#include "mat_mul.h" #include #include #include #define BLOCKSIZE 32 #define min(a,b) (((a) < (b)) ? (a) : (b)) 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 num_slice = *((int *)data); int slice = M/num_threads; int start = num_slice * slice; int end; if (num_slice < num_threads - 1) end = (num_slice + 1) * slice; else end = M; float Aik; int bs = BLOCKSIZE; for (int ii = start; ii < end; ii += bs){ for (int kk = 0; kk < K; kk += bs) { //for (int jj = 0; jj < N; jj += bs) { for (int i = ii; i < min(ii + bs, end); i++) { for (int k = kk; k < min(kk + bs, K); k++) { Aik = A[i * K + k]; //int size = min(jj + bs, N); int ssize = (N / 8) * 8; for (int j = 0; j < ssize; j += 8) { C[i * N + j] += Aik * B[k * N + j]; C[i * N + j+1] += Aik * B[k * N + j+1]; C[i * N + j+2] += Aik * B[k * N + j+2]; C[i * N + j+3] += Aik * B[k * N + j+3]; C[i * N + j+4] += Aik * B[k * N + j+4]; C[i * N + j+5] += Aik * B[k * N + j+5]; C[i * N + j+6] += Aik * B[k * N + j+6]; C[i * N + j+7] += Aik * B[k * N + j+7]; } for (int j = ssize; 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; pthread_t threads[num_threads]; int thread_args[num_threads]; int i; // TODO: create '_num_threads' pthreads for (i=0; i