chess_engine_using_quiescence_search.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "separate-albuquerque",
   "metadata": {},
   "source": [
    "# Chess Engine using Alpha-Beta Pruning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "caring-regulation",
   "metadata": {},
   "outputs": [],
   "source": [
    "import chess\n",
    "import chess.engine\n",
    "import time\n",
    "import chess.svg\n",
    "from IPython.display import SVG, display"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worth-indonesian",
   "metadata": {},
   "source": [
    "### Stockfish Static Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "progressive-gnome",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stockfish_eval(board_instance, depth):\n",
    "    # engine = chess.engine.SimpleEngine.popen_uci(\"./stockfish_13_linux_x64_bmi2\")\n",
    "    move = engine.analyse(board, chess.engine.Limit(time=0.01))\n",
    "    #print(move)\n",
    "    return chess.engine.PovScore(move['score'], chess.BLACK).pov(chess.BLACK).relative.score()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bigger-middle",
   "metadata": {},
   "source": [
    "### Custom Static Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "taken-benjamin",
   "metadata": {},
   "outputs": [],
   "source": [
    "def static_eval(board):\n",
    "    i = 0\n",
    "    evaluation = 0\n",
    "    x = True\n",
    "    try:\n",
    "        x = bool(board.piece_at(i).color)\n",
    "    except AttributeError as e:\n",
    "        x = x\n",
    "    while i < 63:\n",
    "        i += 1\n",
    "        evaluation = evaluation + (get_piece_val(str(board.piece_at(i))) if x else -get_piece_val(str(board.piece_at(i))))\n",
    "    return evaluation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "annoying-defense",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_piece_val(piece):\n",
    "    if(piece == None):\n",
    "        return 0\n",
    "    value = 0\n",
    "    if piece == \"P\" or piece == \"p\":\n",
    "        value = 10\n",
    "    if piece == \"N\" or piece == \"n\":\n",
    "        value = 30\n",
    "    if piece == \"B\" or piece == \"b\":\n",
    "        value = 30\n",
    "    if piece == \"R\" or piece == \"r\":\n",
    "        value = 50\n",
    "    if piece == \"Q\" or piece == \"q\":\n",
    "        value = 90\n",
    "    if piece == 'K' or piece == 'k':\n",
    "        value = 900\n",
    "    #value = value if (board.piece_at(place)).color else -value\n",
    "    return value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "vietnamese-sense",
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_favorable_move(board: chess.Board, move: chess.Move) -> bool:\n",
    "    if move.promotion is not None:\n",
    "        return True\n",
    "    if board.is_capture(move) and not board.is_en_passant(move):\n",
    "        if get_piece_val(board.piece_type_at(move.from_square)) < get_piece_val(\n",
    "            board.piece_type_at(move.to_square)\n",
    "        ) or len(board.attackers(board.turn, move.to_square)) > len(\n",
    "            board.attackers(not board.turn, move.to_square)\n",
    "        ):\n",
    "            return True\n",
    "    return False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "processed-mitchell",
   "metadata": {},
   "source": [
    "### Quiescence Search Algorithm Implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "interracial-defeat",
   "metadata": {},
   "outputs": [],
   "source": [
    "def quiescence_Search( board_instance, max_depth, current_depth, is_max_player, alpha, beta, nodes_per_depth ):\n",
    "    \n",
    "    # This if else code block is only used for analysis of algorithm, by counting number of nodes explored\n",
    "    if max_depth-current_depth in nodes_per_depth:\n",
    "        nodes_per_depth[max_depth-current_depth] += 1\n",
    "    else:\n",
    "        nodes_per_depth[max_depth-current_depth] = 1\n",
    "    \n",
    "    if current_depth == 0:\n",
    "        leaf_node_score = static_eval(board_instance)\n",
    "        return (leaf_node_score, nodes_per_depth)\n",
    "    \n",
    "    if max_depth-current_depth > 3: \n",
    "        all_possible_capture_moves = [ move for move in board_instance.legal_moves if  is_favorable_move(board_instance, move) ]\n",
    "    else:\n",
    "        all_possible_capture_moves = board_instance.legal_moves\n",
    "\n",
    "    \n",
    "    if is_max_player:\n",
    "        \n",
    "        # set absurdly high negative value such that none of the static evaluation result less than this value\n",
