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Wayfinder

Wayfinder is an MCTS implementation a la AlphaGo. It plays large one-player, perfect-information, abstract strategy games.

Objectives

  • We target complex games. They require nontrivial computation to simulate, which may benefit from running concurrently and/or batching. Imagine games involving querying formal mathematical verifiers or games involving running generated code.
  • We target large games. Moves may form a continuum, or be intractable to enumerate as in arbitrary text generation. The branching factor for these games makes them intractable for a vanilla MCTS implementation.
  • We target complex agents. Imagine agents which are querying deep models.

Development

If you want to install in editable mode locally, my understanding is that due to recent changes in pip you need to run the following command instead of pip install -e .:

pip install --config-settings editable-mode=strict -e .

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