{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# The search.py module"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Introduction\n",
"============\n",
"\n",
"Hello!\n",
"In this IPython notebook, we'll study different kinds of search techniques used in [ search.py ]( https://github.com/aimacode/aima-python/blob/master/search.py ) and try to get an intuition of what search algorithms are best suited for various problems. We first explore uninformed search algorithms and later get our hands on heuristic search strategies.\n",
"\n",
"The code in this IPython notebook, and the entire `aima-python` repository is intended to work with Python 3 (specifically, Python 3.4). So if you happen to be working on Python 2, you should switch to Python 3. For more help on how to install python3, or if you are having other problems, you can always have a look the `intro` IPython notebook. \n",
"\n",
"Now that you have all that sorted out, let's get started!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Uninformed Search Strategies"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Uninformed Search strategies are called `blind search`. In such search strategies, the only information we have about any state is generated by checking if a piece of data, or any of its successors, matches our `goal state` or not. THAT'S IT. NOTHING MORE. (Well ....not really. See the `value` method defined in the following section).\n",
"\n",
"First let's formulate the problem we intend to solve. So let's import everything from our module."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from search import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The search and other modules of the repository make use of several imports from the utils module. We will point the useful ones out if they are required to follow the material below. Don't worry. You don't need to read utils.py in order to understand search algorithms.\n",
" \n",
"The `Problem` class is an abstract class on which we define our problems(*duh*).\n",
"Again, if you are confused about what `abstract class` means have a look at the `Intro` notebook.\n",
"The `Problem` class has six methods.\n",
"* `__init__(self, initial, goal)` : This is what is called a `constructor` and is the first method called when you create an instance of class. In this and all of the below methods `self` refers to the object itself--the object whose method is called. `initial` specifies the initial state of our search problem. It represents the start state from where our agent begins his task of exploration to find the goal state(s) which is given in the `goal` parameter.\n",
"* `actions(self, state)` : This method returns all the possible actions our agent can make in state `state`.\n",
"* `result(self, state, action)` : This returns the resulting state if action `action` is taken in the state `state`. This `Problem` class only deals with deterministic outcomes. So we know for sure what every action in a state would result to.\n",
"* `goal_test(self, state)` : Given a graph state, it checks if it is a terminal state. If the state is indeed a goal state, value of `True` is returned. Else, of course, `False` is returned.\n",
"* `path_cost(self, c, state1, action, state2)` : Return the cost of the path that arrives at `state2` as a result of taking `action` from `state1`, assuming total cost of `c` to get up to `state1`.\n",
"* `value(self, state)` : This acts as a bit of extra information in problems where we try to optimize a value when we cannot do a goal test."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the above abstract class acts as a parent class, and there is another named called `GraphProblem` in our module. It creates a graph problem from an instance of the `Graph` class. To create a graph, simply type `graph = Graph(dict(...))`. The dictionary must contain nodes of the graph as keys, so make sure they are `hashable`. If you don't know what that means just use strings or numbers. Each node contains the adjacent nodes as keys and the edge length as its value. Each dictionary then should correspond to another dictionary in the graph. The `Graph` class creates a directed(edges allow only one way traffic) by default. If you want to make an undirected graph, use `UndirectedGraph` instead, but make sure to mention any edge in only one of its nodes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you didn't understand the above paragraph, `Fret not!`. Just think of the below code as a magicical method to create a simple undirected graph. I'll explain what it is about later."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"museum_graph = UndirectedGraph(dict(\n",
" Start = dict(Dog = 3, Cat = 9, Mouse = 4),\n",
" Dog = dict(Bear = 7),\n",
" Cat = dict(Monkey = 9, Fish = 8, Penguin = 3),\n",
" Mouse = dict(Penguin = 2),\n",
" Bear = dict(Monkey = 7),\n",
" Monkey = dict(Giraffe = 11, Fish = 6),\n",
" Fish = dict(Giraffe = 8),\n",
" Penguin = dict(Parrot = 4, Elephant = 6),\n",
" Giraffe = dict(Hen = 5),\n",
" Parrot = dict(Hen = 10),\n",
" Elephant = dict(Hen = 9)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Imagine we are in a museum showcasing statues of various animals. To navigate through the museum there are paths between some statues and the entrance. We define the entrance and the statues as nodes in our graph with the path connecting them as edges. The cost/weight of an edge specifies is its length. So `Start = dict(Dog = 3, Cat = 9, Mouse = 4)` means that there are paths from `Start` to `Dog`, `Cat` and `Mouse` with path costs 3, 9 and 4 respectively. \n",
"\n",
"Here's an image below to better understand our graph."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](\"images/search_animal.svg\")
