chundoong-lab-ta/SamsungDS22/submissions/HW5/jhyeon93.kim/kernel.cl

58 lines
1.5 KiB
Common Lisp

#define TS 32
#define WPT 8
#define RTS TS/WPT
__kernel void sgemm(__global float *A, __global float *B, __global float *C, int M, int N, int K) {
const int row = get_local_id(0); // row index of C
const int col = get_local_id(1); // column index of C
const int global_row = TS * get_group_id(0) + row;
const int global_col = TS * get_group_id(1) + col;
//if (global_row >= M || global_col >= N) return; // boundary check
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
float intermediate_val[WPT];
for(int w=0; w<WPT; w++){
intermediate_val[w]=0.0f;
}
//const int num_tiles = K / TS;
int num_tiles;
if (K % TS == 0) num_tiles = K / TS;
else num_tiles = K / TS + 1;
for(int t=0; t<num_tiles; t++){
for(int w=0; w<WPT; w++) {
const int t_row = TS*t + row;
const int t_col = TS*t + col;
if ( (global_row + w * RTS) < M && t_col < K)
Asub[row + w*RTS][col] = A[(global_row + w*RTS)*K+ t_col];
else
Asub[row + w*RTS][col] = 0.0f;
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] = 0.0f;
}
barrier(CLK_LOCAL_MEM_FENCE);
for(int k=0; k<TS; k++){
for(int w=0; w< WPT; w++){
intermediate_val[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)
C[(global_row + w*RTS)*N + global_col] = intermediate_val[w];
}
}