    "        best_score = -100000 \n",
    "    \n",
    "        for legal_move in all_possible_capture_moves:\n",
    "            move =  chess.Move.from_uci(str(legal_move))\n",
    "            \n",
    "            # pusshing the current move to the board\n",
    "            board_instance.push(move)\n",
    "            \n",
    "            #calculating node score, if the current node will be the leaf node, then score will be calculated by static evaluation;\n",
    "            #score will be calculated by finding max value between node score and current best score.\n",
    "            node_score, nodes_per_depth = quiescence_Search(board_instance, max_depth, current_depth - 1, False, alpha, beta, nodes_per_depth)\n",
    "            \n",
    "            # calculating best score by finding max value between current best score and node score\n",
    "            best_score = max(best_score, node_score)\n",
    "            \n",
    "            # undoing the last move, so as to explore new moves while backtracking\n",
    "            board_instance.pop()\n",
    "            \n",
    "            # calculating alpha for current MAX node\n",
    "            alpha = max(alpha, best_score)\n",
    "            \n",
    "            # beta cut off\n",
    "            if beta <= alpha:\n",
    "                return (best_score, nodes_per_depth)\n",
    "                \n",
    "        return (best_score, nodes_per_depth)\n",
    "    else:\n",
    "        \n",
    "        # set absurdly high positive value such that none of the static evaluation result more than this value\n",
    "        best_score = 100000\n",
    "        \n",
    "        for legal_move in all_possible_capture_moves:\n",
    "            move =  chess.Move.from_uci(str(legal_move))\n",
    "            \n",
    "            # pushing the current move to the board\n",
    "            board_instance.push(move)\n",
    "            \n",
    "            #calculating node score, if the current node will be the leaf node, then score will be calculated by static evaluation;\n",
    "            #score will be calculated by finding min value between node score and current best score.\n",
    "            node_score, nodes_per_depth = quiescence_Search(board_instance, max_depth, current_depth - 1, True, alpha, beta, nodes_per_depth)\n",
    "           \n",
    "            # calculating best score by finding min value between current best score and node score\n",
    "            best_score = min(best_score, node_score)\n",
    "            \n",
    "            # undoing the last move, so as to explore new moves while backtracking\n",
    "            board_instance.pop()\n",
    "            \n",
    "            # calculating alpha for current MIN node\n",
    "            beta = min(beta, best_score)\n",
    "            \n",
    "            # beta cut off\n",
    "            if beta <= alpha:\n",
    "                return (best_score, nodes_per_depth)\n",
    "            \n",
    "        return (best_score, nodes_per_depth) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "agricultural-exposure",
   "metadata": {},
   "source": [
    "### Finding Best Move using Quiescence Search Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "sized-bermuda",
   "metadata": {},
   "outputs": [],
   "source": [
    "def best_move_using_quiescence_search(board_instance, depth, is_max_player, alpha, beta ):\n",
    "    best_move_score = -1000000\n",
    "    best_move = None\n",
    "    for legal_move in board_instance.legal_moves:\n",
    "        move = chess.Move.from_uci(str(legal_move))\n",
    "        board_instance.push(move)\n",
    "        move_score, nodes_per_depth = quiescence_Search(board_instance,depth, depth, False, alpha, beta, {} )\n",
    "        score = max(best_move_score, move_score)\n",
    "        board_instance.pop()\n",
    "        if score > best_move_score:\n",
    "            best_move_score = score\n",
    "            best_move = move\n",
    "    return (best_move, nodes_per_depth)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "answering-amplifier",
   "metadata": {},
   "source": [
    "### Chess Game between two Computer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "least-laptop",
   "metadata": {},
   "source": [
    "In this demo game, we allow 5 move per player. \n",
    "\n",
    "- BLACK is MAX player.\n",
    "- WHITE is MIN Player."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "monthly-operator",
   "metadata": {},
   "outputs": [],
   "source": [
    "def game_between_two_computer(depth=5, moves_per_player=5):\n",
