project0.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9037b6fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pip install imparaai-checkers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "780f9635",
   "metadata": {},
   "source": [
    "#### Import Packages and Define Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c999d91e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from checkers.game import Game\n",
    "import random\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1eef21e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generateModel():\n",
    "    #defines model1 which is 3-layer neural network with reLu activation function\n",
    "    model = tf.keras.Sequential(name=\"model\")\n",
    "    model.add(tf.keras.Input(shape=(256, 256, 3)))\n",
    "    model.add(tf.keras.layers.Conv2D(16, 5, activation=\"sigmoid\", padding=\"same\"))\n",
    "    model.add(tf.keras.layers.Conv2D(32, 5, activation=\"sigmoid\", padding=\"same\"))\n",
    "    model.add(tf.keras.layers.Conv2D(8, 5, activation=\"sigmoid\", padding=\"same\"))\n",
    "    model.add(tf.keras.layers.MaxPooling2D(pool_size=2, strides=2, padding=\"valid\"))\n",
    "    model.add(tf.keras.layers.Flatten())\n",
    "    model.add(tf.keras.layers.Dense(96, activation=\"sigmoid\"))\n",
    "    model.add(tf.keras.layers.Dense(3, activation=\"softmax\"))\n",
    "    \n",
    "    model.compile()\n",
    "    model.summary()\n",
    "    return model\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6c8046ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv2d_9 (Conv2D)           (None, 256, 256, 16)      1216      \n",
      "                                                                 \n",
      " conv2d_10 (Conv2D)          (None, 256, 256, 32)      12832     \n",
      "                                                                 \n",
      " conv2d_11 (Conv2D)          (None, 256, 256, 8)       6408      \n",
      "                                                                 \n",
      " max_pooling2d_4 (MaxPooling  (None, 128, 128, 8)      0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " flatten_4 (Flatten)         (None, 131072)            0         \n",
      "                                                                 \n",
      " dense_8 (Dense)             (None, 96)                12583008  \n",
      "                                                                 \n",
      " dense_9 (Dense)             (None, 3)                 291       \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 12,603,755\n",
      "Trainable params: 12,603,755\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.engine.sequential.Sequential at 0x1bbcb9bd6a0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generateModel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "303d8914",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def convertLocation(position):\n",
    "    location = [int((position - 1)/4), 2*((position-1)%4)]\n",
    "    if (location[0] %2==0):\n",
    "        location[1] += 1\n",
    "    return location\n",
    "\n",
    "def convertBoard(game):\n",
    "    board = np.zeros((8,8))\n",
    "    for piece in game.board.pieces:\n",
    "        if piece.position == None:\n",
    "            continue\n",
    "        location = [int((piece.position-1)/4), 2*((piece.position-1)%4)]\n",
    "        if (location[0] %2==0):\n",
    "            location[1] += 1\n",
    "        if piece.player == 1 and piece.king:\n",
    "            board[location[0], location[1]] = -2\n",
    "        elif piece.player == 1:\n",
    "            board[location[0], location[1]] = -1\n",
    "        elif piece.player == 2 and piece.king:\n",
    "            board[location[0], location[1]] = 2\n",
    "        else:\n",
    "            board[location[0], location[1]] = 1\n",
    "    return board\n",
    "\n",
    "def printBoard(board):\n",
    "    length =64\n",
    "    chars = ['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H']\n",
    "    print(\" \"*4 + \"*\"*length)\n",
    "    print(\"\\t 0\\t 1\\t 2\\t 3\\t 4\\t 5\\t 6\\t 7\\n\")\n",
    "    print(\" \" * 4 + \"-\"*length)\n",
    "    for i in range(8):\n",
    "        print(f\"{i}||\", end=\"\")\n",
    "        for j in range(8):\n",
    "            if board[i,j] == 0:\n",
    "                print(\"\\t \", end=\"\")\n",
    "            else:\n",
    "                print(f\"\\t {board[i,j]}\", end=\"\")\n",
    "        print()\n",
    "        print(\"\\n\" +\" \"* 4 + \"-\"*length)\n",
    "    print(\" \" * 4 +\"-\"*length+\"\\n\\n\")\n",
    "\n",
    "def boardMove(board, move):\n",
    "    nextBoard = np.copy(board)\n",
    "    startLocation = convertLocation(move[0])\n",
    "    endLocation = convertLocation(move[1])\n",
    "    nextBoard[endLocation[0], endLocation[1]] = nextBoard[startLocation[0], startLocation[1]]\n",
    "    nextBoard[startLocation[0], startLocation[1]] = 0\n",
    "    return nextBoard\n",
    "    \n",
    "def generateAllNextBoards(game, board):\n",
    "    movesList = game.get_possible_moves()\n",
    "    nextBoardList = []\n",
    "    for move in movesList:\n",
    "        nextBoardList.append(boardMove(board, move))\n",
    "    return nextBoardList\n",
    "\n",
    "def switchBoard(board):\n",
    "    newBoard = np.flip(board, (0,1))\n",
    "    newBoard = newBoard * -1\n",
    "    return newBoard\n",
    "    \n",
    "def getBestMove(model, game, player=1):\n",
    "    board = convertBoard(game)\n",
    "    if player==2:\n",
    "        board = switchBoard(board)\n",
    "    nextBoardList = generateAllNextBoards(game, board)\n",
    "    for count, boardOption in enumerate(nextBoardList):\n",
    "        boardOption = boardOption.reshape(1,8,8)\n",
