Release v0.8.1

What's Changed

Include an important bug fix and introduces the Tensorflow Dataset

• Introduce Tensorflow Dataset by @BillHuang2001 in #134

Full Changelog: v0.8.0...v0.8.1

v0.8.0

What's Changed

• Optimize the NSGA-III and update IMMOEA for gpjax0.8.2 by @LiHao-MS in #123
• Update EMO algorithms by @Zhenyu2Liang in #125
• [Fix] Correct wrong signature in Algorithm by @ZaberKo in #128
• [Fix] Allow different method in non_dominated_sort after jitted by @ZaberKo in #130
• Core EvoX improvement by @BillHuang2001 in #126
• Add RVEAa algorithm by @Zhenyu2Liang in #132
• fix: avoid nan by @BillHuang2001 in #131
• Coevolution by @BillHuang2001 in #133
• Translations update

Full Changelog: v0.7.1...v0.8.0

v0.7.1

What's Changed

General bug fixes, users at v0.7.0 are recommended to upgrade to v0.7.1.

New Contributors

• @Tier123 made their first contribution in #120

Full Changelog: v0.7.0...v0.7.1

v0.7.0

What's Changed

• Fix multiobjective algorithms and DTLZ problems by @Zhenyu2Liang in #102
• Monitor improve by @BillHuang2001 in #109
• Add IM-MOEA algorithm and Gaussian Process based on GPJax by @LiHao-MS in #114

New Contributors

• @ZaberKo made their first contribution in #110

Full Changelog: v0.6.3...v0.7.0

v0.6.3

What's Changed

• Critical bug fixes
  1. Fix the tournment selection operator. d2340bf
  2. Fix the CPSO-S algorithm. #98
• Update README.md and document.
• Chinese translation of the document.

Full Changelog: v0.6.2...v0.6.3

v0.6.2

General bug fix.
Updated documentation website.

Release v0.6.1

What's Changed

• New visualization function for RL Environments by @WLS2002 in #84
• New ode algorithm by @starquakee in #85
• New schwefel function by @BillHuang2001 in #90
• General bug fixes

New Contributors

• @starquakee made their first contribution in #85

Full Changelog: v0.6.0...v0.6.1

v0.6.0

What's Changed

• New README.md.
• Much improved document.
• Add init_ask and init_tell support. This extension allows one to easily initialize the population, when the population size and the offspring size don't match.
• Workflow now accept opt_direction parameter to configure the direction of the optimization process. it can be "min", "max" or a ["min"/"max", ...] to specific the direction for each objective.
• Monitor works with opt_direction seamlessly. It will record the best solution according to the current opt_direction.
• Brax / Gym are updated to support dynamic work distribution, it works even when the population size can't be divided by the number of workers. For example, you now can configure the Gym to use 3 CPUs, when the population size is 10, and 10 % 3 != 0.
• State now has save and load to save your state to the disk. With this, one can easily save and restore the optimization process.

Release v0.5.1

Release v0.5.1

Release v0.5.0

Release v0.5.0