Add weight calculation heuristic
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parent
45abd8c7eb
commit
1c039106d9
3 changed files with 59 additions and 3 deletions
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@ -1,4 +1,5 @@
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import random, math
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from .Heuristic import ReversiHeuristic
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class PlayerEngine:
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def __init__(self, logger, options: dict = {}):
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@ -88,7 +89,11 @@ class MinmaxPlayerEngine(PlayerEngine):
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move = ''
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if depth == 0:
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leafs +=1
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return board.heuristique(), nodes, leafs
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if self.options['heuristic'] == 'weight':
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score = ReversiHeuristic(board).get()
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else:
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score = board.heuristique()
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return score, nodes, leafs
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if friend_move:
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value = -math.inf
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@ -150,7 +155,12 @@ class AlphabetaPlayerEngine(PlayerEngine):
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leafs = 0
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if depth == 0 :
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leafs +=1
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return board.heuristique(), nodes, leafs
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self.logger.debug("option: {}".format(self.options))
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if self.options['heuristic'] == 'weight':
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score = ReversiHeuristic(self.logger).get(board)
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else:
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score = board.heuristique()
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return score, nodes, leafs
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if friend_move:
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value = -math.inf
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38
src/classes/Heuristic.py
Normal file
38
src/classes/Heuristic.py
Normal file
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@ -0,0 +1,38 @@
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class ReversiHeuristic():
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def __init__(self, logger, weight = [1, 2, 10, 20]):
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self.logger = logger
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self.weight = weight
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def get(self, board):
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size = board.get_board_size()
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score = 0
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weights = self._get_weight(size)
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for pos_x in range(size):
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for pos_y in range(size):
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if board._board[pos_x][pos_y] == board._nextPlayer:
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score += weights[pos_x][pos_y]
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else:
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score -= weights[pos_x][pos_y]
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return score
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def _get_weight(self, size):
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w = [[ 0 for _ in range(size)] for _ in range(size)]
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for pos_y in range(size):
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for pos_x in range(size):
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# Elements in the corner
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if pos_x in [0, size -1] and pos_y in [0,size - 1]:
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w[pos_x][pos_y] = self.weight[3]
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# Elements on the border
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elif pos_x in [0, size -1] or pos_y in [0, size -1]:
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w[pos_x][pos_y] = self.weight[2]
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# Element the center
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elif pos_x in range( int(size // 2 - 2), size // 2 + 2) and pos_y in range( size // 2 - 2, size // 2 + 2):
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w[pos_x][pos_y] = self.weight[1]
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else:
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w[pos_x][pos_y] = self.weight[0]
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return w
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10
src/game.py
10
src/game.py
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@ -1,4 +1,5 @@
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#!/usr/bin/env python3
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from classes.Reversi import Board
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from classes.Engines import RandomPlayerEngine, HumanPlayerEngine, MinmaxPlayerEngine, AlphabetaPlayerEngine
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import logging as log
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@ -31,6 +32,12 @@ def parse_aguments():
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default=3,
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)
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parser.add_argument('-H', '--heuristic',
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help='Define heutistic engine',
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choices=['board', 'weight'],
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default='board',
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)
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debug_group = parser.add_mutually_exclusive_group()
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debug_group.add_argument('-V', '--verbose',
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help='Verbose output',
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@ -75,7 +82,8 @@ if __name__ == '__main__':
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args.white_engine
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))
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options = {
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'depth': args.depth
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'depth': args.depth,
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'heuristic': args.heuristic
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}
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wplayer = engines[args.white_engine](logger, options)
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bplayer = engines[args.black_engine](logger, options)
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