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Advent-of-Code-2021/15/15.py
2021-12-15 13:33:39 +01:00

64 lines
1.4 KiB
Python

import numpy as np
from heapq import heappush, heappop
import sys
def neighbors(pos: tuple[int, int], shape):
n = []
if pos[0] > 0:
n.append((pos[0] - 1, pos[1]))
if pos[1] > 0:
n.append((pos[0], pos[1] - 1))
if pos[0] != shape[0] - 1:
n.append((pos[0] + 1, pos[1]))
if pos[1] != shape[1] - 1:
n.append((pos[0], pos[1] + 1))
return n
def dijkstra(grid):
dist = np.full_like(grid, np.iinfo(np.int64).max)
q = []
heappush(q, (0, (0, 0)))
dist[0, 0] = 0
while q:
dist_u, u = heappop(q)
if dist[u] < dist_u:
continue
for neighbour in neighbors(u, grid.shape):
if dist[neighbour] > dist[u] + grid[neighbour]:
dist[neighbour] = dist[u] + grid[neighbour]
heappush(q, (dist[neighbour], neighbour))
return dist[(grid.shape[0] - 1, grid.shape[1] - 1)]
def multiply_grid(grid: np.ndarray, n=5) -> np.ndarray:
for axis in range(2):
to_copy = grid.copy()
for i in range(1, n):
new = to_copy + i
grid = np.concatenate([grid, new], axis=axis)
grid[grid > 9] -= 9
return grid
if __name__ == "__main__":
import sys
grid = np.array(
[[int(x) for x in list(line.strip())] for line in sys.stdin.readlines()]
)
print("Part one:", dijkstra(grid))
print("Part two:", dijkstra(multiply_grid(grid)))