test_submission_file.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from kaggle_environments import evaluate, make, utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "out = sys.stdout\n",
    "submission = utils.read_file(\"submission.py\")\n",
    "agent = utils.get_last_callable(submission)\n",
    "sys.stdout = out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success!\n"
     ]
    }
   ],
   "source": [
    "env = make(\"connectx\", debug=True)\n",
    "env.run([agent, agent])\n",
    "print(\"Success!\" if env.state[0].status == env.state[1].status == \"DONE\" else \"Failed...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  Copyright 2020 Kaggle Inc\n",
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       "  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);\n",
       "  you may not use this file except in compliance with the License.\n",
       "  You may obtain a copy of the License at\n",
       "\n",
       "      http://www.apache.org/licenses/LICENSE-2.0\n",
       "\n",
       "  Unless required by applicable law or agreed to in writing, software\n",
       "  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,\n",
       "  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
       "  See the License for the specific language governing permissions and\n",
       "  limitations under the License.\n",
       "-->\n",
       "<!DOCTYPE html>\n",
       "<html lang=&quot;en&quot;>\n",
       "  <head>\n",
       "    <title>Kaggle Simulation Player</title>\n",
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       "      rel=&quot;stylesheet&quot;\n",
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       "        height: 100%;\n",
       "        font-family: sans-serif;\n",
       "      }\n",
       "      canvas {\n",
       "        /* image-rendering: -moz-crisp-edges;\n",
       "        image-rendering: -webkit-crisp-edges;\n",
       "        image-rendering: pixelated;\n",
       "        image-rendering: crisp-edges; */\n",
       "      }\n",
       "    </style>\n",
       "    <script src=&quot;https://unpkg.com/preact@10.0.1/dist/preact.umd.js&quot;></script>\n",
       "    <script src=&quot;https://unpkg.com/preact@10.0.1/hooks/dist/hooks.umd.js&quot;></script>\n",
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       "      // Polyfill for Styled Components\n",
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       "    <script src=&quot;https://unpkg.com/styled-components@3.5.0-0/dist/styled-components.min.js&quot;></script>\n",
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       "    <script>\n",
       "      \n",
       "window.kaggle = {\n",
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       "  &quot;controls&quot;: true,\n",
       "  &quot;environment&quot;: {\n",
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       "          &quot;type&quot;: &quot;integer&quot;,\n",
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       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 6,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 3,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
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       "              0,\n",
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       "              0,\n",
       "              1,\n",
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       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
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       "              0,\n",
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       "              0,\n",
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       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 2,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 6,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
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       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              1,\n",
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       "              2,\n",
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       "              2,\n",
       "              2,\n",
       "              1,\n",
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       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 3,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 4,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              1,\n",
       "              1,\n",
       "              0,\n",
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       "              2,\n",
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       "              1,\n",
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       "              1,\n",
       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;INACTIVE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: 0,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;ACTIVE&quot;\n",
       "        }\n",
       "      ],\n",
       "      [\n",
       "        {\n",
       "          &quot;action&quot;: 0,\n",
       "          &quot;reward&quot;: -1,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;board&quot;: [\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              1,\n",
       "              1,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              2,\n",
       "              2,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              0,\n",
       "              0,\n",
       "              0,\n",
       "              2,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              0,\n",
       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              1,\n",
       "              1,\n",
       "              2,\n",
       "              2,\n",
       "              2,\n",
       "              1,\n",
       "              2\n",
       "            ],\n",
       "            &quot;mark&quot;: 1\n",
       "          },\n",
       "          &quot;status&quot;: &quot;DONE&quot;\n",
       "        },\n",
       "        {\n",
       "          &quot;action&quot;: 4,\n",
       "          &quot;reward&quot;: 1,\n",
       "          &quot;info&quot;: {},\n",
