Start implementing padding kernel

This commit is contained in:
2024-02-29 22:21:48 +01:00
parent 045359cca2
commit 019ccc33d9
5 changed files with 158 additions and 1 deletions

57
src/kernels/padding.cu Normal file
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/*
Pads matrix width x height x n_channels to width + 2 * padding x height + 2 *
padding x n_channels Matrix is represented as a pointer to column major vector
For example:
w = 2
h = 3
n = 2
p = 1
Channel 0:
0 1
2 3
4 5
Channel 1:
6 7
8 9
10 11
Is represented as:
0 2 4 1 3 5 6 8 10 7 9 11
Padded result:
0 0 0 0 0 0 0 2 4 0 0 1 3 5 0 0 0 0 0 0 0 0 0 0 0 0 6 8 10 0 0 7 9 11 0 0 0 0 0 0
Args:
d_input: Pointer to input vector representing matrix
d_padded: Pointer to output vector representing padded matrix (needs to be
pre-allocated) w: Width of input matrix h: Height of input matrix n: Number of
channels in input matrix p: Padding
*/
__global__ void pad_matrix_kernel(
const float* d_input,
float* d_padded,
int w,
int h,
int n,
int p
) {
int stride = gridDim.x * blockDim.x;
int tid = blockDim.x * blockIdx.x + threadIdx.x;
for (int i = tid; i < (w + 2 * p) * (h + 2 * p) * n; i += stride) {
// if i is in the padding region
if (i < p * (h + 2 * p) * n || i >= (w + p) * (h + 2 * p) * n) {
d_padded[i] = 0.0f;
} else {
// if i is in the original region
d_padded[i] = d_input[(i - p * (h + 2 * p) * n) / (h + 2 * p) * w + (i - p * (h + 2 * p) * n) % (h + 2 * p)];
}
}
}