Created
February 18, 2015 20:47
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Floyd-Warshall for PySAL Networks
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#!/bin/python | |
##ljw | |
##./$GIT_ROOT/pysal/network/fw.py | |
from collections import defaultdict | |
import pysal as ps | |
import numpy as np | |
ntw = ps.network.network.Network(ps.examples.get_path('geodanet/streets.shp')) | |
def floyd_warshall(ntw, cost = None, directed = False): | |
dist = defaultdict(lambda : defaultdict(lambda : np.inf)) #defaultdict requires callable | |
pred = defaultdict(dict) | |
if not cost: | |
cost = ntw.edge_lengths | |
#populate initial predecessor and distance dictionaries | |
for node,neighbors in ntw.adjacencylist.iteritems(): | |
for neighbor in neighbors: | |
if (node,neighbor) in cost.keys(): | |
dist[node][neighbor] = cost[(node,neighbor)] | |
pred[neighbor][node] = [node] #forward: node -> neighb | |
if not directed: | |
pred[node][neighbor] = [neighbor] #backward: neighb -> node | |
elif (neighbor,node) in cost.keys(): | |
dist[node][neighbor] = cost[(neighbor, node)] | |
pred[node][neighbor] = [neighbor] #forward: neighb -> node | |
if not directed: | |
pred[neighbor][node] = [node] #backward: node -> neighb | |
dist[node][node] = 0 | |
pred[node][node] = [] | |
# return dist, pred | |
#update precedence and distance using intermediate paths | |
for inter in ntw.node_list: | |
for start in ntw.node_list: | |
for dest in ntw.node_list: | |
if dist[start][dest] > dist[start][inter] + dist[inter][dest]: | |
dist[start][dest] = dist[start][inter] + dist[inter][dest] | |
pred[start][dest] = pred[start][inter] + pred[inter][dest] | |
return dist, pred |
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