update discrete_multi_fidelity_bo tutorial #1134
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March 25, 2022 17:43
Summary: optimize_acqf_mixed runs into an error when computing joint acq value for one shot acqfs when q > 1. We can use qKG.evaluate instead. Differential Revision: D35155309 fbshipit-source-id: 9fd9b44060c7a9033e5cb6021c3edd3ff266ab82
Summary: fix bugs related to OneShotAcquisition + optimize_acqf_mixed Differential Revision: D35162508 fbshipit-source-id: 94d73a78a39acf8dd261b960e37d7defbb17f2b9
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This pull request was exported from Phabricator. Differential Revision: D35162508 |
Codecov Report
@@ Coverage Diff @@
## main #1134 +/- ##
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Coverage 99.98% 99.98%
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Files 115 115
Lines 9859 9864 +5
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+ Hits 9858 9863 +5
Misses 1 1
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Sep 16, 2022
Summary: X-link: facebook/Ax#1134 Pull Request resolved: #1371 This commit updates `fit_gpytorch_model` and related methods, with the aim of fixing existing issues and improving extensibility. Key changes are as follow: - Replace `fit_gpytorch_model` with `fit_gpytorch_mll`, a `Dispatcher` backed reimplementation of the original model fitting pipeline. Note that `fit_gpytorch_mll` does **not** pass `kwargs` to `optimizer` and instead introduces an optional `optimizer_kwargs` argument. - Convert `fit_gpytorch_model` into a convenience method for calling `fit_gpytorch_mll` with (limited) support for legacy API. - Add validation for multioutput GP fitting routines based on decomposing a single model into a list of independent models. - Updated unit tests for relevant code paths. Reviewed By: Balandat Differential Revision: D38692173 fbshipit-source-id: 828cff264715cfa84ca4c4361db434574cf8fbf5
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Summary: fix bugs related to OneShotAcquisition + optimize_acqf_mixed
Differential Revision: D35162508