Non-linear input constraints, new MOO problems, bug fixes, and performance improvements.

New Features

• Add Standardize input transform (#1053).
• Low-rank Cholesky updates for NEI (#1056).
• Add support for non-linear input constraints (#1067).
• New MOO problems: MW7 (#1077), disc brake (#1078), penicillin (#1079), RobustToy (#1082), GMM (#1083).

Other Changes

• Add Dispatcher (#1009).
• Modify qNEHVI to support deterministic models (#1026).
• Store tensor attributes of input transforms as buffers (#1035).
• Modify NEHVI to support MTGPs (#1037).
• Make Normalize input transform input column-specific (#1047).
• Improve find_interior_point (#1049).
• Remove deprecated botorch.distributions module (#1061).
• Avoid costly application of posterior transform in Kronecker & HOGP models (#1076).
• Support heteroscedastic perturbations in InputPerturbations (#1088).

Performance Improvements

• Make risk measures more memory efficient (#1034).

Bug Fixes

• Properly handle empty fixed_features in optimization (#1029).
• Fix missing weights in VaR risk measure (#1038).
• Fix find_interior_point for negative variables & allow unbounded problems (#1045).
• Filter out indefinite bounds in constraint utilities (#1048).
• Make non-interleaved base samples use intuitive shape (#1057).
• Pad small diagonalization with zeros for KroneckerMultitaskGP (#1071).
• Disable learning of bounds in preprocess_transform (#1089).
• Catch runtime errors with ill-conditioned covar (#1095).
• Fix compare_mc_analytic_acquisition tutorial (#1099).