def playerMovePre(self):
global nowply, isGameing, playerCanMove, disboard
if len(othello.canMove(disboard, 1)) == 0 and len(othello.canMove(disboard, -1)) == 0:
blacknum = 0
whitlenum = 0
for i in range(8):
for j in range(8):
if disboard[i][j] == 1:
blacknum += 1
elif disboard[i][j] == -1:
whitlenum += 1
self.nowTurn.setText(" 경기 완료")
if ply == 1:
if blacknum > whitlenum:
self.winner.setText(" 흑, 플레이어가 이겼습니다.")
elif blacknum < whitlenum:
self.winner.setText(" 백, AI가 이겼습니다.")
else:
self.winner.setText(" 무승부 입니다.")
elif ply == -1:
if blacknum > whitlenum:
self.winner.setText(" 흑, AI가 이겼습니다.")
elif blacknum < whitlenum:
self.winner.setText(" 백, 플레이어가 이겼습니다.")
else:
self.winner.setText(" 무승부 입니다.")
isGameing = False
else:
if len(othello.canMove(disboard, ply)) == 0:
self.showMessageBox()
nowply = -1 * nowply
self.aiMove()
else:
playerCanMove = True
def playerMove(self, plc):
global cnt, nowply
can = False
for i in othello.canMove(disboard, ply):
if plc == i:
can = True
break
if can:
othello.move(plc, disboard, ply)
cnt += 1
nowply = -1 * nowply
self.nowTurn.setText(" 인공지능 턴, 생각중...")
self.resetBoard(disboard, nowply, plc)
self.aiMove()
def resetBoard(self, board, now, last=None):
if now == ply:
self.nowTurn.setText(" 녹색칸중 하나를 고르세요.")
else:
self.nowTurn.setText(" 인공지능 생각중...")
board = c.deepcopy(board)
can = othello.canMove(board, now)
for i in can:
board[i[1]][i[0]] = 3
blacknum = 0
whitlenum = 0
for i in range(8):
for j in range(8):
if board[i][j] == 1:
pixmap = QPixmap('./images/black.png')
self.buttonGroup[j][i].setPixmap(
pixmap.scaled(PieceWidth, PieceWidth,
Qt.KeepAspectRatio))
blacknum += 1
elif board[i][j] == -1:
pixmap = QPixmap('./images/white.png')
pixmap.scaled(PieceWidth, PieceWidth)
self.buttonGroup[j][i].setPixmap(
pixmap.scaled(PieceWidth, PieceWidth,
Qt.KeepAspectRatio))
whitlenum += 1
else:
pixmap = QPixmap('./images/white.png')
pixmap.scaled(PieceWidth, PieceWidth)
self.buttonGroup[j][i].setPixmap(
pixmap.scaled(0, 0, Qt.KeepAspectRatio))
if board[i][j] == 3:
self.buttonGroup[j][i].setStyleSheet(
"background:rgb(125,250,76)")
else:
self.buttonGroup[j][i].setStyleSheet(
"background:rgb(92,200,113)")
if last != None and j == last[0] and i == last[1]:
self.buttonGroup[j][i].setStyleSheet(
"background:rgb(247,205,118)")
if ply == 1:
self.nowGame1.setText(" 흑, 내 점수:\n " + str(blacknum))
self.nowGame2.setText(" 백, AI 점수:\n " + str(whitlenum))
elif ply == -1:
self.nowGame1.setText(" 흑, AI 점수:\n " + str(blacknum))
self.nowGame2.setText(" 백, 내 점수:\n " + str(whitlenum))
def aiMove(self):
global cnt, disboard, nowply, ply, isGameing
if len(othello.canMove(disboard, 1)) == 0 and len(othello.canMove(disboard, -1)) == 0:
blacknum = 0
whitlenum = 0
for i in range(8):
for j in range(8):
if disboard[i][j] == 1:
blacknum += 1
elif disboard[i][j] == -1:
whitlenum += 1
self.nowTurn.setText(" 경기 완료")
if ply == 1:
if blacknum > whitlenum:
self.winner.setText(" 흑, 플레이어가 이겼습니다.")
elif blacknum < whitlenum:
self.winner.setText(" 백, AI가 이겼습니다.")
else:
self.winner.setText(" 무승부 입니다.")
elif ply == -1:
if blacknum > whitlenum:
self.winner.setText(" 흑, AI가 이겼습니다.")
elif blacknum < whitlenum:
self.winner.setText(" 백, 플레이어가 이겼습니다.")
else:
self.winner.setText(" 무승부 입니다.")
