Newer
Older
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def best_first_graph_search(problem, f):\n",
" \"\"\"Search the nodes with the lowest f scores first.\n",
" You specify the function f(node) that you want to minimize; for example,\n",
" if f is a heuristic estimate to the goal, then we have greedy best\n",
" first search; if f is node.depth then we have breadth-first search.\n",
" There is a subtlety: the line \"f = memoize(f, 'f')\" means that the f\n",
" values will be cached on the nodes as they are computed. So after doing\n",
" a best first search you can examine the f values of the path returned.\"\"\"\n",
" \n",
" # we use these two variables at the time of visualisations\n",
" global iterations\n",
" iterations = 0\n",
" global all_node_colors\n",
" all_node_colors = []\n",
" \n",
" f = memoize(f, 'f')\n",
" node = Node(problem.initial)\n",
" \n",
" node_colors[node.state] = \"red\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" if problem.goal_test(node.state):\n",
" node_colors[node.state] = \"green\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" return node\n",
" \n",
" frontier = PriorityQueue(min, f)\n",
" frontier.append(node)\n",
" \n",
" node_colors[node.state] = \"blue\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" explored = set()\n",
" while frontier:\n",
" node = frontier.pop()\n",
" \n",
" node_colors[node.state] = \"red\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" if problem.goal_test(node.state):\n",
" node_colors[node.state] = \"green\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" return node\n",
" \n",
" explored.add(node.state)\n",
" for child in node.expand(problem):\n",
" if child.state not in explored and child not in frontier:\n",
" frontier.append(child)\n",
" node_colors[child.state] = \"blue\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" elif child in frontier:\n",
" incumbent = frontier[child]\n",
" if f(child) < f(incumbent):\n",
" del frontier[incumbent]\n",
" frontier.append(child)\n",
" node_colors[child.state] = \"blue\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
"\n",
" node_colors[node.state] = \"gray\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" return None\n",
"\n",
"def astar_search(problem, h=None):\n",
" \"\"\"A* search is best-first graph search with f(n) = g(n)+h(n).\n",
" You need to specify the h function when you call astar_search, or\n",
" else in your Problem subclass.\"\"\"\n",
" h = memoize(h or problem.h, 'h')\n",
" return best_first_graph_search(problem, lambda n: n.path_cost + h(n))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"41\n",
"41\n"
]
}
],
"source": [
"uniform_cost_search(romania_problem).solution()\n",
"\n",
"print(len(all_node_colors))\n",
"print(iterations)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
},
"outputs": [],
"source": [
"def slider_callback(iteration):\n",
" show_map(all_node_colors[iteration])\n",
"def visualize_callback(Visualize):\n",
" if Visualize is True:\n",
" for i in range(slider.max + 1):\n",
" slider.value = i\n",
"# time.sleep(.5)"
]
},
{
"cell_type": "code",
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABT8AAAPJCAYAAADUK1wEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106f4cef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"slider = widgets.IntSlider(min=0, max=iterations-1, step=1, value=0)\n",
