Created
February 24, 2015 06:08
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For a matrix without obstacles
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''' | |
1 1 1 1 | |
1 1 1 1 | |
1 1 1 1 | |
1 1 1 1 | |
''' | |
import heapq | |
from math import sqrt | |
from math import pow | |
class Cell(): | |
def __init__(self, x, y): | |
self.x = x | |
self.y = y | |
self.g = 0 | |
self.h = 0 | |
self.f = 0 | |
self.parent = None | |
def __repr__(self): | |
return str((int(self.x), int(self.y))) | |
class A_Star_Search(object): | |
def __init__(self): | |
self.opened = [] | |
heapq.heapify(self.opened) | |
self.closed = set() | |
self.cells = [] | |
self.grid_height = 4 | |
self.grid_width = 4 | |
def init_grid(self): | |
for x in range(self.grid_width): | |
for y in range(self.grid_height): | |
self.cells.append(Cell(x,y)) | |
self.start = self.get_cell(0,0) | |
self.end = self.get_cell(2,2) | |
def get_heuristic(self, cell): | |
return 10*(abs(cell.x - self.end.x) + abs(cell.y - self.end.y)) | |
def get_cell(self, x, y): | |
return self.cells[x * self.grid_height + y] | |
def get_adjecent_cells(self, cell): | |
cells = [] | |
if cell.x < self.grid_width-1: | |
cells.append(self.get_cell(cell.x+1, cell.y)) | |
if cell.y > 0: | |
cells.append(self.get_cell(cell.x, cell.y-1)) | |
if cell.x > 0: | |
cells.append(self.get_cell(cell.x-1, cell.y)) | |
if cell.y < self.grid_height-1: | |
cells.append(self.get_cell(cell.x, cell.y+1)) | |
return cells | |
def update_cell(self, adj, cell): | |
adj.g = cell.g+10 | |
adj.h = self.get_heuristic(adj) | |
adj.parent = cell | |
adj.f = adj.g + adj.h | |
def display_path(self): | |
cell = self.end | |
print 'path: cell: %d,%d' %(cell.x, cell.y) | |
while cell.parent is not self.start: | |
cell = cell.parent | |
print 'path: cell: %d,%d' % (cell.x, cell.y) | |
cell = cell.parent | |
print 'path: cell: %d,%d' % (cell.x, cell.y) | |
def process(self): | |
heapq.heappush(self.opened, (self.start.f, self.start)) | |
while len(self.opened): | |
f,cell = heapq.heappop(self.opened) | |
self.closed.add(cell) | |
if cell is self.end: | |
self.display_path() | |
break | |
adj_cells = self.get_adjecent_cells(cell) | |
for adj_cell in adj_cells: | |
if adj_cell not in self.closed: | |
if (adj_cell.f, adj_cell) not in self.opened: | |
if adj_cell.g > cell.g+10: | |
self.update_cell(adj_cell, cell) | |
else: | |
self.update_cell(adj_cell, cell) | |
heapq.heappush(self.opened, (adj_cell.f, adj_cell)) | |
if __name__ == '__main__': | |
problem = A_Star_Search() | |
problem.init_grid() | |
problem.process() |
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