    "        value = model(boardOption).numpy()[0][0]\n",
    "        if count == 0:\n",
    "            bestMove = (value, 0)\n",
    "        elif bestMove[0] < value:\n",
    "            bestMove = (value, count)\n",
    "    return bestMove[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d3671de",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generateModel():\n",
    "    #defines model1 which is 3-layer neural network with reLu activation function\n",
    "    model = tf.keras.Sequential(name=\"model\")\n",
    "    model.add(tf.keras.Input(shape=(8, 8, 1)))\n",
    "    model.add(tf.keras.layers.Conv2D(3, 5, activation=\"sigmoid\"))\n",
    "    model.add(tf.keras.layers.Conv2D(3, 3, activation=\"sigmoid\"))\n",
    "    model.add(tf.keras.layers.Flatten())\n",
    "    model.add(tf.keras.layers.Dense(6, activation=\"sigmoid\"))\n",
    "    model.add(tf.keras.layers.Dense(1, activation=\"sigmoid\"))\n",
    "    \n",
    "    model.compile()\n",
    "    #model.summary()\n",
    "    return model\n",
    "\n",
    "def updateWeights(model, weights):\n",
    "    layer0Weights = weights[0:75].reshape((5,5,1,3))\n",
    "    layer0bias = weights[75:78]\n",
    "    layer1Weights = weights[78:159].reshape((3,3,3,3))\n",
    "    layer1bias = weights[159:162]\n",
    "    layer3Weights = weights[162:234].reshape((12,6))\n",
    "    layer3bias = weights[234:240]\n",
    "    layer4Weights = weights[240:246].reshape((6,1))\n",
    "    layer4bias = weights[246].reshape((1,))\n",
    "    \n",
    "    orderedWeights = [[layer0Weights, layer0bias], [layer1Weights, layer1bias], [], [layer3Weights, layer3bias], [layer4Weights, layer4bias]]\n",
    "    \n",
    "    for i, layer in enumerate(model.layers):\n",
    "        if i == 2:\n",
    "            continue\n",
    "        layer.set_weights(orderedWeights[i])\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b1a91252",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def playGame(model1, model2):\n",
    "    game = Game()\n",
    "    count = 0\n",
    "    while(not game.is_over()):\n",
    "    #for i in range(3):\n",
    "        player = game.whose_turn()\n",
    "        movesList = game.get_possible_moves()\n",
    "        if player == 1:\n",
    "            #print(\"Player move 1: \")\n",
    "            moveInput = getBestMove(model1, game)\n",
    "        else:\n",
    "            #print(\"Player 2 moving: \")\n",
    "            moveInput = getBestMove(model1, game, player=2)\n",
    "        moveChoice = movesList[int(moveInput)]\n",
    "        #print(f\"Moving pawn at position {moveChoice[0]} to position {moveChoice[1]}\")\n",
    "        game.move(moveChoice)\n",
    "        #if count % 5 == 0:\n",
    "            #rintBoard(convertBoard(game))\n",
    "        count = count + 1\n",
    "\n",
    "    #print(game.get_winner())\n",
    "    return game.get_winner()\n",
    "\n",
    "def singleElimination(df, locations = None):\n",
    "    if locations is None:\n",
    "        number = df.shape[0]\n",
    "        indexes = list(range(number))\n",
    "\n",
    "    else:\n",
    "        number = len(locations)\n",
    "        indexes = locations\n",
    "        \n",
    "    random.shuffle(indexes)\n",
    "    outputSize = int(number/2)\n",
    "    \n",
    "    winners = []\n",
    "    ties = []\n",
    "    randomCount = 0\n",
    "    \n",
    "    model1 = generateModel()\n",
    "    model2 = generateModel()\n",
    "    \n",
    "    while len(indexes) > 1:\n",
    "        index1 = indexes.pop()\n",
    "        index2 = indexes.pop()\n",
    "        weights1 = df.iloc[index1,:].to_numpy()\n",
    "        weights2 = df.iloc[index2,:].to_numpy()\n",
    "        updateWeights(model1, weights1)\n",
    "        updateWeights(model2, weights2)\n",
    "        \n",
    "        winner = playGame(model1, model2)\n",
    "        \n",
    "        if winner is None:\n",
    "            ties.append(index1)\n",
    "            ties.append(index2)\n",
    "        elif winner == 1:\n",
    "            winners.append(index1)\n",
    "        elif winner == 2:\n",
    "            winners.append(index2)\n",
    "        else:\n",
    "            ties.append(index1)\n",
    "            ties.append(index2)\n",
    "    \n",
    "    while len(ties) > 1:\n",
    "        if len(indexes) > 0:\n",
    "            index1 = indexes.pop()\n",
    "            index2 = ties.pop()\n",
    "        else:\n",
    "            index1 = ties.pop()\n",
    "            index2 = ties.pop()\n",
    "        \n",
    "        weights1 = df.iloc[index1,:].to_numpy()\n",
    "        weights2 = df.iloc[index2,:].to_numpy()\n",
    "        updateWeights(model1, weights1)\n",
    "        updateWeights(model2, weights2)\n",
    "        \n",
    "        winner = playGame(model1, model2)\n",
    "        \n",
    "        if winner is None:\n",
    "            randomCount += 1\n",
    "            if random.randint(1,2) == 1:\n",
    "                winners.append(index1)\n",
    "            else:\n",
    "                winners.append(index2)\n",
    "        elif winner == 1:\n",
    "            winners.append(index1)\n",
    "        elif winner == 2:\n",
    "            winners.append(index2)\n",
    "        else:\n",
    "            randomCount += 1\n",
    "            if random.randint(1,2) == 1:\n",
    "                winners.append(index1)\n",
    "            else:\n",
    "                winners.append(index2)\n",
    "    if len(winners) == outputSize:\n",
    "        print(f'number of randoms = {randomCount} out of {outputSize}')\n",
    "        winners.sort()\n",
    "        return winners\n",
    "    else:\n",
    "        print(f'winners size {len(winners)} != expected size {outputSize}')\n",
    "        return 0\n",
