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Maintenance Release, SCoreBO
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@saitcakmak saitcakmak released this 01 May 20:17
v0.11.0
9634713

Compatibility

  • Reqire Python >= 3.10 (#2293).

New Features

  • SCoreBO and Bayesian Active Learning acquisition functions (#2163).

Bug Fixes

  • Fix non-None constraint noise levels in some constrained test problems (#2241).
  • Fix inverse cost-weighted utility behaviour for non-positive acquisition values (#2297).

Other Changes

  • Don't allow unused keyword arguments in Model.construct_inputs (#2186).
  • Re-map task values in MTGP if they are not contiguous integers starting from zero (#2230).
  • Unify ModelList and ModelListGP subset_output behavior (#2231).
  • Ensure mean and interior_point of LinearEllipticalSliceSampler have correct shapes (#2245).
  • Speed up task covariance of LCEMGP (#2260).
  • Improvements to batch_cross_validation, support for model init kwargs (#2269).
  • Support custom all_tasks for MTGPs (#2271).
  • Error out if scipy optimizer does not support bounds / constraints (#2282).
  • Support diagonal covariance root with fixed indices for LinearEllipticalSliceSampler (#2283).
  • Make qNIPV a subclass of AcquisitionFunction rather than AnalyticAcquisitionFunction (#2286).
  • Increase code-sharing of LCEMGP & define construct_inputs (#2291).

Deprecations

  • Remove deprecated args from base MCSampler (#2228).
  • Remove deprecated botorch/generation/gen/minimize (#2229).
  • Remove fit_gpytorch_model (#2250).
  • Remove requires_grad_ctx (#2252).
  • Remove base_samples argument of GPyTorchPosterior.rsample (#2254).
  • Remove deprecated mvn argument to GPyTorchPosterior (#2255).
  • Remove deprecated Posterior.event_shape (#2320).
  • Remove **kwargs & deprecated indices argument of Round transform (#2321).
  • Remove Standardize.load_state_dict (#2322).
  • Remove FixedNoiseMultiTaskGP (#2323).
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