pyribs 0.8.0

To learn about this release, see our page on What's New in v0.8.0:
https://docs.pyribs.org/en/stable/whats-new.html

Thanks to @szhaovas, @gresavage, and @Tekexa for contributing to this release!

Changelog

API

• Implement BOP-Elites by adding BayesianOptimizationEmitter and
  BayesianOptimizationScheduler; add BOP-Elites demo (#496)
• Allow result_archive to be positional arg in schedulers (#557)
• Backwards-incompatible: Make num_active a keyword-only arg in
  BanditScheduler (#557)
• Add CategoricalArchive (#549)
• Support solutions with non-1D shapes (#550)
• Backwards-incompatible: Move cqd_score into a separate function
  (#537)
• Backwards-incompatible: Make archive field_list and dtypes props include
  index (#532)
• Backwards-incompatible: Remove thresholds from SlidingBoundariesArchive
  (#527)
• Backwards-incompatible: Remove transforms from archive add operations
  (#525)
• Add retessellate method to GridArchive (#516)
• Backwards-incompatible: Tidy up operator implementation (#507,
  #510)
• Drop Python 3.8 support and remove pinned requirements {#497)
• Backwards-incompatible: BanditScheduler: Add emitter_pool and active attr;
  remove emitters attr (#494)
• Add DensityArchive and DensityRanker for Density Descent Search (#483,
  #504, #487, #543, #546)
• Add NoveltyRanker for novelty search (#477)
• Add proximity_archive_plot for visualizing ProximityArchive (#476,
  #480, #523)
• Support novelty search with local competition in ProximityArchive (#481)
• Add ProximityArchive for novelty search (#472, #479, #484,
  #521, #527)
• Support diversity optimization in Scheduler.tell (#473)
• Allow specifying separate dtypes for solution, objective, and measures
  (#471)
• Replace archive.dtype with archive.dtypes dict that holds dtype of every field
  (#470)

Bugs

• Make emitter bounds dtype match solution dtype (#519)
• Fix BanditScheduler behaviour: the number of active emitters remains stable
  (#489)

Documentation

• Add Novelty Search with Kheperax tutorial (#552)
• Add Supported Algorithms page (#559)
• Add cqd_score example (#537)
• Update sphere example for consistency (#505)
• Tutorial edits (#500, #553, #554)
• Add version selector to docs (#495)
• Update gymnasium and lunar lander version (#493)
• Add tutorial page on Optuna integration (#492)
• Switch from std to var in arm tutorial (#486)
• Fix documentation conf for readthedocs deprecations (#485)
• Add novelty search with CMA-ES to sphere example (#478, #482)
• Clarify errors in scheduler docstrings (#488)

Improvements

• Remove np_scalar util by making archive dtypes be numpy scalar types
  (#534)
• Refactor archives into single-file implementations (#518, #521,
  #526, #528, #529, #530, #533, #535)
• Make ArrayStore.data return ArchiveDataFrame instead of DataFrame (#522)
• Migrate to pyproject.toml (#514)
• Set vmin and vmax to None if archive is empty in ribs.visualize (#513,
  #523)
• Remove operators from GaussianEmitter and IsoLineEmitter (#508)
• Update QDax visualizations to match QDax 0.5.0 (#502)
• Skip qdax tests if qdax not installed (#491)
• Move yapf after isort in pre-commit (#490)
• Remove _cells attribute from ArchiveBase (#475)
• Upgrade setup-miniconda to v3 due to deprecation (#464)