Skip to content

0.3.2
Compare
Choose a tag to compare
@gkirgizov gkirgizov released this 25 Jul 11:25
· 38 commits to release since this release
v0.3.2
bc6e54b

Hi, AI folk! We're releasing new minor version of GOLEM with several important improvements to the core algorithm, visualizations and experimental features.

New Use-case:

  • Added Molecule Search example for evolutionary drug design. It uses Guacamole Benchmark for comparison with other SoTA methods. PR #83

Core evolutionary algorithm enhancements:

  • Implement checks during evolutionary cycle that help supporting structural diversity of graphs in the population. See PR #131 for details.
  • Implement ReproductionController for more stable and diverse populations. PR #104

New Features:

  • Added 2 new alternative integrations for hyperparameter optimization, IOpt and OpTuna
  • Added new plots for vizualising population diversity! Now you have 2 more kinds of vizualisations. Details are in description of PR #113
  • Added new plot MultiLineFitnessPlot for comparing results of multiple experiments where each has a number of trials. As part of #102
  • Added possibility to load optimization histories from dependent projects in GOLEM. This enables you to use Fedot.Web project for visualising optimization results in the web. PR #120
  • Extended experimental Adaptive Evolution Agent by adding Neural Contextual Bandits. They help to choose best mutation given a context (i.e. graph embedding). This feature is yet experimental and not optimized. PRs #102, #129

Various bug fixes and minor improvements not counting.

Check it out!

Assets 2
Loading