    "\n",
    "\n",
    "def RoundRobin4(df, locations=None):\n",
    "    number = df.shape[0]\n",
    "    \n",
    "    model1 = generateModel()\n",
    "    model2 = generateModel()\n",
    "    \n",
    "    if locations is None:\n",
    "        indexes = list(range(number))\n",
    "    else:\n",
    "        indexes = locations\n",
    "        \n",
    "    numberOfGroups = int(len(indexes)/4)\n",
    "    \n",
    "    random.shuffle(indexes)\n",
    "    nextRound = []\n",
    "    \n",
    "    groups = []\n",
    "    for i in range(numberOfGroups):\n",
    "        group = [indexes.pop(), indexes.pop(), indexes.pop(), indexes.pop()]\n",
    "        groups.append(group)\n",
    "        \n",
    "    games = [[0,1], [2,0], [0,3], [1,2], [1,3], [3,2]]\n",
    "    \n",
    "    for group in groups:\n",
    "        RR_df = pd.DataFrame({ \"IndexNum\" : group, \"points\" : 0, \"wins\" : 0})\n",
    "        for game in games:\n",
    "            index1 = group[game[0]]\n",
    "            index2 = group[game[1]]\n",
    "            \n",
    "            weights1 = df.iloc[index1,:].to_numpy()\n",
    "            weights2 = df.iloc[index2,:].to_numpy()\n",
    "            updateWeights(model1, weights1)\n",
    "            updateWeights(model2, weights2)\n",
    "            \n",
    "            winner = playGame(model1, model2)\n",
    "            if winner is None:\n",
    "                RR_df.iloc[game[0], 1] += 1\n",
    "                RR_df.iloc[game[1], 1] += 1\n",
    "            elif winner == 1:\n",
    "                RR_df.iloc[game[0], 1] += 3\n",
    "                RR_df.iloc[game[0], 2] += 1\n",
    "            elif winner == 2:\n",
    "                RR_df.iloc[game[1], 1] += 3\n",
    "                RR_df.iloc[game[1], 2] += 1\n",
    "            else:\n",
    "                RR_df.iloc[game[0], 1] += 1\n",
    "                RR_df.iloc[game[1], 1] += 1\n",
    "        \n",
    "        bestIndex = RR_df.nlargest(2, [\"points\", \"wins\"])\n",
    "        nextRound.extend(bestIndex[\"IndexNum\"].tolist())\n",
    "    \n",
    "    return nextRound\n",
    "\n",
    "#input is trimmed df\n",
    "def RoundRobin16(df):\n",
    "    \n",
    "    indexes = list(range(16))\n",
    "    \n",
    "    model1 = generateModel()\n",
    "    model2 = generateModel()\n",
    "      \n",
    "    games = []\n",
    "    for i in range(15):\n",
    "        for j in range(i+1, 16):\n",
    "            x = [i,j]\n",
    "            random.shuffle(x)\n",
    "            games.append(x)\n",
    "    \n",
    "    RR_df = pd.DataFrame({ \"names\" : df.index, \"points\" : 0, \"wins\" : 0})\n",
    "    for game in games:\n",
    "        index1 = game[0]\n",
    "        index2 = game[1]\n",
    "\n",
    "        weights1 = df.iloc[index1,:].to_numpy()\n",
    "        weights2 = df.iloc[index2,:].to_numpy()\n",
    "        updateWeights(model1, weights1)\n",
    "        updateWeights(model2, weights2)\n",
    "\n",
    "        winner = playGame(model1, model2)\n",
    "        if winner is None:\n",
    "            RR_df.iloc[index1, 1] += 1\n",
    "            RR_df.iloc[index2, 1] += 1\n",
    "        elif winner == 1:\n",
    "            RR_df.iloc[index1, 1] += 3\n",
    "            RR_df.iloc[index1, 2] += 1\n",
    "        elif winner == 2:\n",
    "            RR_df.iloc[index2, 1] += 3\n",
    "            RR_df.iloc[index2, 2] += 1\n",
    "        else:\n",
    "            RR_df.iloc[index1, 1] += 1\n",
    "            RR_df.iloc[index2, 1] += 1\n",
    "        \n",
    "        \n",
    "    rankingsDF = RR_df.sort_values(by=['points', 'wins'], ascending=False)\n",
    "    rankingsList = rankingsDF[\"names\"].tolist()\n",
    "    \n",
    "    return rankingsDF, rankingsList\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e80cbd7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def recombination(df, gen):\n",
    "    count = 0\n",
    "    pairs = []\n",
    "    for i in range(15):\n",
    "        for j in range(i+1, 16):\n",
    "            x = [i,j]\n",
    "            pairs.append(x)\n",
    "    for pair in pairs:\n",
    "        w1 = df.iloc[pair[0]].to_numpy().copy()\n",
    "        w2 = df.iloc[pair[1]].to_numpy().copy()\n",
    "        pos = random.randint(0,246)\n",
    "        w1_1 = w1[:pos]\n",
    "        w1_2 = w1[pos:]\n",
    "        w2_1 = w2[:pos]\n",
    "        w2_2 = w2[pos:]\n",
    "        set1 = np.concatenate((w1_1, w2_2), axis=None)\n",
    "        set2 = np.concatenate((w2_1, w1_2), axis=None)\n",
    "        df.loc[f'Gen{gen}_{count:04d}'] = set1\n",
    "        count += 1\n",
    "        df.loc[f'Gen{gen}_{count:04d}'] = set2\n",
    "        count += 1\n",
    "        \n",
    "    return df, count\n",
    "\n",
    "def mutations(df, count, gen):\n",
    "    for index, row in df.iterrows():\n",
    "        for i in range(3):\n",
    "            newRow = row.copy() + np.random.uniform(-.1,.1,247)\n",
    "            df.loc[f'Gen{gen}_{count:04d}'] = newRow\n",
    "            count += 1\n",
    "    return df\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "94a1396b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#need function to take rankings and/or points to create next generation\n",
    "#bind selection and generation into one function\n",
    "def selection(inputPath):\n",
    "    weightsDF = pd.read_csv(inputPath, index_col='names')\n",
    "    R1Winners = singleElimination(weightsDF)\n",
    "    R2Winners = singleElimination(weightsDF, locations=R1Winners)\n",
    "    R3Winners = singleElimination(weightsDF, locations=R2Winners)\n",
    "    \n",
    "    weightsDF1 = weightsDF.iloc[R3Winners, :]\n",
    "    RR1 = RoundRobin4(weightsDF1)\n",