       "          &quot;observation&quot;: {\n",
       "            &quot;mark&quot;: 2\n",
       "          },\n",
       "          &quot;status&quot;: &quot;DONE&quot;\n",
       "        }\n",
       "      ]\n",
       "    ],\n",
       "    &quot;rewards&quot;: [\n",
       "      -1,\n",
       "      1\n",
       "    ],\n",
       "    &quot;statuses&quot;: [\n",
       "      &quot;DONE&quot;,\n",
       "      &quot;DONE&quot;\n",
       "    ],\n",
       "    &quot;schema_version&quot;: 1\n",
       "  },\n",
       "  &quot;mode&quot;: &quot;ipython&quot;\n",
       "};\n",
       "\n",
       "\n",
       "window.kaggle.renderer = // Copyright 2020 Kaggle Inc\n",
       "//\n",
       "// Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);\n",
       "// you may not use this file except in compliance with the License.\n",
       "// You may obtain a copy of the License at\n",
       "//\n",
       "//      http://www.apache.org/licenses/LICENSE-2.0\n",
       "//\n",
       "// Unless required by applicable law or agreed to in writing, software\n",
       "// distributed under the License is distributed on an &quot;AS IS&quot; BASIS,\n",
       "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
       "// See the License for the specific language governing permissions and\n",
       "// limitations under the License.\n",
       "\n",
       "function renderer({\n",
       "  act,\n",
       "  agents,\n",
       "  environment,\n",
       "  frame,\n",
       "  height = 400,\n",
       "  interactive,\n",
       "  isInteractive,\n",
       "  parent,\n",
       "  step,\n",
       "  update,\n",
       "  width = 400,\n",
       "}) {\n",
       "  // Configuration.\n",
       "  const { rows, columns, inarow } = environment.configuration;\n",
       "\n",
       "  // Common Dimensions.\n",
       "  const unit = 8;\n",
       "  const minCanvasSize = Math.min(height, width);\n",
       "  const minOffset = minCanvasSize > 400 ? 30 : unit / 2;\n",
       "  const cellSize = Math.min(\n",
       "    (width - minOffset * 2) / columns,\n",
       "    (height - minOffset * 2) / rows\n",
       "  );\n",
       "  const cellInset = 0.8;\n",
       "  const pieceScale = cellSize / 100;\n",
       "  const xOffset = Math.max(0, (width - cellSize * columns) / 2);\n",
       "  const yOffset = Math.max(0, (height - cellSize * rows) / 2);\n",
       "\n",
       "  // Canvas Setup.\n",
       "  let canvas = parent.querySelector(&quot;canvas&quot;);\n",
       "  if (!canvas) {\n",
       "    canvas = document.createElement(&quot;canvas&quot;);\n",
       "    parent.appendChild(canvas);\n",
       "\n",
       "    if (interactive) {\n",
       "      canvas.addEventListener(&quot;click&quot;, evt => {\n",
       "        if (!isInteractive()) return;\n",
       "        const rect = evt.target.getBoundingClientRect();\n",
       "        const col = Math.floor((evt.clientX - rect.left - xOffset) / cellSize);\n",
       "        if (col >= 0 && col < columns) act(col);\n",
       "      });\n",
       "    }\n",
       "  }\n",
       "  canvas.style.cursor = isInteractive() ? &quot;pointer&quot; : &quot;default&quot;;\n",
       "\n",
       "  // Character Paths (based on 100x100 tiles).\n",
       "  const kPath = new Path2D(\n",
       "    `M78.3,96.5c-0.1,0.4-0.5,0.6-1.1,0.6H64.9c-0.7,0-1.4-0.3-1.9-1l-20.3-26L37,75.5v20.1 c0,0.9-0.5,1.4-1.4,1.4H26c-0.9,0-1.4-0.5-1.4-1.4V3.9c0-0.9,0.5-1.4,1.4-1.4h9.5C36.5,2.5,37,3,37,3.9v56.5l24.3-24.7 c0.6-0.6,1.3-1,1.9-1H76c0.6,0,0.9,0.2,1.1,0.7c0.2,0.6,0.1,1-0.1,1.2l-25.7,25L78,95.1C78.4,95.5,78.5,95.9,78.3,96.5z`\n",
       "  );\n",
       "  const goose1Path = new Path2D(\n",
       "    `M8.8,92.7c-4-18.5,4.7-37.2,20.7-46.2c0,0,2.7-1.4,3.4-1.9c2.2-1.6,3-2.1,3-5c0-5-2.1-7.2-2.1-7.2 c-3.9-3.3-6.3-8.2-6.3-13.7c0-10,8.1-18.1,18.1-18.1s18.1,8.1,18.1,18.1c0,6-1.5,32.7-2.3,38.8l-0.1,1`\n",
       "  );\n",
       "  const goose2Path = new Path2D(\n",
       "    `M27.4,19L8.2,27.6c0,0-7.3,2.9,2.6,5c6.1,1.3,24,5.9,24,5.9l1,0.3`\n",
       "  );\n",
       "  const goose3Path = new Path2D(\n",
       "    `M63.7,99.6C52.3,99.6,43,90.3,43,78.9s9.3-20.7,20.7-20.7c10.6,0,34.4,0.1,35.8,9`\n",
       "  );\n",
       "\n",
       "  // Canvas setup and reset.\n",
       "  let c = canvas.getContext(&quot;2d&quot;);\n",
       "  canvas.width = width;\n",
       "  canvas.height = height;\n",
       "  c.fillStyle = &quot;#000B2A&quot;;\n",
       "  c.fillRect(0, 0, canvas.width, canvas.height);\n",
       "\n",
       "  const getRowCol = cell => [Math.floor(cell / columns), cell % columns];\n",
       "\n",
       "  const getColor = (mark, opacity = 1) => {\n",
       "    if (mark === 1) return `rgba(0,255,255,${opacity})`;\n",
       "    if (mark === 2) return `rgba(255,255,255,${opacity})`;\n",
       "    return &quot;#fff&quot;;\n",
       "  };\n",
       "\n",
       "  const drawCellCircle = (cell, xFrame = 1, yFrame = 1, radiusOffset = 0) => {\n",
       "    const [row, col] = getRowCol(cell);\n",
       "    c.arc(\n",
       "      xOffset + xFrame * (col * cellSize + cellSize / 2),\n",
       "      yOffset + yFrame * (row * cellSize + cellSize / 2),\n",
       "      (cellInset * cellSize) / 2 - radiusOffset,\n",
       "      2 * Math.PI,\n",
       "      false\n",
       "    );\n",
       "  };\n",
       "\n",
       "  // Render the pieces.\n",
       "  const board = environment.steps[step][0].observation.board;\n",
       "\n",
       "  const drawPiece = mark => {\n",
       "    // Base Styles.\n",
       "    const opacity = minCanvasSize < 300 ? 0.6 - minCanvasSize / 1000 : 0.1;\n",
       "    c.fillStyle = getColor(mark, opacity);\n",
       "    c.strokeStyle = getColor(mark);\n",
       "    c.shadowColor = getColor(mark);\n",
       "    c.shadowBlur = 8 / cellInset;\n",
       "    c.lineWidth = 1 / cellInset;\n",
       "\n",
       "    // Outer circle.\n",
       "    c.save();\n",
       "    c.beginPath();\n",
       "    c.arc(50, 50, 50, 2 * Math.PI, false);\n",
       "    c.closePath();\n",
       "    c.lineWidth *= 4;\n",
       "    c.stroke();\n",
       "    c.fill();\n",
