#include "mat_mul.h" #include #include #include 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 //for (int i = row_start; i < row_end; ++i) { //for (int i = 0; i < M; ++i) { // for (int j = 0; j < N; ++j) { // for (int k = 0; k < K; ++k) { // C[i * N + j] += A[i * K + k] * B[k * N + j]; // } // } //} int x = * (int *) data; int start = x * (M / num_threads); int end = start + (M / num_threads); if (x == num_threads - 1) { end = M; } float Aik; int bs = 50; int k_max; for (int kk = 0; kk < K; kk += bs) { if ((kk + bs) < K) { k_max = kk + bs; } else { k_max = K; } for (int i = start; i < end; ++i) { for (int k = kk; k < k_max; ++k) { Aik = A[i * K + k]; for (int j = 0; j < N; ++j) { C[i * N + j] += Aik * 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; int* p = (int*)malloc(sizeof(int) * num_threads); pthread_t thread[num_threads]; for (i = 0; i < num_threads; i++) { p[i] = i; pthread_create(&thread[i], NULL, mat_mul_thread, &p[i]); } for (i = 0; i