    "    RR2 = RoundRobin4(weightsDF1, locations=RR1)\n",
    "    RR3 = RoundRobin4(weightsDF1, locations=RR2)\n",
    "    \n",
    "    RR3.sort()\n",
    "    return weightsDF.iloc[RR3, :]\n",
    "\n",
    "def generation(df, gen, outputPath=None):\n",
    "    if outputPath is None:\n",
    "        outputPath = f'Gen{gen}Weights.csv'\n",
    "    nextGen, count = recombination(df, gen)\n",
    "    nextGen = mutations(nextGen, count, gen)\n",
    "    \n",
    "    nextGen.to_csv(outputPath)\n",
    "    print(f'Gen{gen} created')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4496af93",
   "metadata": {},
   "source": [
    "#### Generate 1024 Gen0 models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "1fd8fad7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "650\n",
      "660\n",
      "670\n",
      "680\n",
      "690\n",
      "700\n",
      "710\n",
      "720\n",
      "730\n",
      "740\n",
      "750\n",
      "760\n",
      "770\n",
      "780\n",
      "790\n",
      "800\n",
      "810\n",
      "820\n",
      "830\n",
      "840\n",
      "850\n",
      "860\n",
      "870\n",
      "880\n",
      "890\n",
      "900\n",
      "910\n",
      "920\n",
      "930\n",
      "940\n",
      "950\n",
      "960\n",
      "970\n",
      "980\n",
      "990\n",
      "1000\n",
      "1010\n",
      "1020\n"
     ]
    }
   ],
   "source": [
    "path = 'gen0Weights.csv'\n",
    "location = 0\n",
    "count = 0\n",
    "\n",
    "columnName = []\n",
    "for i in range(247):\n",
    "    columnName.append(\"w\"+str(i))\n",
    "weightsDF = pd.DataFrame(columns=columnName)\n",
    " \n",
    "while count < 1024:\n",
    "    weights1 = np.random.uniform(-1,1,247)\n",
    "    model1 = generateModel()\n",
    "    updateWeights(model1, weights1)\n",
    "\n",
    "    weights2 = np.random.uniform(-1,1,247)\n",
    "    model2 = generateModel()\n",
    "    updateWeights(model2, weights2)\n",
    "\n",
    "    bothWeights = [0, weights1, weights2]\n",
    "\n",
    "    winner = playGame(model1, model2)\n",
    "    if winner is None:\n",
    "        continue\n",
    "    elif winner == 1:\n",
    "        weightsDF.loc[count] = weights2\n",
    "        count += 1\n",
    "    elif winner == 2:\n",
    "        weightsDF.loc[count] = weights1\n",
    "        count += 1\n",
    "    else:\n",
    "        continue\n",
    "    \n",
    "    if count % 10 == 0:\n",
    "        print(count)\n",
    "\n",
    "    \n",
    "weightsDF.to_csv(path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6c38e1a",
   "metadata": {},
   "source": [
    "#### Selection of gen0 and generation of gen1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1f54eb3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'gen0Weights.csv'\n",
    "weightsDF = pd.read_csv(path, index_col='names')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "51babeaa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of randoms = 25 out of 512\n",
      "[0, 1, 2, 6, 7, 9, 10, 12, 13, 17, 18, 19, 21, 22, 23, 25, 26, 28, 30, 33, 35, 37, 38, 41, 43, 48, 49, 51, 52, 53, 54, 56, 61, 63, 65, 66, 68, 69, 72, 75, 77, 78, 79, 80, 81, 83, 84, 87, 88, 89, 90, 91, 92, 95, 101, 103, 105, 106, 107, 110, 111, 113, 116, 117, 120, 122, 125, 126, 128, 131, 132, 136, 139, 143, 144, 148, 149, 152, 153, 154, 155, 156, 157, 158, 160, 163, 166, 167, 168, 170, 171, 172, 179, 182, 184, 185, 187, 190, 191, 200, 201, 203, 204, 205, 207, 211, 212, 215, 216, 219, 220, 221, 222, 224, 225, 226, 229, 230, 234, 235, 236, 237, 239, 242, 243, 249, 252, 256, 257, 259, 260, 261, 264, 266, 271, 273, 275, 277, 278, 280, 282, 285, 287, 288, 289, 291, 292, 293, 294, 295, 296, 300, 301, 303, 304, 305, 307, 308, 310, 315, 318, 319, 320, 324, 326, 330, 331, 333, 334, 335, 336, 337, 341, 343, 344, 346, 347, 351, 354, 355, 359, 360, 363, 364, 365, 366, 367, 369, 370, 376, 377, 379, 380, 381, 382, 383, 384, 385, 386, 387, 389, 392, 393, 400, 401, 403, 404, 405, 410, 414, 415, 416, 417, 418, 421, 423, 424, 426, 429, 430, 432, 434, 435, 437, 441, 443, 447, 448, 449, 450, 451, 452, 457, 458, 461, 462, 463, 464, 465, 469, 471, 475, 476, 478, 479, 480, 485, 486, 490, 491, 492, 495, 497, 499, 500, 504, 505, 506, 507, 511, 512, 514, 516, 518, 519, 522, 524, 533, 536, 537, 539, 549, 550, 556, 557, 558, 559, 560, 564, 565, 570, 573, 575, 576, 578, 579, 580, 585, 587, 588, 589, 590, 591, 593, 595, 596, 600, 601, 602, 605, 607, 612, 614, 615, 617, 618, 619, 620, 622, 623, 625, 626, 627, 630, 634, 637, 638, 639, 640, 642, 644, 646, 647, 649, 653, 656, 657, 658, 660, 662, 664, 665, 666, 667, 670, 671, 673, 674, 675, 676, 677, 678, 680, 684, 685, 686, 688, 689, 690, 691, 694, 695, 696, 698, 701, 702, 708, 710, 712, 716, 720, 723, 725, 726, 727, 728, 729, 732, 733, 734, 736, 739, 740, 741, 743, 745, 747, 748, 749, 750, 751, 752, 753, 754, 756, 757, 758, 761, 762, 765, 766, 767, 768, 769, 771, 774, 776, 777, 778, 781, 786, 787, 791, 792, 795, 796, 797, 807, 808, 810, 811, 813, 815, 817, 818, 820, 823, 824, 825, 828, 829, 830, 831, 833, 836, 837, 840, 841, 847, 848, 850, 854, 859, 863, 868, 871, 872, 873, 874, 876, 877, 878, 879, 880, 881, 883, 885, 887, 888, 891, 896, 897, 898, 900, 902, 906, 909, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 922, 923, 924, 925, 927, 930, 932, 933, 935, 936, 938, 939, 940, 941, 944, 947, 950, 955, 956, 959, 960, 964, 968, 971, 973, 976, 978, 979, 981, 983, 985, 986, 988, 992, 994, 996, 1002, 1003, 1004, 1005, 1013, 1017, 1019, 1020, 1023]\n",
      "number of randoms = 27 out of 256\n",
      "number of randoms = 18 out of 128\n",