       "    c.restore();\n",
       "\n",
       "    // Inner circle.\n",
       "    c.beginPath();\n",
       "    c.arc(50, 50, 40, 2 * Math.PI, false);\n",
       "    c.closePath();\n",
       "    c.stroke();\n",
       "\n",
       "    // Kaggle &quot;K&quot;.\n",
       "    if (mark === 1) {\n",
       "      const scale = 0.54;\n",
       "      c.save();\n",
       "      c.translate(23, 23);\n",
       "      c.scale(scale, scale);\n",
       "      c.lineWidth /= scale;\n",
       "      c.shadowBlur /= scale;\n",
       "      c.stroke(kPath);\n",
       "      c.restore();\n",
       "    }\n",
       "\n",
       "    // Kaggle &quot;Goose&quot;.\n",
       "    if (mark === 2) {\n",
       "      const scale = 0.6;\n",
       "      c.save();\n",
       "      c.translate(24, 28);\n",
       "      c.scale(scale, scale);\n",
       "      c.lineWidth /= scale;\n",
       "      c.shadowBlur /= scale;\n",
       "      c.stroke(goose1Path);\n",
       "      c.stroke(goose2Path);\n",
       "      c.stroke(goose3Path);\n",
       "      c.beginPath();\n",
       "      c.arc(38.5, 18.6, 2.7, 0, Math.PI * 2, false);\n",
       "      c.closePath();\n",
       "      c.fill();\n",
       "      c.restore();\n",
       "    }\n",
       "  };\n",
       "\n",
       "  for (let i = 0; i < board.length; i++) {\n",
       "    const [row, col] = getRowCol(i);\n",
       "    if (board[i] === 0) continue;\n",
       "    // Easing In.\n",
       "    let yFrame = Math.min(\n",
       "      (columns * Math.pow(frame, 3)) / Math.floor(i / columns),\n",
       "      1\n",
       "    );\n",
       "\n",
       "    if (\n",
       "      step > 1 &&\n",
       "      environment.steps[step - 1][0].observation.board[i] === board[i]\n",
       "    ) {\n",
       "      yFrame = 1;\n",
       "    }\n",
       "\n",
       "    c.save();\n",
       "    c.translate(\n",
       "      xOffset + cellSize * col + (cellSize - cellSize * cellInset) / 2,\n",
       "      yOffset +\n",
       "        yFrame * (cellSize * row) +\n",
       "        (cellSize - cellSize * cellInset) / 2\n",
       "    );\n",
       "    c.scale(pieceScale * cellInset, pieceScale * cellInset);\n",
       "    drawPiece(board[i]);\n",
       "    c.restore();\n",
       "  }\n",
       "\n",
       "  // Background Gradient.\n",
       "  const bgRadius = (Math.min(rows, columns) * cellSize) / 2;\n",
       "  const bgStyle = c.createRadialGradient(\n",
       "    xOffset + (cellSize * columns) / 2,\n",
       "    yOffset + (cellSize * rows) / 2,\n",
       "    0,\n",
       "    xOffset + (cellSize * columns) / 2,\n",
       "    yOffset + (cellSize * rows) / 2,\n",
       "    bgRadius\n",
       "  );\n",
       "  bgStyle.addColorStop(0, &quot;#000B49&quot;);\n",
       "  bgStyle.addColorStop(1, &quot;#000B2A&quot;);\n",
       "\n",
       "  // Render the board overlay.\n",
       "  c.beginPath();\n",
       "  c.rect(0, 0, canvas.width, canvas.height);\n",
       "  c.closePath();\n",
       "  c.shadowBlur = 0;\n",
       "  for (let i = 0; i < board.length; i++) {\n",
       "    drawCellCircle(i);\n",
       "    c.closePath();\n",
       "  }\n",
       "  c.fillStyle = bgStyle;\n",
       "  c.fill(&quot;evenodd&quot;);\n",
       "\n",
       "  // Render the board overlay cell outlines.\n",
       "  for (let i = 0; i < board.length; i++) {\n",
       "    c.beginPath();\n",
       "    drawCellCircle(i);\n",
       "    c.strokeStyle = &quot;#0361B2&quot;;\n",
       "    c.lineWidth = 1;\n",
       "    c.stroke();\n",
       "    c.closePath();\n",
       "  }\n",
       "\n",
       "  const drawLine = (fromCell, toCell) => {\n",
       "    if (frame < 0.5) return;\n",
       "    const lineFrame = (frame - 0.5) / 0.5;\n",
       "    const x1 = xOffset + (fromCell % columns) * cellSize + cellSize / 2;\n",
       "    const x2 =\n",
       "      x1 +\n",
       "      lineFrame *\n",
       "        (xOffset + ((toCell % columns) * cellSize + cellSize / 2) - x1);\n",
       "    const y1 =\n",
       "      yOffset + Math.floor(fromCell / columns) * cellSize + cellSize / 2;\n",
       "    const y2 =\n",
       "      y1 +\n",
       "      lineFrame *\n",
       "        (yOffset + Math.floor(toCell / columns) * cellSize + cellSize / 2 - y1);\n",
       "    c.beginPath();\n",
       "    c.lineCap = &quot;round&quot;;\n",
       "    c.lineWidth = 4;\n",
       "    c.strokeStyle = getColor(board[fromCell]);\n",
       "    c.shadowBlur = 8;\n",
       "    c.shadowColor = getColor(board[fromCell]);\n",
       "    c.moveTo(x1, y1);\n",
       "    c.lineTo(x2, y2);\n",
       "    c.stroke();\n",
       "  };\n",
       "\n",
       "  // Generate a graph of the board.\n",
       "  const getCell = (cell, rowOffset, columnOffset) => {\n",
       "    const row = Math.floor(cell / columns) + rowOffset;\n",
       "    const col = (cell % columns) + columnOffset;\n",
       "    if (row < 0 || row >= rows || col < 0 || col >= columns) return -1;\n",
       "    return col + row * columns;\n",
       "  };\n",
       "  const makeNode = cell => {\n",
       "    const node = { cell, directions: [], value: board[cell] };\n",
       "    for (let r = -1; r <= 1; r++) {\n",
       "      for (let c = -1; c <= 1; c++) {\n",
       "        if (r === 0 && c === 0) continue;\n",
       "        node.directions.push(getCell(cell, r, c));\n",
       "      }\n",
       "    }\n",
       "    return node;\n",
       "  };\n",
       "  const graph = board.map((_, i) => makeNode(i));\n",
       "\n",
       "  // Check for any wins!\n",
       "  const getSequence = (node, direction) => {\n",
       "    const sequence = [node.cell];\n",
       "    while (sequence.length < inarow) {\n",
       "      const next = graph[node.directions[direction]];\n",
       "      if (!next || node.value !== next.value || next.value === 0) return;\n",
       "      node = next;\n",
       "      sequence.push(node.cell);\n",
       "    }\n",
       "    return sequence;\n",
       "  };\n",
       "\n",
       "  // Check all nodes.\n",
       "  for (let i = 0; i < board.length; i++) {\n",
