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97 changes: 97 additions & 0 deletions search.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -1542,6 +1542,103 @@
" problem=romania_problem)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. Depth Limited Search\n",
"\n",
"Let's change all the 'node_colors' to starting position and define a different problem statement. \n",
"Although we have a working implementation, but we need to make changes."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def depth_limited_search(problem, frontier, limit = -1):\n",
" '''\n",
" Perform depth first search of graph g.\n",
" if limit >= 0, that is the maximum depth of the search.\n",
" '''\n",
" # we use these two variables at the time of visualisations\n",
" iterations = 0\n",
" all_node_colors = []\n",
" node_colors = {k : 'white' for k in problem.graph.nodes()}\n",
" \n",
" frontier.append(Node(problem.initial))\n",
" explored = set()\n",
" \n",
" cutoff_occurred = False\n",
" node_colors[Node(problem.initial).state] = \"orange\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" while frontier:\n",
" # Popping first node of queue\n",
" node = frontier.pop()\n",
" \n",
" # modify the currently searching node to red\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",
" # modify goal node to green after reaching the goal\n",
" node_colors[node.state] = \"green\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" return(iterations, all_node_colors, node)\n",
"\n",
" elif limit >= 0:\n",
" cutoff_occurred = True\n",
" limit += 1\n",
" all_node_color.pop()\n",
" iterations -= 1\n",
" node_colors[node.state] = \"gray\"\n",
"\n",
" \n",
" explored.add(node.state)\n",
" frontier.extend(child for child in node.expand(problem)\n",
" if child.state not in explored and\n",
" child not in frontier)\n",
" \n",
" for n in frontier:\n",
" limit -= 1\n",
" # modify the color of frontier nodes to orange\n",
" node_colors[n.state] = \"orange\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
"\n",
" # modify the color of explored nodes to gray\n",
" node_colors[node.state] = \"gray\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" return 'cutoff' if cutoff_occurred else None\n",
"\n",
"\n",
"def depth_limited_search_for_vis(problem):\n",
" \"\"\"Search the deepest nodes in the search tree first.\"\"\"\n",
" iterations, all_node_colors, node = depth_limited_search(problem, Stack())\n",
" return(iterations, all_node_colors, node) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"all_node_colors = []\n",
"romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)\n",
"display_visual(romania_graph_data, user_input=False, \n",
" algorithm=depth_limited_search_for_vis, \n",
" problem=romania_problem)"
]
},
{
"cell_type": "markdown",
"metadata": {},
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