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Dijkstra.py
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# Adapted from https://gist.github.com/betandr/541a1f6466b6855471de5ca30b74cb31
from decimal import Decimal
class Edge:
def __init__(self, to_node, length):
self.to_node = to_node
self.length = length
class Graph:
def __init__(self):
self.nodes = set()
self.edges = dict()
def add_node(self, node):
self.nodes.add(node)
def add_edge(self, from_node, to_node, length):
edge = Edge(to_node, length)
if from_node in self.edges:
from_node_edges = self.edges[from_node]
else:
self.edges[from_node] = dict()
from_node_edges = self.edges[from_node]
from_node_edges[to_node] = edge
def min_dist(q, dist):
"""
Returns the node with the smallest distance in q.
Implemented to keep the main algorithm clean.
"""
min_node = None
for node in q:
if min_node == None:
min_node = node
elif dist[node] < dist[min_node]:
min_node = node
return min_node
INFINITY = float('Infinity')
def dijkstra(graph, source):
q = set()
dist = {}
prev = {}
for v in graph.nodes: # initialization
dist[v] = INFINITY # unknown distance from source to v
prev[v] = INFINITY # previous node in optimal path from source
q.add(v) # all nodes initially in q (unvisited nodes)
# distance from source to source
dist[source] = 0
while q:
# node with the least distance selected first
u = min_dist(q, dist)
q.remove(u)
try:
if u in graph.edges:
for _, v in graph.edges[u].items():
alt = dist[u] + v.length
if alt < dist[v.to_node]:
# a shorter path to v has been found
dist[v.to_node] = alt
prev[v.to_node] = u
except:
pass
return dist, prev
def to_array(prev, from_node):
"""Creates an ordered list of labels as a route."""
previous_node = prev[from_node]
route = [from_node]
while previous_node != INFINITY:
route.append(previous_node)
temp = previous_node
previous_node = prev[temp]
route.reverse()
return route