\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Breadth First Search"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Breadth First Search, the `shallowest` unexpanded node is chosen for expansion. That means that all nodes of a given depth must be expanded before any node of the next depth level. This search strategy accomplishes this by using a `FIFO` meaning 'First In First Out' queue. Anything that gets in the queue first also gets out first just like the checkout queue in a supermarket. To use the algorithm, first we need to define our problem. Say we want to find the statue of `Monkey` and we start from the entrance which is the `Start` state. We'll define our problem using the `GraphProblem` class."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"monkey_problem = GraphProblem('Start', 'Monkey', museum_graph)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's find the solution for our problem using the `breadth_first_search` method. Note that it returns a `Node` from which we can find the solution by looking at the path that was taken to reach there."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Cat', 'Monkey']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bfs_node = breadth_first_search(monkey_problem)\n",
"bfs_node.solution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We get the output as `['Cat', 'Monkey']`. That is because first the nodes `Dog`, `Cat` and `Mouse` are added to the `FIFO` queue in `some` order when we are expanding the `Start` node. Now when we start expanding nodes in the next level, only the `Cat` node gets us to `Monkey`. Note that during a breadth first search, the goal test is done when the node is being added to the queue."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Uniform-cost Search"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In Uniform-cost Search, we expand the node with the lowest path cost (the cost to reach that node from the start) instead of expanding the shallowest node. Rather than a `FIFO` queue, we use something called a `priority queue` which selects the element with the highest `priority` of all elements in the queue. For our problem, the shortest path between animals has the higher priority; the shortest path has the lowest path cost. Whenever we need to enqueue a node already in the queue, we will update its path cost if the newer path is better. This is a very important step, and it means that the path cost to a node may keep getting better until it is selected for expansion. This is the reason that we do a goal check only when a node is selected for expanion."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Dog', 'Bear', 'Monkey']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ucs_node = uniform_cost_search(monkey_problem)\n",
"ucs_node.solution()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We got the path`['Dog', 'Bear', 'Monkey']` instead of `['Cat', 'Monkey']`. Why? The path cost is lower! We can also see the path cost with the path_cost attribute. Let's compare the path cost of the Breadth first search solution and Uniform cost search solution"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(18, 17)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bfs_node.path_cost, ucs_node.path_cost"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We were right! \n",
"\n",
"The path cost through the `Cat` statue is indeed more than the path cost through `Dog` even though the former passes through two roads compared to the three roads in the `ucs_node` solution."
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Romania map visualisations\n",
"\n",
"Let's have a visualisation of Romania map [Figure 3.2] from the book and see how different searching algorithms perform / how frontier expands in each search algorithm for a simple problem to reach 'Bucharest' starting from 'Arad'. This is how the problem is defined:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Have a look at `romania_locations`. It is a dictionary defined in search module. We will use these location values to draw the romania graph using **networkx**."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Giurgiu': (375, 270), 'Arad': (91, 492), 'Vaslui': (509, 444), 'Iasi': (473, 506), 'Craiova': (253, 288), 'Mehadia': (168, 339), 'Neamt': (406, 537), 'Rimnicu': (233, 410), 'Timisoara': (94, 410), 'Urziceni': (456, 350), 'Bucharest': (400, 327), 'Fagaras': (305, 449), 'Oradea': (131, 571), 'Sibiu': (207, 457), 'Drobeta': (165, 299), 'Lugoj': (165, 379), 'Zerind': (108, 531), 'Hirsova': (534, 350), 'Pitesti': (320, 368), 'Eforie': (562, 293)}\n"
]
}
],
"source": [
"romania_locations = romania_map.locations\n",
"print(romania_locations)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start the visualisations by importing necessary modules. We use networkx and matplotlib to show the map in notebook and we use ipywidgets to interact with the map to see how the searching algorithm works."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from ipywidgets import interact\n",
"import ipywidgets as widgets\n",
"from IPython.display import display\n",
"import time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's get started by initializing an empty graph. We will add nodes, place the nodes in their location as shown in the book, add edges to the graph."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# initialise a graph\n",
"G = nx.Graph()\n",
"\n",
"# use this while labeling nodes in the map\n",
"node_labels = dict()\n",
"# use this to modify colors of nodes while exploring the graph.\n",
"# This is the only dict we send to `show_map(node_colors)` while drawing the map\n",
"node_colors = dict()\n",
"\n",
"for n, p in romania_locations.items():\n",
