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

License: GNU General Public License v3.0

Python 100.00%
black-box-optimization distributed-evolution-strategies distributed-evolutionary-algorithms distributed-optimization large-scale-optimization parallel-evolutionary-algorithms parallel-optimization population-based-optimization distributed-evolutionary-computation distributed-swarm-intelligence

dpop7's Introduction

dpop7

dpop7 is a pure-python open-source library of Distributed POPulation-based OPtimization for large-scale black-box optimization (via Ray). Currently, it is actively updated (from 2023 to 2027).

For distributed systems, orchestration, scheduling, fault tolerance, and auto-scaling are handled automatically by Ray.

Reference

  • Sutton, R., 2019. The bitter lesson. Incomplete Ideas (Blog).

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