Maintenance Release

Compatibility

• Require GPyTorch == 1.10 and linear_operator == 0.4.0 (#1803).

New Features

• Polytope sampling for linear constraints along the q-dimension (#1757).
• Single-objective joint entropy search with additional conditioning, various improvements to entropy-based acquisition functions (#1738).

Other changes

• Various updates to improve numerical stability of PairwiseGP (#1754, #1755).
• Change batch range for FullyBayesianPosterior (1176a38, #1773).
• Make gen_batch_initial_conditions more flexible (#1779).
• Deprecate objective in favor of posterior_transform for MultiObjectiveAnalyticAcquisitionFunction (#1781).
• Use prune_baseline=True as default for qNoisyExpectedImprovement (#1796).
• Add batch_shape property to SingleTaskVariationalGP (#1799).
• Change minimum inferred noise level for SaasFullyBayesianSingleTaskGP (#1800).

Bug fixes

• Add output_task to MultiTaskGP.construct_inputs (#1753).
• Fix custom bounds handling in test problems (#1760).
• Remove incorrect BotorchTensorDimensionWarning (#1790).
• Fix handling of non-Container-typed positional arguments in SupervisedDatasetMeta (#1663).