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

59 lines
1.5 KiB
Common Lisp

#define TS 32
#define WPT 8
__kernel void sgemm(__global float *A, __global float *B, __global float *C, int M, int N, int K) {
// Thread identifiers
const int row = get_local_id(0);
const int col = get_local_id(1);
const int global_row = TS * get_group_id(0) + row;
const int global_col = TS * get_group_id(1) + col;
int RTS = TS/WPT;
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
float acc[WPT];
for(int w=0; w<WPT; w++){
acc[w] = 0.0f;
}
int num_tiles = K < TS ? 1 : K/TS;
int check = K%TS;
if(check != 0)
num_tiles = (K+TS-1)/TS;// + 1; //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;
if(global_col < N && (t_row + w*RTS) < K)
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++){
acc[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] = acc[w];
}
}