我正在使用卤化物并尝试计算给定二维输入的最大连接单元的大小。这个想法是使用递归函数,但我不知道如何用 Halide 语言编写它。
参考python脚本和预期结果如下。
import random
N = 4
data = [[0 for i in range(N)] for j in range(N)]
for index in range(N*N):
data[index/N][index%N] = (random.randint(0,100) & 1)
print "Input"
for d in data:
print d
def ret(x, y):
if x < 0 or y < 0 or x >= N or y >= N:
return 0
if data[y][x] == 0:
return 0
data[y][x] = 0
return ret(x, y-1) + ret(x, y+1) + ret(x-1, y) + ret(x+1, y) + 1
result = [[0 for i in range(N)] for j in range(N)]
for y in range(4):
for x in range(4):
result[y][x] = ret(x, y)
print "Output"
for r in result:
print r
"""
Input
[1, 0, 1, 0]
[0, 0, 1, 1]
[0, 0, 1, 1]
[1, 1, 0, 1]
Output
[1, 0, 6, 0]
[0, 0, 0, 0]
[0, 0, 0, 0]
[2, 0, 0, 0]
"""
Halide 实现在这里,但我收到下面的错误消息。
#include "Halide.h"
using namespace Halide;
#define N 6
int main() {
Image<uint8_t> input(N, N);
for(int y = 0; y < N; y++) {
for(int x = 0; x < N; x++) {
input(x, y) = rand() & 1;
printf("%3d", input(x, y));
}
printf("\n");
}
printf("\n");
Var x("x"), y("y");
Func input_f("input_f"), f("f");
input_f(x, y) = input(x, y);
f(x, y) = BoundaryConditions::constant_exterior(input_f, 0, 0, N, 0, N)(x, y);
f(x, y) = select(f(x, y) != 0, f(x-1, y) + f(x+1, y) + f(x, y-1) + f(x, y+1) + 1, 0);
Image<uint8_t> output = f.realize(N, N);
for(int y = 0; y < N; y++) {
for(int x = 0; x < N; x++) {
printf("%3d", output(x, y));
}
printf("\n");
}
return 0;
}
错误信息:
In definition of Func "f":
All of a functions recursive references to itself must contain the same pure variables in the same places as on the left-hand-side.
根据错误消息,我不能在右侧使用“x-1”和“x+1”。但我想这样做。有没有办法实现这样的递归 Func 调用?
*如果我能在 Halide 中得到预期的结果,我不会坚持递归调用。