b462) to head (eebdd8d).

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2952   +/-   ##
=======================================
  Coverage   95.68%   95.68%           
=======================================
  Files         504      504           
  Lines       49533    49547   +14     
=======================================
+ Hits        47395    47411   +16     
+ Misses       2138     2136    -2     

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

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This pull request has been merged in f37111c.

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3 participants