diff --git a/vector_matmul_1.c b/vector_matmul_1.c new file mode 100644 index 0000000..68d4031 --- /dev/null +++ b/vector_matmul_1.c @@ -0,0 +1,76 @@ +#define _CRT_SECURE_NO_WARNINGS +#include +#include +#include +#include + +#define SIZE 1024 + +void matmul(float** A, float** B, float** C, int n) { + for (int i = 0; i < n; i++) { + for (int j = 0; j < n; j++) { + C[i][j] = 0; + for (int k = 0; k < n; k++) { + C[i][j] += A[i][k] * B[k][j]; + } + } + } +} + +void matmul_optimized(float** A, float** B, float** C, int n) { + for (int i = 0; i < n; i++) { + for (int j = 0; j < n; j++) { + float32x4_t vecC = vdupq_n_f32(0); + for (int k = 0; k < n; k += 4) { + float32x4_t vecA = vld1q_f32(&A[i][k]); + float32x4_t vecB = vld1q_f32(&B[k][j]); + + vecC = vmlaq_f32(vecC, vecA, vecB); + } + C[i][j] = vgetq_lane_f32(vecC, 0) + vgetq_lane_f32(vecC, 1) + + vgetq_lane_f32(vecC, 2) + vgetq_lane_f32(vecC, 3); + } + } +} + + +int main() { + float** A = (float**)malloc(SIZE * sizeof(float*)); + float** B = (float**)malloc(SIZE * sizeof(float*)); + float** C = (float**)malloc(SIZE * sizeof(float*)); + + for (int i = 0; i < SIZE; i++) { + A[i] = (float*)malloc(SIZE * sizeof(float)); + B[i] = (float*)malloc(SIZE * sizeof(float)); + C[i] = (float*)malloc(SIZE * sizeof(float)); + } + + srand((unsigned)time(NULL)); + + for (int i = 0; i < SIZE; i++) { + for (int j = 0; j < SIZE; j++) { + A[i][j] = rand() % 100; + B[i][j] = rand() % 100; + } + } + + clock_t start = clock(); + + matmul(A, B, C, SIZE); + + clock_t end = clock(); + + double time_taken = (double)(end - start) / CLOCKS_PER_SEC; + printf("基础矩阵乘法的运行时间: %f 秒\n", time_taken); + + for (int i = 0; i < SIZE; i++) { + free(A[i]); + free(B[i]); + free(C[i]); + } + free(A); + free(B); + free(C); + + return 0; +} \ No newline at end of file