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Implements: Early stopping support for single and batch trials in Ax (#98) #177

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@flo-schu flo-schu commented Nov 13, 2024

This implements early stopping support for Ax.

Implementation tasks:

  • constraint support
  • multi-objective support

When this is implemented, a PR can be opened from https://github.com/flo-schu/Ax/tree/0.3.5 before this, the fork has to be migrated to the most recent version of Ax.

ronald-jaepel and others added 30 commits June 18, 2024 21:13
Previously, there were two interfaces in the `OptimizationProblem` for calling evaluation functions (e.g. objectives): one for evaluating individuals, and one for populations.
To simplify the code base, these two methods were now unified.
To ensure backward compatibility, a 1D-Array is returned if a single individual is passed to the function.
Previously, the cadet path set in Cadet(install_path="path") was not inherited into cadet instances created from the run() method.
Fix and extend tests about .calculate_interstitial_rt/velocity
Previously, this was required because CADET-Core was not setting the
PATH correctly.
Now, this can lead to inconsistent behaviour.
Note, this requires CADET>4.4.0
Recently, the option to (not) plot the time axis using minutes was
introduced.
This commit fixes some methods that were not properly implemented.
Moreover, the name of the flag was changed from `use_minutes` to
`x_axis_in_minutes` to make clear that only plotting is affected and not
other parameter values (e.g. start and end times).
Updates and Fixes plot_at_position by adding start, end and
x_axis_in_minutes as parameters in solution.py
@flo-schu flo-schu changed the title 98 implement early stopping and batch trials for ax implements: Early stopping support for single and batch trials in Ax (#98) Nov 18, 2024
@flo-schu flo-schu changed the title implements: Early stopping support for single and batch trials in Ax (#98) Implements: Early stopping support for single and batch trials in Ax (#98) Nov 18, 2024
@schmoelder schmoelder force-pushed the dev branch 11 times, most recently from 35e0c67 to d97cf31 Compare December 4, 2024 16:47
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5 participants