{"id":318,"date":"2018-05-30T12:02:46","date_gmt":"2018-05-30T12:02:46","guid":{"rendered":"http:\/\/163.180.4.222\/lab\/?p=318"},"modified":"2018-05-30T12:02:46","modified_gmt":"2018-05-30T12:02:46","slug":"%ec%bb%b4%ed%93%a8%ed%84%b0-%ea%b4%80%eb%a0%a8-%ed%8c%8c%ec%9d%b4%ec%8d%ac%ec%9c%bc%eb%a1%9c-%ec%9e%91%ec%84%b1%ed%95%9c-%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ea%b2%8c%ec%9e%84-%ed%8c%8c%ec%9d%bc","status":"publish","type":"post","link":"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=318","title":{"rendered":"\ucef4\ud4e8\ud130 \uad00\ub828 &#8211; \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ud55c \uc778\uacf5\uc9c0\ub2a5 \uac8c\uc784 \ud30c\uc77c"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\ucf54\uc778 \uac8c\uc784\u00a0<\/strong>&#8212; \ub9c8\uc9c0\ub9c9 \ucf54\uc778\uc744 \ube7c\ub294 \uc790\uac00 \uc9c0\ub294 \uac8c\uc784<\/p>\n<p>&nbsp;<\/p>\n<div>\n<div>\n<div>\n<div>\n<p># This is a variant of the Game of Bones recipe given in the easyAI library<\/p>\n<p>from easyAI import TwoPlayersGame, id_solve, Human_Player, AI_Player<br \/>\nfrom easyAI.AI import TT<\/p>\n<p>class LastCoinStanding(TwoPlayersGame):<br \/>\n(space)def __init__(self, players):<\/p>\n<p># Define the players. Necessary parameter.<br \/>\n(space)(space)self.players = players<\/p>\n<p># Define who starts the game. Necessary parameter.<br \/>\n(space)(space)self.nplayer = 1<\/p>\n<p># Overall number of coins in the pile<br \/>\n(space)(space)self.num_coins = 25<\/p>\n<p># Define max number of coins per move<br \/>\n(space)(space)self.max_coins = 4<\/p>\n<p># Define possible moves<br \/>\n(space)def possible_moves(self):<br \/>\n(space)(space)return [str(x) for x in range(1, self.max_coins + 1)]<\/p>\n<p># Remove coins<br \/>\n(space)def make_move(self, move):<br \/>\n(space)(space)self.num_coins -= int(move)<\/p>\n<p># Did the opponent take the last coin?<br \/>\n(space)def win(self):<br \/>\n(space)(space)return self.num_coins &lt;= 0<\/p>\n<p># Stop the game when somebody wins<br \/>\n(space)def is_over(self):<br \/>\n(space)(space)return self.win()<\/p>\n<p># Compute score<br \/>\n(space)def scoring(self):<br \/>\n(space)(space)return 100 if self.win() else 0<\/p>\n<p># Show number of coins remaining in the pile<br \/>\n(space)def show(self):<br \/>\n(space)(space)print(self.num_coins, &#8216;coins left in the pile&#8217;)<\/p>\n<p>if __name__ == &#8220;__main__&#8221;:<\/p>\n<p># Define the transposition table<br \/>\n(space)tt = TT()<\/p>\n<p># Define the method<br \/>\n(space)LastCoinStanding.ttentry = lambda self: self.num_coins<\/p>\n<p># Solve the game<br \/>\n(space)result, depth, move = id_solve(LastCoinStanding,<br \/>\n(space)(space)range(2, 20), win_score=100, tt=tt)<br \/>\n(space)print(result, depth, move)<\/p>\n<p># Start the game<br \/>\n(space)game = LastCoinStanding([AI_Player(tt), Human_Player()])<br \/>\n(space)game.play()<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Tic Tac Toe \uac8c\uc784\u00a0<\/strong>&#8212; \uc77c\uc885\uc758 \uc0bc\ubaa9 \uac8c\uc784<\/p>\n<p>&nbsp;<\/p>\n<p># This