Google-vizier

What's Changed
* Fix bug in predict method of gp_bandit.py (not able to pass rng) by copybara-service in https://github.com/google/vizier/pull/1146
* Fix xlabel and debug state analyzer histogram plot. by copybara-service in https://github.com/google/vizier/pull/1147
* Make the client test fixture class generic so subclasses can write platform-specific tests. by copybara-service in https://github.com/google/vizier/pull/1148
* Add return type of fig for plotting. by copybara-service in https://github.com/google/vizier/pull/1149
* In the Halton quasi-random sampler, we were requesting D samples when we only by copybara-service in https://github.com/google/vizier/pull/1151
* Relax numerical tolerance in preparation for xla:cpu update by copybara-service in https://github.com/google/vizier/pull/1152
* 1. Add AcquisitionOverScalarized (Scalarize distributions first to obtain scalar, then get UCB) by copybara-service in https://github.com/google/vizier/pull/1153
* 1. Add AcquisitionOverScalarized (Scalarize distributions first to obtain scalar, then get UCB) by copybara-service in https://github.com/google/vizier/pull/1154


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.17...v0.1.18

What's Changed
* Add decorator `seed_with_default` by copybara-service in https://github.com/google/vizier/pull/1086
* Fix bug on allowed version name by copybara-service in https://github.com/google/vizier/pull/1092
* Use TEST_PYPI secrets instead by copybara-service in https://github.com/google/vizier/pull/1093
* Upgrade jax versions to avoid `DeviceArray` import issues. by copybara-service in https://github.com/google/vizier/pull/1094
* Support for infeasible trials in `ensemble_designer` by copybara-service in https://github.com/google/vizier/pull/1090
* ...added validation code to satisfy PyType Checks... by copybara-service in https://github.com/google/vizier/pull/1096
* Adds the `pe_overwrite_probability` parameter to the `UCBPEConfig` by copybara-service in https://github.com/google/vizier/pull/1091
* Updates the default value for `pe_overwrite_probability` by copybara-service in https://github.com/google/vizier/pull/1101
* Add HashingInfeasibleExperimenter and ParameterRegionInfeasibleExperimenter to simulate infeasibility behaviors. by copybara-service in https://github.com/google/vizier/pull/1104
* Add to public import infeasible experimenters by copybara-service in https://github.com/google/vizier/pull/1105
* Parameterized the penalty factor and rename it. by copybara-service in https://github.com/google/vizier/pull/1103
* Default trial seeding, without using scalers. by copybara-service in https://github.com/google/vizier/pull/1088
* Implements a variant of `GP_UCB_PE` that performs exploration via set-optimization by copybara-service in https://github.com/google/vizier/pull/1110
* Supports multi-batch dimensions in the trust region acquisition function. by copybara-service in https://github.com/google/vizier/pull/1114
* Appends the first suggestion to active trials before generating the remaining suggestions in a batch by copybara-service in https://github.com/google/vizier/pull/1116
* Passes prior features to set-acquisition optimization by copybara-service in https://github.com/google/vizier/pull/1117
* Add a wrapper to allow fairer comparisons between Vizier and other raytune algorithms. by copybara-service in https://github.com/google/vizier/pull/1118
* Small update by copybara-service in https://github.com/google/vizier/pull/1106
* Add simple4d convergence test for gp bandit. by copybara-service in https://github.com/google/vizier/pull/958
* Add BenchmarkRecord summarization tools. by copybara-service in https://github.com/google/vizier/pull/1120
* Refactor experimenter factories by copybara-service in https://github.com/google/vizier/pull/1121
* Add xlabel to PlotElement. by copybara-service in https://github.com/google/vizier/pull/1123
* Deprecate predictive_fns.py from Vizier JAX. by copybara-service in https://github.com/google/vizier/pull/1126
* Fix accidental bug in MultiObjectiveNumpyExperimenter by copybara-service in https://github.com/google/vizier/pull/1129
* Aesthetic + small bug fixes to Vizier service by copybara-service in https://github.com/google/vizier/pull/1130
* Revert Twine=5.0.0 to unblock deployment failures: https://github.com/pypa/twine/issues/1125 by copybara-service in https://github.com/google/vizier/pull/1131
* Enables `GP_UCB_PE` to explore more aggressively in high-noise situations. by copybara-service in https://github.com/google/vizier/pull/1133
* Change k = num_objectives - 1 by copybara-service in https://github.com/google/vizier/pull/1134
* Use reference point and multiple scalarizations in ScalarizedAcquisition. by copybara-service in https://github.com/google/vizier/pull/1135
* Vectorize the scalarization method instead of producing multiple class instances. This should run faster + reduce the jitted graph size (prevent RAM blowups) by copybara-service in https://github.com/google/vizier/pull/1136
* Use 1000 scalarizations as default. Vectorization made it much faster to pass unit tests by copybara-service in https://github.com/google/vizier/pull/1138
* Add Sample acquisition function to GP bandit. by copybara-service in https://github.com/google/vizier/pull/1141
* Linear kernel refactor: Merge VizierGaussianProcess with VizierLinearGaussianProcess by copybara-service in https://github.com/google/vizier/pull/1142
* Add max_scalarized to ScalarizedAcquisition. by copybara-service in https://github.com/google/vizier/pull/1143
* Refactor multiobjective setup by copybara-service in https://github.com/google/vizier/pull/1144
* Prepare for 0.1.7 release by cleaning up multiobjective. by copybara-service in https://github.com/google/vizier/pull/1145