    "    board = chess.Board()\n",
    "    \n",
    "    for n in range(0,moves_per_player*2):\n",
    "        start = time.time()\n",
    "        if n%2 == 0:\n",
    "            print(\"WHITE Turn\")\n",
    "            move, nodes_per_depth = best_move_using_quiescence_search(board, depth, False, -10000, 10000)\n",
    "        else:\n",
    "            \n",
    "            print(\"BLACK Turn\")\n",
    "            move, nodes_per_depth = best_move_using_quiescence_search(board, depth, True, -10000, 10000)\n",
    "        end = time.time()\n",
    "        \n",
    "        print(\"Move in UCI format:\", move)\n",
    "        print(\"Nodes per depth:\", nodes_per_depth)\n",
    "        print(\"Time taken by Move:\", end-start)\n",
    "        board.push(move)\n",
    "        display(SVG(chess.svg.board(board, size=400)))  \n",
    "        print(\"\\n\")\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "ahead-rouge",
   "metadata": {},
   "outputs": [],
   "source": [
    "board = chess.Board()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rational-knowing",
   "metadata": {},
   "source": [
    "### Chess Board Representation before Best Move"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "proof-premium",
   "metadata": {},
   "outputs": [
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transform=\"translate(0, 20) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M10 22.785q-1.125 0-1.773.602-.641.601-.641 1.656t.64 1.656q.649.602 1.774.602t1.773-.602q.649-.61.649-1.656 0-1.055-.649-1.656-.64-.602-1.773-.602zm-1.578-.672q-1.016-.25-1.586-.945-.563-.695-.563-1.695 0-1.399.993-2.211 1-.813 2.734-.813 1.742 0 2.734.813.993.812.993 2.21 0 1-.57 1.696-.563.695-1.571.945 1.14.266 1.773 1.04.641.773.641 1.89 0 1.695-1.04 2.602-1.03.906-2.96.906t-2.969-.906Q6 26.738 6 25.043q0-1.117.64-1.89.641-.774 1.782-1.04zm-.578-2.492q0 .906.562 1.414.57.508 1.594.508 1.016 0 1.586-.508.578-.508.578-1.414 0-.906-.578-1.414-.57-.508-1.586-.508-1.023 0-1.594.508-.562.508-.562 1.414z\" /></g><g transform=\"translate(375, 20) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M10 22.785q-1.125 0-1.773.602-.641.601-.641 1.656t.64 1.656q.649.602 1.774.602t1.773-.602q.649-.61.649-1.656 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      ],
      "text/plain": [
       "Board('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "board"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "occasional-benchmark",
   "metadata": {},
   "source": [
    "### WHITE Turn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "streaming-albania",
   "metadata": {},
   "outputs": [],
   "source": [
    "move, nodes_per_depth = best_move_using_quiescence_search(board, 15, True, -100000, 100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "conservative-found",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Move.from_uci('g1h3')"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "move"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "saved-union",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 1, 1: 20, 2: 20, 3: 445, 4: 638, 5: 201, 6: 8}"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes_per_depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "atomic-finland",
   "metadata": {},
   "outputs": [],
   "source": [
    "board.push(move)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "successful-manitoba",
   "metadata": {},
   "outputs": [
    {
     "data": {
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1.195.117.61.118 1.266.352z\" /></g><g transform=\"translate(375, 110) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M10.137 21.863q-1.063 0-1.688.727-.617.726-.617 1.992 0 1.258.617 1.992.625.727 1.688.727 1.062 0 1.68-.727.624-.734.624-1.992 0-1.266-.625-1.992-.617-.727-1.68-.727zm3.133-4.945v1.437q-.594-.28-1.204-.43-.601-.148-1.195-.148-1.562 0-2.39 1.055-.82 1.055-.938 3.188.46-.68 1.156-1.04.696-.367 1.531-.367 1.758 0 2.774 1.07 1.023 1.063 1.023 2.899 0 1.797-1.062 2.883-1.063 1.086-2.828 1.086-2.024 0-3.094-1.547-1.07-1.555-1.07-4.5 0-2.766 1.312-4.406 1.313-1.649 3.524-1.649.593 0 1.195.117.61.118 1.266.352z\" /></g><g transform=\"translate(0, 65) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M6.25 16.66h7.5v.672L9.516 28.324H7.867l3.985-10.336H6.25z\" /></g><g transform=\"translate(375, 65) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M6.25 16.66h7.5v.672L9.516 28.324H7.867l3.985-10.336H6.25z\" /></g><g transform=\"translate(0, 20) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M10 22.785q-1.125 0-1.773.602-.641.601-.641 1.656t.64 1.656q.649.602 