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LastOrder

LastOrder is a StarCraft AI bot developed by Bilibili AI Lab.
LastOrder uses a pre-trained model to do macro action selection during game. The model combines APE-X DQN with LSTM and is trained distributively on cluster.

The detailed info can be found in:
Macro action selection with deep reinforcement learning in StarCraft

Installation

LastOrder comprises of two parts:

  • Actor. running the StarCraft client and processing messages with model.
    • In training mode, actor periodically receive updated model from learner.
    • In evaluation mode, actor load the local pre-trained model and run independently without learner.
  • Learner. running the training procedure and updating model to actors.

Actor Requirements

  • BWAPI 4.2.0.
  • VisualStudio 2017 supplied with the Development Tools for C++.
  • Python 3.6 with tensorflow and zmq

Actor Installation

  • Setting the env variables: BWAPI_DIR, pointing to BWAPI 4.2.0 installation.
  • Copy the libzmq_LastOrder.dll into C:\Windows
  • Copy pre-trained model data to AI\saved_model

Learner Requirements

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