#include #include #include #include #include "common.h" #include "include/gemmini.h" #include "gemmini_mmio.h" // fp16 16x16 #define TILE_M 128 #define TILE_N 64 #define TILE_K 128 // ampere // #define NUM_THREADS_IN_CLUSTER 512 // hopper #define NUM_THREADS_IN_CLUSTER 256 // fp32 8x8 // #define TILE_M 64 // #define TILE_N 64 // #define TILE_K 64 // #define SMEM_ADDR_Q0 ((float * const) 0xff000000) // #define SMEM_ADDR_Q1 ((float * const) 0xff004000) // #define SMEM_ADDR_Q2 ((float * const) 0xff008000) // #define SMEM_ADDR_Q3 ((float * const) 0xff00c000) // #define SPAD_ADDR_Q0 0x0 // #define SPAD_ADDR_Q1 0x200 // #define SPAD_ADDR_Q2 0x400 // #define SPAD_ADDR_Q3 0x600 // #define NUM_THREADS_IN_CLUSTER 256 // fp32 4x4 // #define TILE_M 32 // #define TILE_N 32 // #define TILE_K 32 // #define SMEM_ADDR_Q0 ((float * const) 0xff000000) // #define SMEM_ADDR_Q1 ((float * const) 0xff001000) // #define SMEM_ADDR_Q2 ((float * const) 0xff002000) // #define SMEM_ADDR_Q3 ((float * const) 0xff003000) // #define SPAD_ADDR_Q0 0x0 // #define SPAD_ADDR_Q1 0x80 // #define SPAD_ADDR_Q2 0x100 // #define SPAD_ADDR_Q3 0x180 // #define NUM_THREADS_IN_CLUSTER 256 #define NUM_CLUSTERS 1 // (NUM_CORES * NUM_WARPS * NUM_THREADS) #define rd_cycles_force(x) asm volatile ("csrr %0, mcycle" : "=r" (x)) #define rd_cycles(x) rd_cycles_force(x) #define HW_TID() ({uint32_t gtid; asm volatile ("csrr %0, mhartid" : "=r" (gtid)); gtid;}) #define PRINTF(...) sprintf(PRINT_BUF, __VA_ARGS__) // #define PRINTF(...) vx_printf(__VA_ARGS__) #define SWISH(beta, x) ((x) / (1 + exp(-(beta) * (x)))) // #define POWER typedef uint16_t smem_elem_t; // typedef float smem_elem_t; inline void threadblock_barrier(unsigned int barrier_id, unsigned int count) __attribute__((convergent)) { vx_fence(); vx_barrier(barrier_id, count); } void thread_block_matmul_gemmini(kernel_arg_t *__UNIFORM__ arg, const uint32_t threadblock_id, const uint32_t tid_in_threadblock) { asm volatile ("matmul_start_%=:" :: ); const smem_elem_t * const A = (const smem_elem_t * const) arg->addr_a; const smem_elem_t * const B = (const smem_elem_t * const) arg->addr_b; smem_elem_t * const C = (smem_elem_t * const) arg->addr_c; if (HW_TID() == 0) { gemmini_extended_config_ex(WEIGHT_STATIONARY, 0, 0, 1, 0, 0); // gemmini_extended_config_ex(dataflow, act & 3, 0, 1, a_transpose, b_transpose); #ifndef POWER PRINTF("start\n"); #endif } vx_fence(); uint32_t marker0, marker1; rd_cycles_force(marker0); MARK_BEG(); const uint32_t dim_m = arg->dim_m; const uint32_t dim_n = arg->dim_n; const uint32_t dim_k = arg->dim_k; const uint32_t num_tiles_m = dim_m / TILE_M; const uint32_t num_tiles_n = dim_n / TILE_N; const uint32_t num_tiles_k = dim_k / TILE_K; constexpr uint32_t num_threads_in_cluster = NUM_THREADS_IN_CLUSTER; const uint32_t num_tile_rows_per_tb = num_tiles_m / NUM_CLUSTERS; if (HW_TID() == 0) { gemmini_extended3_config_ld(dim_k * sizeof(elem_t), MVIN_SCALE_IDENTITY, false, 0); gemmini_extended3_config_ld(dim_n * sizeof(elem_t), MVIN_SCALE_IDENTITY, false, 1); gemmini_extended_config_st(dim_n * sizeof(elem_t), 0, MVIN_SCALE_IDENTITY); // gemmini_extended_config_st(stride_C * sizeof_C, act & 