chundoong-lab-ta/SamsungDS22/submissions/HW5/ih0503.choo/kernel.cl

64 lines
1.3 KiB
Common Lisp

// super super slow sgemm kernel by heehoon
#define TS (32)
#define WPT (8)
#define RTS (4)
__kernel void sgemm(__global float *A, __global float *B, __global float *C, int M, int N, int K) {
int row = get_local_id(0);
int col = get_local_id(1);
int global_row = TS * get_group_id(0) + row;
int global_col = TS * get_group_id(1) + col;
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
int q = K / TS;
int r = K % TS;
float temp[WPT];
for (int w = 0; w < WPT; w++)
temp[w] = 0.0f;
if(r != 0)
q = q + 1;
for (int t = 0; t < q; t++) {
for (int w = 0; w < WPT; w++) {
int t_row = TS * t + row;
int t_col = TS * t + col;
if (t_col < K && (global_row + (w * RTS)) < M)
Asub[row + w * RTS][col] = A[(global_row + (w * RTS))* K + t_col];
else
Asub[row + w * RTS][col] = 0;
if ((t_row + (w * RTS)) < K && global_col < N)
Bsub[row + w * RTS][col] = B[(t_row + (w * RTS))* N + global_col];
else
Bsub[row + w * RTS][col] = 0;
}
barrier(CLK_LOCAL_MEM_FENCE);
for (int k = 0; k < TS; k++) {
for (int w = 0; w < WPT; w++) {
temp[w] += Asub[row + (w * RTS)][k] * Bsub[k][col];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
}
for (int w = 0; w < WPT; w++) {
if (global_row + (w * RTS) >= M || global_col >= N) {
return;
}
C[(global_row + (w * RTS)) * N + global_col] = temp[w];
}
}