漩涡:一个加速器兼容的GP框架

Proceedings of the Companion Conference on Genetic and Evolutionary Computation Pub Date : 2023-07-15 DOI:10.1145/3583133.3596359

Deacon Seals, Robert Wilkes, D. Tauritz

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引用次数: 0

摘要

这项工作提出了强类型树GP的漩涡框架。Maelstrom是一个Python库，旨在促进弱类型树GP、强类型树GP、岛模型和协同进化的快速原型和探索，并具有支持加速器框架(如JAX)的灵活性。讨论了Maelstrom的体系结构和特性，以及使用Gym环境和加速版本的捕食者-猎物的几个示例应用程序。

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Maelstrom: An Accelerator-compatible GP Framework

This work presents the Maelstrom framework for strong-typed tree GP. Maelstrom is a Python library designed to facilitate rapid prototyping and exploration of weak-typed tree GP, strong-typed tree GP, island model, and coevolution with flexibility that enables support for accelerator frameworks such as JAX. The architecture and features of Maelstrom are discussed alongside several example applications employing Gym environments and an accelerated version of predator-prey.

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Proceedings of the Companion Conference on Genetic and Evolutionary Computation

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