1.774.602t1.773-.602q.649-.61.649-1.656 0-1.055-.649-1.656-.64-.602-1.773-.602zm-1.578-.672q-1.016-.25-1.586-.945-.563-.695-.563-1.695 0-1.399.993-2.211 1-.813 2.734-.813 1.742 0 2.734.813.993.812.993 2.21 0 1-.57 1.696-.563.695-1.571.945 1.14.266 1.773 1.04.641.773.641 1.89 0 1.695-1.04 2.602-1.03.906-2.96.906t-2.969-.906Q6 26.738 6 25.043q0-1.117.64-1.89.641-.774 1.782-1.04zm-.578-2.492q0 .906.562 1.414.57.508 1.594.508 1.016 0 1.586-.508.578-.508.578-1.414 0-.906-.578-1.414-.57-.508-1.586-.508-1.023 0-1.594.508-.562.508-.562 1.414z\" /></g><g transform=\"translate(375, 20) scale(0.75, 0.75)\" fill=\"#e5e5e5\" stroke=\"#e5e5e5\"><path d=\"M10 22.785q-1.125 0-1.773.602-.641.601-.641 1.656t.64 1.656q.649.602 1.774.602t1.773-.602q.649-.61.649-1.656 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      ],
      "text/plain": [
       "Board('rnbqkbnr/pppppppp/8/8/8/7N/PPPPPPPP/RNBQKB1R b KQkq - 1 1')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "board"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "minus-physiology",
   "metadata": {},
   "source": [
    "### BLACK Turn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "corporate-channel",
   "metadata": {},
   "outputs": [],
   "source": [
    "move,nodes_per_depth = best_move_using_quiescence_search(board, 15, False, -100000, 100000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "ceramic-cleaner",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Move.from_uci('g8h6')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "move"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "speaking-branch",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 1, 1: 20, 2: 20, 3: 449, 4: 485, 5: 40, 6: 4}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes_per_depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "executive-wheel",
   "metadata": {},
   "outputs": [],
   "source": [
    "board.push(move)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "falling-falls",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "Board('rnbqkb1r/pppppppp/7n/8/8/7N/PPPPPPPP/RNBQKB1R w KQkq - 2 2')"
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     "metadata": {},
     "output_type": "execute_result"
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  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "moral-observer",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WHITE Turn\n",
      "Move in UCI format: g1h3\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 445, 4: 638, 5: 201, 6: 8}\n",
      "Time taken by Move: 4.668341875076294\n"
     ]
    },
    {
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h6\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 449, 4: 485, 5: 40, 6: 4}\n",
      "Time taken by Move: 2.7566113471984863\n"
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h3g5\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 426, 4: 1547, 5: 1166, 6: 48, 7: 3}\n",
      "Time taken by Move: 9.771346092224121\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 25, 2: 29, 3: 690, 4: 923, 5: 257, 6: 21, 7: 2, 8: 2, 9: 1}\n",
      "Time taken by Move: 5.28132176399231\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g5h7\n",
      "Nodes per depth: {0: 1, 1: 18, 2: 23, 3: 409, 4: 1464, 5: 1151, 6: 93, 7: 2}\n",
      "Time taken by Move: 8.836541652679443\n"
     ]
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 22, 2: 22, 3: 528, 4: 528}\n",
      "Time taken by Move: 2.7431085109710693\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h7f6\n",
      "Nodes per depth: {0: 1, 1: 21, 2: 40, 3: 180, 4: 803, 5: 706, 6: 85, 7: 29, 8: 12, 9: 4}\n",
      "Time taken by Move: 6.787282466888428\n"
     ]
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g7f6\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 0.15628719329833984\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 421, 4: 621, 5: 215, 6: 17, 7: 2}\n",
      "Time taken by Move: 5.046775579452515\n"
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 1.8622527122497559\n"
     ]
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      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 713, 5: 144, 6: 7}\n",
      "Time taken by Move: 6.298717975616455\n"
     ]
    },
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 3.93679141998291\n"
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      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 421, 4: 621, 5: 215, 6: 17, 7: 2}\n",
      "Time taken by Move: 6.217752456665039\n"
     ]
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 1.7312712669372559\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 713, 5: 144, 6: 7}\n",
