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31 changes: 30 additions & 1 deletion graphs/minimum_effort_path.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,5 @@
import heapq

def min_effort_path(heights):
""" Given a 2D array of heights, write a function to return
the path with minimum effort.
Expand All @@ -15,4 +17,31 @@ def min_effort_path(heights):
int
minimum effort required to navigate the path from (0, 0) to heights[rows - 1][columns - 1]
"""
pass
if not heights:
return 0

rows = len(heights)
cols = len(heights[0])
visited = set()

min_eff = 0
start = [(0, 0, 0)]
dirs = [(-1, 0), (0, 1), (0, -1), (1, 0)]

while start:
eff, row, col = heapq.heappop(start)
visited.add((row, col))
min_eff = max(min_eff, eff)

if row == rows - 1 and col == cols - 1:
return min_eff

for x_coor, y_coor in dirs:
next_row = row + x_coor
next_col = col + y_coor

if rows > next_row >= 0 <= next_col < cols:
if (next_row, next_col) not in visited:
heapq.heappush(start, (abs(heights[row][col] - heights[next_row][next_col]), next_row, next_col))

return min_eff
2 changes: 1 addition & 1 deletion requirements.txt
Original file line number Diff line number Diff line change
Expand Up @@ -4,5 +4,5 @@ packaging==20.8
pluggy==0.13.1
py==1.10.0
pyparsing==2.4.7
pytest==6.2.1
pytest==6.2.5
toml==0.10.2