chundoong-lab-ta/SamsungDS22/submissions/HW5/won-seok.lee/kernel.cl

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Common Lisp
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2022-09-29 18:01:45 +09:00
// version 3
#define TS 32
#define WPT 8
#define RTSF (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); // row index of C
const int globalRow = TS*get_group_id(0)+row;
const int globalCol = TS*get_group_id(1)+col;
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
float acc[WPT];
for(int w=0;w<WPT;w++) {
acc[w] = 0.0f;
}
const int num_tiles = (K+TS-1)/TS;
for(int t=0;t<num_tiles;t++){
for(int w=0;w<WPT;w++){
const int tiledRow = TS*t+row;
const int tiledCol = TS*t+col;
if(globalRow + w*RTSF >= M || tiledCol >= K) {
Asub[row+w*RTSF][col]=0.0f;
}
else {
Asub[row+w*RTSF][col]=A[(globalRow+w*RTSF)*K+tiledCol];
}
if(tiledRow + w*RTSF >= K || globalCol >= N) {
Bsub[row+w*RTSF][col]=0.0f;
}
else {
Bsub[row+w*RTSF][col]=B[(tiledRow+w*RTSF)*N+globalCol];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
for (int k = 0; k < TS; k++) {
for(int w=0;w<WPT;w++) {
acc[w] += Asub[row+w*RTSF][k]*Bsub[k][col];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
}
for(int w=0;w<WPT;w++) {
if(globalRow + w*RTSF >= M || globalCol >= N) continue;
C[(globalRow+w*RTSF)*N+globalCol]=acc[w];
}
}