is a variant of the Tic Tac Toe recipe given in the easyAI library<\/p>\n<p>from easyAI import TwoPlayersGame, AI_Player, Negamax<br \/>\nfrom easyAI.Player import Human_Player<\/p>\n<p>class GameController(TwoPlayersGame):<br \/>\n(space)def __init__(self, players):<\/p>\n<p># Define the players<br \/>\n(space)(space)self.players = players<\/p>\n<p># Define who starts the game<br \/>\n(space)(space)self.nplayer = 1<\/p>\n<p># Define the board<br \/>\n(space)(space)self.board = [0] * 9<\/p>\n<p># Define possible moves<br \/>\n(space)def possible_moves(self):<br \/>\n(space)(space)return [a + 1 for a, b in enumerate(self.board) if b == 0]<\/p>\n<p># Make a move<br \/>\n(space)def make_move(self, move):<br \/>\n(space)(space)self.board[int(move) &#8211; 1] = self.nplayer<\/p>\n<p># Does the opponent have three in a line?<br \/>\n(space)def loss_condition(self):<br \/>\n(space)(space)possible_combinations = [[1,2,3], [4,5,6], [7,8,9],\u00a0[1,4,7], [2,5,8], [3,6,9], [1,5,9], [3,5,7]]<\/p>\n<p>(space)(space)return any([all([(self.board[i-1] == self.nopponent)<br \/>\n(space)(space)(space)for i in combination]) for combination in possible_combinations])<\/p>\n<p># Check if the game is over<br \/>\n(space)def is_over(self):<br \/>\n(space)(space)return (self.possible_moves() == []) or self.loss_condition()<\/p>\n<p># Show current position<br \/>\n(space)def show(self):<br \/>\n(space)(space)print(&#8216;\\n&#8217;+&#8217;\\n&#8217;.join([&#8216; &#8216;.join([[&#8216;.&#8217;, &#8216;O&#8217;, &#8216;X&#8217;][self.board[3*j + i]]<br \/>\n(space)(space)(space)for i in range(3)]) for j in range(3)]))<\/p>\n<p># Compute the score<br \/>\n(space)def scoring(self):<br \/>\n(space)(space)return -100 if self.loss_condition() else 0<\/p>\n<p>if __name__ == &#8220;__main__&#8221;:<\/p>\n<p># Define the algorithm<br \/>\n(space)algorithm = Negamax(7)<\/p>\n<p># Start the game<br \/>\n(space)GameController([Human_Player(), AI_Player(algorithm)]).play()<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; &nbsp; &nbsp; \ucf54\uc778 \uac8c\uc784\u00a0&#8212; \ub9c8\uc9c0\ub9c9 \ucf54\uc778\uc744 \ube7c\ub294 \uc790\uac00 \uc9c0\ub294 \uac8c\uc784 &nbsp; # This is a variant of the Game of Bones recipe given in<a href=\"https:\/\/biochemistry.khu.ac.kr\/lab\/?p=318\" class=\"more-link\">(more&#8230;)<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[35,29],"tags":[9,3],"class_list":["post-318","post","type-post","status-publish","format-standard","hentry","category-lets-do-computer-science","category-lets-do-science","tag-lets-do-computer-science","tag-lets-do-science"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\ucf54\uc778 \uac8c\uc784 -- \ub9c8\uc9c0\ub9c9 \ucf54\uc778\uc744 \ube7c\ub294 \uc790\uac00 \uc9c0\ub294 \uac8c\uc784 # This is a variant of the Game of Bones recipe given in the easyAI library from easyAI import TwoPlayersGame, id_solve, Human_Player, AI_Player from easyAI.AI import TT class LastCoinStanding(TwoPlayersGame): (space)def __init__(self, players): # Define the players. 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