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.16...v0.1.17

What's Changed
* Reduce duplicate code by copybara-service in https://github.com/google/vizier/pull/1046
* Fix endpoint issues in pyglove colab. Should resolve https://github.com/google/vizier/issues/1044 by copybara-service in https://github.com/google/vizier/pull/1047
* Fix link by copybara-service in https://github.com/google/vizier/pull/1050
* Updates acquisition optimizer parameters for `GP_UCB_PE` by copybara-service in https://github.com/google/vizier/pull/1051
* Change subplot title depending on if experimenter key is present. by copybara-service in https://github.com/google/vizier/pull/1052
* Adds an OSS GP_UCB_PE test by copybara-service in https://github.com/google/vizier/pull/1061
* Incorporate infeasible trials into Eagle designer by copybara-service in https://github.com/google/vizier/pull/1057
* Add more details on adaptive ensembling. by copybara-service in https://github.com/google/vizier/pull/1066
* Internal clean up. by copybara-service in https://github.com/google/vizier/pull/1064
* Adds shift to `InfeasibleWarperComponent` and turns it on for the default output warper pipeline by copybara-service in https://github.com/google/vizier/pull/1067
* Add Branin and Hartmann to public import by copybara-service in https://github.com/google/vizier/pull/1068
* Update linear output warper to work nicely with jit caching. by copybara-service in https://github.com/google/vizier/pull/1070
* Update logic for ensemble designer metadata failure into a log warning (in most cases). by copybara-service in https://github.com/google/vizier/pull/1072
* Update scheduled params API by copybara-service in https://github.com/google/vizier/pull/1073
* Stores per-suggestion latency in GP_UCB_PE suggestion timing metadata by copybara-service in https://github.com/google/vizier/pull/1075
* Speed up pareto_rank computation. by copybara-service in https://github.com/google/vizier/pull/1078
* Clarify and consolidate convergence curve scores by copybara-service in https://github.com/google/vizier/pull/1076
* Serialize the scheduled designer. by copybara-service in https://github.com/google/vizier/pull/1074
* Update benchmarking colab + reduce unnecessary imports by copybara-service in https://github.com/google/vizier/pull/1081
* Simplify Ray benchmarks RTD by copybara-service in https://github.com/google/vizier/pull/1082
* Update to 0.1.16 by copybara-service in https://github.com/google/vizier/pull/1084