      "[0, 7, 21, 26, 37, 51, 53, 68, 78, 79, 81, 83, 90, 91, 111, 120, 122, 126, 160, 166, 172, 179, 182, 187, 200, 204, 211, 212, 216, 224, 234, 235, 242, 243, 257, 260, 271, 273, 277, 282, 285, 287, 291, 300, 305, 319, 330, 334, 341, 365, 366, 376, 379, 383, 387, 389, 393, 416, 424, 449, 457, 461, 486, 497, 507, 512, 518, 522, 559, 565, 576, 578, 587, 593, 602, 607, 618, 637, 639, 640, 642, 644, 647, 656, 658, 662, 676, 689, 694, 710, 732, 745, 753, 762, 766, 776, 795, 823, 825, 828, 830, 831, 833, 836, 841, 847, 859, 872, 883, 888, 900, 902, 918, 922, 923, 944, 960, 968, 973, 976, 978, 983, 985, 992, 1003, 1005, 1019, 1023]\n"
     ]
    }
   ],
   "source": [
    "R1Winners = singleElimination(weightsDF)\n",
    "print(R1Winners)\n",
    "R2Winners = singleElimination(weightsDF, locations=R1Winners)\n",
    "R3Winners = singleElimination(weightsDF, locations=R2Winners)\n",
    "print(R3Winners)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "637aad05",
   "metadata": {},
   "outputs": [],
   "source": [
    "weightsDF1 = weightsDF.iloc[R3Winners, :]\n",
    "#print(weightsDF1.describe())\n",
    "path = 'gen0.1Weights.csv'\n",
    "weightsDF1.to_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64a4742b",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'gen0.1Weights.csv'\n",
    "weightsDF = pd.read_csv(path, index_col='names')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dc51bbfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR1 = RoundRobin4(weightsDF)\n",
    "RR2 = RoundRobin4(weightsDF, locations=RR1)\n",
    "RR3 = RoundRobin4(weightsDF, locations=RR2)\n",
    "RR3.sort()\n",
    "unrankedWeights = weightsDF.iloc[RR3, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "268df250",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'gen0.2Weights.csv'\n",
    "unrankedWeights.to_csv(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "3143b613",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(path, index_col='names')\n",
    "df, count = recombination(df)\n",
    "df = mutations(df, count)\n",
    "df.to_csv('Gen1Weights.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "e189dad6",
   "metadata": {},
   "outputs": [],
   "source": [
    "nextGen = mutations(weightsDF, 240, 2)\n",
    "nextGen.to_csv('Gen2Weights.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fac78ddf",
   "metadata": {},
   "source": [
    "#### After making gen1, created and used selection and generation function to generate next generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7b8244ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of randoms = 103 out of 512\n",
      "number of randoms = 51 out of 256\n",
      "number of randoms = 10 out of 128\n",
      "Gen13 created\n",
      "number of randoms = 99 out of 512\n",
      "number of randoms = 63 out of 256\n",
      "number of randoms = 14 out of 128\n",
      "Gen14 created\n"
     ]
    }
   ],
   "source": [
    "weightsDF = selection('Gen12Weights.csv')\n",
    "generation(weightsDF, 13)\n",
    "\n",
    "weightsDF = selection('Gen13Weights.csv')\n",
    "generation(weightsDF, 14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2e2ab76d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of randoms = 119 out of 512\n",
      "number of randoms = 83 out of 256\n",
      "number of randoms = 18 out of 128\n",
      "Gen15 created\n",
      "number of randoms = 116 out of 512\n",
      "number of randoms = 70 out of 256\n",
      "number of randoms = 17 out of 128\n",
      "         names  points  wins\n",
      "15  Gen15_0111      32     9\n",
      "12  Gen15_0086      27     6\n",
      "5   Gen15_0010      19     2\n",
      "11  Gen15_0085      19     2\n",
      "6   Gen15_0015      17     1\n",
      "0   Gen14_0041      16     1\n",
      "1   Gen14_0055      16     1\n",
      "4   Gen15_0006      16     1\n",
      "8   Gen15_0053      16     1\n",
      "13  Gen15_0087      16     1\n",
      "2   Gen14_0061      15     1\n",
      "14  Gen15_0094      15     1\n",
      "10  Gen15_0075      15     0\n",
      "9   Gen15_0070      14     0\n",
      "3   Gen14_0104       9     0\n",
      "7   Gen15_0027       6     1\n",
      "Gen16 created\n"
     ]
    }
   ],
   "source": [
    "weightsDF = selection('Gen14Weights.csv')\n",
    "generation(weightsDF, 15)\n",
    "\n",
    "weightsDF = selection('Gen15Weights.csv')\n",
    "rankedDF, rankedList = RoundRobin16(weightsDF)\n",
    "print(rankedDF)\n",
    "generation(weightsDF, 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f1430db",
   "metadata": {},
   "source": [
    "#### Testing the best Model Against Best of Gen 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5909662d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wins\tTies\tLosses\n",
      "16\t0\t0\n",
      "16\t0\t0\n"
     ]
    }
   ],
   "source": [
    "weightsDF = pd.read_csv('Gen15Weights.csv', index_col='names')\n",
    "model1 = generateModel()\n",
    "bestWeights = weightsDF.loc['Gen15_0111',:].to_numpy()\n",
    "updateWeights(model1, bestWeights)\n",
    "weightsDF2 = pd.read_csv('gen0.2Weights.csv', index_col='names')\n",
    "model2 = generateModel()\n",
    "record = [0,0,0]\n",
    "record2 = [0,0,0]\n",
    "for i in range(16):\n",
    "    weights = weightsDF2.iloc[i].to_numpy()\n",
    "    updateWeights(model2, weights)\n",
    "    winner = playGame(model1, model2)\n",
    "    if winner == 1:\n",
    "        record[0] += 1\n",
    "    elif winner is None:\n",
    "        record[1] += 1\n",
    "    elif winner == 2:\n",
    "        record[2] += 1\n",
    "    \n",
    "    winner = playGame(model2, model1)\n",
    "    if winner == 1:\n",
    "        record2[0] += 1\n",
    "    elif winner is None:\n",
    "        record2[1] += 1\n",
    "    elif winner == 2:\n",
    "        record2[2] += 1\n",
    "\n",
    "print(f'Wins\\tTies\\tLosses\\n{record[0]}\\t{record[1]}\\t{record[2]}\\n{record2[0]}\\t{record[1]}\\t{record[2]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b93fe512",
   "metadata": {},