" # add nodes from romania_locations\n",
" G.add_node(n)\n",
" # add nodes to node_labels\n",
" node_labels[n] = n\n",
" # node_colors to color nodes while exploring romania map\n",
" node_colors[n] = \"white\"\n",
"\n",
"initial_node_colors = dict(node_colors)\n",
" \n",
"# positions for node labels\n",
"node_label_pos = {k:[v[0],v[1]-10] for k,v in romania_locations.items()}\n",
"\n",
"# use thi whiel labeling edges\n",
"edge_labels = dict()\n",
"\n",
"# add edges between cities in romania map - UndirectedGraph defined in search.py\n",
"for node in romania_map.nodes():\n",
" connections = romania_map.get(node)\n",
" for connection in connections.keys():\n",
" distance = connections[connection]\n",
" # add edges to the graph\n",
" G.add_edge(node, connection)\n",
" # add distances to edge_labels\n",
" edge_labels[(node, connection)] = distance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have completed building our graph based on romania_map and its locations. It's time to display it here in the notebook. This function `show_map(node_colors)` helps us do that. We will be calling this function later on to display the map at each and every interval step while searching using variety of algorithms from the book."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def show_map(node_colors):\n",
" # set the size of the plot\n",
" plt.figure(figsize=(18,13))\n",
" # draw the graph with locations from romania_locations\n",
" nx.draw(G, pos = romania_locations, node_color = [node_colors[node] for node in G.nodes()])\n",
"\n",
" # draw labels for nodes\n",
" node_label_handles = nx.draw_networkx_labels(G, pos = node_label_pos, labels = node_labels, font_size = 14)\n",
" # add a white bounding box behind the node labels\n",
" [label.set_bbox(dict(facecolor='white', edgecolor='none')) for label in node_label_handles.values()]\n",
"\n",
" # add edge lables to the graph\n",
" nx.draw_networkx_edge_labels(G, pos = romania_locations, edge_labels=edge_labels, font_size = 14)\n",
"\n",
" # show the plot. No need to use in notebooks. nx.draw will show the graph itself.\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can simply call the function with node_colors dictionary object to display it."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
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Ijo5WzZo1tWPHDmahAACQA+Lj4zVz5kzNmTNHL7/8skaNGiUPDw+jYwEAAJOj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\nAADAUo4QIfF0L7soAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"show_map(node_colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Voila! You see, the romania map as shown in the Figure[3.2] in the book. Now, see how different searching algorithms perform with our problem statements."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Searching algorithms\n",
"\n",
"In this section, we have visualisations of the following searching algorithms:\n",
"\n",
"1. breadth_first_tree_search\n",
"2. depth_first_tree_search\n",
"3. depth_first_graph_search\n",
"4. breadth_first_search\n",
"5. best_first_graph_search\n",
"6. uniform_cost_search\n",
"7. depth_limited_search\n",
"8. iterative_deepening_search\n",
"9. astar_search\n",
"10. recursive_best_first_search\n",
"\n",
"We add the colors to the nodes to have a nice visualisation when displaying. So, these are the different colors we are using in these visuals:\n",
"* Un-explored nodes - white\n",
"* Frontier nodes - blue\n",
"* Currently exploring node - red\n",
"* Already explored nodes - gray\n",
"* Goal node - green"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Breadth first tree search\n",
"\n",
"We have a working implementation in search module. But as we want to interact with the graph while it is searching, we need to modify the implementation. Here's the modified breadth first tree search.\n",
"\n",
"Let's define a problem statement:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"romania_problem = GraphProblem('Arad', 'Fagaras', romania_map)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def tree_search(problem, frontier):\n",
" \"\"\"Search through the successors of a problem to find a goal.\n",
" The argument frontier should be an empty queue.\n",
" Don't worry about repeated paths to a state. [Figure 3.7]\"\"\"\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",
" frontier.append(Node(problem.initial))\n",
" \n",
" # modify the color of frontier nodes to blue\n",
" frontier_list = frontier.__dict__[\"A\"][frontier.__dict__[\"start\"]:] \n",
" for n in frontier_list:\n",
" node_colors[n.state] = \"blue\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" while frontier:\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 node\n",
" \n",
" frontier.extend(node.expand(problem))\n",
" \n",
" # modify the color of frontier nodes to blue\n",
" frontier_list = frontier.__dict__[\"A\"][frontier.__dict__[\"start\"]:] \n",
" for n in frontier_list:\n",
" node_colors[n.state] = \"blue\"\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 None\n",
"\n",
"def breadth_first_tree_search(problem):\n",
" \"Search the shallowest nodes in the search tree first.\"\n",
" return tree_search(problem, FIFOQueue())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's call the `modified breadth_first_tree_search` with our problem statement. Print `iterations` to see how many intermediate steps we have got "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"86\n",
"86\n"
]
}
],
"source": [
"breadth_first_tree_search(romania_problem).solution()\n",
"\n",
"print(len(all_node_colors))\n",
