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@github-actions github-actions released this 01 Oct 09:15
· 29 commits to main since this release
v0.11.0
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Learn about vigilant mode.

Added

  • (python) evolution strategies, islands and checkpoints (#342)
  • (gp) tree genetic programming, strongly typed, with subtree crossover and mutation (#343)
  • (gp) point, hoist, shrink and constant mutation, bloat control and Boolean problems (#345)
  • (nn) neural networks and pole-balancing tasks, with CMA-ES examples (#348)
  • (gp) symbolic regression, with linear scaling, and Koza's regression problems (#359)
  • (gp) the Nguyen regression problems, their pages, and accuracy against size (#360)
  • (gp) normal constants and the inverse, and G4's outcome (#361)
  • (neat) add NEAT, networks whose structure evolves with their weights, and XOR by NEAT (#363)
  • nine multi-objective engineering design problems, each with its own example (#357)
  • (neat) add recurrent evaluation, and NEAT on the pole-balancing tasks (#366)
  • fifteen classic test functions, from Beale to Powell, each with its own example (#367)
  • (open_es) add OpenAI's evolution strategy, and two spirals by it (#368)
  • (python) OpenEs, neural networks and pole-balancing tasks (#385)
  • (python) NEAT and its networks (#387)
  • (python) genetic programming with built-in primitives (#389)
  • (python) genetic programming with your own primitives (#390)
  • (examples) the pole-balancing pages animate the cart and its poles (#391)

Fixed

  • a checkpoint of a De with fewer than 4 individuals, or of Islands with no island, is an error (#346)
  • (cli) a fitness program that writes extra lines or stops answering ends the run with an error (#347)
  • lengths above 2^24 are errors for Real and Integer, and CMA-ES restarts stay within 2^24 (#344)
  • (python) a parallel run stops on Ctrl+C after the calls under way, not after the generation (#350)
  • the problems' genome and objectives pass type checking, and small gaps in the CLI and Python checks (#353)
  • (examples) progress plots that end where the progress does (#372)
  • (examples) front pages that end where the front stops visibly moving (#384)

Performance

  • the NSGA-III association skips the exact distance to reference directions a lower bound rules out (#354)
  • permutation operators, SPEA2, NSGA-III and MOEA/D reuse their scratch space instead of allocating it (#355)
  • [breaking] both normals of each polar-method draw, lazy CMA-ES eigendecomposition, and integer powers in the CTP constraints (#356)
  • the last front of SMS-EMOA is sorted once, not after every removal (#352)

Documentation

  • a plan for genetic programming and neuroevolution (#340)
  • (contributing) no AI attribution in commits, PRs, comments or files (#370)
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