#include #include #include #include "common.h" #define MAX_TM 4 void thread_block_gemm(kernel_arg_t *__UNIFORM__ arg, const uint32_t tid_in_threadblock, const uint32_t tid_in_threadblock_x, const uint32_t tid_in_threadblock_y, const uint32_t threadblock_dim_x, const uint32_t threadblock_dim_y, const uint32_t threadblock_id_x, const uint32_t threadblock_id_y, const uint32_t threadblock_id_in_core, float *sharedmem_per_threadblock) { const float *A = (const float *)arg->addr_a; const float *B = (const float *)arg->addr_b; float *C = (float *)arg->addr_c; const uint32_t dim_m = arg->dim_m; const uint32_t dim_n = arg->dim_n; const uint32_t dim_k = arg->dim_k; // FIXME: Output block size is assumed to be square, i.e. BM == BN // const uint32_t BM = threadblock_dim_y; // const uint32_t BN = threadblock_dim_y; // const uint32_t BK = threadblock_dim_x; constexpr uint32_t BM = 8; constexpr uint32_t BN = 8; constexpr uint32_t BK = 4; constexpr uint32_t TM = 2; const uint32_t local_a_row = tid_in_threadblock / BK; const uint32_t local_a_col = tid_in_threadblock % BK; const uint32_t local_b_row = tid_in_threadblock / BN; const uint32_t local_b_col = tid_in_threadblock % BN; const uint32_t global_a_row = BM * threadblock_id_y + local_a_row; const uint32_t global_b_col = BN * threadblock_id_x + local_b_col; A += dim_k * BM * threadblock_id_y; B += BN * threadblock_id_x; C += dim_n * BM * threadblock_id_y + BN * threadblock_id_x; // each thread generates one output element float reg_c[MAX_TM] = { 0.0f }; for (uint32_t k = 0; k < dim_k; k += BK) { float *local_a = sharedmem_per_threadblock; size_t local_a_elems = threadblock_dim_x * threadblock_dim_y; float *local_b = sharedmem_per_threadblock + local_a_elems; // NOTE: local_b is transposed to column-major to facilitate better memory // access. local_a[BK * local_a_row + local_a_col] = A[dim_k * local_a_row + local_a_col]; local_b[BN * local_b_row + local_b_col] = B[dim_n * local_b_row + local_b_col]; // Advance A and B block A += BK; B += dim_n * BK; vx_barrier(threadblock_id_in_core, threadblock_dim_y); vx_fence(); for (uint32_t local_k = 0; local_k < BK; local_k++) { // Compute multiple result elements (TM) per thread const float local_b_tmp = local_b[BN * local_k + local_b_col]; #pragma GCC unroll 1 for (uint32_t result_idx = 0; result_idx < TM; result_idx++) { reg_c[result_idx] += local_a[BK * (TM * local_b_row + result_idx) + local_k] * local_b_tmp; } } vx_barrier(threadblock_id_in_core, threadblock_dim_y); vx_fence(); } #pragma GCC unroll 1 for (uint32_t result_idx = 0; result_idx < TM; result_idx++) { C[dim_n * (TM * local_b_row + result_idx) + local_b_col] = reg_c[result_idx]; } } void kernel_body(int task_id, kernel_arg_t* __UNIFORM__ arg) { // @perf: All threads are running these compute whose result is mostly same // across the threadblock const uint32_t threadblocks_per_core = 1; const uint32_t threadblock_dim_x = vx_num_threads(); const uint32_t threadblock_dim_y = vx_num_warps() / threadblocks_per_core; const uint32_t threads_per_threadblock = threadblock_dim_x * threadblock_dim_y; const int threadblock_id = task_id / threads_per_threadblock; const int threadblock_id_in_core = threadblock_id % threadblocks_per_core; const int tid_in_threadblock = task_id % threads_per_threadblock; const int tid_in_threadblock_x = vx_thread_id(); const int tid_in_threadblock_y = vx_warp_id() % threadblock_dim_y; const uint32_t dim_m = arg->dim_m; const uint32_t dim_n = arg->dim_n; const uint32_t BN = 8; const uint32_t dim_n_in_blocks = dim_n / BN; const int threadblock_id_x = threadblock_id % dim_n_in_blocks; const int threadblock_id_y = threadblock_id / dim_n_in_blocks; // const int threadblock_id_x = dim_n / threadblock_dim_x; // const int threadblock_id_y = dim_m / threadblock_dim_y / 1; float *sharedmem_per_threadblock = (float *)DEV_SMEM_START_ADDR + (2 * threads_per_threadblock) * threadblock_id_in_core; thread_block_gemm(arg, tid_in_threadblock, tid_in_threadblock_x, tid_in_threadblock_y, threadblock_dim_x, threadblock_dim_y, threadblock_id_x, threadblock_id_y, threadblock_id_in_core, sharedmem_per_threadblock); } int main() { kernel_arg_t *arg = (kernel_arg_t *)KERNEL_ARG_DEV_MEM_ADDR; const uint32_t grid_size = arg->dim_m * arg->dim_n / 2; vx_spawn_tasks(grid_size, (vx_spawn_tasks_cb)kernel_body, arg); return 0; }