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JOURNALS // Proceedings of the Institute for System Programming of the RAS // Archive

Proceedings of ISP RAS, 2019 Volume 31, Issue 3, Pages 217–228 (Mi tisp434)

This article is cited in 3 papers

«Life» in tensor: implementing cellular automata on graphics adapters

N. A. Shalyapina, M. L. Gromov

National Research Tomsk State University

Abstract: This paper presents an approach to the description of cellular automata using tensors. This approach allows to attract various frameworks for organizing scientific calculations on high-performance graphics adapter processors, that is, to automatically build parallel software implementations of cellular automata. In our work, we use the TensorFlow framework to organize computations on NVIDIA graphics adapters. As an example cellular automaton we used Conway's Game of Life. The effect of the described approach to the cellular automata implementation is estimated experimentally.

Keywords: Cellular Automata, Conway's Game of Life, Tensor.

Language: English

DOI: 10.15514/ISPRAS-2019-31(3)-17



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