      "Time taken by Move: 6.187891483306885\n"
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 3.370811700820923\n"
     ]
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      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 421, 4: 621, 5: 215, 6: 17, 7: 2}\n",
      "Time taken by Move: 5.2917397022247314\n"
     ]
    },
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 1.7709429264068604\n"
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 713, 5: 144, 6: 7}\n",
      "Time taken by Move: 6.304059743881226\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 3.388378381729126\n"
     ]
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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "game_between_two_computer(depth=10, moves_per_player=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "compound-lincoln",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WHITE Turn\n",
      "Move in UCI format: g1h3\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 445, 4: 649, 5: 212}\n",
      "Time taken by Move: 5.340984582901001\n"
     ]
    },
    {
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h6\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 449, 4: 489, 5: 40}\n",
      "Time taken by Move: 3.354006052017212\n"
     ]
    },
    {
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      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h3g5\n",
      "Nodes per depth: {0: 1, 1: 20, 2: 20, 3: 426, 4: 1677, 5: 1601}\n",
      "Time taken by Move: 14.660326480865479\n"
     ]
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 25, 2: 29, 3: 768, 4: 1017, 5: 265}\n",
      "Time taken by Move: 6.710717678070068\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g5h7\n",
      "Nodes per depth: {0: 1, 1: 18, 2: 29, 3: 588, 4: 2632, 5: 2910}\n",
      "Time taken by Move: 17.89286732673645\n"
     ]
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 22, 2: 22, 3: 528, 4: 528}\n",
      "Time taken by Move: 4.291439771652222\n"
     ]
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      "WHITE Turn\n",
      "Move in UCI format: h7f6\n",
      "Nodes per depth: {0: 1, 1: 21, 2: 41, 3: 566, 4: 3509, 5: 3899}\n",
      "Time taken by Move: 15.538057565689087\n"
     ]
    },
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g7f6\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 0.16068744659423828\n"
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 20, 3: 448, 4: 849, 5: 504}\n",
      "Time taken by Move: 7.917804956436157\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 2.7107574939727783\n"
     ]
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      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 722, 5: 172}\n",
      "Time taken by Move: 9.657937049865723\n"
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 3.9213407039642334\n"
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 20, 3: 448, 4: 849, 5: 504}\n",
      "Time taken by Move: 8.283972024917603\n"
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 1.9298856258392334\n"
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      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 722, 5: 172}\n",
      "Time taken by Move: 7.2908384799957275\n"
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 3.7850735187530518\n"
     ]
    },
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     "text": [
      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: h1g1\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 20, 3: 448, 4: 849, 5: 504}\n",
      "Time taken by Move: 6.927406311035156\n"
     ]
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     "text": [
      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: h8g8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 1.891434907913208\n"
     ]
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      "\n",
      "\n",
      "WHITE Turn\n",
      "Move in UCI format: g1h1\n",
      "Nodes per depth: {0: 1, 1: 23, 2: 23, 3: 576, 4: 722, 5: 172}\n",
      "Time taken by Move: 8.959792137145996\n"
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      "\n",
      "\n",
      "BLACK Turn\n",
      "Move in UCI format: g8h8\n",
      "Nodes per depth: {0: 1, 1: 19, 2: 19, 3: 404, 4: 404}\n",
      "Time taken by Move: 6.749648094177246\n"
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    "game_between_two_computer(depth=5, moves_per_player=10)"
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   "id": "exposed-joseph",
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