isGameing = False
else:
if cnt == 0:
cnt += 1
othello.move([5, 4], disboard, nowply)
nowply = -1 * nowply
self.resetBoard(disboard, nowply, [5, 4])
self.playerMovePre()
# elif cnt == 1:
# cnt += 1
#
# if disboard[4][5] == -1 * nowply or disboard[5][4] == -1 * nowply:
# othello.move([5, 5], disboard, nowply)
# nowply = -1 * nowply
# self.resetBoard(disboard, nowply, [5, 5])
# elif disboard[2][3] == -1 * nowply or disboard[3][2] == -1 * nowply:
# othello.move([2, 2], disboard, nowply)
# nowply = -1 * nowply
# self.resetBoard(disboard, nowply, [2, 2])
#
# self.playerMovePre()
else:
if len(othello.canMove(disboard, nowply)) == 0:
self.showMessageBox()
nowply = -1 * nowply
self.resetBoard(disboard, nowply)
self.playerMovePre()
else:
disboardTmp = c.deepcopy(disboard)
if nowply == -1:
for a in range(8):
for b in range(8):
disboardTmp[a][b] = -1 * disboardTmp[a][b]
mcts, canMov = self.searchValueDown(disboardTmp, 1, 1, cnt, searchDeep)
rsWR = mcts[0][0] / mcts[0][1]
for i in range(1, len(canMov)):
if rsWR < mcts[i][0] / mcts[i][1]:
rsWR = mcts[i][0] / mcts[i][1]
sameM = list()
sameNum = list()
for i in range(len(canMov)):
if rsWR == mcts[i][0] / mcts[i][1]:
sameM.append(mcts[i])
sameNum.append(i)
sameRandom = random.randrange(0, len(sameM))
self.aiWinRate.setText(
" 인공지능 예상 승률: " + str("{0:.2f}".format(mcts[sameNum[sameRandom]][0] / mcts[sameNum[sameRandom]][1] * 100)) + "%")
cnt += 1
othello.move(canMov[sameNum[sameRandom]], disboard, nowply)
nowply = -1 * nowply
self.resetBoard(disboard, nowply, canMov[sameNum[sameRandom]])
self.playerMovePre()
def searchValueDown(self, nowBoard, color, mycolor, cnt, repeat):
# 승률 반환 시킬 배열
tmp = list()
# 정책망에 넣기 위해 변환한 데이터 저장
tmp1 = list()
# 정책망용 데이터 빈곳 생성
for i in range(2):
tmp1.append([
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0], ])
# 정책망용 데이터 대입
for i in range(8):
for j in range(8):
if nowBoard[i][j] == 1:
tmp1[0][i][j] = 1
elif nowBoard[i][j] == -1:
tmp1[1][i][j] = 1
# 정책망 대입으로 값 도출
aiResult = model.predict(np.array([tmp1]))
# 움직일 수 있는 곳 저장
canMove = othello.canMove(nowBoard, color)
# 움직일 수 있는 곳이 없다, 상대편으로 넘긴다.
if len(canMove) == 0:
Wi = 0
Ni = 0
downBoard = c.deepcopy(nowBoard)
downWN, _ = self.searchValueDown(downBoard, -1 * color, mycolor, cnt + 1, repeat)
for j in downWN:
Wi += j[0]
Ni += j[1]
tmp.append([Wi, Ni])
return tmp, []
# 움직일 수 있는 곳이 한곳보다 많다
else:
# 움직일 수 있는 곳들에 두었던 확률을 저장할 변수
canMovA = list()
# 움직일 수 있는 곳들에 두었던 확률 저장
for a in canMove:
canMovA.append(aiResult[0][a[0] + a[1] * 8])
# 선별한 움직임을 저장할 변수
canMovF = list()
# 범위 안의 것을 저장
for i in range(len(canMovA)):
if SearchRange \
> abs(1 - canMovA[i]):
canMovF.append(canMove[i])
# 만약 최소 갯수 이하라면 최소 갯수는 채우게 만듬
if len(canMovF) == 0:
canMovF = list()
if len(canMovF) == 0:
if semimode:
rsD = 3
for i in range(len(canMovA)):
if rsD > abs(1 - canMovA[i]):
rsD = abs(1 - canMovA[i])
for i in range(len(canMovA)):
if rsD + SemiRange >= abs(1 - canMovA[i]):
canMovF.append(canMove[i])
else:
for z in range(len(canMovA)):
canMovF.append(canMove[z])
# 둘려는 수가 한개인데 원턴킬당하면 빡치니까 전체 다 조사함
if len(canMovF) == 1:
downBoard = c.deepcopy(nowBoard)
othello.move(canMovF[0], downBoard, color)
# 원턴킬이 나면 무조건 0,1 반환시키게 검사
onekill = False
nextCanMove = othello.canMove(downBoard, -1 * color)
for y in nextCanMove:
dnextBoard = c.deepcopy(downBoard)
othello.move(y, dnextBoard, -1 * color)
if len(othello.canMove(dnextBoard, -1 * color)) == 0 and len(
othello.canMove(dnextBoard, color)) == 0:
my = 0
en = 0
for j in downBoard:
for k in j:
if k == mycolor:
my += 1
elif k == -1 * mycolor:
en += 1
if my == 0:
onekill = True
