Ribs

This release introduces the
[QDHF tutorial](https://docs.pyribs.org/en/stable/tutorials/qdhf.html)! It also
makes a couple of minor usability improvements, such as better error checking.

Changelog

API

- Support Python 3.12 ({pr}`390`)

Improvements

- Add qd score to lunar lander example ({pr}`458`)
- Raise error if `result_archive` and `archive` have different fields
({pr}`461`)
- Warn user if resampling for bounds takes too long in ESs ({pr}`462`)

Documentation

- Add QDHF tutorial ({pr}`459`)

Bugs

- Fix solution retrieval in lunar lander eval ({pr}`457`)

To learn about this release, see our page on What's New in v0.7.0:
https://docs.pyribs.org/en/stable/whats-new.html

Changelog

API

- Support alternative centroid generation methods in CVTArchive ({pr}`417`,
{pr}`437`)
- Add PyCMAEvolutionStrategy for using pycma in ES emitters ({pr}`434`)
- **Backwards-incompatible:** Add ranking values to evolution strategy tell
method ({pr}`438`)
- **Backwards-incompatible:** Move evolution strategy bounds to init ({pr}`436`)
- **Backwards-incompatible:** Use seed instead of rng in ranker ({pr}`432`)
- **Backwards-incompatible:** Replace status and value with add_info ({pr}`430`)
- Support custom data fields in archive, emitters, and scheduler ({pr}`421`,
{pr}`429`)
- **Backwards-incompatible:** Remove `_batch` from parameter names ({pr}`422`,
{pr}`424`, {pr}`425`, {pr}`426`, {pr}`428`)
- Add Gaussian, IsoLine Operators and Refactor GaussianEmitter/IsoLineEmitter
({pr}`418`)
- **Backwards-incompatible:** Remove metadata in favor of custom fields
({pr}`420`)
- Add Base Operator Interface and Emitter Operator Retrieval ({pr}`416`)
- **Backwards-incompatible:** Return occupied booleans in retrieve ({pr}`414`)
- **Backwards-incompatible:** Deprecate `as_pandas` in favor of
`data(return_type="pandas")` ({pr}`408`)
- **Backwards-incompatible:** Replace ArchiveDataFrame batch methods with
`get_field` ({pr}`413`)
- Add field_list and data methods to archives ({pr}`412`)
- Include threshold in `archive.best_elite` ({pr}`409`)
- **Backwards-incompatible:** Replace Elite and EliteBatch with dicts
({pr}`397`)
- **Backwards-incompatible:** Rename `measure_*` columns to `measures_*` in
`as_pandas` ({pr}`396`)
- Add ArrayStore data structure ({pr}`395`, {pr}`398`, {pr}`400`, {pr}`402`,
{pr}`403`, {pr}`404`, {pr}`406`, {pr}`407`, {pr}`411`)
- Add GradientOperatorEmitter to support OMG-MEGA and OG-MAP-Elites ({pr}`348`)

Improvements

- Raise error when threshold_min is set but learning_rate is not ({pr}`453`)
- Fix interval_size in CVTArchive and SlidingBoundariesArchive ({pr}`452`)
- Allow overriding ES in sphere example ({pr}`439`)
- Use NumPy SeedSequence in emitters ({pr}`431`, {pr}`440`)
- Use numbers types when checking arguments ({pr}`419`)
- Reimplement ArchiveBase using ArrayStore ({pr}`399`)
- Use chunk computation in CVT brute force calculation to reduce memory usage
({pr}`394`)
- Test pyribs installation in tutorials ({pr}`384`)
- Add cron job for testing installation ({pr}`389`, {pr}`401`)
- Fix broken cross-refs in docs ({pr}`393`)

Documentation

- Tidy up LSI MNIST notebook ({pr}`444`)

Small release that adds the scalable CMA-MAE tutorial.

Changelog

Documentation

- Add tutorial on scalable CMA-MAE variants ({pr}`433`, {pr}`443`)

Small patch release due to deprecation issues.

Changelog

Improvements

- Replace np.product with np.prod due to deprecation ({pr}`385`)

Small patch release due to installation issues in our tutorials.

Changelog

API

- Import ribs[visualize] in tutorials that need it ({pr}`379`)

Improvements

- Switch to a branch-based release model ({pr}`382`)

(This release was removed)