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population-based-optimization

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EMI-Group / evox

Star 273

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

neuroevolution pytorch gym gpu-acceleration evolutionary-algorithms multi-objective-optimization ray black-box-optimization evolutionary-computation evolutionary-strategies metaheuristics jax evolutionary-optimization derivative-free-optimization gradient-free-optimization population-based-optimization brax evolutionary-reinforcement-learinig
  • Updated Mar 1, 2025
  • Python

Evolutionary-Intelligence / pypop

Star 227

PyPop7: A Pure-Python Library for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (including evolutionary algorithms, swarm-based random optimizers, pattern search, and even random search). [https://jmlr.org/papers/v25/23-0386.html (CCF-A)] (Its Planned Extensions: *PyCoPop7*, *PyNoPop7*, *PyPop77*, and *PyMePop7*)

evolutionary-algorithms global-optimization differential-evolution genetic-algorithms black-box-optimization numerical-optimization nonlinear-optimization random-search optimization-algorithms particle-swarm-optimization evolution-strategies continuous-optimization large-scale-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization direct-search population-based-optimization estimation-of-distribution-algorithms consensus-based-optimization
  • Updated Feb 12, 2025
  • Python

Evolutionary-Intelligence / dpop7

Star 19

A ray-based library of Distributed POPulation-based OPtimization for Large-Scale Black-Box Optimization.

black-box-optimization distributed-optimization meta-heuristics large-scale-optimization population-based-optimization distributed-evolutionary-algorithms parallel-evolutionary-algorithms distributed-evolution-strategies parallel-optimization distributed-evolutionary-computation parallel-evolutionary-computation distributed-swarm-intelligence nature-inspired-optimization
  • Updated Feb 23, 2024
  • Python

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