|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "code", |
| 5 | + "execution_count": 174, |
| 6 | + "metadata": { |
| 7 | + "collapsed": true |
| 8 | + }, |
| 9 | + "outputs": [], |
| 10 | + "source": [ |
| 11 | + "from random import random\n", |
| 12 | + "from agents import *\n", |
| 13 | + "import agents\n", |
| 14 | + "from copy import copy" |
| 15 | + ] |
| 16 | + }, |
| 17 | + { |
| 18 | + "cell_type": "code", |
| 19 | + "execution_count": 249, |
| 20 | + "metadata": {}, |
| 21 | + "outputs": [], |
| 22 | + "source": [ |
| 23 | + "class QueensEnvironment(agents.Environment):\n", |
| 24 | + " \n", |
| 25 | + " def __init__(self):\n", |
| 26 | + " super().__init__()\n", |
| 27 | + " self.random_state()\n", |
| 28 | + " \n", |
| 29 | + " def random_state(self):\n", |
| 30 | + " self.state = [int(8 * random.random()) for j in range(8) ]\n", |
| 31 | + " \n", |
| 32 | + " def percept(self, agent):\n", |
| 33 | + " return self.state\n", |
| 34 | + " \n", |
| 35 | + " def execute_action(self, agent, action):\n", |
| 36 | + " if action == \"NoOp\":\n", |
| 37 | + " print(\"new board generated\")\n", |
| 38 | + " self.random_state()\n", |
| 39 | + " return state\n", |
| 40 | + " elif action == \"Success\":\n", |
| 41 | + " agent.alive = False\n", |
| 42 | + " return None\n", |
| 43 | + " agent.performance -= 1\n", |
| 44 | + " num, pos = action\n", |
| 45 | + " self.state[num] = pos" |
| 46 | + ] |
| 47 | + }, |
| 48 | + { |
| 49 | + "cell_type": "code", |
| 50 | + "execution_count": 263, |
| 51 | + "metadata": {}, |
| 52 | + "outputs": [], |
| 53 | + "source": [ |
| 54 | + "def QueensHillClimbAgent():\n", |
| 55 | + " \n", |
| 56 | + " def count_collisions(state):\n", |
| 57 | + " count = 0\n", |
| 58 | + " for i in range(8):\n", |
| 59 | + " for j in range(i+1, 8):\n", |
| 60 | + " if state[i] == state[j] or abs(state[i] - state[j]) == j - i:\n", |
| 61 | + " count += 1\n", |
| 62 | + " return count\n", |
| 63 | + " \n", |
| 64 | + " def print_board(state):\n", |
| 65 | + " print(\"--\"*10)\n", |
| 66 | + " for row in state:\n", |
| 67 | + " print(str(row) + \" \" + \" \" * row + \"x\" )\n", |
| 68 | + " print(\"--\"*10)\n", |
| 69 | + "\n", |
| 70 | + " def check_actions(state):\n", |
| 71 | + " res = []\n", |
| 72 | + " run = copy(state)\n", |
| 73 | + " for q in range(8):\n", |
| 74 | + " col_res = []\n", |
| 75 | + " pos = state[q]\n", |
| 76 | + " for i in range(8):\n", |
| 77 | + " run[q] = i\n", |
| 78 | + " col_res.append(count_collisions(run))\n", |
| 79 | + " col_res[pos] = 100\n", |
| 80 | + " run[q] = pos\n", |
| 81 | + " res.append(col_res)\n", |
| 82 | + " return res\n", |
| 83 | + " \n", |
| 84 | + " def program(state):\n", |
| 85 | + " print_board(state)\n", |
| 86 | + " current = count_collisions(state) \n", |
| 87 | + " \n", |
| 88 | + " if(current == 0):\n", |
| 89 | + " print(\"Success\", state)\n", |
| 90 | + " print_board(state)\n", |
| 91 | + " return \"Success\"\n", |
| 92 | + " \n", |
| 93 | + " grid = check_actions(state)\n", |
| 94 | + " d = dict()\n", |
| 95 | + " for i in range(8):\n", |
| 96 | + " for j in range(8):\n", |
| 97 | + " d[grid[i][j]] = d.get(grid[i][j], []) + [(i, j)]\n", |
| 98 | + " new_min = min(d)\n", |
| 99 | + "\n", |
| 100 | + " if(new_min < current):\n", |
| 101 | + " return random.choice(d[new_min])\n", |
| 102 | + " else:\n", |
| 103 | + " print(\"Local minimum reached at: \" + str(new_min))\n", |
| 104 | + " return \"NoOp\"\n", |
| 105 | + " \n", |
