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team49.py
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#!/usr/bin/python
import random
import math
Optimal_depth = 3
DEPTH = 4
dp = {}
best_depth = 10
MAX_CELLS_NO = 10
worst_depth = 0
block_dp={}
"""
related to heuristic
"""
freemove = False
Three_in_a_Row = [
[ 0, 1, 2 ],
[ 3, 4, 5 ],
[ 6, 7, 8 ],
[ 0, 3, 6 ],
[ 1, 4, 7 ],
[ 2, 5, 8 ],
[ 0, 4, 8 ],
[ 2, 4, 6 ]
]
Cell_Heuristic = [
[0, -10, -100, -1000],
[10, 0, 50, 0],
[100, -50, 0, 0],
[1000, 0, 0, 0]
]
Block_Heuristic = [
[0, -1000, -2000, -100000000],
[1000, 0, 800, 0],
[2000, -800, 0, 0],
[100000000, 0, 0, 0]
]
def getOpponent(player):
if player=='x':
return 'o'
else:
return 'x'
def forking(line1,line2,block_status,player):
opp = getOpponent(player)
pl1 = 0
ot1 = 0
for e in Three_in_a_Row[line1]:
if block_status[e] == player:
pl1+=1
elif block_status[e] == opp:
ot1 += 1
pl2 = 0
ot2 = 0
for e in Three_in_a_Row[line1]:
if block_status[e] == player:
pl2 += 1
elif block_status[e] == opp:
ot2 += 1
if pl1 == 2 and ot1 == 0:
if pl2 == 2 and ot2 == 0:
return 1800
if pl1 == 0 and ot1 == 2:
if pl2 == 0 and ot2 == 2:
return -1800
return 0
#explicitly check if the player has won the entire board
def checkWin(block_status, player):
opp = getOpponent(player)
for i in range(8):
score = 0
pl = 0
ot = 0
for j in range(3):
if block_status[Three_in_a_Row[i][j]] == player:
pl += 1
elif block_status[Three_in_a_Row[i][j]] == opp:
ot += 1
score += Block_Heuristic[pl][ot]
if abs(score) >= 100000000:
return score
return score
def getBlockString(game_board,block):
start_row = 3*(block/3);
start_column = 3*(block%3);
small_board = ""
for row in range( start_row, start_row + 3 ):
for col in range(start_column, start_column + 3):
small_board += game_board[row][col]
return small_board
def blockUtility(game_board,block,player):
score = 0
opp = getOpponent(player)
key = getBlockString(game_board,block)
if key in block_dp:
return block_dp[key]
for i in range(8):
pl = 0
ot = 0
for j in range(3):
if game_board[3*(block/3) + Three_in_a_Row[i][j]/3 ][3*(block%3) + Three_in_a_Row[i][j]%3] == player:
pl += 1
elif game_board[3*(block/3) + Three_in_a_Row[i][j]/3 ][3*(block%3) + Three_in_a_Row[i][j]%3] == opp:
ot += 1
score += Cell_Heuristic[pl][ot]
block_dp[key] = score
return score
def boardUtility(game_board,player,block_status):
score = 0
opp = getOpponent(player)
for block in range(9):
score += blockUtility(game_board,block,player)
#for board
for i in range(8):
ot = 0
pl = 0
for j in range(3):
if block_status[Three_in_a_Row[i][j]] == player:
pl+=1
elif block_status[Three_in_a_Row[i][j]] == opp:
ot+=1
score += Block_Heuristic[pl][ot]
#forking board
row = [0,1,2]
col = [3,4,5]
dia = [6,7]
for r in row:
for c in col:
score += forking(r,c,block_status,player)
for d in dia:
score+= forking(r,d,block_status,player)
for c in col:
for d in dia:
score+= forking(c,d,block_status,player)
#non centre
for i in range(3):
for j in range(3):
if game_board[3+i][3+j] == opp:
score -= 50
row = [1,4,7]
for i in row:
for j in row:
if game_board[i][j] == player:
score -= 20
#centre block
if block_status[4] == player:
score += 500
elif block_status[4] == opp:
score -= 500
return score
def getString(game_board):
key = ""
for i in range(9):
for j in range(9):
key += game_board[i][j]
return key
def get_valid_moves(prev_move, game_board, block_status,player,main_player):
opp = getOpponent(player)
blocks_allowed = get_blocks_allowed(prev_move, block_status,game_board,player);
possible_moves = get_emtpy_cells(game_board,blocks_allowed )
free_list=[]
max_cells_allowed = []
return possible_moves
def get_emtpy_cells(game_board, blocks_allowed):
cells = []
for status in blocks_allowed:
index1 = status/3
index2 = status%3
for i in range(index1*3,index1*3+3):
for j in range(index2*3,index2*3+3):
if game_board[i][j] == '-':
cells.append((i,j))
return cells
def free_move(block_status,game_board,player):
freemove = True
blocks_allowed=[]
free_list = []
for i in range(9):
if block_status[i]=='-':
blocks_allowed.append(i)
return blocks_allowed
def get_blocks_allowed(prev_move, block_status,game_board,player):
blocks_allowed = []
if prev_move[0] < 0 or prev_move[1] <0:
blocks_allowed = [4]
elif prev_move[0] % 3 == 0 and prev_move[1] % 3 == 0:
blocks_allowed = [1,3]
elif prev_move[0] % 3 == 1 and prev_move[1] % 3 == 0:
blocks_allowed = [0,6]
elif prev_move[0] % 3 == 0 and prev_move[1] % 3 == 2:
blocks_allowed = [1,5]
elif prev_move[0] % 3 == 2 and prev_move[1] % 3 == 0:
blocks_allowed = [3,7]
elif prev_move[0] % 3 == 1 and prev_move[1] % 3 == 2:
blocks_allowed = [2,8]
elif prev_move[0] % 3 == 1 and prev_move[1] % 3 == 1:
blocks_allowed = [4]
elif prev_move[0] % 3 == 2 and prev_move[1] % 3 == 2:
blocks_allowed = [5,7]
elif prev_move[0] % 3 == 0 and prev_move[1] % 3 == 1:
blocks_allowed = [0,2]