break
# 원턴킬 이면 이렇게 함
if onekill:
canMovF = list()
for z in range(len(canMovA)):
canMovF.append(canMove[z])
# 선별한 수들을 둠
for i in canMovF:
# 둔 다음을 저장할 변수
downBoard = c.deepcopy(nowBoard)
# 말을 움직임
othello.move(i, downBoard, color)
if repeat == 1:
aiInput = c.deepcopy(tmp1)
aitmp = [
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0], ]
aitmp[i[1]][i[0]] = 1
aiInput.append(aitmp)
aiResultValue = modelValue.predict(np.array([aiInput]))
tmp.append([aiResultValue[0][0], 1])
elif len(othello.canMove(downBoard, -1 * color)) == 0 and len(othello.canMove(downBoard, color)) == 0:
my = 0
en = 0
for j in downBoard:
for k in j:
if k == mycolor:
my += 1
elif k == -1 * mycolor:
en += 1
if my > en:
tmp.append([1, 1])
elif my < en:
tmp.append([0, 1])
else:
tmp.append([0.5, 1])
else:
# 원턴킬이 나면 무조건 0,1 반환시키게 검사
onekill = False
nextCanMove = othello.canMove(downBoard, -1 * color)
for y in nextCanMove:
dnextBoard = c.deepcopy(downBoard)
othello.move(y, dnextBoard, -1 * color)
if len(othello.canMove(dnextBoard, -1 * color)) == 0 and len(
othello.canMove(dnextBoard, color)) == 0:
my = 0
en = 0
for j in downBoard:
for k in j:
if k == mycolor:
my += 1
elif k == -1 * mycolor:
en += 1
if my == 0:
onekill = True
break
# 원턴킬 이면 이렇게 함
if onekill:
tmp.append([0, 1])
else:
Wi = 0
Ni = 0
downWN, _ = self.searchValueDown(downBoard, -1 * color, mycolor, cnt + 1, repeat - 1)
for j in downWN:
Wi += j[0]
Ni += j[1]
tmp.append([Wi, Ni])
return tmp, canMovF
def searchDown(nowBoard, color, mycolor, cnt):
tmp = list()
tmp1 = list()
for i in range(2):
tmp1.append([
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0], ])
for i in range(8):
for j in range(8):
if nowBoard[i][j] == 1:
tmp1[0][i][j] = 1
elif nowBoard[i][j] == -1:
tmp1[1][i][j] = 1
aiResult = model.predict(np.array([tmp1]))
canMove = othello.canMove(nowBoard, color)
if len(canMove) == 0:
Wi = 0
Ni = 0
downBoard = c.deepcopy(nowBoard)
downWN, _ = searchDown(downBoard, -1 * color, mycolor, cnt + 1)
for j in downWN:
Wi += j[0]
Ni += j[1]
tmp.append([Wi, Ni])
return tmp, []
else:
canMovA = list()
for a in canMove:
canMovA.append(aiResult[0][a[0] + a[1] * 8])
canMovF = list()
for i in range(len(canMovA)):
if 0.71 > abs(1 - canMovA[i]):
canMovF.append(canMove[i])
if len(canMovF) == 0:
rsD = 3
for i in range(len(canMovA)):
if rsD > abs(1 - canMovA[i]):
rsD = abs(1 - canMovA[i])
for i in range(len(canMovA)):
if rsD + 0.0000000001 > abs(1 - canMovA[i]):
canMovF.append(canMove[i])
for i in canMovF:
downBoard = c.deepcopy(nowBoard)
othello.move(i, downBoard, color)
if len(othello.canMove(downBoard, -1 * color)) == 0 and len(othello.canMove(downBoard, color)) == 0:
my = 0
en = 0
for j in downBoard:
for k in j:
if k == mycolor:
my += 1
elif k == -1 * mycolor:
en += 1
if my > en:
tmp.append([1, 1])
elif my < en:
tmp.append([0, 1])
else:
tmp.append([0.5, 1])
else:
Wi = 0
Ni = 0
downWN, _ = searchDown(downBoard, -1 * color, mycolor, cnt + 1)
for j in downWN:
Wi += j[0]
Ni += j[1]
tmp.append([Wi, Ni])
return tmp, canMovF
tmp.append([Wi, Ni])
return tmp, canMovF
if __name__ == "__main__":
# 보드 생성
disboard, cnt = othello.gameInit()
nowply = 1
ply = othello.intScan("플레이 색을 고르세요 흑1 백-1 : ")
while True:
if nowply == ply:
print("==========플레이어 턴==========")
if len(othello.canMove(disboard, nowply)) == 0:
print("스킵")
else:
othello.printBoard(disboard, othello.canMove(disboard, ply))
while True:
plc = othello.giboParse(input("기보를 입력하세요 ex)a2 : "))
can = False
for i in othello.canMove(disboard, ply):
if plc == i:
can = True
break
if can:
othello.move(plc, disboard, ply)
cnt += 1
break