   "source": [
    "#### Test the best model against best of gen 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "90ce37f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wins\tTies\tLosses\n",
      "16\t0\t0\n",
      "8\t4\t4\n"
     ]
    }
   ],
   "source": [
    "weightsDF = pd.read_csv('Gen15Weights.csv', index_col='names')\n",
    "model1 = generateModel()\n",
    "bestWeights = weightsDF.loc['Gen15_0111',:].to_numpy()\n",
    "updateWeights(model1, bestWeights)\n",
    "weightsDF2 = pd.read_csv('gen5Weights.csv', index_col='names')\n",
    "model2 = generateModel()\n",
    "record = [0,0,0]\n",
    "record2 = [0,0,0]\n",
    "for i in range(16):\n",
    "    weights = weightsDF2.iloc[i].to_numpy()\n",
    "    updateWeights(model2, weights)\n",
    "    winner = playGame(model1, model2)\n",
    "    if winner == 1:\n",
    "        record[0] += 1\n",
    "    elif winner is None:\n",
    "        record[1] += 1\n",
    "    elif winner == 2:\n",
    "        record[2] += 1\n",
    "    \n",
    "    winner = playGame(model2, model1)\n",
    "    if winner == 1:\n",
    "        record2[0] += 1\n",
    "    elif winner is None:\n",
    "        record2[1] += 1\n",
    "    elif winner == 2:\n",
    "        record2[2] += 1\n",
    "\n",
    "\n",
    "print(f'Wins\\tTies\\tLosses\\n{record[0]}\\t{record[1]}\\t{record[2]}\\n{record2[0]}\\t{record2[1]}\\t{record2[2]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b80121a7",
   "metadata": {},
   "source": [
    "#### Test the best model against best of gen 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "186b573d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wins\tTies\tLosses\n",
      "16\t0\t0\n",
      "6\t6\t4\n"
     ]
    }
   ],
   "source": [
    "weightsDF = pd.read_csv('Gen15Weights.csv', index_col='names')\n",
    "model1 = generateModel()\n",
    "bestWeights = weightsDF.loc['Gen15_0111',:].to_numpy()\n",
    "updateWeights(model1, bestWeights)\n",
    "weightsDF2 = pd.read_csv('gen10Weights.csv', index_col='names')\n",
    "model2 = generateModel()\n",
    "record = [0,0,0]\n",
    "record2 = [0,0,0]\n",
    "for i in range(16):\n",
    "    weights = weightsDF2.iloc[i].to_numpy()\n",
    "    updateWeights(model2, weights)\n",
    "    winner = playGame(model1, model2)\n",
    "    if winner == 1:\n",
    "        record[0] += 1\n",
    "    elif winner is None:\n",
    "        record[1] += 1\n",
    "    elif winner == 2:\n",
    "        record[2] += 1\n",
    "    \n",
    "    winner = playGame(model2, model1)\n",
    "    if winner == 1:\n",
    "        record2[0] += 1\n",
    "    elif winner is None:\n",
    "        record2[1] += 1\n",
    "    elif winner == 2:\n",
    "        record2[2] += 1\n",
    "\n",
    "\n",
    "print(f'Wins\\tTies\\tLosses\\n{record[0]}\\t{record[1]}\\t{record[2]}\\n{record2[0]}\\t{record2[1]}\\t{record2[2]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09d5b85a",
   "metadata": {},
   "source": [
    "#### Play against the best AI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4aa183fc",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Player 1 moving: \n",
      "Moving pawn at position 9 to position 14\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [5, 0], [4, 1]\n",
      "1: [5, 2], [4, 1]\n",
      "2: [5, 2], [4, 3]\n",
      "3: [5, 4], [4, 3]\n",
      "4: [5, 4], [4, 5]\n",
      "5: [5, 6], [4, 5]\n",
      "6: [5, 6], [4, 7]\n",
      "\n",
      "Enter move number:\n",
      " 6\n",
      "Moving pawn at position 24 to position 20\n",
      "Player 1 moving: \n",
      "Moving pawn at position 11 to position 15\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t 1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 7], [3, 6]\n",
      "1: [5, 0], [4, 1]\n",
      "2: [5, 2], [4, 1]\n",
      "3: [5, 2], [4, 3]\n",
      "4: [5, 4], [4, 3]\n",
      "5: [5, 4], [4, 5]\n",
      "6: [6, 5], [5, 6]\n",
      "7: [6, 7], [5, 6]\n",
      "\n",
      "Enter move number:\n",
      " 2\n",
      "Moving pawn at position 22 to position 17\n",
      "Player 1 moving: \n",
      "Moving pawn at position 15 to position 19\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t 1.0\t \t \t \t -1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t \t \t 1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [5, 4], [3, 6]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 23 to position 16\n",
      "Player 1 moving: \n",
      "Moving pawn at position 12 to position 19\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t 1.0\t \t \t \t -1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 1], [3, 0]\n",
      "1: [4, 7], [3, 6]\n",
      "2: [6, 1], [5, 2]\n",
      "3: [6, 3], [5, 2]\n",
      "4: [6, 3], [5, 4]\n",
      "5: [6, 5], [5, 4]\n",
      "6: [6, 5], [5, 6]\n",
      "7: [6, 7], [5, 6]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 17 to position 13\n",
      "Player 1 moving: \n",
      "Moving pawn at position 8 to position 11\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t -1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [3, 0], [2, 1]\n",
      "1: [4, 7], [3, 6]\n",
      "2: [5, 0], [4, 1]\n",
      "3: [6, 1], [5, 2]\n",
      "4: [6, 3], [5, 2]\n",
      "5: [6, 3], [5, 4]\n",
      "6: [6, 5], [5, 4]\n",
      "7: [6, 5], [5, 6]\n",
      "8: [6, 7], [5, 6]\n",
      "\n",
      "Enter move number:\n",
      " 3\n",
      "Moving pawn at position 25 to position 22\n",
      "Player 1 moving: \n",
      "Moving pawn at position 19 to position 23\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t 1.0\t \t 1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [6, 3], [4, 5]\n",
      "1: [6, 5], [4, 3]\n",
      "\n",
      "Enter move number:\n",
      " 1\n",