       "    // Check all directions (not the most efficient).\n",
       "    for (let d = 0; d < 8; d++) {\n",
       "      const seq = getSequence(graph[i], d);\n",
       "      if (seq) {\n",
       "        drawLine(seq[0], seq[inarow - 1]);\n",
       "        i = board.length;\n",
       "        break;\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  // Upgrade the legend.\n",
       "  if (agents.length && (!agents[0].color || !agents[0].image)) {\n",
       "    const getPieceImage = mark => {\n",
       "      const pieceCanvas = document.createElement(&quot;canvas&quot;);\n",
       "      parent.appendChild(pieceCanvas);\n",
       "      pieceCanvas.style.marginLeft = &quot;10000px&quot;;\n",
       "      pieceCanvas.width = 100;\n",
       "      pieceCanvas.height = 100;\n",
       "      c = pieceCanvas.getContext(&quot;2d&quot;);\n",
       "      c.translate(10, 10);\n",
       "      c.scale(0.8, 0.8);\n",
       "      drawPiece(mark);\n",
       "      const dataUrl = pieceCanvas.toDataURL();\n",
       "      parent.removeChild(pieceCanvas);\n",
       "      return dataUrl;\n",
       "    };\n",
       "\n",
       "    agents.forEach(agent => {\n",
       "      agent.color = getColor(agent.index + 1);\n",
       "      agent.image = getPieceImage(agent.index + 1);\n",
       "    });\n",
       "    update({ agents });\n",
       "  }\n",
       "};\n",
       "\n",
       "\n",
       "    \n",
       "    </script>\n",
       "    <script>\n",
       "      const h = htm.bind(preact.h);\n",
       "      const { useContext, useEffect, useRef, useState } = preactHooks;\n",
       "      const styled = window.styled.default;\n",
       "\n",
       "      const Context = preact.createContext({});\n",
       "\n",
       "      const Loading = styled.div`\n",
       "        animation: rotate360 1.1s infinite linear;\n",
       "        border: 8px solid rgba(255, 255, 255, 0.2);\n",
       "        border-left-color: #0cb1ed;\n",
       "        border-radius: 50%;\n",
       "        height: 40px;\n",
       "        position: relative;\n",
       "        transform: translateZ(0);\n",
       "        width: 40px;\n",
       "\n",
       "        @keyframes rotate360 {\n",
       "          0% {\n",
       "            transform: rotate(0deg);\n",
       "          }\n",
       "          100% {\n",
       "            transform: rotate(360deg);\n",
       "          }\n",
       "        }\n",
       "      `;\n",
       "\n",
       "      const Logo = styled(\n",
       "        (props) => h`\n",
       "        <a href=&quot;https://kaggle.com&quot; target=&quot;_blank&quot; className=${props.className}>\n",
       "          <svg width=&quot;62px&quot; height=&quot;20px&quot; viewBox=&quot;0 0 62 24&quot; version=&quot;1.1&quot; xmlns=&quot;http://www.w3.org/2000/svg&quot;>\n",
       "            <g fill=&quot;#1EBEFF&quot; fill-rule=&quot;nonzero&quot;>\n",
       "              <path d=&quot;M10.2,17.8c0,0.1-0.1,0.1-0.2,0.1H7.7c-0.1,0-0.3-0.1-0.4-0.2l-3.8-4.9l-1.1,1v3.8 c0,0.2-0.1,0.3-0.3,0.3H0.3c-0.2,0-0.3-0.1-0.3-0.3V0.3C0.1,0.1,0.2,0,0.3,0h1.8c0.2,0,0.3,0.1,0.3,0.3V11L7,6.3 c0.1-0.1,0.2-0.2,0.4-0.2h2.4c0.1,0,0.2,0,0.2,0.1c0,0.1,0,0.2,0,0.2l-4.9,4.7l5.1,6.3C10.2,17.6,10.2,17.7,10.2,17.8z&quot;/>\n",
       "              <path d=&quot;M19.6,17.9h-1.8c-0.2,0-0.3-0.1-0.3-0.3v-0.4c-0.8,0.6-1.8,0.9-3,0.9c-1.1,0-2-0.3-2.8-1 c-0.8-0.7-1.2-1.6-1.2-2.7c0-1.7,1.1-2.9,3.2-3.5c0.8-0.2,2.1-0.5,3.8-0.6c0.1-0.6-0.1-1.2-0.5-1.7c-0.4-0.5-1-0.7-1.7-0.7 c-1,0-2,0.4-3,1C12.2,9.1,12.1,9.1,12,9l-0.9-1.3C11,7.5,11,7.4,11.1,7.3c1.3-0.9,2.7-1.4,4.2-1.4c1.1,0,2.1,0.3,2.8,0.8 c1.1,0.8,1.7,2,1.7,3.7v7.3C19.9,17.8,19.8,17.9,19.6,17.9z M17.5,12.4c-1.7,0.2-2.9,0.4-3.5,0.7c-0.9,0.4-1.2,0.9-1.1,1.6 c0.1,0.4,0.2,0.7,0.6,0.9c0.3,0.2,0.7,0.4,1.1,0.4c1.2,0.1,2.2-0.2,2.9-1V12.4z&quot;/>\n",
       "              <path d=&quot;M30.6,22.5c-0.9,1-2.3,1.5-4,1.5c-1,0-2-0.3-2.9-0.8c-0.2-0.1-0.4-0.3-0.7-0.5 c-0.3-0.2-0.6-0.5-0.9-0.7c-0.1-0.1-0.1-0.2,0-0.4l1.2-1.2c0.1-0.1,0.1-0.1,0.2-0.1c0.1,0,0.1,0,0.2,0.1c1,1,1.9,1.5,2.8,1.5 c2.1,0,3.2-1.1,3.2-3.3v-1.4c-0.8,0.7-1.9,1-3.3,1c-1.7,0-3-0.6-4-1.9c-0.8-1.1-1.3-2.5-1.3-4.2c0-1.6,0.4-3,1.2-4.1 c0.9-1.3,2.3-2,4-2c1.3,0,2.4,0.3,3.3,1V6.4c0-0.2,0.1-0.3,0.3-0.3h1.8c0.2,0,0.3,0.1,0.3,0.3v11.7C32,20,31.5,21.5,30.6,22.5z M29.7,9.9c-0.4-1.1-1.4-1.7-3-1.7c-2,0-3.1,1.3-3.1,3.8c0,1.4,0.3,2.4,1,3.1c0.5,0.5,1.2,0.8,2,0.8c1.6,0,2.7-0.6,3.1-1.7V9.9z&quot;/>\n",
       "              <path d=&quot;M42.9,22.5c-0.9,1-2.3,1.5-4,1.5c-1,0-2-0.3-2.9-0.8c-0.2-0.1-0.4-0.3-0.7-0.5 c-0.3-0.2-0.6-0.5-0.9-0.7c-0.1-0.1-0.1-0.2,0-0.4l1.2-1.2c0.1-0.1,0.1-0.1,0.2-0.1c0.1,0,0.1,0,0.2,0.1c1,1,1.9,1.5,2.8,1.5 c2.1,0,3.2-1.1,3.2-3.3v-1.4c-0.8,0.7-1.9,1-3.3,1c-1.7,0-3-0.6-4-1.9c-0.8-1.1-1.3-2.5-1.3-4.2c0-1.6,0.4-3,1.2-4.1 c0.9-1.3,2.3-2,4-2c1.3,0,2.4,0.3,3.3,1V6.4c0-0.2,0.1-0.3,0.3-0.3H44c0.2,0,0.3,0.1,0.3,0.3v11.7C44.3,20,43.8,21.5,42.9,22.5z M42,9.9c-0.4-1.1-1.4-1.7-3-1.7c-2,0-3.1,1.3-3.1,3.8c0,1.4,0.3,2.4,1,3.1c0.5,0.5,1.2,0.8,2,0.8c1.6,0,2.7-0.6,3.1-1.7L42,9.9 L42,9.9z&quot;/>\n",
       "              <path d=&quot;M48.3,17.9h-1.8c-0.2,0-0.3-0.1-0.3-0.3V0.3c0-0.2,0.1-0.3,0.3-0.3h1.8c0.2,0,0.3,0.1,0.3,0.3 v17.3C48.5,17.8,48.5,17.9,48.3,17.9z&quot;/>\n",
       "              <path d=&quot;M61.4,12.6c0,0.2-0.1,0.3-0.3,0.3h-8.5c0.1,0.9,0.5,1.6,1.1,2.2c0.7,0.6,1.6,0.9,2.7,0.9 c1,0,1.8-0.3,2.6-0.8c0.2-0.1,0.3-0.1,0.4,0l1.2,1.3c0.1,0.1,0.1,0.3,0,0.4c-1.3,0.9-2.7,1.4-4.4,1.4c-1.8,0-3.3-0.6-4.4-1.8 c-1.1-1.2-1.7-2.7-1.7-4.5c0-1.7,0.6-3.2,1.7-4.4c1-1.1,2.4-1.6,4.1-1.6c1.6,0,2.9,0.6,4,1.7c1.1,1.2,1.6,2.6,1.5,4.4L61.4,12.6 z M58,8.7c-0.6-0.5-1.3-0.8-2.1-0.8c-0.8,0-1.5,0.3-2.1,0.8c-0.6,0.5-1,1.2-1.1,2H59C59,9.9,58.6,9.3,58,8.7z&quot;/>\n",
       "            </g>\n",
       "          </svg>\n",
       "        </a>\n",
       "      `\n",
       "      )`\n",
       "        display: inline-flex;\n",
       "      `;\n",
       "\n",
       "      const Header = styled((props) => {\n",
       "        const { environment } = useContext(Context);\n",
       "\n",
       "        return h`<div className=${props.className} >\n",
       "          <${Logo} />\n",
       "          ${environment.title}\n",