"print(iterations)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we use ipywidgets to display a slider, a button and our romania map. By sliding the slider we can have a look at all the intermediate steps of a particular search algorithm. By pressing the button **Visualize**, you can see all the steps without interacting with the slider. These two helper functions are the callback function which are called when we interact with slider and the button.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def slider_callback(iteration):\n",
" show_map(all_node_colors[iteration])\n",
"\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",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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KlMjTbMVJQkKCGjRooK1btzILBQCAApCSkqKZM2dqzpw5evrppzV27FhVrlzZ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\n",
"text/plain": [
""
]
},
"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",
"\n",
"button = widgets.ToggleButton(desctiption = \"Visualize\", value = False)\n",
"a = widgets.interactive(visualize_callback, Visualize = button)\n",
"display(a)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Breadth first search\n",
"\n",
"Let's change all the node_colors to starting position and define a different problem statement."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"node_colors = dict(initial_node_colors)\n",
"romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def breadth_first_search(problem):\n",
" \"[Figure 3.11]\"\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",
" 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 = FIFOQueue()\n",
" frontier.append(node)\n",
" \n",
" # modify the color of frontier nodes to blue\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",
" node_colors[node.state] = \"red\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" \n",
" explored.add(node.state) \n",
" \n",
" for child in node.expand(problem):\n",
" if child.state not in explored and child not in frontier:\n",
" if problem.goal_test(child.state):\n",
" node_colors[child.state] = \"green\"\n",
" iterations += 1\n",
" all_node_colors.append(dict(node_colors))\n",
" return child\n",
" frontier.append(child)\n",
"\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"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"24\n",
"24\n"
]
}
],
"source": [
"breadth_first_search(romania_problem).solution()\n",
"\n",
"print(len(all_node_colors))\n",
"print(iterations)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def slider_callback(iteration):\n",
" show_map(all_node_colors[iteration])\n",
"\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",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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pOv/PP//UN998owsXLihfvnyZnC7vuHLlimrWrKkdO3YwCwUAgGwQGxur6dOn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\nAMCS/AQAAAAAlgKnu4tcNyTCVQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"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",
"\n",
"button = widgets.ToggleButton(desctiption = \"Visualize\", value = False)\n",
"a = widgets.interactive(visualize_callback, Visualize = button)\n",
"display(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Uniform cost search\n",
"\n",
"Let's change all the node_colors to starting position and define a different problem statement."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"node_colors = dict(initial_node_colors)\n",
"romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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 uniform_cost_search(problem):\n",
" \"[Figure 3.14]\"\n",
" return best_first_graph_search(problem, lambda node: node.path_cost)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def slider_callback(iteration):\n",
" show_map(all_node_colors[iteration])\n",
"\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",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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pOv/PP//UN998owsXLihfvnyZnC7vuHLlimrWrKkdO3YwCwUAgGwQGxur6dOn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\n",
"text/plain": [
""
]
},
"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",
"\n",
"button = widgets.ToggleButton(desctiption = \"Visualize\", value = False)\n",
"a = widgets.interactive(visualize_callback, Visualize = button)\n",
"display(a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A* search\n",
"\n",
"Let's change all the node_colors to starting position and define a different problem statement."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"node_colors = dict(initial_node_colors)\n",
"romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)"
]
},
{
"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": {
"collapsed": true
},
"outputs": [],
"source": [
"def slider_callback(iteration):\n",
" show_map(all_node_colors[iteration])\n",
"\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",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
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pOv/PP//UN998owsXLihfvnyZnC7vuHLlimrWrKkdO3YwCwUAgGwQGxur6dOn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\n",
"text/plain": [
""
]
},
"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",
"\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",
"version": "3.5.1"
},
"widgets": {
"state": {
"01c5cebb63c540dd959a164ec54b7506": {
"views": []
},
"03620569743d4d2e942bdfda14684624": {
"views": []
},
"0386e04d7d17499d81fa0d07dcd3b6ea": {
"views": []
},
"03c57ee34df6417b92be5cd7a0f1a045": {
"views": []
},
"057cacf5c97a442ba2b4f2e14252975a": {
"views": []
},
"06cbbf6363eb434e92cc337fe827d1dd": {
"views": []
},
"07d157ea8f904c5782645258da7a8231": {
"views": []
},
"0968141f04994e628044f9510c7914d3": {
"views": []
},
"0a8fc7da439541ce900d6d8f6e523bab": {
"views": []
},
"0c7de253c1734de8833a55875371d0f0": {
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