3, scale); for (uint32_t tile_i = num_tile_rows_per_tb * threadblock_id; tile_i < num_tile_rows_per_tb * (threadblock_id + 1); tile_i += 1) { for (uint32_t tile_j = 0; tile_j < num_tiles_n; tile_j += 1) { for (uint32_t tile_k = 0; tile_k < num_tiles_k; tile_k += 1) { uint32_t a_hexadecile = (tile_k & 1) << 2; uint32_t b_hexadecile = a_hexadecile + 11; gemmini_tile_load_ab(A, B, a_hexadecile, b_hexadecile, tile_i, tile_j, tile_k, dim_m, dim_n, dim_k, TILE_M, TILE_N, TILE_K); /* DO STUFF */ gemmini_fence(); gemmini_tile_compute( a_hexadecile, b_hexadecile, 0 /*d_hexadecile*/, tile_k > 0); } /* gemmini_fence(); gemmini_tile_store_c_spad(a_hexadecile); // then activate in spad */ gemmini_fence(); gemmini_tile_store_c_gmem(C, tile_i, tile_j, dim_m, dim_n, TILE_M, TILE_N); } } MARK_END(); rd_cycles_force(marker1); #ifndef POWER if (HW_TID() == 0) { PRINTF("\ncomplete\n"); PRINTF("total cycles: %d\n", marker1 - marker0); for (int i = 0; i < dim_m; i += 8) { for (int j = 0; j < dim_n; j += 8) { PRINTF("%04x %04x ", (int) (C[i * dim_n + j]), (int) (C[i * dim_n + j + 4])); } PRINTF("\n"); } } #endif } else { if (HW_TID() > 8) { asm volatile("li x1, 0xa0a0a0a0"); asm volatile("li x2, 0xa0a0a0a0"); asm volatile("li x3, 0xa0a0a0a0"); asm volatile("li x4, 0xa0a0a0a0"); asm volatile("li x5, 0xa0a0a0a0"); asm volatile("li x6, 0xa0a0a0a0"); asm volatile("li x7, 0xa0a0a0a0"); asm volatile("li x8, 0xa0a0a0a0"); asm volatile("li x9, 0xa0a0a0a0"); asm volatile("li x10, 0xa0a0a0a0"); asm volatile("li x11, 0xa0a0a0a0"); asm volatile("li x12, 0xa0a0a0a0"); asm volatile("li x13, 0xa0a0a0a0"); asm volatile("li x14, 0xa0a0a0a0"); asm volatile("li x15, 0xa0a0a0a0"); asm volatile("li x16, 0xa0a0a0a0"); asm volatile("li x17, 0xa0a0a0a0"); asm volatile("li x18, 0xa0a0a0a0"); asm volatile("li x19, 0xa0a0a0a0"); asm volatile("li x20, 0xa0a0a0a0"); asm volatile("li x21, 0xa0a0a0a0"); asm volatile("li x22, 0xa0a0a0a0"); asm volatile("li x23, 0xa0a0a0a0"); asm volatile("li x24, 0xa0a0a0a0"); asm volatile("li x25, 0xa0a0a0a0"); asm volatile("li x26, 0xa0a0a0a0"); asm volatile("li x27, 0xa0a0a0a0"); asm volatile("li x28, 0xa0a0a0a0"); asm volatile("li x29, 0xa0a0a0a0"); asm volatile("li x30, 0xa0a0a0a0"); asm volatile("li x31, 0xa0a0a0a0"); asm volatile("vx_tmc zero"); } } vx_fence(); // threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); vx_tmc(0); } void kernel_body(int task_id, kernel_arg_t *__UNIFORM__ arg) { const int threadblock_id = task_id / NUM_THREADS_IN_CLUSTER; const int tid_in_threadblock = task_id % NUM_THREADS_IN_CLUSTER; thread_block_matmul_gemmini(arg, threadblock_id, tid_in_threadblock); } int main() { kernel_arg_t *arg = (kernel_arg_t *)KERNEL_ARG_DEV_MEM_ADDR; const uint32_t num_threads_in_cluster = NUM_THREADS_IN_CLUSTER; const uint32_t grid_size = num_threads_in_cluster * NUM_CLUSTERS; #ifdef RADIANCE vx_spawn_tasks_cluster(grid_size, (vx_spawn_tasks_cb)kernel_body, arg); #else // NOTE: This kernel assumes contiguous thread scheduling for efficient shared // memory allocation, and therefore does not work with original vx_spawn_tasks vx_spawn_tasks_contiguous(grid_size, (vx_spawn_tasks_cb)kernel_body, arg); #endif return 0; }