Performance & runtime improvements to info-theoretic acquisition functions (2/N) - AcqOpt initializer #2751
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Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## main #2751 +/- ##
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- Coverage 99.99% 99.97% -0.03%
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Files 203 203
Lines 18690 18726 +36
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+ Hits 18689 18721 +32
- Misses 1 5 +4 ☔ View full report in Codecov by Sentry. |
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code, reshuffling of other sampling methods (that don't take an acqf)
improve performance and runtime of PES/JES
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A series of improvements directed towards improving the performance of PES & JES, as well as their MultiObj counterparts.
This PR adds an initializer for the acquisition function optimization, which drastically speeds up the number of required forward passes from ~150-250 --> ~25 by providing suggestions close to the sampled optima obtained during acquisition function construction.
Moreover, better acquisition function values are generally found (but does not always improve performance).
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