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Monte Carlo Tree Search for Gym Style Environments
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Monte Carlo Tree Search for Gym Style Environments

Contents:

  • Visualizations
  • Example Gallery
    • Frozenlake Gallery
      • FrozenLake 4x4
      • FrozenLake 4x4 (Action History)
      • MCTS Tree Visualisation
      • FrozenLake 6x6
      • Frozenlake Visualisation
    • Cartpole Gallery
      • Cartpole-v1
    • Job Shop Gallery
      • graph-jsp-env (Deepcopy Wrapper)
      • graph-jsp-env (Action History Wrapper)
      • graph-jsp-env (Custom Wrapper)
      • graph-matrix-jsp-env (Deepcopy Wrapper)
      • graph-matrix-jsp-env (Action History Wrapper)
      • graph-matrix-jsp-env (Custom Wrapper)
      • JSSEnv (Action History Wrapper)
      • JSSEnv (Deepcopy Wrapper)
      • gnn_jsp_env (Deepcopy Wrapper)
      • gnn_jsp_env (Action History Wrapper)
      • minimal-jsp-env (Action History Wrapper)
      • minimal-jsp-env (Deepcopy Wrapper)
  • Source Code
    • GymctsABC Wrapper
    • DeepCopy Wrapper
    • Action History Wrapper
    • MCTS Tree Components
    • Tree Visualization
    • Colorful String Utilities
  • Contributing
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Example GalleryΒΆ

The example gallery contains a collection of examples that demonstrate how to use the library with different environments. It features the well-known OpenAI Gym environments, such as CartPole and FrozenLake. However MCTS excels especially well in environments that have a fixed number of steps, and will terminate even when taking random actions. This is the case for the Job Shop Scheduling Problem (JSP), which is also included extensively in the example gallery.

  • Frozenlake Gallery
    • FrozenLake 4x4
    • FrozenLake 4x4 (Action History)
    • MCTS Tree Visualisation
    • FrozenLake 6x6
    • Frozenlake Visualisation
  • Cartpole Gallery
    • Cartpole-v1
  • Job Shop Gallery
    • graph-jsp-env (Deepcopy Wrapper)
    • graph-jsp-env (Action History Wrapper)
    • graph-jsp-env (Custom Wrapper)
    • graph-matrix-jsp-env (Deepcopy Wrapper)
    • graph-matrix-jsp-env (Action History Wrapper)
    • graph-matrix-jsp-env (Custom Wrapper)
    • JSSEnv (Action History Wrapper)
    • JSSEnv (Deepcopy Wrapper)
    • gnn_jsp_env (Deepcopy Wrapper)
    • gnn_jsp_env (Action History Wrapper)
    • minimal-jsp-env (Action History Wrapper)
    • minimal-jsp-env (Deepcopy Wrapper)
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Frozenlake Gallery
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Visualizations
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