| 106 | + " return program" |
| 107 | + ] |
| 108 | + }, |
| 109 | + { |
| 110 | + "cell_type": "code", |
| 111 | + "execution_count": 264, |
| 112 | + "metadata": {}, |
| 113 | + "outputs": [], |
| 114 | + "source": [ |
| 115 | + "q = QueensEnvironment()" |
| 116 | + ] |
| 117 | + }, |
| 118 | + { |
| 119 | + "cell_type": "code", |
| 120 | + "execution_count": 265, |
| 121 | + "metadata": {}, |
| 122 | + "outputs": [], |
| 123 | + "source": [ |
| 124 | + "q.add_thing(Agent(QueensHillClimbAgent()))" |
| 125 | + ] |
| 126 | + }, |
| 127 | + { |
| 128 | + "cell_type": "code", |
| 129 | + "execution_count": 266, |
| 130 | + "metadata": {}, |
| 131 | + "outputs": [ |
| 132 | + { |
| 133 | + "name": "stdout", |
| 134 | + "output_type": "stream", |
| 135 | + "text": [ |
| 136 | + "--------------------\n", |
| 137 | + "2 x\n", |
| 138 | + "0 x\n", |
| 139 | + "7 x\n", |
| 140 | + "4 x\n", |
| 141 | + "6 x\n", |
| 142 | + "1 x\n", |
| 143 | + "2 x\n", |
| 144 | + "2 x\n", |
| 145 | + "--------------------\n", |
| 146 | + "--------------------\n", |
| 147 | + "2 x\n", |
| 148 | + "0 x\n", |
| 149 | + "7 x\n", |
| 150 | + "4 x\n", |
| 151 | + "6 x\n", |
| 152 | + "1 x\n", |
| 153 | + "2 x\n", |
| 154 | + "5 x\n", |
| 155 | + "--------------------\n", |
| 156 | + "--------------------\n", |
| 157 | + "3 x\n", |
| 158 | + "0 x\n", |
| 159 | + "7 x\n", |
| 160 | + "4 x\n", |
| 161 | + "6 x\n", |
| 162 | + "1 x\n", |
| 163 | + "2 x\n", |
| 164 | + "5 x\n", |
| 165 | + "--------------------\n", |
| 166 | + "Local minimum reached at: 1\n", |
| 167 | + "new board generated\n", |
| 168 | + "--------------------\n", |
| 169 | + "2 x\n", |
| 170 | + "3 x\n", |
| 171 | + "7 x\n", |
| 172 | + "2 x\n", |
| 173 | + "3 x\n", |
| 174 | + "6 x\n", |
| 175 | + "5 x\n", |
| 176 | + "6 x\n", |
| 177 | + "--------------------\n", |
| 178 | + "--------------------\n", |
| 179 | + "2 x\n", |
| 180 | + "3 x\n", |
| 181 | + "7 x\n", |
| 182 | + "2 x\n", |
| 183 | + "3 x\n", |
| 184 | + "6 x\n", |
| 185 | + "0 x\n", |
| 186 | + "6 x\n", |
| 187 | + "--------------------\n", |
| 188 | + "--------------------\n", |
| 189 | + "2 x\n", |
| 190 | + "3 x\n", |
| 191 | + "7 x\n", |
| 192 | + "2 x\n", |
| 193 | + "4 x\n", |
| 194 | + "6 x\n", |
| 195 | + "0 x\n", |
| 196 | + "6 x\n", |
| 197 | + "--------------------\n", |
| 198 | + "--------------------\n", |
| 199 | + "2 x\n", |
| 200 | + "3 x\n", |
| 201 | + "7 x\n", |
| 202 | + "2 x\n", |
| 203 | + "4 x\n", |
| 204 | + "6 x\n", |
| 205 | + "0 x\n", |
| 206 | + "5 x\n", |
| 207 | + "--------------------\n", |
| 208 | + "--------------------\n", |
| 209 | + "7 x\n", |
| 210 | + "3 x\n", |
| 211 | + "7 x\n", |
| 212 | + "2 x\n", |
| 213 | + "4 x\n", |
| 214 | + "6 x\n", |
| 215 | + "0 x\n", |
| 216 | + "5 x\n", |
| 217 | + "--------------------\n", |
| 218 | + "Local minimum reached at: 1\n", |
| 219 | + "new board generated\n", |
| 220 | + "--------------------\n", |
| 221 | + "1 x\n", |
| 222 | + "4 x\n", |
| 223 | + "4 x\n", |
| 224 | + "4 x\n", |
| 225 | + "3 x\n", |
| 226 | + "4 x\n", |
| 227 | + "7 x\n", |
| 228 | + "6 x\n", |
| 229 | + "--------------------\n", |
| 230 | + "--------------------\n", |
| 231 | + "1 x\n", |
| 232 | + "4 x\n", |
| 233 | + "4 x\n", |
| 234 | + "0 x\n", |
| 235 | + "3 x\n", |
| 236 | + "4 x\n", |
| 237 | + "7 x\n", |
| 238 | + "6 x\n", |
| 239 | + "--------------------\n", |
| 240 | + "--------------------\n", |
| 241 | + "1 x\n", |
| 242 | + "4 x\n", |
| 243 | + "4 x\n", |
