DeepMind's Mctx: MCTS in JAX

An abstract strategy board game for two players
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Rémi Coulom
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DeepMind's Mctx: MCTS in JAX

Post by Rémi Coulom »

https://github.com/deepmind/mctx
Mctx is a library with a JAX-native implementation of Monte Carlo tree search (MCTS) algorithms such as AlphaZero, MuZero, and Gumbel MuZero. For computation speed up, the implementation fully supports JIT-compilation. Search algorithms in Mctx are defined for and operate on batches of inputs, in parallel. This allows to make the most of the accelerators and enables the algorithms to work with large learned environment models parameterized by deep neural networks.
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