       "        </div>`;\n",
       "      })`\n",
       "        align-items: center;\n",
       "        border-bottom: 4px solid #212121;\n",
       "        box-sizing: border-box;\n",
       "        color: #fff;\n",
       "        display: flex;\n",
       "        flex: 0 0 36px;\n",
       "        font-size: 14px;\n",
       "        justify-content: space-between;\n",
       "        padding: 0 8px;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      const Renderer = styled((props) => {\n",
       "        const context = useContext(Context);\n",
       "        const { animate, debug, playing, renderer, speed } = context;\n",
       "        const ref = preact.createRef();\n",
       "\n",
       "        useEffect(async () => {\n",
       "          if (!ref.current) return;\n",
       "\n",
       "          const renderFrame = async (start, step, lastFrame) => {\n",
       "            if (step !== context.step) return;\n",
       "            if (lastFrame === 1) {\n",
       "              if (!animate) return;\n",
       "              start = Date.now();\n",
       "            }\n",
       "            const frame =\n",
       "              playing || animate\n",
       "                ? Math.min((Date.now() - start) / speed, 1)\n",
       "                : 1;\n",
       "            try {\n",
       "              if (debug) console.time(&quot;render&quot;);\n",
       "              await renderer({\n",
       "                ...context,\n",
       "                frame,\n",
       "                height: ref.current.clientHeight,\n",
       "                hooks: preactHooks,\n",
       "                parent: ref.current,\n",
       "                preact,\n",
       "                styled,\n",
       "                width: ref.current.clientWidth,\n",
       "              });\n",
       "            } catch (error) {\n",
       "              if (debug) console.error(error);\n",
       "              console.log({ ...context, frame, error });\n",
       "            } finally {\n",
       "              if (debug) console.timeEnd(&quot;render&quot;);\n",
       "            }\n",
       "            window.requestAnimationFrame(() => renderFrame(start, step, frame));\n",
       "          };\n",
       "\n",
       "          await renderFrame(Date.now(), context.step);\n",
       "        }, [ref.current, context.step, context.renderer]);\n",
       "\n",
       "        return h`<div className=${props.className} ref=${ref} />`;\n",
       "      })`\n",
       "        align-items: center;\n",
       "        box-sizing: border-box;\n",
       "        display: flex;\n",
       "        height: 100%;\n",
       "        left: 0;\n",
       "        justify-content: center;\n",
       "        position: absolute;\n",
       "        top: 0;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      const Processing = styled((props) => {\n",
       "        const { processing } = useContext(Context);\n",
       "        const text = processing === true ? &quot;Processing...&quot; : processing;\n",
       "        return h`<div className=${props.className}>${text}</div>`;\n",
       "      })`\n",
       "        bottom: 0;\n",
       "        color: #fff;\n",
       "        font-size: 12px;\n",
       "        left: 0;\n",
       "        line-height: 24px;\n",
       "        position: absolute;\n",
       "        text-align: center;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      const Viewer = styled((props) => {\n",
       "        const { processing } = useContext(Context);\n",
       "        return h`<div className=${props.className}>\n",
       "          <${Renderer} />\n",
       "          ${processing && h`<${Processing} />`}\n",
       "        </div>`;\n",
       "      })`\n",
       "        background-color: #000b2a;\n",
       "        background-image: radial-gradient(\n",
       "          circle closest-side,\n",
       "          #000b49,\n",
       "          #000b2a\n",
       "        );\n",
       "        display: flex;\n",
       "        flex: 1;\n",
       "        overflow: hidden;\n",
       "        position: relative;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      // Partitions the elements of arr into subarrays of max length num.\n",
       "      const groupIntoSets = (arr, num) => {\n",
       "        const sets = [];\n",
       "        arr.forEach(a => {\n",
       "          if (sets.length === 0 || sets[sets.length - 1].length === num) {\n",
       "            sets.push([]);\n",
       "          }\n",
       "          sets[sets.length - 1].push(a);\n",
       "        });\n",
       "        return sets;\n",
       "      }\n",
       "\n",
       "      // Expects `width` input prop to set proper max-width for agent name span.\n",
       "      const Legend = styled((props) => {\n",
       "        const { agents, legend } = useContext(Context);\n",
       "\n",
       "        const agentPairs = groupIntoSets(agents.sort((a, b) => a.index - b.index), 2);\n",
       "\n",
       "        return h`<div className=${props.className}>\n",
       "          ${agentPairs.map(agentList =>\n",
       "            h`<ul>\n",
       "                ${agentList.map(a =>\n",
       "                  h`<li key=${a.id} title=&quot;id: ${a.id}&quot; style=&quot;color:${a.color || &quot;#FFF&quot;}&quot;>\n",
       "                      ${a.image && h`<img src=${a.image} />`}\n",
       "                      <span>${a.name}</span>\n",
       "                    </li>`\n",
       "                )}\n",
       "              </ul>`)}\n",
       "        </div>`;\n",
       "      })`\n",
       "        background-color: #000b2a;\n",
       "        font-family: sans-serif;\n",
       "        font-size: 14px;\n",
       "        width: 100%;\n",
       "\n",
       "        ul {\n",
       "          align-items: center;\n",
       "          display: flex;\n",
       "          flex-direction: row;\n",
       "          justify-content: center;\n",
       "        }\n",
       "\n",
       "        li {\n",
       "          align-items: center;\n",
       "          display: inline-flex;\n",
