#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 #define MIN(a, b) (((a) < (b)) ? (a) : (b)) int pid = * (int *) data; int slice = M / num_threads; int start = pid * slice; int end = pid == num_threads - 1 ? M : (pid + 1) * slice; float Aik; #if 0 int bs = 1024; for (int kk = 0; kk < K; kk += bs) { for (int jj = 0; jj < N; jj += bs) { for (int i = start; i < end; ++i) { for (int k = kk; k < min(kk + bs, K); ++k) { Aik = A[i * K + k]; int j; int size = min(jj + bs, N); int ssize = (size / 8) * 8; for (j = jj; j < ssize; j += 8) { C[i * N + j + 0] += Aik * B[k * N + j + 0]; 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 (; j < size; j++) { C[i * N + j] += Aik * B[k * N + j]; } } } } } #else int bs = 32; for (int kk = 0; kk < K; kk += bs) { for (int i = start; i < end; ++i) { for (int k = kk; k < MIN(kk + bs, K); ++k) { Aik = A[i * K + k]; for (int j = 0; j < N; j++) { C[i * N + j] += Aik * B[k * N + j]; } } } } #endif 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 #if 0 pthread_t thread; pthread_create(&thread, NULL, mat_mul_thread, NULL); pthread_join(thread, NULL); #else printf("mat_mul - threads=%d, M=%d, K=%d, N=%d\n", _num_threads, M, K, N); num_threads = _num_threads; pthread_t *threads; threads = (pthread_t *)malloc(sizeof(pthread_t) * num_threads); for (int i = 0; i < num_threads; i++) { int * pid = (int *)malloc(sizeof(int)); *pid = i; pthread_create(&threads[i], NULL, mat_mul_thread, pid); } for (int i = 0; i < num_threads; i++) { pthread_join(threads[i], NULL); } #endif }