#include template __global__ void mat_mul(T *A, T *B, T *C, int N, int M, int K) { __shared__ T sA[TILE_SIZE][TILE_SIZE]; __shared__ T sB[TILE_SIZE][TILE_SIZE]; int bx = blockIdx.x, by = blockIdx.y; int tx = threadIdx.x, ty = threadIdx.y; int row = by * TILE_SIZE + ty; int col = bx * TILE_SIZE + tx; T sum = 0; for (int tile = 0; tile < ceil((float)M/TILE_SIZE); tile++) { if (row < N && (tile * TILE_SIZE + tx) < M) { sA[ty][tx] = A[row * M + (tile * TILE_SIZE + tx)]; } else { sA[ty][tx] = 0; } if ((tile * TILE_SIZE + ty) < M && col < K) { sB[ty][tx] = B[(tile * TILE_SIZE + ty) * K + col]; } else { sB[ty][tx] = 0; } __syncthreads(); for (int k = 0; k < TILE_SIZE; k++) { sum += sA[ty][k] * sB[k][tx]; } __syncthreads(); } if (row < N && col < K) { C[row * K + col] = sum; } } #define MAT_TYPE int #define MAT_FMT "%d\t" #define N 5 #define M 7 #define K 3 #define A_LEN (N * M) #define B_LEN (M * K) #define C_LEN (N * K) #define A_SIZE (sizeof(MAT_TYPE) * N * M) #define B_SIZE (sizeof(MAT_TYPE) * M * K) #define C_SIZE (sizeof(MAT_TYPE) * N * K) #include #include template void mat_print(T *a, const char *fmt, int n, int m) { for (auto row = 0; row < n; row++) { for (auto col = 0; col < m; col++) { printf(fmt, a[row * m + col]); } printf("\n"); } } int main() { std::random_device rd; std::mt19937 engine(rd()); std::uniform_int_distribution dist(1, 10); MAT_TYPE buf[A_LEN + B_LEN + C_LEN]; for (auto i = 0; i < A_LEN + B_LEN; i++) { buf[i] = dist(engine); } MAT_TYPE *a = buf; MAT_TYPE *b = a + A_LEN; MAT_TYPE *c = b + B_LEN; printf("\na\n"); mat_print(a, MAT_FMT, N, M); printf("\nb\n"); mat_print(b, MAT_FMT, M, K); MAT_TYPE *d_a, *d_b, *d_c; cudaMalloc(&d_a, A_SIZE); cudaMalloc(&d_b, B_SIZE); cudaMalloc(&d_c, C_SIZE); cudaMemcpy(d_a, a, A_SIZE, cudaMemcpyHostToDevice); cudaMemcpy(d_b, b, B_SIZE, cudaMemcpyHostToDevice); dim3 blockDim(4, 4); dim3 threadDim(4, 4); mat_mul<<>>(d_a, d_b, d_c, N, M, K); cudaMemcpy(c, d_c, C_SIZE, cudaMemcpyDeviceToHost); cudaDeviceSynchronize(); cudaFree(a); cudaFree(b); cudaFree(c); printf("\nc\n"); mat_print(c, MAT_FMT, N, K); }