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Update 0.6.5 ChangeLog (#1308)
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Summary:
Pull Request resolved: #1308

Adds a few missing entries to 0.6.5 changelog.

Reviewed By: esantorella

Differential Revision: D37886737

fbshipit-source-id: 261f19d7ecc426049c47236ae4dece5be6dc0f5c
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saitcakmak authored and facebook-github-bot committed Jul 15, 2022
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Expand Up @@ -16,6 +16,7 @@ The release log for BoTorch.
* Add outcome_transform to `FixedNoiseMultiTaskGP` (#1255).
* Support Scalable Constrained Bayesian Optimization (#1257).
* Support `SaasFullyBayesianSingleTaskGP` in `prune_inferior_points` (#1260).
* Implement MARS as a risk measure (#1303).
* Add MARS tutorial (#1305).

#### Other Changes
Expand All @@ -29,15 +30,19 @@ The release log for BoTorch.
* Handle `X_pending` properly in `FixedFeatureAcquisition` (#1233, #1234).
* PE and PLBO support in Ax (#1240, #1241).
* Remove `model.train` call from `get_X_baseline` for better caching (#1289).
* Support `inf` values in `bounds` argument of `optimize_acqf` (#1302).

#### Bug Fixes
* Update `get_gp_samples` to support input / outcome transforms (#1201).
* Fix cached Cholesky sampling in `qNEHVI` when using `Standardize` outcome transform (#1215).
* Make `task_feature` as required input in `MultiTaskGP.construct_inputs` (#1246).
* Fix CUDA tests (#1253).
* Fix `FixedSingleSampleModel` dtype/device conversion (#1254).
* Prevent inappropriate transforms by putting input transforms into train mode before converting models (#1283).
* Fix `sample_points_around_best` when using 20 dimensional inputs or `prob_perturb` (#1290).
* Skip bound validation in `optimize_acqf` if inequality constraints are specified (#1297).
* Properly handle RFFs when used with a `ModelList` with individual transforms (#1299).
* Update `PosteriorList` to support deterministic-only models and fix `event_shape` (#1300).

#### Documentation
* Add a note about observation noise in the posterior in `fit_model_with_torch_optimizer` notebook (#1196).
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