"w = widgets.interactive(slider_callback, iteration = slider)\n",
"display(w)\n",
"button = widgets.ToggleButton(desctiption = \"Visualize\", value = False)\n",
"a = widgets.interactive(visualize_callback, Visualize = button)\n",
"display(a)"
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"state": {
"01c5cebb63c540dd959a164ec54b7506": {
"views": []
},
"03620569743d4d2e942bdfda14684624": {
"views": []
},
"0386e04d7d17499d81fa0d07dcd3b6ea": {
"views": []
},
"03c57ee34df6417b92be5cd7a0f1a045": {
"views": []
},
"057cacf5c97a442ba2b4f2e14252975a": {
},
"06cbbf6363eb434e92cc337fe827d1dd": {
"views": []
},
"07d157ea8f904c5782645258da7a8231": {
"views": []
},
"0968141f04994e628044f9510c7914d3": {
"views": []
},
"0a8fc7da439541ce900d6d8f6e523bab": {
"views": []
},
"0c7de253c1734de8833a55875371d0f0": {
"views": []
},
"0ed4e91a689243b2a0bee8131dbc4853": {
"views": [
{
}
]
},
"15bedb3abd11457289146efea4b4134c": {
"views": [
{
"cell_index": 44
}
]
},
"178b31abc9094a558fdda9d5a090dc94": {
"views": []
},
"1813d16ce0dc448190a6d45765183389": {
"views": []
},
"1c0f9d9d389540c3b918c0db939fd02b": {
"views": []
},
"1cf88580363d41b587a9d2dd5c2e3cac": {
"views": []
},
"241e69c4749b4701a2459c45fcac5ec3": {
"views": [
{
}
]
},
"24646a12251f40868ced5d350a4378a7": {
"views": []
},
"25f28d1fc7954fbfbf949a7886c849be": {
"views": []
},
"272e8204dee44634ab340393f1ea9791": {
"views": []
},
"365c7e5aea07404da04d6ffc25724e21": {
"views": []
},
"38204d73bd63477cb49e2ee34e8c3532": {
"views": []
},
"3c800341bd464d9593927d8f68458fcd": {
"views": []
},
"3d8ad1c09c9148e98a897f66e2e07dab": {
"views": []
},
"3dec1ba740be4dc9a0ec8cb7e30bbfb2": {
"views": []
},
"3e44728dc0a645779e762d951a5ba923": {
"views": []
},
"3ec8dc05f28d44178f9b3007660fc055": {
"views": []
},
"412a234d9d7d4366886b448558969d5e": {
"views": []
},
"448a86da74a94312a487eb992b8b176b": {
"views": []
},
"453f8e1e43b44d87a0a8dbdf232a443e": {
"views": []
},
"486b24363dbd4a13a2a331f20907352c": {
"views": []
},
"4afffeb237594a49be1a133d1c27ebf3": {
"views": [
{
"cell_index": 62
}
]
},
"4b5427b00ef5437b83ee3ceec19620a1": {
"views": []
},
"52b3d13aa9f841708b9f46099e68fb32": {
"views": []
},
"5465fe4e30f34a2ca04a6dc167f14b19": {
"views": [
{
}
]
},
"57e65330704b4afb8a21cb398bf4dafb": {
"views": []
},
"59078b9d9e744730ac09906ac21a3fba": {
"views": []
},
"597ebd5d780747378420aded6fdece1f": {
"views": []
},
"59ad241185f647b0ab783a514987ea99": {
"views": []
},
"5b82597037774040b6dd91864505a22d": {
"views": []
},
"5c6b6bb6ef954d6687b1e882d2b955c5": {
"views": []
},
"5cd16f1c95f84a35b6cf289df4a159de": {
"views": [
{
"cell_index": 44
}
]
},
"65b158e1fba645f5a82573b9c7a2a426": {
"views": []
},
"6925b54ed60d4655afe35c00bc3b249a": {
"views": []
},
"69dfa4349d3c424fb09a2b17dae31382": {
"views": [
{
"cell_index": 62
}
]
},
"6bafca6f1a2149b68a4292399997e0b3": {
"views": []
},
"6c87dd3de38b4c9db59e0ad2e1ae2c23": {
"views": [
{
"cell_index": 56
}
]
},
"7009ef53e4d849caa975213300a599ae": {
"views": []
},
"71ef3ee61a0f4c1a9cdcb1bc6085e19d": {
"views": []
},
"72ebe1632d7049dbbdd6a64dbbf0e907": {
"views": []
},
"739b2baca975486db53e59e40497a7da": {
"views": []
},
"76016c5e69554017aca4ab9b4c8a7a92": {
"views": []
},
"778433af1e9a43018a093b329a37a0d3": {
"views": [
{
"cell_index": 44
}
]
},
