chundoong-lab-ta/SamsungDS22/submissions/HW5/kiyong.son/kernel.cl

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Common Lisp
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2022-09-29 18:01:45 +09:00
#define TS 32
#define WPTF 8
#define RTSF (TS/WPTF)
#define WPTL 16
#define RTSL (TS/WPTL)
#define PADDINGX 16
#define PADDINGY 16
__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 global_row = TS*get_group_id(0)+row;
const int global_col = TS*get_group_id(1)+col;
//printf("row, col grow, gcol %d, %d, %d, %d \n", row,col, global_row, global_col);
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
float intermediate_val[WPTF];
for(int w=0;w<WPTF;w++) {
intermediate_val[w] = 0.0f;
}
const int num_tiles = (K%TS)>0 ? K/TS+1 : K/TS;
//const int num_tiles = (K+TS-1)/TS;
//printf("K, K %% TS, numtile %d %d %d\n", K,K%TS,num_tiles);
for(int t=0;t<num_tiles;t++){
for(int w=0;w<WPTF;w++){
const int t_row = TS*t+row;
const int t_col = TS*t+col;
if(global_row+w*RTSF>=M || t_col >= K) {Asub[row+w*RTSF][col]=0.0f;}
else
Asub[row+w*RTSF][col]=A[(global_row+w*RTSF)*K+t_col];
if(t_row+w*RTSF>=K||global_col>=N) {Bsub[row+w*RTSF][col]=0.0f;}
else
Bsub[row+w*RTSF][col]=B[(t_row+w*RTSF)*N+global_col];
}
barrier(CLK_LOCAL_MEM_FENCE);
for (int k = 0; k < TS; k++) {
for(int w=0;w<WPTF;w++) {
intermediate_val[w] += Asub[row+w*RTSF][k]*Bsub[k][col];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
}
for(int w=0;w<WPTF;w++) {
if(global_row+w*RTSF>=M || global_col >=N) continue;
else C[(global_row+w*RTSF)*N+global_col]=intermediate_val[w];
}
}
__kernel void sgemmO(__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 global_row = TS*get_group_id(0)+row;
const int global_col = TS*get_group_id(1)+col;
__local float Asub[TS][TS];
__local float Bsub[TS][TS];
float intermediate_val[WPTL];
for(int w=0;w<WPTL;w++) {
intermediate_val[w] = 0.0f;
}
const int num_tiles = K/TS;
for(int t=0;t<num_tiles;t++){
for(int w=0;w<WPTL;w++){
const int t_row = TS*t+row;
const int t_col = TS*t+col;
Asub[row+w*RTSL][col]=A[(global_row+w*RTSL)*K+t_col];
Bsub[row+w*RTSL][col]=B[(t_row+w*RTSL)*N+global_col];
}
barrier(CLK_LOCAL_MEM_FENCE);
for (int k = 0; k < TS; k++) {
for(int w=0;w<WPTL;w++) {
intermediate_val[w] += Asub[row+w*RTSL][k]*Bsub[k][col];
}
}
barrier(CLK_LOCAL_MEM_FENCE);
}
for(int w=0;w<WPTL;w++) {
C[(global_row+w*RTSL)*N+global_col]=intermediate_val[w];
}
}
// Pad the P * Q matrix with zeroes to form a P_XL * Q_XL matrix
__kernel void paddingAddZeroes(const int P, const int Q,
const __global float* input,
const int P_XL, const int Q_XL,
__global float* output) {
// Thread identifiers
const int tx = get_group_id(0)*PADDINGX + get_local_id(0); // 0..P_XL in blocks of PADDINGX
const int ty = get_group_id(1)*PADDINGY + get_local_id(1); // 0..Q_XL in blocks of PADDINGY
// Check whether we are within bounds of the XL matrix
if (tx < P_XL && ty < Q_XL) {
// Copy the input or pad a zero
float value;
if (tx < P && ty < Q) {
value = input[ty*P + tx];
}
else {
value = 0.0f;
}
// Store the result
output[ty*P_XL + tx] = value;
}
}
// Remove padded values from a P_XL * Q_XL matrix to form a P * Q matrix
__kernel void paddingRemoveZeroes(const int P_XL, const int Q_XL,
const __global float* input,
const int P, const int Q,
__global float* output) {
// Thread identifiers
const int tx = get_group_id(0)*PADDINGX + get_local_id(0); // 0..P in blocks of PADDINGX
const int ty = get_group_id(1)*PADDINGY + get_local_id(1); // 0..Q in blocks of PADDINGY
// Only store the result if within P * Q bounds
if (tx < P && ty < Q) {
output[ty*P + tx] = input[ty*P_XL + tx];
}
}