64 lines
1.3 KiB
Common Lisp
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];
|
||
|
}
|
||
|
}
|