       "          transition: color 1s;\n",
       "        }\n",
       "\n",
       "        span {\n",
       "          max-width: ${p => (p.width || 400) * 0.5 - 36}px;\n",
       "          overflow: hidden;\n",
       "          text-overflow: ellipsis;\n",
       "          white-space: nowrap;\n",
       "        }\n",
       "\n",
       "        img {\n",
       "          height: 24px;\n",
       "          margin-left: 4px;\n",
       "          margin-right: 4px;\n",
       "          width: 24px;\n",
       "        }\n",
       "      `;\n",
       "\n",
       "      const StepInput = styled.input.attrs({\n",
       "        type: &quot;range&quot;,\n",
       "      })`\n",
       "        appearance: none;\n",
       "        background: rgba(255, 255, 255, 0.15);\n",
       "        border-radius: 2px;\n",
       "        display: block;\n",
       "        flex: 1;\n",
       "        height: 4px;\n",
       "        opacity: 0.8;\n",
       "        outline: none;\n",
       "        transition: opacity 0.2s;\n",
       "        width: 100%;\n",
       "\n",
       "        &:hover {\n",
       "          opacity: 1;\n",
       "        }\n",
       "\n",
       "        &::-webkit-slider-thumb {\n",
       "          appearance: none;\n",
       "          background: #1ebeff;\n",
       "          border-radius: 100%;\n",
       "          cursor: pointer;\n",
       "          height: 12px;\n",
       "          margin: 0;\n",
       "          position: relative;\n",
       "          width: 12px;\n",
       "\n",
       "          &::after {\n",
       "            content: &quot;&quot;;\n",
       "            position: absolute;\n",
       "            top: 0px;\n",
       "            left: 0px;\n",
       "            width: 200px;\n",
       "            height: 8px;\n",
       "            background: green;\n",
       "          }\n",
       "        }\n",
       "      `;\n",
       "\n",
       "      const PlayButton = styled.button`\n",
       "        align-items: center;\n",
       "        background: none;\n",
       "        border: none;\n",
       "        color: white;\n",
       "        cursor: pointer;\n",
       "        display: flex;\n",
       "        flex: 0 0 56px;\n",
       "        font-size: 20px;\n",
       "        height: 40px;\n",
       "        justify-content: center;\n",
       "        opacity: 0.8;\n",
       "        outline: none;\n",
       "        transition: opacity 0.2s;\n",
       "\n",
       "        &:hover {\n",
       "          opacity: 1;\n",
       "        }\n",
       "      `;\n",
       "\n",
       "      const StepCount = styled.span`\n",
       "        align-items: center;\n",
       "        color: white;\n",
       "        display: flex;\n",
       "        font-size: 14px;\n",
       "        justify-content: center;\n",
       "        opacity: 0.8;\n",
       "        padding: 0 16px;\n",
       "        pointer-events: none;\n",
       "      `;\n",
       "\n",
       "      const Controls = styled((props) => {\n",
       "        const { environment, pause, play, playing, setStep, step } = useContext(\n",
       "          Context\n",
       "        );\n",
       "        const value = step + 1;\n",
       "        const onClick = () => (playing ? pause() : play());\n",
       "        const onInput = (e) => {\n",
       "          pause();\n",
       "          setStep(parseInt(e.target.value) - 1);\n",
       "        };\n",
       "\n",
       "        return h`\n",
       "          <div className=${props.className}>\n",
       "            <${PlayButton} onClick=${onClick}><svg xmlns=&quot;http://www.w3.org/2000/svg&quot; width=&quot;24px&quot; height=&quot;24px&quot; viewBox=&quot;0 0 24 24&quot; fill=&quot;#FFFFFF&quot;>${\n",
       "          playing\n",
       "            ? h`<path d=&quot;M6 19h4V5H6v14zm8-14v14h4V5h-4z&quot;/><path d=&quot;M0 0h24v24H0z&quot; fill=&quot;none&quot;/>`\n",
       "            : h`<path d=&quot;M8 5v14l11-7z&quot;/><path d=&quot;M0 0h24v24H0z&quot; fill=&quot;none&quot;/>`\n",
       "        }</svg><//>\n",
       "            <${StepInput} min=&quot;1&quot; max=${\n",
       "          environment.steps.length\n",
       "        } value=&quot;${value}&quot; onInput=${onInput} />\n",
       "            <${StepCount}>${value} / ${environment.steps.length}<//>\n",
       "          </div>\n",
       "        `;\n",
       "      })`\n",
       "        align-items: center;\n",
       "        border-top: 4px solid #212121;\n",
       "        display: flex;\n",
       "        flex: 0 0 44px;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      const Info = styled((props) => {\n",
       "        const {\n",
       "          environment,\n",
       "          playing,\n",
       "          step,\n",
       "          speed,\n",
       "          animate,\n",
       "          header,\n",
       "          controls,\n",
       "          settings,\n",
       "        } = useContext(Context);\n",
       "\n",
       "        return h`\n",
       "          <div className=${props.className}>\n",
       "            info:\n",
       "            step(${step}),\n",
       "            playing(${playing ? &quot;T&quot; : &quot;F&quot;}),\n",
       "            speed(${speed}),\n",
       "            animate(${animate ? &quot;T&quot; : &quot;F&quot;})\n",
       "          </div>`;\n",
       "      })`\n",
       "        color: #888;\n",
       "        font-family: monospace;\n",
       "        font-size: 12px;\n",
       "      `;\n",
       "\n",
       "      const Settings = styled((props) => {\n",
       "        const { environment, pause, play, playing, setStep, step } = useContext(\n",
       "          Context\n",
       "        );\n",
       "\n",
       "        return h`\n",
       "          <div className=${props.className}>\n",
       "            <${Info} />\n",
       "          </div>\n",
       "        `;\n",
       "      })`\n",
       "        background: #fff;\n",
       "        border-top: 4px solid #212121;\n",
       "        box-sizing: border-box;\n",
       "        padding: 20px;\n",
       "        width: 100%;\n",
