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Changelog for 0.11.2 (#2440)
Summary: Pull Request resolved: #2440 A maintenance release to support the upcoming Ax release. Reviewed By: dme65 Differential Revision: D60060002 fbshipit-source-id: c71b18e6638b30e4c8104262558c1373835899cb
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CHANGELOG.md

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The release log for BoTorch.
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## [0.11.2] -- Jul 22, 2024
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#### Compatibility
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* Pin NumPy to <2.0 (#2382).
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* Require GPyTorch 1.12 (#2408).
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#### New features
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* Support evaluating posterior predictive in `MultiTaskGP` (#2375).
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* Infinite width BNN kernel (#2366) & the curresponding tutorial (#2381).
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* An improved elliptical slice sampling implementation (#2426).
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* Add a helper for producing a `DeterministicModel` using a Matheron path (#2435).
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#### Deprecations
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* Stop allowing some arguments to be ignored in acqf input constructors (#2356).
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* Reap deprecated `**kwargs` argument from `optimize_acqf` variants (#2390).
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* Delete `DeterministicPosterior` and `DeterministicSampler` (#2391, #2409, #2410).
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* Removed deprecated `CachedCholeskyMCAcquisitionFunction` (#2399).
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* Deprecate model conversion code (#2431).
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* Deprecate `gp_sampling` module in favor of pathwise sampling (#2432).
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#### Bug Fixes
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* Fix observation noise shape for batched models (#2377).
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* Fix `sample_all_priors` to not sample one value for all lengthscales (#2404).
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* Make `(Log)NoisyExpectedImprovement` create a correct fantasy model with
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non-default `SingleTaskGP` (#2414).
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#### Other Changes
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* Various documentation improvements (#2395, #2425, #2436, #2437, #2438).
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* Clean up `**kwargs` arguments in `qLogNEI` (#2406).
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* Add a `NumericsWarning` for Legacy EI implementations (#2429).
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## [0.11.1] -- Jun 11, 2024
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#### New Features

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