import numpy as np cimport numpy as np cimport cython from cython.parallel import prange @cython.boundscheck(False) @cython.wraparound(False) cdef void maximum_path_each(int[:,::1] path, float[:,::1] value, int t_x, int t_y, float max_neg_val) nogil: cdef int x cdef int y cdef float v_prev cdef float v_cur cdef float tmp cdef int index = t_x - 1 for y in range(t_y): for x in range(max(0, t_x + y - t_y), min(t_x, y + 1)): if x == y: v_cur = max_neg_val else: v_cur = value[x, y-1] if x == 0: if y == 0: v_prev = 0. else: v_prev = max_neg_val else: v_prev = value[x-1, y-1] value[x, y] = max(v_cur, v_prev) + value[x, y] for y in range(t_y - 1, -1, -1): path[index, y] = 1 if index != 0 and (index == y or value[index, y-1] < value[index-1, y-1]): index = index - 1 @cython.boundscheck(False) @cython.wraparound(False) cpdef void maximum_path_c(int[:,:,::1] paths, float[:,:,::1] values, int[::1] t_xs, int[::1] t_ys, float max_neg_val=-1e9) nogil: cdef int b = values.shape[0] cdef int i for i in prange(b, nogil=True): maximum_path_each(paths[i], values[i], t_xs[i], t_ys[i], max_neg_val)