"7a9e4f4ae801445b8fc213ec5fe3fc2d": {
"views": []
},
"7b028fce0cea441797275b9fbf9ace4f": {
"views": []
},
"854bdd172d63494b93a73cc7dff71f9a": {
"views": []
},
"857efe999cbf48dea1abfe0ec21a7716": {
"views": []
},
"8602d368e05a43f49af449f0668a16da": {
"views": [
{
"cell_index": 50
}
]
},
"8807621452bd49979e79ace4b1b8049f": {
"views": [
{
"cell_index": 44
}
]
},
"8910f641820d4169843324a52a9c27bf": {
"views": []
},
"8c07f844cbd94ca5a9e9187e820d467e": {
"views": []
},
"8ff3a2148f7141a58ca785d99eae436e": {
"views": []
},
"9b4d43f4a5eb41b69d7f2c691429f809": {
"views": []
},
"9bfeeeeb5a0545a0ac5dca639466133e": {
"views": []
},
"9f4b1eeb781540f4b4fcc4e4ee17a2df": {
"views": []
},
"a005a91075ab42b380ac8ff14f668130": {
"views": []
},
"a0c8ba986f6946b0a76e1552160e3faf": {
"views": [
{
"cell_index": 50
}
]
},
"a2bd6a5fb64240839c9f69666bea45a0": {
"views": []
},
"a314e82173d146628f431e6628a9c070": {
"views": []
},
"a70aa3baef764c0e8afdf7e4acba36a7": {
"views": []
},
"a742ee20e9a3402dba08be56e8a08f05": {
"views": []
},
"a952a71cd75a4885b575114eb335e36e": {
"views": [
{
"cell_index": 50
}
]
},
"aad7ddcdc9704479b00066132859cba1": {
"views": []
},
"ab5c6b3d56fe42b298dea83dd3a54618": {
"views": []
},
"acadb11780c34dd986eb0dd16ff3ca41": {
"views": []
},
"af138f3de46144ca931fb362cbd1ab00": {
"views": []
},
"b516d7c7bf734def8cbdbc95491e2bcb": {
"views": []
},
"b7efd13a1532423b82f6df27743570ff": {
"views": []
},
"bd9c5370555f4b8d992b653551c04778": {
"views": []
},
"c9108c033a1f4c6a81d1a12c24bbecd5": {
"views": []
},
"c91f90b2011f4fd08305c3014dcec5ab": {
"views": []
},
"cb93b72fa07e48969a8061e3aee733d1": {
"views": []
},
"ccd0c6361b2b4cb385060a50ebebe2bf": {
"views": []
},
"ce87ff29a2bf4b6bb3204e48a01b2efa": {
"views": []
},
"d0d2f7da3afa4aba9566c44032db9990": {
"views": []
},
"d2cd070e7282411c840525baefb38a9b": {
"views": [
{
"cell_index": 56
}
]
},
"d3273606f9d5450f9c08abb914e545ad": {
"views": []
},
"d4863215a8c44e06ad5175b0bb1fb2f2": {
"views": []
},
"d63a2906ead8416a88eb3dbd90542d0f": {
"views": []
},
"da986b94b7d446ddaf27d9c8eb9ea93c": {
"views": []
},
"dbeb1fd0755a4c1bb5a131f31db91c12": {
"views": []
},
"dc2f0ff53c6c4a8596b477ebba555974": {
"views": []
},
"dd8e399106e845cbaa0d27364c8a91a9": {
"views": []
},
"df0e0e9b02e74c55adade9e9ea86c321": {
"views": []
},
"dfca999fb6474224a5396239db66cf23": {
"views": [
{
"cell_index": 50
}
]
},
"e5e7165259864c18a946ac2505ecd255": {
"views": []
},
"e94c6cb5b6414bbba52a761a06010121": {
"views": []
},
"e97ec2f4dff544d0a81907d4e7de681c": {
"views": []
},
"eb6cb661a9964d9e84186eb170e75764": {
"views": []
},
"ecdb12781a5f4ba69e771f564b749045": {
"views": []
},
"ecdce3d7ba9149c793c17e021a2f3c78": {
"views": []
},
"effb5ec0a0f84e4f9ca23effc9dc3b13": {
"views": [
{
"cell_index": 56
}
]
},
"f11666cfb292409ba464137cb83a3a8c": {
"views": []
},
"f1815b70e6464d9893a6ab3a134b2ffd": {
"views": [
{
"cell_index": 62
}
]
},
"f19d8ff62bb8417fa4c347cfa6595965": {
"views": []
},
"f4c08a34dd6744db8a72304a81bcbaf0": {
"views": []
},
"f5590e2fec5943c6bbdad5088d98b5ae": {
"views": []
},
"f7e777fdf53a4e08853e9d7c411cc3c6": {
"views": []
},
"fa03910d8f3747e49cf2e1ddc004afc0": {
"views": [
{
"cell_index": 44
}
]
},
"fa7f2272527648a5b5db0fe941eac78b": {
"views": []
},
"fd1051fc24744ed2aa963590f4c682e8": {
"views": []
},
"ffa5da7ffc384b9faeeb78b71e94d9fd": {
"views": []
}
},