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A* pathfinding over any arbitrary graph structure, with example Cartesian grid implementation
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class AStar(object): | |
def __init__(self, graph): | |
self.graph = graph | |
def heuristic(self, node, start, end): | |
raise NotImplementedError | |
def search(self, start, end): | |
openset = set() | |
closedset = set() | |
current = start | |
openset.add(current) | |
while openset: | |
current = min(openset, key=lambda o:o.g + o.h) | |
if current == end: | |
path = [] | |
while current.parent: | |
path.append(current) | |
current = current.parent | |
path.append(current) | |
return path[::-1] | |
openset.remove(current) | |
closedset.add(current) | |
for node in self.graph[current]: | |
if node in closedset: | |
continue | |
if node in openset: | |
new_g = current.g + current.move_cost(node) | |
if node.g > new_g: | |
node.g = new_g | |
node.parent = current | |
else: | |
node.g = current.g + current.move_cost(node) | |
node.h = self.heuristic(node, start, end) | |
node.parent = current | |
openset.add(node) | |
return None | |
class AStarNode(object): | |
def __init__(self): | |
self.g = 0 | |
self.h = 0 | |
self.parent = None | |
def move_cost(self, other): | |
raise NotImplementedError |
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from astar import AStar, AStarNode | |
from math import sqrt | |
class AStarGrid(AStar): | |
def heuristic(self, node, start, end): | |
return sqrt((end.x - node.x)**2 + (end.y - node.y)**2) | |
class AStarGridNode(AStarNode): | |
def __init__(self, x, y): | |
self.x, self.y = x, y | |
super(AStarGridNode, self).__init__() | |
def move_cost(self, other): | |
diagonal = abs(self.x - other.x) == 1 and abs(self.y - other.y) == 1 | |
return 14 if diagonal else 10 |
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from astar_grid import AStarGrid, AStarGridNode | |
from itertools import product | |
def make_graph(mapinfo): | |
nodes = [[AStarGridNode(x, y) for y in range(mapinfo.height)] for x in range(mapinfo.width)] | |
graph = {} | |
for x, y in product(range(mapinfo.width), range(mapinfo.height)): | |
node = nodes[x][y] | |
graph[node] = [] | |
for i, j in product([-1, 0, 1], [-1, 0, 1]): | |
if not (0 <= x + i < mapinfo.width): continue | |
if not (0 <= y + j < mapinfo.height): continue | |
graph[nodes[x][y]].append(nodes[x+i][y+j]) | |
return graph, nodes | |
graph, nodes = make_graph({"width": 8, "height": 8}) | |
paths = AStarGrid(graph) | |
start, end = nodes[1][1], nodes[5][7] | |
path = paths.search(start, end) | |
if path is None: | |
print "No path found" | |
else: | |
print "Path found:", path |
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