cs238_final_project (DeepGo.py)

An attempt at replicating AlphaGo by DeepMind.

Files

Roc_.py files

Taken from the Rochester-NRT/RocAlphaGo project.

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DataGen.py

Implements the data generation functionalities for RL and Value iteration stages.

Functions RL_Playout(numGames, policyModel, filename=None, opponentModel) and Value_Playout(numGames, sl_model, rl_model, filename, U_MAX) wraps around those functions numGames times and stores the result to an .hdf5 file specified via filename.

Functions Gym_DataGen(policyModel), RL_DataGen(policyModel, opponentModel), and valueDataGen(sl_model, rl_model, U_MAX) implements 1 pass through of a simulation, and returns appropriate data for that simulation.

.hdf5 file contents for each functions are as follows: *RL_Playout() - 'states' 'actions' 'rewards' (actions not 1-hot encoded) *Value_Playout() - 'states' 'rewards'

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NNGoPlayer.py

Implements the Go player class.

Important Fields:

• self.states - A list of all states encountered while playing
• self.actions - A list of all actions made
• self.nnmodel - NN backend that makes the decision
• self.color - NNGoPlayer.BLACK or NNGoPlayer.WHITE
• self.rocColor - Rocgo.BLACK or Rocgo.WHITE
• self.pachiColor - pachi_py.BLACK or pachi_py.WHITE

Important Functions:

• makemoveGym()
• makemoveRL(playRandom)
• makeRandomValidMove()

nn_vs_nnGame(rocEnv, playBlack, nnBlack, nnWhite) is also implemented, and it plays out a game between two NNGoPlayer classes starting at the board configuration specified in rocEnv

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utils.py

Implements I/O related functions.

Useful Functions:

• write2hdf5(filename, dict2store)
• hdf52dict(hdf5Filename)
• hdf5Augment(filename, outfilename)
• pachiGameRecorder(filename)

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rochesterWrappers.py

Wrapper functions for the Rochester Go Board implementations.

Useful Functions:

• initRocBoard()
• rocBoard2State(rocEnv)
• printRocBoard(rocEnv)
• returnRocBoard(rocEnv)
• get_legal_coords(rocEnv)
• intMove2rocMove(rocEnv)

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MCTS.py

A Monte-Carlo Tree Search implementation. Class MCNode represents a node in a tree. MCTreeSearch() can be called to initiate the search.