       "\n",
       "        h1 {\n",
       "          font-size: 20px;\n",
       "        }\n",
       "      `;\n",
       "\n",
       "      const Player = styled((props) => {\n",
       "        const context = useContext(Context);\n",
       "        const { agents, controls, header, legend, loading, settings, width } = context;\n",
       "        return h`\n",
       "          <div className=${props.className}>\n",
       "            ${loading && h`<${Loading} />`}\n",
       "            ${!loading && header && h`<${Header} />`}\n",
       "            ${!loading && h`<${Viewer} />`}\n",
       "            ${!loading && agents.length > 0 && legend && h`<${Legend} width=${width}/>`}\n",
       "            ${!loading && controls && h`<${Controls} />`}\n",
       "            ${!loading && settings && h`<${Settings} />`}\n",
       "          </div>`;\n",
       "      })`\n",
       "        align-items: center;\n",
       "        background: #212121;\n",
       "        border: 4px solid #212121;\n",
       "        box-sizing: border-box;\n",
       "        display: flex;\n",
       "        flex-direction: column;\n",
       "        height: 100%;\n",
       "        justify-content: center;\n",
       "        position: relative;\n",
       "        width: 100%;\n",
       "      `;\n",
       "\n",
       "      const App = () => {\n",
       "        const renderCountRef = useRef(0);\n",
       "        const [_, setRenderCount] = useState(0);\n",
       "\n",
       "        const contextRef = useRef({\n",
       "          animate: false,\n",
       "          agents: [],\n",
       "          autoplay: false,\n",
       "          controls: false,\n",
       "          debug: false,\n",
       "          environment: { steps: [] },\n",
       "          header: window.innerHeight >= 600,\n",
       "          height: window.innerHeight,\n",
       "          interactive: false,\n",
       "          legend: true,\n",
       "          loading: false,\n",
       "          playing: false,\n",
       "          processing: false,\n",
       "          renderer: () => &quot;DNE&quot;,\n",
       "          settings: false,\n",
       "          speed: 500,\n",
       "          step: 0,\n",
       "          width: window.innerWidth,\n",
       "        });\n",
       "\n",
       "        // Context helpers.\n",
       "        const rerender = (contextRef.current.rerender = () =>\n",
       "          setRenderCount((renderCountRef.current += 1)));\n",
       "        const setStep = (contextRef.current.setStep = (newStep) => {\n",
       "          contextRef.current.step = newStep;\n",
       "          rerender();\n",
       "        });\n",
       "        const setPlaying = (contextRef.current.setPlaying = (playing) => {\n",
       "          contextRef.current.playing = playing;\n",
       "          rerender();\n",
       "        });\n",
       "        const pause = (contextRef.current.pause = () => setPlaying(false));\n",
       "\n",
       "        const playNext = () => {\n",
       "          const context = contextRef.current;\n",
       "\n",
       "          if (\n",
       "            context.playing &&\n",
       "            context.step < context.environment.steps.length - 1\n",
       "          ) {\n",
       "            setStep(context.step + 1);\n",
       "            play(true);\n",
       "          } else {\n",
       "            pause();\n",
       "          }\n",
       "        };\n",
       "\n",
       "        const play = (contextRef.current.play = (continuing) => {\n",
       "          const context = contextRef.current;\n",
       "          if (context.playing && !continuing) return;\n",
       "          if (!context.playing) setPlaying(true);\n",
       "          if (\n",
       "            !continuing &&\n",
       "            context.step === context.environment.steps.length - 1\n",
       "          ) {\n",
       "            setStep(0);\n",
       "          }\n",
       "          setTimeout(playNext, context.speed);\n",
       "        });\n",
       "\n",
       "        const updateContext = (o) => {\n",
       "          const context = contextRef.current;\n",
       "          Object.assign(context, o, {\n",
       "            environment: { ...context.environment, ...(o.environment || {}) },\n",
       "          });\n",
       "          rerender();\n",
       "\n",
       "          // If autoplay, toggle to playing.\n",
       "          if (context.autoplay) play();\n",
       "        };\n",
       "\n",
       "        // First time setup.\n",
       "        useEffect(() => {\n",
       "          // Timeout is used to ensure useEffect renders once.\n",
       "          setTimeout(() => {\n",
       "            // Initialize context with window.kaggle.\n",
       "            updateContext(window.kaggle || {});\n",
       "            // Listen for messages received to update the context.\n",
       "            window.addEventListener(\n",
       "              &quot;message&quot;,\n",
       "              (event) => {\n",
       "                // Ensure the environment names match before updating.\n",
       "                try {\n",
       "                  if (\n",
       "                    event.data.environment.name ==\n",
       "                    contextRef.current.environment.name\n",
       "                  ) {\n",
       "                    updateContext(event.data);\n",
       "                  }\n",
       "                } catch {}\n",
       "              },\n",
       "              false\n",
       "            );\n",
       "            // Listen for keyboard commands.\n",
       "            window.addEventListener(\n",
       "              &quot;keydown&quot;,\n",
       "              (event) => {\n",
       "                const {\n",
       "                  interactive,\n",
       "                  isInteractive,\n",
       "                  playing,\n",
       "                  step,\n",
       "                  environment,\n",
       "                } = contextRef.current;\n",
       "                const key = event.keyCode;\n",
