diff --git a/main.py b/main.py new file mode 100644 index 0000000..8fbca48 --- /dev/null +++ b/main.py @@ -0,0 +1,344 @@ +import sys +import random +global Q_table +class Player(): + hand = [] + state = 1 #1:同じ数字のみを出せる状態, 2:一つ大きい数字のみを出せる状態 3:2種類出せる状態, 4:何も出せない状態, 5:終了状態, 6:上がった状態 + black_set = 0#=set単位のblack + white_set = 0#set単位のwhite + black_game = 0#game単位のblack + white_game = 0#game単位のwhite + +def eqplusChange(field):#eq,plusを算出する + eq = 0 + plus = 0 + if field == 0: + eq = 0 + plus = 1 + elif field == 1: + eq = 1 + plus = 2 + elif field == 2: + eq = 2 + plus = 3 + elif field == 3: + eq = 3 + plus = 0 + else: + print("エラー") + return eq,plus + +def stateJudge(pl,eq,plus): + if len(pl.hand) == 0:#上がっている状態 + pl.state = 6 + elif pl.state == 5:#降りている状態 + state = 5 + elif eq in pl.hand: + if plus in pl.hand:#2種類出せる状態 + pl.state = 3 + else:#同じ数のみ出せる状態 + pl.state = 1 + elif plus in pl.hand:#1つ大きい数字のみ出せる状態 + pl.state = 2 + else:#何も出せない状態 + pl.state = 4 + +def stateUpdate(pl1,pl2,eq,plus): + stateJudge(pl1,eq,plus) + stateJudge(pl2,eq,plus) + +def exchange(black,white):#black,whiteを両替する + a = divmod(white,5) + bl = black + a[0] + wh = a[1] + return bl,wh + +def pointManage(pl):#handに対する点数 + black = 0 + white = 0 + #それぞれのカードがhandにあるか確認 + if 0 in pl.hand: + black += 1 + if 1 in pl.hand: + white += 1 + if 2 in pl.hand: + white += 2 + if 3 in pl.hand: + white += 3 + a = exchange(black,white) + black = a[0] + white = a[1] + return black, white + +def setpointUpdate(pl):#set中のpointを更新 + point = pointManage(pl) + pl.black_set = pl.black_game + point[0] + pl.white_set = pl.white_game + point[1] + +def gamepointUpdate(pl):#game中のpointを更新 + pl.black_game = pl.black_set + pl.white_game = pl.white_set + +def initialize(pl1,pl2,lama_deck,field):#初期化 + lama_deck=[0,0,0,0,1,1,1,1,2,2,2,2,3,3,3,3]#デッキのリセット + random.shuffle(lama_deck)#デッキのシャッフル + hand1=[]#1の手札を保存 + hand2=[]#2の手札を保存 + for i in range(4):#手札を配る + hand1.append(lama_deck.pop(0)) + hand2.append(lama_deck.pop(0)) + pl1.hand=hand1#手札を代入 + pl2.hand=hand2#手札を代入 + pl1.hand.sort()#手札の並び替え + pl2.hand.sort()#手札の並び替え + pl1.state = 0#stateを0で初期化 + pl2.state = 0#stateを0で初期化 + field = lama_deck.pop(0)#デッキの一番上を場に出す + return lama_deck,field + +def pointMinus(pl):#上がったときに点数を下げる + if pl.black_game != 0: + pl.black_game -= 1 + elif pl.white_game != 0: + pl.white_game -= 1 + +def fold(pl):#降りる関数 + pl.state = 5 + +def isFinish(pl1,pl2):#setの終了判定 + if (pl1.state == 5) & (pl2.state == 5):#両方降りているか + return False + elif (pl1.state == 6) | (pl2.state == 6):#どちらか上がっていないか + return False + else: + return True + +def gameFinish(pl1,pl2):#gameの終了判定 + pl1point = pl1.black_game * 5 + pl1.white_game + pl2point = pl2.black_game * 5 + pl2.white_game + if (pl1point < 20) & (pl2point < 20):#どちらとも20点を超えていないかどうか + return True + else: + return False + +def playCard(pl,lama_deck,field,eq,plus):#行動選択 + deck = lama_deck#デッキ + fi = field# + x = 0#ループ用 + while x < 1:#行動選択するまで終了しないために + print("入力:0:降り,1:カードを出す2:カードを引く,3:何もしない(デバッグ用)") + print(pl.hand) + a = input()#行動選択 + if int(a) == 0:#降り + fold(pl) + x = 1 + elif int(a) == 1:#カードを出す + if pl.state == 4: + print("それはできません") + else: + print("カード") + print(pl.hand) + y = 0 + while y < 1:#エラー処理 + b = input()#配列の位置を選択 + if (pl.hand[int(b)] == eq) | (pl.hand[int(b)] == plus):#出せるかどうか + y = 1 + else: + print("それは出せません") + fi = pl.hand[int(b)] + pl.hand.pop(int(b)) + x = 1 + elif int(a) == 2:# + if len(deck) == 0:# + print("それはできません") + else:# + x = deck.pop(0) + pl.hand.append(x) + pl.hand.sort() + x = 1 + return deck, fi + +def randomact(pl,lama_deck,field,eq,plus): + x = 0 + deck = lama_deck + fi = field + while(x == 0): + act = random.randint(1,100)#1:降りる,2:同じ数字を出す,3:次の数字を出す,4:カードを引く + if(act%4 == 1): + fold(pl) + x = 1 + elif(act%4 == 2): + if pl.state == 1 | pl.state == 3: + pl.hand.pop(pl.hand.index(fi)) + x = 1 + elif(act%4 == 3): + if pl.state == 2 | pl.state == 3: + fi = plus + pl.hand.pop(pl.hand.index(fi)) + x = 1 + else: + if len(deck) != 0: + x = deck.pop(0) + pl.hand.append(x) + pl.hand.sort() + x = 1 + return deck,fi + +def canMove(s, a): + if s >= 1 and s <= 6 and a >= 1 and a <= 4: + if (s == 1 and a == 3) or (a == 0): + return False + elif (s == 2 and a == 2) or (a == 0): + return False + elif s == 3 and a == 0: + return False + elif (s == 4) and (a == 2 or a == 3): + return False + else: + return True + else: + return False + +def MinQ(Q, s): + min = Q[s][0] + act = 0 + for i in range(1, 4): + if (min > Q[s][i]) and canMove(s, i): + min = Q[s][i] + act = i + return act +def MaxQ(Q, s): + max = Q[s][0] + act = 0 + for i in range(1, 4): + if (max < Q[s][i]) and canMove(s, i): + max = Q[s][i] + act = i + return act + +# ε-Greedy選択 +def eGreedy(Q, s, ipusiron, pl): + if random.random() < 1-ipusiron: # 確率1-eでgreedy + return MaxQ(Q, pl.state) + else: # 確率eでランダム + return random.randint(0, 3) + +def Q_learning(pl,lama_deck,field,eq,plus): + #1:同じ数字 2:一つ大きい数字 3:2種類 4:何も出せない 5:終了状態, 6:上がった状態 + x = 0 + ipusiron = 0.1 + ganma = 0.99 + arufa = 0.3 + s = pl.state + deck = lama_deck + + fi = field + setP = (pl.black_set * 5 + pl.white_set) + while x == 0: + act = eGreedy(Q_table, s, ipusiron, pl) + if(act == 1): + if (canMove(s,act)): + fold(pl) + x = 1 + elif(act == 2): + if (canMove(s,act)): + y = pl.hand.index(fi) + pl.hand.pop(y) + x = 1 + elif(act == 3): + if (canMove(s,act)): + fi = plus + y = pl.hand.index(fi) + pl.hand.pop(y) + x = 1 + else: + if len(deck) != 0: + x = deck.pop(0) + pl.hand.append(x) + pl.hand.sort() + x = 1 + #count = 0 + reward = 0 + #for i in pl.hand: + #count += 1 + #reward += i + + setpointUpdate(pl) + reward = setP-(pl.black_set * 5 + pl.white_set) + s2 = pl.state + act2 = eGreedy(Q_table, s, ipusiron, pl) + Q_table[s][act] = (1 - arufa) * Q_table[s][act] + arufa * (reward + ganma * Q_table[s2][act2]) + return deck,fi + + +#ココからメイン +if __name__ == '__main__': + global lama_deck #デッキ + Q_table = [[0 for i in range(4)] for j in range(7)] + Q_table[1][3] = -1000 + Q_table[2][2] = -1000 + Q_table[4][2] = -1000 + Q_table[4][3] = -1000 + field = 0 #場の数 + eq = 0 #stateを出すときに使う．fieldと同じ数 + plus = 0 #stateを出すときに使う．eqの一つ次の数 + lama_deck=[] + playcount = 1000 #回すゲーム数 + i = 0 # + path='result.csv' + fo=open(path,'w') + result = "" + winner = 0 + before = 0 + #下からゲームスタート + while i < playcount: + player1 = Player() + player2 = Player() + while(gameFinish(player1,player2)): + box = initialize(player1, player2,lama_deck,field)#初期化 + lama_deck = box[0] + field = box[1] + while(isFinish(player1,player2)): + eqplus = eqplusChange(field)#eqとplusの値を算出 + eq = eqplus[0] + plus = eqplus[1] + stateUpdate(player1,player2,eq,plus) + if player1.state < 5:#降りていないかの確認 + #print("場の数" ) + #print(field) + #print("先手") + box = Q_learning(player1,lama_deck,field,eq,plus) + lama_deck = box[0] + field = box[1] + setpointUpdate(player1) + eqplus = eqplusChange(field) + eq = eqplus[0] + plus = eqplus[1] + stateUpdate(player1,player2,eq,plus) + if(isFinish(player1,player2)):#先手側が上がっていた時にプレイできないようにするため + if player2.state < 5:#降りていないかの確認 + #print("場の数" ) + #print(field) + #print("後手") + box = randomact(player2,lama_deck,field,eq,plus) + lama_deck = box[0] + field = box[1] + setpointUpdate(player2) + gamepointUpdate(player1) + gamepointUpdate(player2) + if len(player1.hand) == 0: + pointMinus(player1)#上がっていたら一枚減らす + if len(player2.hand) == 0: + pointMinus(player2)#上がっていたら一枚減らす + LastPoint1 = player1.black_game * 5 + player1.white_game + LastPoint2 = player2.black_game * 5 + player2.white_game + i += 1 + #result+=str(LastPoint1)+","+str(LastPoint2)+"\n" + if LastPoint1 < LastPoint2: + winner+=1 + result+=str(winner/i)+"\n" + if i%1000 == 0: + result+=str((winner-before)/1000)+'\n' + before = winner + fo.write(result) + fo.close() \ No newline at end of file diff --git a/result.csv b/result.csv new file mode 100644 index 0000000..88fb779 --- /dev/null +++ b/result.csv @@ -0,0 +1,1001 @@ +0.0 +0.0 +0.3333333333333333 +0.5 +0.6 +0.5 +0.5714285714285714 +0.625 +0.6666666666666666 +0.6 +0.6363636363636364 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