| 244 | + "0 x\n", |
| 245 | + "3 x\n", |
| 246 | + "5 x\n", |
| 247 | + "7 x\n", |
| 248 | + "6 x\n", |
| 249 | + "--------------------\n", |
| 250 | + "--------------------\n", |
| 251 | + "1 x\n", |
| 252 | + "4 x\n", |
| 253 | + "4 x\n", |
| 254 | + "0 x\n", |
| 255 | + "3 x\n", |
| 256 | + "5 x\n", |
| 257 | + "7 x\n", |
| 258 | + "2 x\n", |
| 259 | + "--------------------\n", |
| 260 | + "--------------------\n", |
| 261 | + "1 x\n", |
| 262 | + "4 x\n", |
| 263 | + "6 x\n", |
| 264 | + "0 x\n", |
| 265 | + "3 x\n", |
| 266 | + "5 x\n", |
| 267 | + "7 x\n", |
| 268 | + "2 x\n", |
| 269 | + "--------------------\n", |
| 270 | + "Local minimum reached at: 1\n", |
| 271 | + "new board generated\n", |
| 272 | + "--------------------\n", |
| 273 | + "7 x\n", |
| 274 | + "6 x\n", |
| 275 | + "1 x\n", |
| 276 | + "7 x\n", |
| 277 | + "5 x\n", |
| 278 | + "5 x\n", |
| 279 | + "5 x\n", |
| 280 | + "6 x\n", |
| 281 | + "--------------------\n", |
| 282 | + "--------------------\n", |
| 283 | + "7 x\n", |
| 284 | + "6 x\n", |
| 285 | + "1 x\n", |
| 286 | + "7 x\n", |
| 287 | + "5 x\n", |
| 288 | + "5 x\n", |
| 289 | + "0 x\n", |
| 290 | + "6 x\n", |
| 291 | + "--------------------\n", |
| 292 | + "--------------------\n", |
| 293 | + "2 x\n", |
| 294 | + "6 x\n", |
| 295 | + "1 x\n", |
| 296 | + "7 x\n", |
| 297 | + "5 x\n", |
| 298 | + "5 x\n", |
| 299 | + "0 x\n", |
| 300 | + "6 x\n", |
| 301 | + "--------------------\n", |
| 302 | + "--------------------\n", |
| 303 | + "2 x\n", |
| 304 | + "6 x\n", |
| 305 | + "1 x\n", |
| 306 | + "7 x\n", |
| 307 | + "5 x\n", |
| 308 | + "3 x\n", |
| 309 | + "0 x\n", |
| 310 | + "6 x\n", |
| 311 | + "--------------------\n", |
| 312 | + "--------------------\n", |
| 313 | + "2 x\n", |
| 314 | + "6 x\n", |
| 315 | + "1 x\n", |
| 316 | + "7 x\n", |
| 317 | + "5 x\n", |
| 318 | + "3 x\n", |
| 319 | + "0 x\n", |
| 320 | + "4 x\n", |
| 321 | + "--------------------\n", |
| 322 | + "Success [2, 6, 1, 7, 5, 3, 0, 4]\n", |
| 323 | + "--------------------\n", |
| 324 | + "2 x\n", |
| 325 | + "6 x\n", |
| 326 | + "1 x\n", |
| 327 | + "7 x\n", |
| 328 | + "5 x\n", |
| 329 | + "3 x\n", |
| 330 | + "0 x\n", |
| 331 | + "4 x\n", |
| 332 | + "--------------------\n" |
| 333 | + ] |
| 334 | + } |
| 335 | + ], |
| 336 | + "source": [ |
| 337 | + "q.run()" |
| 338 | + ] |
| 339 | + }, |
| 340 | + { |
| 341 | + "cell_type": "code", |
| 342 | + "execution_count": null, |
| 343 | + "metadata": { |
| 344 | + "collapsed": true |
| 345 | + }, |
| 346 | + "outputs": [], |
| 347 | + "source": [] |
| 348 | + }, |
| 349 | + { |
| 350 | + "cell_type": "code", |
| 351 | + "execution_count": null, |
| 352 | + "metadata": { |
| 353 | + "collapsed": true |
| 354 | + }, |
| 355 | + "outputs": [], |
| 356 | + "source": [] |
| 357 | + } |
| 358 | + ], |
| 359 | + "metadata": { |
| 360 | + "kernelspec": { |
| 361 | + "display_name": "Python 3", |
| 362 | + "language": "python", |
| 363 | + "name": "python3" |
| 364 | + }, |
| 365 | + "language_info": { |
| 366 | + "codemirror_mode": { |
| 367 | + "name": "ipython", |
| 368 | + "version": 3 |
| 369 | + }, |
| 370 | + "file_extension": ".py", |
| 371 | + "mimetype": "text/x-python", |
| 372 | + "name": "python", |
| 373 | + "nbconvert_exporter": "python", |
| 374 | + "pygments_lexer": "ipython3", |
| 375 | + "version": "3.6.2" |
| 376 | + } |
| 377 | + }, |
| 378 | + "nbformat": 4, |
| 379 | + "nbformat_minor": 2 |
| 380 | +} |
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