EvoTorch: Scalable Evolutionary Computation in Python
February 24, 2023 ยท Declared Dead ยท ๐ arXiv.org
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Authors
Nihat Engin Toklu, Timothy Atkinson, Vojtฤch Micka, Paweล Liskowski, Rupesh Kumar Srivastava
arXiv ID
2302.12600
Category
cs.NE: Neural & Evolutionary
Cross-listed
cs.AI
Citations
18
Venue
arXiv.org
Last Checked
4 months ago
Abstract
Evolutionary computation is an important component within various fields such as artificial intelligence research, reinforcement learning, robotics, industrial automation and/or optimization, engineering design, etc. Considering the increasing computational demands and the dimensionalities of modern optimization problems, the requirement for scalable, re-usable, and practical evolutionary algorithm implementations has been growing. To address this requirement, we present EvoTorch: an evolutionary computation library designed to work with high-dimensional optimization problems, with GPU support and with high parallelization capabilities. EvoTorch is based on and seamlessly works with the PyTorch library, and therefore, allows the users to define their optimization problems using a well-known API.
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