      "Moving pawn at position 27 to position 18\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t 1.0\t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t 1.0\t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 3], [2, 1]\n",
      "\n",
      "Enter move number:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 0\n",
      "Moving pawn at position 18 to position 9\n",
      "Player 1 moving: \n",
      "Moving pawn at position 5 to position 14\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t 1.0\t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [3, 0], [2, 1]\n",
      "1: [4, 7], [3, 6]\n",
      "2: [5, 0], [4, 1]\n",
      "3: [5, 2], [4, 1]\n",
      "4: [5, 2], [4, 3]\n",
      "5: [6, 3], [5, 4]\n",
      "6: [6, 7], [5, 6]\n",
      "7: [7, 0], [6, 1]\n",
      "8: [7, 2], [6, 1]\n",
      "9: [7, 4], [6, 5]\n",
      "10: [7, 6], [6, 5]\n",
      "\n",
      "Enter move number:\n",
      " 5\n",
      "Moving pawn at position 26 to position 23\n",
      "Player 1 moving: \n",
      "Moving pawn at position 11 to position 16\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t 1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 7], [2, 5]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 20 to position 11\n",
      "Player 1 moving: \n",
      "Moving pawn at position 7 to position 16\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t 1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [3, 0], [2, 1]\n",
      "1: [5, 0], [4, 1]\n",
      "2: [5, 2], [4, 1]\n",
      "3: [5, 2], [4, 3]\n",
      "4: [5, 4], [4, 3]\n",
      "5: [5, 4], [4, 5]\n",
      "6: [6, 7], [5, 6]\n",
      "7: [7, 0], [6, 1]\n",
      "8: [7, 2], [6, 1]\n",
      "9: [7, 2], [6, 3]\n",
      "10: [7, 4], [6, 3]\n",
      "11: [7, 4], [6, 5]\n",
      "12: [7, 6], [6, 5]\n",
      "\n",
      "Enter move number:\n",
      " 6\n",
      "Moving pawn at position 28 to position 24\n",
      "Player 1 moving: \n",
      "Moving pawn at position 16 to position 19\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t -1.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [5, 4], [3, 6]\n",
      "1: [5, 6], [3, 4]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 23 to position 16\n",
      "Player 1 moving: \n",
      "Moving pawn at position 3 to position 7\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t -1.0\t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [3, 0], [2, 1]\n",
      "1: [3, 6], [2, 5]\n",
      "2: [3, 6], [2, 7]\n",
      "3: [5, 0], [4, 1]\n",
      "4: [5, 2], [4, 1]\n",
      "5: [5, 2], [4, 3]\n",
      "6: [5, 6], [4, 5]\n",
      "7: [5, 6], [4, 7]\n",
      "8: [7, 0], [6, 1]\n",
      "9: [7, 2], [6, 1]\n",
      "10: [7, 2], [6, 3]\n",
      "11: [7, 4], [6, 3]\n",
      "12: [7, 4], [6, 5]\n",
      "13: [7, 6], [6, 5]\n",
      "14: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n",
      " 2\n",
      "Moving pawn at position 16 to position 12\n",
      "Player 1 moving: \n",
      "Moving pawn at position 1 to position 5\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t \t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t -1.0\t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [2, 7], [1, 6]\n",
      "1: [3, 0], [2, 1]\n",
      "2: [5, 0], [4, 1]\n",
      "3: [5, 2], [4, 1]\n",
      "4: [5, 2], [4, 3]\n",
      "5: [5, 6], [4, 5]\n",
      "6: [5, 6], [4, 7]\n",
      "7: [7, 0], [6, 1]\n",
      "8: [7, 2], [6, 1]\n",
      "9: [7, 2], [6, 3]\n",
      "10: [7, 4], [6, 3]\n",
      "11: [7, 4], [6, 5]\n",
      "12: [7, 6], [6, 5]\n",
      "13: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n",
      " 5\n",
      "Moving pawn at position 24 to position 19\n",
      "Player 1 moving: \n",
      "Moving pawn at position 10 to position 15\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t \t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t 1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 5], [2, 3]\n",
      "\n",
      "Enter move number:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 0\n",
      "Moving pawn at position 19 to position 10\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t \t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t 1.0\t \t \t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [2, 3], [0, 1]\n",
      "1: [2, 3], [0, 5]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 10 to position 1\n",
      "Player 1 moving: \n",
      "Moving pawn at position 7 to position 11\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t -1.0\t \t 1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [0, 1], [1, 2]\n",
      "1: [2, 7], [1, 6]\n",
      "2: [3, 0], [2, 1]\n",
      "3: [5, 0], [4, 1]\n",
      "4: [5, 2], [4, 1]\n",
      "5: [5, 2], [4, 3]\n",
      "6: [7, 0], [6, 1]\n",
      "7: [7, 2], [6, 1]\n",
      "8: [7, 2], [6, 3]\n",
      "9: [7, 4], [6, 3]\n",
      "10: [7, 4], [6, 5]\n",
      "11: [7, 6], [6, 5]\n",
      "12: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n",
      " 1\n",
      "Moving pawn at position 12 to position 8\n",
      "Player 1 moving: \n",
      "Moving pawn at position 11 to position 15\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t -1.0\t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t \t \t \t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [0, 1], [1, 2]\n",
      "1: [1, 6], [0, 5]\n",
      "2: [3, 0], [2, 1]\n",
      "3: [5, 0], [4, 1]\n",
      "4: [5, 2], [4, 1]\n",
      "5: [5, 2], [4, 3]\n",
      "6: [7, 0], [6, 1]\n",
      "7: [7, 2], [6, 1]\n",
      "8: [7, 2], [6, 3]\n",
      "9: [7, 4], [6, 3]\n",
      "10: [7, 4], [6, 5]\n",
      "11: [7, 6], [6, 5]\n",
      "12: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n",
      " 1\n",
      "Moving pawn at position 8 to position 3\n",
      "Player 1 moving: \n",