       "                if (\n",
       "                  interactive ||\n",
       "                  isInteractive() ||\n",
       "                  (key !== 32 && key !== 37 && key !== 39)\n",
       "                )\n",
       "                  return;\n",
       "\n",
       "                if (key === 32) {\n",
       "                  playing ? pause() : play();\n",
       "                } else if (event.keyCode === 39) {\n",
       "                  contextRef.current.playing = false;\n",
       "                  if (step < environment.steps.length - 1) setStep(step + 1);\n",
       "                  rerender();\n",
       "                } else if (event.keyCode === 37) {\n",
       "                  contextRef.current.playing = false;\n",
       "                  if (step > 0) setStep(step - 1);\n",
       "                  rerender();\n",
       "                }\n",
       "                event.preventDefault();\n",
       "                return false;\n",
       "              },\n",
       "              false\n",
       "            );\n",
       "          }, 1);\n",
       "        }, []);\n",
       "\n",
       "        if (contextRef.current.debug) {\n",
       "          console.log(&quot;context&quot;, contextRef.current);\n",
       "        }\n",
       "\n",
       "        // Ability to update context.\n",
       "        contextRef.current.update = updateContext;\n",
       "\n",
       "        // Ability to communicate with ipython.\n",
       "        const execute = (contextRef.current.execute = (source) =>\n",
       "          new Promise((resolve, reject) => {\n",
       "            try {\n",
       "              window.parent.IPython.notebook.kernel.execute(source, {\n",
       "                iopub: {\n",
       "                  output: (resp) => {\n",
       "                    const type = resp.msg_type;\n",
       "                    if (type === &quot;stream&quot;) return resolve(resp.content.text);\n",
       "                    if (type === &quot;error&quot;) return reject(new Error(resp.evalue));\n",
       "                    return reject(new Error(&quot;Unknown message type: &quot; + type));\n",
       "                  },\n",
       "                },\n",
       "              });\n",
       "            } catch (e) {\n",
       "              reject(new Error(&quot;IPython Unavailable: &quot; + e));\n",
       "            }\n",
       "          }));\n",
       "\n",
       "        // Ability to return an action from an interactive session.\n",
       "        contextRef.current.act = (action) => {\n",
       "          const id = contextRef.current.environment.id;\n",
       "          updateContext({ processing: true });\n",
       "          execute(`\n",
       "            import json\n",
       "            from kaggle_environments import interactives\n",
       "            if &quot;${id}&quot; in interactives:\n",
       "                action = json.loads('${JSON.stringify(action)}')\n",
       "                env, trainer = interactives[&quot;${id}&quot;]\n",
       "                trainer.step(action)\n",
       "                print(json.dumps(env.steps))`)\n",
       "            .then((resp) => {\n",
       "              try {\n",
       "                updateContext({\n",
       "                  processing: false,\n",
       "                  environment: { steps: JSON.parse(resp) },\n",
       "                });\n",
       "                play();\n",
       "              } catch (e) {\n",
       "                updateContext({ processing: resp.split(&quot;\\n&quot;)[0] });\n",
       "                console.error(resp, e);\n",
       "              }\n",
       "            })\n",
       "            .catch((e) => console.error(e));\n",
       "        };\n",
       "\n",
       "        // Check if currently interactive.\n",
       "        contextRef.current.isInteractive = () => {\n",
       "          const context = contextRef.current;\n",
       "          const steps = context.environment.steps;\n",
       "          return (\n",
       "            context.interactive &&\n",
       "            !context.processing &&\n",
       "            context.step === steps.length - 1 &&\n",
       "            steps[context.step].some((s) => s.status === &quot;ACTIVE&quot;)\n",
       "          );\n",
       "        };\n",
       "\n",
       "        return h`\n",
       "          <${Context.Provider} value=${contextRef.current}>\n",
       "            <${Player} />\n",
       "          <//>`;\n",
       "      };\n",
       "\n",
       "      preact.render(h`<${App} />`, document.body);\n",
       "    </script>\n",
       "  </body>\n",
       "</html>\n",
       "\" width=\"300\" height=\"300\" frameborder=\"0\"></iframe> "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env.reset()\n",
    "env.run([agent, 'negamax'])\n",
    "env.render(mode=\"ipython\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def default_agent(observation, configuration):\n",
    "    from random import choice\n",
    "    return choice([c for c in range(configuration.columns) if observation.board[c] == 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "My Agent vs Random Agent: 0.82\n",
      "My Agent vs negamax Agent: -0.71\n",
      "My Agent vs Defalt Agent: 0.76\n",
      "My Agent vs Super Agent: 0.28\n"
     ]
    }
   ],
   "source": [
    "def mean_reward(rewards):\n",
    "    return sum(r[0] for r in rewards) / float(len(rewards))\n",
    "\n",
    "num_episodes = 100\n",
    "\n",
    "print(\"My Agent vs Random Agent:\", mean_reward(evaluate(\"connectx\", [agent, 'random'], num_episodes=num_episodes)))\n",
    "print(\"My Agent vs negamax Agent:\", mean_reward(evaluate(\"connectx\", [agent, 'negamax'], num_episodes=num_episodes)))\n",
    "print(\"My Agent vs Defalt Agent:\", mean_reward(evaluate(\"connectx\", [agent, default_agent], num_episodes=num_episodes)))\n",
    "print(\"My Agent vs Super Agent:\", mean_reward(evaluate(\"connectx\", [agent, agent], num_episodes=num_episodes)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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