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8 puzzle problem Simple Hill Climbing.py
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8 puzzle problem Simple Hill Climbing.py
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import numpy as np
from pyparsing import alphanums
import copy
from functools import cmp_to_key
from queue import PriorityQueue
uday_initial_state=[[2,0,3],[ 1,8,4],[7,6,5]]
uday_goal_state=[[1,2,3],[8,0,4],[7,6,5]]
def find_pos(s):
for i in range(3):
for j in range(3):
if s[i][j] == 0:
return([i,j])
def right(a,pos):
i,j = pos
if j < 2:
t = copy.deepcopy(a)
t[i][j] = t[i][j+1] # 0th tile = right tile 8
t[i][j+1] = 0 #8th tile = 0
return (t)
else:
return (a)
def left(a,pos):
i,j = pos
if j > 0:
t = copy.deepcopy(a)
t[i][j] = t[i][j-1]
t[i][j-1] = 0
return (t)
else:
return (a)
def up(a,pos):
i,j = pos
if i > 0:
t = copy.deepcopy(a)
t[i][j] = t[i-1][j]
t[i-1][j] = 0
return (t)
else:
return (a)
def down(a,pos):
i,j = pos
if i < 2:
t = copy.deepcopy(a)
t[i][j] = t[i+1][j]
t[i+1][j] = 0
return (t)
else:
return (a)
def uday_heuristic_function_misplaces_tiles(uday_s,uday_g):
uday_sum=0
for i in range(3):
for j in range(3):
if(uday_s[i][j]!=uday_g[i][j]):
uday_sum+=1
return uday_sum
def uday_simple_hill_search(s,g):
uday_closed=[]
# pq.put((uday_heuristic_function_misplaces_tiles(s,g),s))
open=[]
# x=pq.get()
# print(x)
uday_curr_state = s
uday_closed.append(uday_curr_state)
if s == g:
return
while(1):
flag=0
pos = find_pos(uday_curr_state)
new = left(uday_curr_state,pos)
uday_curr_state_heuristic=uday_heuristic_function_misplaces_tiles(uday_curr_state,g)
uday_new_state_heuristic=uday_heuristic_function_misplaces_tiles(new,g)
if new != uday_curr_state:
if new == g:
print("Goal State Reached!!")
print ("The intermediate states are:")
uday_closed= uday_closed + [g]
for i in uday_closed:
for j in i:
print(j)
print(" ")
return
else:
if uday_new_state_heuristic<uday_curr_state_heuristic:
uday_curr_state=new
uday_closed.append(new)
continue
# enqueue(new)
new = up(uday_curr_state,pos)
uday_new_state_heuristic=uday_heuristic_function_misplaces_tiles(new,g)
if new != uday_curr_state:
if new == g:
print("Goal State Reached!!")
print ("The intermediate states are:")
uday_closed= uday_closed + [g]
for i in uday_closed:
for j in i:
print(j)
print(" ")
return
else:
if uday_new_state_heuristic<uday_curr_state_heuristic:
uday_curr_state=new
uday_closed.append(new)
continue
# enqueue(new)
new = down(uday_curr_state,pos)
uday_new_state_heuristic=uday_heuristic_function_misplaces_tiles(new,g)
if new != uday_curr_state:
if new == g:
print("Goal State Reached!!")
print ("The intermediate states are:")
uday_closed= uday_closed + [g]
for i in uday_closed:
for j in i:
print(j)
print(" ")
return
else:
if uday_new_state_heuristic<uday_curr_state_heuristic:
uday_curr_state=new
uday_closed.append(new)
continue
# enqueue(new)
new = right(uday_curr_state,pos)
uday_new_state_heuristic=uday_heuristic_function_misplaces_tiles(new,g)
if new != uday_curr_state:
if new == g:
print("Goal State Reached!!")
print ("The intermediate states are:")
uday_closed= uday_closed + [g]
for i in uday_closed:
for j in i:
print(j)
print(" ")
return
else:
if uday_new_state_heuristic<uday_curr_state_heuristic:
uday_curr_state=new
uday_closed.append(new)
continue
# enqueue(new)
if flag==0:
print("Simple Hill Climb failed")
for i in uday_closed:
for j in i:
print(j)
print(" ")
break
# sorted(open,key=cmp_to_key(uday_heuristic_function_misplaces_tiles))
if __name__ == "__main__":
uday_source = [[2,0,3],[1,8,4],[7,6,5]]
uday_goal = [[1,2,3],[8,0,4],[7,6,5]]
uday_simple_hill_search(uday_source,uday_goal)