      "Moving pawn at position 2 to position 7\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t 2.0\t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t \t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [0, 5], [2, 3]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 3 to position 10\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t -1.0\t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t 2.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t -1.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [2, 3], [4, 1]\n",
      "1: [2, 3], [4, 5]\n",
      "\n",
      "Enter move number:\n",
      " 1\n",
      "Moving pawn at position 10 to position 19\n",
      "Player 1 moving: \n",
      "Moving pawn at position 5 to position 9\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t \t \t -1.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t -1.0\t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t 1.0\t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t 2.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [3, 0], [1, 2]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 13 to position 6\n",
      "Player 1 moving: \n",
      "Moving pawn at position 4 to position 8\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t 1.0\t \t \t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t 2.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [0, 1], [1, 0]\n",
      "1: [1, 2], [0, 3]\n",
      "2: [4, 5], [3, 4]\n",
      "3: [4, 5], [3, 6]\n",
      "4: [4, 5], [5, 4]\n",
      "5: [4, 5], [5, 6]\n",
      "6: [5, 0], [4, 1]\n",
      "7: [5, 2], [4, 1]\n",
      "8: [5, 2], [4, 3]\n",
      "9: [7, 0], [6, 1]\n",
      "10: [7, 2], [6, 1]\n",
      "11: [7, 2], [6, 3]\n",
      "12: [7, 4], [6, 3]\n",
      "13: [7, 4], [6, 5]\n",
      "14: [7, 6], [6, 5]\n",
      "15: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1\n",
      "Moving pawn at position 6 to position 2\n",
      "Player 1 moving: \n",
      "Moving pawn at position 8 to position 11\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t 2.0\t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t -1.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t 2.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [0, 1], [1, 0]\n",
      "1: [0, 1], [1, 2]\n",
      "2: [0, 3], [1, 2]\n",
      "3: [0, 3], [1, 4]\n",
      "4: [4, 5], [3, 4]\n",
      "5: [4, 5], [3, 6]\n",
      "6: [4, 5], [5, 4]\n",
      "7: [4, 5], [5, 6]\n",
      "8: [5, 0], [4, 1]\n",
      "9: [5, 2], [4, 1]\n",
      "10: [5, 2], [4, 3]\n",
      "11: [7, 0], [6, 1]\n",
      "12: [7, 2], [6, 1]\n",
      "13: [7, 2], [6, 3]\n",
      "14: [7, 4], [6, 3]\n",
      "15: [7, 4], [6, 5]\n",
      "16: [7, 6], [6, 5]\n",
      "17: [7, 6], [6, 7]\n",
      "\n",
      "Enter move number:\n",
      " 3\n",
      "Moving pawn at position 2 to position 7\n",
      "Player 1 moving: \n",
      "Moving pawn at position 11 to position 16\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t \t \t 2.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t -1.0\t \t \t \t -1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t \t \t \t \t 2.0\t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [4, 5], [2, 7]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 19 to position 12\n",
      "Player 1 moving: \n",
      "Moving pawn at position 14 to position 17\n",
      "Player 2 Pick a move: \n",
      "    ****************************************************************\n",
      "\t 0\t 1\t 2\t 3\t 4\t 5\t 6\t 7\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "0||\t \t 2.0\t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "1||\t \t \t \t \t 2.0\t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "2||\t \t \t \t \t \t \t \t 2.0\n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "3||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "4||\t \t -1.0\t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "5||\t 1.0\t \t 1.0\t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "6||\t \t \t \t \t \t \t \t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "7||\t 1.0\t \t 1.0\t \t 1.0\t \t 1.0\t \n",
      "\n",
      "    ----------------------------------------------------------------\n",
      "    ----------------------------------------------------------------\n",
      "\n",
      "\n",
      "0: [5, 0], [3, 2]\n",
      "1: [5, 2], [3, 0]\n",
      "\n",
      "Enter move number:\n",
      " 0\n",
      "Moving pawn at position 21 to position 14\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "weightsDF = pd.read_csv('Gen15Weights.csv', index_col='names')\n",
    "model = generateModel()\n",
    "bestWeights = weightsDF.loc['Gen15_0111',:].to_numpy()\n",
    "updateWeights(model, bestWeights)\n",
    "\n",
    "game = Game()\n",
    "while(not game.is_over()):\n",
    "#for i in range(3):\n",
    "    player = game.whose_turn()\n",
    "    movesList = game.get_possible_moves()\n",
    "    if player == 2:\n",
    "        print(\"Player 2 Pick a move: \")\n",
    "        movesList = game.get_possible_moves()\n",
    "        printBoard(convertBoard(game))\n",
    "        for number, move in enumerate(movesList):\n",
    "            start = move[0]\n",
    "            end = move[1]\n",
    "            print(f\"{number}: {convertLocation(start)}, {convertLocation(end)}\")\n",
    "        print(\"\\nEnter move number:\\n \", end=\"\")\n",
    "        moveInput = input()\n",
    "    else:\n",
    "        print(\"Player 1 moving: \")\n",
    "        moveInput = getBestMove(model, game)\n",
    "    moveChoice = movesList[int(moveInput)]\n",
    "    print(f\"Moving pawn at position {moveChoice[0]} to position {moveChoice[1]}\")\n",
    "    game.move(moveChoice)\n",
    "\n",
    "print(game.get_winner())"
   ]
  }
 ],
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