79 lines
1.9 KiB
C++
79 lines
1.9 KiB
C++
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#include "mat_mul.h"
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#include <cstdlib>
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#include <cstdio>
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#include <pthread.h>
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#include <algorithm>
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static float *A, *B, *C;
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static int M, N, K;
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static int num_threads;
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static void* mat_mul_thread(void *data) {
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// TODO: parallelize & optimize matrix multiplication
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int pid = *(int *)data;
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int slice = M / num_threads;
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int start = pid * slice;
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int end = pid == num_threads - 1 ? M : (pid + 1) * slice;
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int bs = 32;
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for(int kk = 0; kk < K; kk += bs) {
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for(int i = start; i < end; ++i) {
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for(int k = kk; k < std::min(kk+bs, K); ++k) {
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float Aik = A[i*K + k];
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int j = 0;
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for(; j < N-7; j += 8) {
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C[i*N + j] += Aik * B[k*N + j];
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C[i*N + j + 1] += Aik * B[k*N + j + 1];
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C[i*N + j + 2] += Aik * B[k*N + j + 2];
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C[i*N + j + 3] += Aik * B[k*N + j + 3];
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C[i*N + j + 4] += Aik * B[k*N + j + 4];
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C[i*N + j + 5] += Aik * B[k*N + j + 5];
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C[i*N + j + 6] += Aik * B[k*N + j + 6];
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C[i*N + j + 7] += Aik * B[k*N + j + 7];
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}
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for(; j < N; ++j)
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C[i*N + j] += Aik * B[k*N + j];
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}
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}
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}
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/*
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float Aik;
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int bs = 32;
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for (int kk = 0; kk < K; kk += bs) {
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for (int jj = 0; jj < N; jj += bs) {
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for (int i = start; i < end; ++i) {
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for (int k = kk; k < std::min(kk + bs, K); ++k) {
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Aik = A[i * K + k];
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for (int j = jj; j < std::min(jj + bs, N); ++j) {
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C[i * N + j] += Aik * B[k * N + j];
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}
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}
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}
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}
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}
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*/
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free(data);
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return NULL;
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}
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void mat_mul(float *_A, float *_B, float *_C, int _M, int _N, int _K, int _num_threads) {
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A = _A, B = _B, C = _C;
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M = _M, N = _N, K = _K;
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num_threads = _num_threads;
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// TODO: create '_num_threads' pthreads
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pthread_t threads[num_threads];
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for (int i = 0; i < num_threads; i++) {
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int * pid = (int *) malloc(sizeof(int));
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*pid = i;
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pthread_create(&threads[i], NULL, mat_mul_thread, pid);
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}
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for (int i = 0; i < num_threads; i++) {
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pthread_join(threads[i], NULL);
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}
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}
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