elif prev_move[0] % 3 == 2 and prev_move[1] % 3 == 1:
blocks_allowed = [6,8]
else:
sys.exit(1)
final_blocks_allowed = []
for i in blocks_allowed:
if block_status[i] == '-':
final_blocks_allowed.append(i)
if len(final_blocks_allowed)==0:
return free_move(block_status,game_board,player)
else:
return final_blocks_allowed
def update_lists(game_board, block_stat, move_ret, fl):
block_no = (move_ret[0]/3)*3 + move_ret[1]/3
id1 = block_no/3
id2 = block_no%3
mflg = 0
flag = 0
for i in range(id1*3,id1*3+3):
for j in range(id2*3,id2*3+3):
if game_board[i][j] == '-':
flag = 1
if block_stat[block_no] == '-':
if game_board[id1*3][id2*3] == game_board[id1*3+1][id2*3+1] and game_board[id1*3+1][id2*3+1] == game_board[id1*3+2][id2*3+2] and game_board[id1*3+1][id2*3+1] != '-' and game_board[id1*3+1][id2*3+1] != 'D':
mflg=1
if game_board[id1*3+2][id2*3] == game_board[id1*3+1][id2*3+1] and game_board[id1*3+1][id2*3+1] == game_board[id1*3][id2*3 + 2] and game_board[id1*3+1][id2*3+1] != '-' and game_board[id1*3+1][id2*3+1] != 'D':
mflg=1
if mflg != 1:
for i in range(id2*3,id2*3+3):
if game_board[id1*3][i]==game_board[id1*3+1][i] and game_board[id1*3+1][i] == game_board[id1*3+2][i] and game_board[id1*3][i] != '-' and game_board[id1*3][i] != 'D':
mflg = 1
break
if mflg != 1:
for i in range(id1*3,id1*3+3):
if game_board[i][id2*3]==game_board[i][id2*3+1] and game_board[i][id2*3+1] == game_board[i][id2*3+2] and game_board[i][id2*3] != '-' and game_board[i][id2*3] != 'D':
mflg = 1
break
if flag == 0:
block_stat[block_no] = 'D'
if mflg == 1:
block_stat[block_no] = fl
return block_stat
def max_play(prev_move, game_board, depth, block_status, playerFlag,alpha,beta, DEPTH_CONST):
opp = getOpponent(playerFlag)
bs = update_lists(game_board, block_status[:], prev_move, opp)
global best_depth
win_score = checkWin(bs, playerFlag)
if abs(win_score) >= 100000000:
return win_score
if depth == DEPTH_CONST:
uti = boardUtility(game_board,playerFlag,bs)
return uti
moves = get_valid_moves(prev_move, game_board, bs,playerFlag,playerFlag)
for move in moves:
game_board[move[0]][move[1]]=playerFlag
score= min_play(move, game_board[:], depth+1, bs[:], playerFlag,alpha,beta, DEPTH)
game_board[move[0]][move[1]]="-"
if alpha > beta:
return alpha
if score > alpha:
best_move = move
best_depth = depth
alpha = score
elif score == alpha:
if depth < best_depth:
best_depth = depth
best_move = move
alpha = score
return alpha
def min_play(prev_move, game_board, depth, block_status, playerFlag,alpha,beta, DEPTH_CONST):
opp = getOpponent(playerFlag)
bs = update_lists(game_board, block_status[:], prev_move, playerFlag)
global worst_depth
win_score = checkWin(bs, playerFlag)
if abs(win_score) >= 100000000:
return win_score
if depth == DEPTH_CONST:
uti = boardUtility(game_board,playerFlag,bs)
return uti
moves = get_valid_moves(prev_move, game_board, bs,opp,playerFlag)
for move in moves:
game_board[move[0]][move[1]]=opp
score = max_play(move, game_board[:], depth+1, bs[:], playerFlag,alpha,beta, DEPTH)
game_board[move[0]][move[1]]="-"
if alpha > beta:
return beta
if score < beta:
best_move = move
worst_depth = depth
beta = score
elif score == beta:
if depth > worst_depth:
worst_depth = depth
best_move = move
beta = score
return beta
def minimax(prev_move, game_board, depth, block_status, playerFlag):
moves = get_valid_moves( prev_move, game_board, block_status,playerFlag,playerFlag)
global worst_depth
global best_depth
worst_depth = 0
best_depth = 10
best_move = moves[0]
best_score = float('-inf')
for move in moves:
game_board[move[0]][move[1]]=playerFlag
score = min_play(move, game_board[:], depth+1, block_status[:], playerFlag,float('-inf'),float('inf'), DEPTH)
if score > best_score:
best_move = move
best_score = score
game_board[move[0]][move[1]]="-"
return best_move
def update_block_status(game_board):
block_status = ['-','-','-','-','-','-','-','-','-']
for i in range(9):
for j in range(9):
if game_board[i][j]!='-':
block_status = update_lists(game_board, block_status, (i,j), game_board[i][j])
return block_status
class Player49:
def __init__(self):
"""
Return best move
"""
pass
def getInput(self):
b = []
for i in range(0,9):
l = []
a = raw_input()
for j in a:
if j == '-' or j == 'x' or j == 'o':
l.append(j)
b.append(l)
return b;
def move(self, game_board, block_status, prev_move, playerFlag):
if prev_move[0] < 0 or prev_move[1] < 0:
return (3,3)
mov = minimax(prev_move, game_board[:], 0, block_status, playerFlag)
return mov
"""
Trace of the game against random bot
Random plays x
=========== Game Board ===========
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (8, 5) with x
=========== Game Board ===========
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (3, 6) with o
=========== Game Board ===========
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - o - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (1, 4) with x
