interactive-coding-challenges/graphs_trees/graph/graph_solution.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<small><i>This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges).</i></small>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Solution Notebook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
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"## Problem: Implement a graph.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constraints\n",
"\n",
"* Is the graph directed?\n",
" * Yes\n",
"* Do the edges have weights?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"Input:\n",
"* `add_edge(source, destination, weight)`\n",
"\n",
"```\n",
"graph.add_edge(0, 1, 5)\n",
"graph.add_edge(0, 5, 2)\n",
"graph.add_edge(1, 2, 3)\n",
"graph.add_edge(2, 3, 4)\n",
"graph.add_edge(3, 4, 5)\n",
"graph.add_edge(3, 5, 6)\n",
"graph.add_edge(4, 0, 7)\n",
"graph.add_edge(5, 4, 8)\n",
"graph.add_edge(5, 2, 9)\n",
"```\n",
"\n",
"Result:\n",
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"* `source` and `destination` nodes within `graph` are connected with specified `weight`.\n",
"\n",
"Note: \n",
"* We'll be using an OrderedDict to make the outputs more consistent and simplify our testing.\n",
"* Graph will be used as a building block for more complex graph challenges."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Algorithm\n",
"\n",
"### Node\n",
"\n",
"Node will keep track of its:\n",
"* id\n",
"* visit state\n",
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"* adjacent\n",
" * key: node\n",
" * value: weight\n",
"\n",
"### Graph\n",
"\n",
"Graph will keep track of its:\n",
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"* nodes\n",
" * key: node id\n",
" * value: node\n",
"\n",
"#### add_node\n",
"\n",
"* Create a node with the input id\n",
"* Add the newly created node to the list of nodes\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)\n",
"\n",
"#### add_edge\n",
"\n",
"* If the source node is not in the list of nodes, add it\n",
"* If the dest node is not in the list of nodes, add it\n",
"* Add a connection from the source node to the dest node with the given edge weight\n",
"\n",
"Complexity:\n",
"* Time: O(1)\n",
"* Space: O(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
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"collapsed": false
},
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting graph.py\n"
]
}
],
"source": [
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"%%writefile graph.py\n",
"from collections import OrderedDict\n",
"\n",
"\n",
"class Node:\n",
"\n",
" def __init__(self, id):\n",
" self.id = id\n",
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" self.visited = False\n",
" self.adjacent = OrderedDict() # key = node, val = weight\n",
"\n",
"\n",
"class Graph:\n",
"\n",
" def __init__(self):\n",
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" self.nodes = OrderedDict() # key = node id, val = node\n",
"\n",
" def add_node(self, id):\n",
" node = Node(id)\n",
" self.nodes[id] = node\n",
" return node\n",
"\n",
" def add_edge(self, source, dest, weight=0):\n",
" if source not in self.nodes:\n",
" self.add_node(source)\n",
" if dest not in self.nodes:\n",
" self.add_node(dest)\n",
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" self.nodes[source].adjacent[self.nodes[dest]] = weight"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%run graph.py"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
},
{
"cell_type": "code",
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"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_graph.py\n"
]
}
],
"source": [
"%%writefile test_graph.py\n",
"from nose.tools import assert_equal\n",
"\n",
"\n",
"class TestGraph(object):\n",
"\n",
" def test_graph(self):\n",
" graph = Graph()\n",
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" for id in range(0, 6):\n",
" graph.add_node(id)\n",
" graph.add_edge(0, 1, 5)\n",
" graph.add_edge(0, 5, 2)\n",
" graph.add_edge(1, 2, 3)\n",
" graph.add_edge(2, 3, 4)\n",
" graph.add_edge(3, 4, 5)\n",
" graph.add_edge(3, 5, 6)\n",
" graph.add_edge(4, 0, 7)\n",
" graph.add_edge(5, 4, 8)\n",
" graph.add_edge(5, 2, 9)\n",
"\n",
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" assert_equal(graph.nodes[0].adjacent[graph.nodes[1]], 5)\n",
" assert_equal(graph.nodes[0].adjacent[graph.nodes[5]], 2)\n",
" assert_equal(graph.nodes[1].adjacent[graph.nodes[2]], 3)\n",
" assert_equal(graph.nodes[2].adjacent[graph.nodes[3]], 4)\n",
" assert_equal(graph.nodes[3].adjacent[graph.nodes[4]], 5)\n",
" assert_equal(graph.nodes[3].adjacent[graph.nodes[5]], 6)\n",
" assert_equal(graph.nodes[4].adjacent[graph.nodes[0]], 7)\n",
" assert_equal(graph.nodes[5].adjacent[graph.nodes[4]], 8)\n",
" assert_equal(graph.nodes[5].adjacent[graph.nodes[2]], 9)\n",
"\n",
" print('Success: test_graph')\n",
"\n",
"\n",
"def main():\n",
" test = TestGraph()\n",
" test.test_graph()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
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"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_graph\n"
]
}
],
"source": [
"%run -i test_graph.py"
]
}
],
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