-
-
Save carlopires/8e0d9f4d71d5b8ef8663b6e46a06bf98 to your computer and use it in GitHub Desktop.
Modified Python implementation of Dijkstra's Algorithm (https://gist.github.com/econchick/4666413)
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from collections import defaultdict, deque | |
class Graph(object): | |
def __init__(self): | |
self.nodes = set() | |
self.edges = defaultdict(list) | |
self.distances = {} | |
def add_node(self, value): | |
self.nodes.add(value) | |
def add_edge(self, from_node, to_node, distance): | |
self.edges[from_node].append(to_node) | |
self.edges[to_node].append(from_node) | |
self.distances[(from_node, to_node)] = distance | |
def dijkstra(graph, initial): | |
visited = {initial: 0} | |
path = {} | |
nodes = set(graph.nodes) | |
while nodes: | |
min_node = None | |
for node in nodes: | |
if node in visited: | |
if min_node is None: | |
min_node = node | |
elif visited[node] < visited[min_node]: | |
min_node = node | |
if min_node is None: | |
break | |
nodes.remove(min_node) | |
current_weight = visited[min_node] | |
for edge in graph.edges[min_node]: | |
try: | |
weight = current_weight + graph.distances[(min_node, edge)] | |
except: | |
continue | |
if edge not in visited or weight < visited[edge]: | |
visited[edge] = weight | |
path[edge] = min_node | |
return visited, path | |
def shortest_path(graph, origin, destination): | |
visited, paths = dijkstra(graph, origin) | |
full_path = deque() | |
_destination = paths[destination] | |
while _destination != origin: | |
full_path.appendleft(_destination) | |
_destination = paths[_destination] | |
full_path.appendleft(origin) | |
full_path.append(destination) | |
return visited[destination], list(full_path) | |
if __name__ == '__main__': | |
graph = Graph() | |
for node in ['A', 'B', 'C', 'D', 'E', 'F', 'G']: | |
graph.add_node(node) | |
graph.add_edge('A', 'B', 10) | |
graph.add_edge('A', 'C', 20) | |
graph.add_edge('B', 'D', 15) | |
graph.add_edge('C', 'D', 30) | |
graph.add_edge('B', 'E', 50) | |
graph.add_edge('D', 'E', 30) | |
graph.add_edge('E', 'F', 5) | |
graph.add_edge('F', 'G', 2) | |
print(shortest_path(graph, 'A', 'D')) # output: (25, ['A', 'B', 'D']) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment