chundoong-lab-ta/SamsungDS22/submissions/HW5/minseok_5.oh/kernel.cl

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Common Lisp
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2022-09-29 18:01:45 +09:00
#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) {
// Thread identifiers
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; // row ID of C [0:M)
const int global_col = TS * get_group_id(1) + col; // col ID of C [0:N/8)
__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 t_row = TS*t + row;
const int t_col = TS*t + col;
if ((global_row + w*RTS) >= M) { Asub[row + w*RTS][col] = 0.0f; }
else if ( t_col >= K) { Asub[row + w*RTS][col] = 0.0f; }
else { Asub[row + w*RTS][col] = A[(global_row + w*RTS)*K + t_col]; }
if ( global_col >= N) { Bsub[row + w*RTS][col] = 0.0f; }
else if ((t_row + w*RTS) >= K) { Bsub[row + w*RTS][col] = 0.0f; }
else { Bsub[row + w*RTS][col] = B[(t_row + w*RTS)*N + global_col]; }
}
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_col >= N) continue;
if ((global_row + w*RTS) >= M) continue;
C[(global_row + w*RTS)*N + global_col] = acc[w];
}
}