=========== Game Board ===========
- - - - - - - - -
- - - - x - - - -
- - - - - - - - -
- - - - - - o - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (3, 4) with o
=========== Game Board ===========
- - - - - - - - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (0, 6) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (4, 0) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
o - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (6, 2) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
o - - - - - - - -
- - - - - - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (4, 7) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
o - - - - - - o -
- - - - - - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (5, 4) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
o - - - - - - o -
- - - - x - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x - - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (8, 6) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
- - - - o - o - -
o - - - - - - o -
- - - - x - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (3, 0) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - - o - o - -
o - - - - - - o -
- - - - x - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (4, 1) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - - o - o - -
o o - - - - - o -
- - - - x - - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 1 made the move: (5, 5) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - - o - o - -
o o - - - - - o -
- - - - x x - - -
- - x - - - - - -
- - - - - - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - -
- - -
==================================
Player 2 made the move: (5, 8) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - - o - o - -
o o - - - - - o -
- - - - x x - - o
- - x - - - - - -
- - - - - - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 1 made the move: (7, 4) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - - o - o - -
o o - - - - - o -
- - - - x x - - o
- - x - - - - - -
- - - - x - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 2 made the move: (3, 3) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - o o - o - -
o o - - - - - o -
- - - - x x - - o
- - x - - - - - -
- - - - x - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 1 made the move: (5, 1) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x - - - - - -
- - - - x - - - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 2 made the move: (7, 6) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - - - - - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x - - - - - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 1 made the move: (2, 2) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - - - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x - - - - - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 2 made the move: (6, 3) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - - - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x o - - - - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 1 made the move: (2, 4) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x o - - - - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - -
==================================
Player 2 made the move: (6, 6) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x - - x x - - o
- - x o - - o - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 1 made the move: (5, 2) with x
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o - - o - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 2 made the move: (6, 4) with o
=========== Game Board ===========
- - - - - - x - -
- - - - x - - - -
- - x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o o - o - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 1 made the move: (0, 1) with x
=========== Game Board ===========
- x - - - - x - -
- - - - x - - - -
- - x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o o - o - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 2 made the move: (2, 1) with o
=========== Game Board ===========
- x - - - - x - -
- - - - x - - - -
- o x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o o - o - -
- - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 1 made the move: (7, 0) with x
=========== Game Board ===========
- x - - - - x - -
- - - - x - - - -
- o x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o o - o - -
x - - - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========
- - -
- - o
- - o
==================================
Player 2 made the move: (7, 2) with o
=========== Game Board ===========
- x - - - - x - -
- - - - x - - - -
- o x - x - - - -
x - - o o - o - -
o o - - - - - o -
- x x - x x - - o
- - x o o - o - -
x - o - x - o - -
- - - - - x o - -
==================================
=========== Block Status =========