#include "mat_mul.h" #include #include #include #include #define BLOCK_SIZE 32 static float *A, *B, *C; static int M, N, K; static int num_threads; static void* mat_mul_thread(void *data) { // TODO: parallelize & optimize matrix multiplication int i,j,k; int kk; int Bsize = BLOCK_SIZE; int id = *(int*)data; int slice = M / num_threads; int start_ptr = slice * id; int end_ptr = (id == (num_threads-1)) ? M : (id+1) * slice; float A_mac; for (kk = 0; kk < K; kk += Bsize) { for (i = start_ptr; i < end_ptr; ++i) { for (k = kk; k < std::min(kk + Bsize, K); ++k) { A_mac = A[i*K+k]; for (j = 0; j < N; ++j) { C[i*N+j] += A_mac * B[k*N+j]; } } } } return NULL; } void mat_mul(float *_A, float *_B, float *_C, int _M, int _N, int _K, int _num_threads) { A = _A, B = _B, C = _C; M = _M, N = _N, K = _K; num_threads = _num_threads; // TODO: create '_num_threads' pthreads int i; pthread_t *pthreads; pthreads = (pthread_t*) malloc(sizeof(pthread_t) * num_threads); for (i=0; i