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.15...v0.1.16

What's Changed
* Add GP_UCB_PE and make it the new default. by copybara-service in https://github.com/google/vizier/pull/1042


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.14...v0.1.15

What's Changed
* Add a json encoder for metadata by copybara-service in https://github.com/google/vizier/pull/1009
* Add failing designer for testing. by copybara-service in https://github.com/google/vizier/pull/1010
* Allow for linear kernel for ARD in Python GP. by copybara-service in https://github.com/google/vizier/pull/1012
* Fix early stopping colab by copybara-service in https://github.com/google/vizier/pull/1014
* Modernize `jaxtyped` code by copybara-service in https://github.com/google/vizier/pull/1015
* Support reverse log in keras embedder and small edge case fix in core converter. by copybara-service in https://github.com/google/vizier/pull/1017
* Support `SimpleKd` experimenter returning relative objective value. by copybara-service in https://github.com/google/vizier/pull/1011
* Propagate selected keys from global namespace to metadata namespace. by copybara-service in https://github.com/google/vizier/pull/1023
* Simplify some SQL datastore code by copybara-service in https://github.com/google/vizier/pull/1022
* `gp_bandit` designer rejects empty search spaces. by copybara-service in https://github.com/google/vizier/pull/1024
* No need for union since `vz.Trial` is already a subclass by copybara-service in https://github.com/google/vizier/pull/1025
* Debug shifting experimenter due to OOB values (and revert to previous code). by copybara-service in https://github.com/google/vizier/pull/1019
* Apply suggestion from ConnorBaker in https://github.com/google/vizier/pull/1029 by copybara-service in https://github.com/google/vizier/pull/1033
* Remove Python 3.7 support and fix ugly formatting in pyglove core by copybara-service in https://github.com/google/vizier/pull/1035
* Allow for mutation rate schedules for NSGA by copybara-service in https://github.com/google/vizier/pull/1034
* Update benchmark result structure to incorporate spec gen name. by copybara-service in https://github.com/google/vizier/pull/1020
* Adds a new error type (not yet fully supported) that allows Pythia algorithms by copybara-service in https://github.com/google/vizier/pull/1038
* Some support for PythiaFallbackError. by copybara-service in https://github.com/google/vizier/pull/1039
* Adds benchmarks testing. by copybara-service in https://github.com/google/vizier/pull/1040
* Add NormalizedSimpleRegert and WinRateSimpleRegret convergence curve comparators. by copybara-service in https://github.com/google/vizier/pull/1041
* Creating scheduled GP-Bandit designer. by copybara-service in https://github.com/google/vizier/pull/1043


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.13...v0.1.14

What's Changed
* Remove logging errors when the convertor rounds up values, which is not an uncommon occurrence (e.g. RandomDesigner, EagleStrategyDesigner). by copybara-service in https://github.com/google/vizier/pull/950
* Input validation for add_categorical_param. by copybara-service in https://github.com/google/vizier/pull/952
* Fix the type error. `nn.module.get_variable` returns a regular dict now. by copybara-service in https://github.com/google/vizier/pull/957
* Fixes Eagle optimizer trials padding by copybara-service in https://github.com/google/vizier/pull/960
* ParameterEntropyHparamScorerFactory for scoring exploration behavior by copybara-service in https://github.com/google/vizier/pull/970
* Add prior study setters into benchmark runners. by copybara-service in https://github.com/google/vizier/pull/984
* Update documentation: Users are now allowed to write to namespaces other than by copybara-service in https://github.com/google/vizier/pull/988
* Introduce stateful curve converters. by copybara-service in https://github.com/google/vizier/pull/987
* Add support for conditionals in `TrialToArrayConverter`. by copybara-service in https://github.com/google/vizier/pull/1001
* Minor edits by copybara-service in https://github.com/google/vizier/pull/1000


**Full Changelog**: https://github.com/google/vizier/compare/v0.1.12...v0.1.13