#include #include #include #include #include "common.h" #include "include/gemmini.h" #include "gemmini_mmio.h" #define TILE_M 32 #define TILE_N 32 #define TILE_K 32 #define TILE_MN 1024 #define TILE_MK 1024 #define TILE_NK 1024 #define NUM_CLUSTERS 1 #define NUM_THREADS_IN_CLUSTER 128 #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 SPAD_ADDR_Q4 0x200 #define HARDCODE #define REGBLOCK #define OFFLOAD_ACCUMULATE #define REMATERIALIZE #define DBUF //#define CISC #define POWER //#define DEBUG_PRINT //#define DETAILED_PERF //#define ACTIVATE #define rd_cycles_force(x) asm volatile ("csrr %0, mcycle" : "=r" (x)) #ifdef DETAILED_PERF #define rd_cycles(x) rd_cycles_force(x) #else #define rd_cycles(x) #endif #ifdef REMATERIALIZE #define HW_TID() ({uint32_t gtid; asm volatile ("csrr %0, mhartid" : "=r" (gtid)); gtid;}) #else #define HW_TID() hw_tid #endif #define PRINTF(...) sprintf(PRINT_BUF, __VA_ARGS__) // #define PRINTF(...) vx_printf(__VA_ARGS__) #define SWISH(beta, x) ((x) / (1 + exp(-(beta) * (x)))) inline void threadblock_barrier(unsigned int barrier_id, unsigned int count) { 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__("matmul_start:"); const float * const A = (const float * const) arg->addr_a; const float * const B = (const float * const) arg->addr_b; float * const C = (float * const) arg->addr_c; if (tid_in_threadblock % NUM_THREADS_IN_CLUSTER == 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); // gemmini_extended_config_st(stride_C * sizeof_C, act & 3, scale); PRINTF("start\n"); } vx_fence(); uint32_t marker0, marker1, marker2, marker3, marker4; uint32_t marker5, marker6, marker7, marker8, marker9; #ifdef ACTIVATE uint32_t swish_dur = 0; #endif rd_cycles_force(marker0); 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; constexpr uint32_t a_elems_per_thread = TILE_MK / num_threads_in_cluster; constexpr uint32_t b_elems_per_thread = TILE_NK / num_threads_in_cluster; constexpr uint32_t c_elems_per_thread = TILE_MN / num_threads_in_cluster; const uint32_t hw_tid = tid_in_threadblock % num_threads_in_cluster; // the dram coordinates are (i1 + i0, j1 + j0). i0 and j0 are both spatially mapped only. const uint32_t j0 = HW_TID() % DIM; const uint32_t i0 = (HW_TID() / DIM) % DIM; // j1 is both spatially and temporally mapped. j1 increases every iteration. const uint32_t j1_idx = (HW_TID() / DIM / DIM) * DIM; // A: % TILE_K, B: % TILE_N, C: % TILE_N // every iteratioon, j1 increases by j1_stride constexpr uint32_t j1_stride = (num_threads_in_cluster / DIM / DIM) * DIM; // mod TILE_W after stride // i1 is only temporally mapped. i1 increments every one or more iterations constexpr uint32_t i1_stride = DIM; // step per increment (increment doesnt happen every iteration) constexpr uint32_t i1_iters = (DIM * DIM * (TILE_K / DIM)) / num_threads_in_cluster; // num of iters before striding 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_extended3_config_ld(repeating_bias ? 0 : (stride_D * sizeof_D), D_scale_factor, low_D, 2); 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) { __asm__("i_loop:"); for (int tile_j = 0; tile_j < num_tiles_n; tile_j += 1) { __asm__("j_loop:"); float * const smem_c_tile_start = SMEM_ADDR_Q1; #ifdef OFFLOAD_ACCUMULATE float * const smem_acc_tile_start = SMEM_ADDR_Q0 + HW_TID(); #else float * const smem_acc_tile_start = SMEM_ADDR_Q2 + hw_tid; #endif __asm__("k_loop:"); for (int tile_k = 0; tile_k < num_tiles_k; tile_k += 1) { // TODO: double buffer rd_cycles(marker1); #ifdef HARDCODE #if (TILE_MK / NUM_THREADS / NUM_WARPS / CORES_PER_CLUSTER) != 8 #error CANNOT UNROLL #endif constexpr uint32_t every_iter = j1_stride; const uint32_t every_2iters_a = i1_stride * dim_k; const uint32_t runtime_const_a = i0 * dim_k + j1_idx + j0; const uint32_t every_2iters_b = i1_stride * dim_n; const uint32_t runtime_const_b = i0 * dim_n + j1_idx + j0; const float * const dram_a_tile_start = A + tile_i * TILE_M * dim_k + tile_k * TILE_K + runtime_const_a; const float * const dram_b_tile_start = B + tile_k * TILE_K * dim_n + tile_j * TILE_N + runtime_const_b; #ifdef DBUF float * const smem_a_tile_start = ((tile_k & 1) ? SMEM_ADDR_Q1 : SMEM_ADDR_Q0) + HW_TID(); float * const smem_b_tile_start = ((tile_k & 1) ? SMEM_ADDR_Q3 : SMEM_ADDR_Q2) + HW_TID(); #else float * const smem_a_tile_start = SMEM_ADDR_Q0 + HW_TID(); float * const smem_b_tile_start = SMEM_ADDR_Q3 + HW_TID(); #endif { #ifndef REGBLOCK smem_a_tile_start[0 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 0 + every_2iters_a * 0]; smem_a_tile_start[1 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 1 + every_2iters_a * 0]; smem_a_tile_start[2 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 0 + every_2iters_a * 1]; smem_a_tile_start[3 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 1 + every_2iters_a * 1]; smem_a_tile_start[4 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 0 + every_2iters_a * 2]; smem_a_tile_start[5 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 1 + every_2iters_a * 2]; smem_a_tile_start[6 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 0 + every_2iters_a * 3]; smem_a_tile_start[7 * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[every_iter * 1 + every_2iters_a * 3]; smem_b_tile_start[0 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 0 + every_2iters_b * 0]; smem_b_tile_start[1 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 1 + every_2iters_b * 0]; smem_b_tile_start[2 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 0 + every_2iters_b * 1]; smem_b_tile_start[3 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 1 + every_2iters_b * 1]; smem_b_tile_start[4 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 0 + every_2iters_b * 2]; smem_b_tile_start[5 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 1 + every_2iters_b * 2]; smem_b_tile_start[6 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 0 + every_2iters_b * 3]; smem_b_tile_start[7 * num_threads_in_cluster + hw_tid] = \ dram_b_tile_start[every_iter * 1 + every_2iters_b * 3]; #else float v0 = dram_a_tile_start[every_iter * 0 + every_2iters_a * 0]; float v1 = dram_a_tile_start[every_iter * 1 + every_2iters_a * 0]; float v2 = dram_a_tile_start[every_iter * 0 + every_2iters_a * 1]; float v3 = dram_a_tile_start[every_iter * 1 + every_2iters_a * 1]; smem_a_tile_start[0 * num_threads_in_cluster] = v0; smem_a_tile_start[1 * num_threads_in_cluster] = v1; smem_a_tile_start[2 * num_threads_in_cluster] = v2; smem_a_tile_start[3 * num_threads_in_cluster] = v3; v0 = dram_b_tile_start[every_iter * 0 + every_2iters_b * 0]; v1 = dram_b_tile_start[every_iter * 1 + every_2iters_b * 0]; v2 = dram_b_tile_start[every_iter * 0 + every_2iters_b * 1]; v3 = dram_b_tile_start[every_iter * 1 + every_2iters_b * 1]; smem_b_tile_start[0 * num_threads_in_cluster] = v0; smem_b_tile_start[1 * num_threads_in_cluster] = v1; smem_b_tile_start[2 * num_threads_in_cluster] = v2; smem_b_tile_start[3 * num_threads_in_cluster] = v3; v0 = dram_a_tile_start[every_iter * 0 + every_2iters_a * 2]; v1 = dram_a_tile_start[every_iter * 1 + every_2iters_a * 2]; v2 = dram_a_tile_start[every_iter * 0 + every_2iters_a * 3]; v3 = dram_a_tile_start[every_iter * 1 + every_2iters_a * 3]; smem_a_tile_start[4 * num_threads_in_cluster] = v0; smem_a_tile_start[5 * num_threads_in_cluster] = v1; smem_a_tile_start[6 * num_threads_in_cluster] = v2; smem_a_tile_start[7 * num_threads_in_cluster] = v3; v0 = dram_b_tile_start[every_iter * 0 + every_2iters_b * 2]; v1 = dram_b_tile_start[every_iter * 1 + every_2iters_b * 2]; v2 = dram_b_tile_start[every_iter * 0 + every_2iters_b * 3]; v3 = dram_b_tile_start[every_iter * 1 + every_2iters_b * 3]; smem_b_tile_start[4 * num_threads_in_cluster] = v0; smem_b_tile_start[5 * num_threads_in_cluster] = v1; smem_b_tile_start[6 * num_threads_in_cluster] = v2; smem_b_tile_start[7 * num_threads_in_cluster] = v3; #endif } #else __asm__("loop_load_ab:"); const float * const dram_a_tile_start = A + tile_i * TILE_M * dim_k + tile_k * TILE_K; const float * const dram_b_tile_start = B + tile_k * TILE_K * dim_n + tile_j * TILE_N; float * const smem_a_tile_start = SMEM_ADDR_Q0; float * const smem_b_tile_start = SMEM_ADDR_Q3; /* for (uint32_t thread_i = 0, j1 = 0, i1 = 0; thread_i < a_elems_per_thread; thread_i += 1, j1 = (j1 + j1_stride) % TILE_K, i1 = (thread_i % i1_iters == 0) ? i1 + i1_stride : i1) { smem_a_tile_start[thread_i * num_threads_in_cluster + hw_tid] = \ dram_a_tile_start[(0 + i0) * dim_k + j1 + j1_idx + j0]; } */ #pragma clang loop unroll(disable) for (int thread_i = 0; thread_i < a_elems_per_thread; thread_i++) { uint32_t elem_offset = hw_tid + num_threads_in_cluster * thread_i; smem_a_tile_start[SMEM_MAT_OFFSET(elem_offset / TILE_K, elem_offset % TILE_K, TILE_K)] = \ dram_a_tile_start[elem_offset / TILE_K * dim_k + elem_offset % TILE_K]; } __asm__("loop_load_a_end:"); #pragma clang loop unroll(disable) for (int thread_i = 0; thread_i < b_elems_per_thread; thread_i++) { uint32_t elem_offset = hw_tid + num_threads_in_cluster * thread_i; smem_b_tile_start[SMEM_MAT_OFFSET(elem_offset / TILE_N, elem_offset % TILE_N, TILE_N)] = \ dram_b_tile_start[elem_offset / TILE_N * dim_n + elem_offset % TILE_N]; } #endif #ifdef DEBUG_PRINT if (hw_tid == 0) { PRINTF("\nA %d %d\n", tile_i, tile_k); for (int i = 0; i < TILE_M; i += 8) { for (int j = 0; j < TILE_K; j += 8) { uint32_t mat_offset = SMEM_MAT_OFFSET(i, j, TILE_K); PRINTF("%x %x ", (int) (smem_a_tile_start[mat_offset]), (int) (smem_a_tile_start[mat_offset + 4]) ); } PRINTF("\n"); } PRINTF("\nB %d %d\n", tile_k, tile_j); for (int i = 0; i < TILE_K; i += 8) { for (int j = 0; j < TILE_N; j += 8) { uint32_t mat_offset = SMEM_MAT_OFFSET(i, j, TILE_N); PRINTF("%x %x ", (int) (smem_b_tile_start[mat_offset]), (int) (smem_b_tile_start[mat_offset + 4]) ); } PRINTF("\n"); } } #endif rd_cycles(marker2); // cluster wide barrier to wait for A and B loads to complete threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); rd_cycles(marker3); if (HW_TID() == 0) { #ifdef DBUF gemmini_fence(); #endif #ifdef CISC #ifndef DBUF #error MUST ENABLE DBUF #endif #ifndef OFFLOAD_ACCUMULATE #error MUST OFFLOAD ACCUMULATE #endif if (tile_k == 0) { GEMMINI_CISC_CMD_I(0); } else if (tile_k & 1) { GEMMINI_CISC_CMD_I(2); } else { GEMMINI_CISC_CMD_I(1); } #else sp_tiled_matmul_full_spad_ws( #ifdef DBUF (tile_k & 1) ? SPAD_ADDR_Q1 : SPAD_ADDR_Q0, (tile_k & 1) ? SPAD_ADDR_Q3 : SPAD_ADDR_Q2, #else SPAD_ADDR_Q0, SPAD_ADDR_Q3, #endif /*spad_D=*/0, /*spad_C=*/SPAD_ADDR_Q1, /*I=*/TILE_M / DIM, /*J=*/TILE_N / DIM, /*K=*/TILE_K / DIM, /*pad_I=*/0, /*pad_J=*/0, /*pad_K=*/0, /*a_transpose=*/0, /*b_transpose=*/0, /*full_C=*/0, /*low_D=*/0, #ifndef OFFLOAD_ACCUMULATE /*acc=*/0, /*act=*/NO_ACTIVATION, /*skips=*/0x38U) #else /*acc=*/tile_k != 0, /*act=*/NO_ACTIVATION, /*skips=*/0xB8U) #endif #endif #ifndef DBUF gemmini_fence(); #endif } rd_cycles(marker4); #ifndef DBUF threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); #endif rd_cycles(marker5); // accumulate C matrix #ifndef OFFLOAD_ACCUMULATE __asm__("accumulate:"); if (tile_k == 0) { #pragma GCC ivdep #pragma GCC unroll 8 for (int thread_i = 0; thread_i < c_elems_per_thread; thread_i++) { constexpr uint32_t s = num_threads_in_cluster; smem_acc_tile_start[thread_i * s] = smem_c_tile_start[hw_tid + s * thread_i]; } } else { #if (TILE_NK / NUM_THREADS / NUM_WARPS / CORES_PER_CLUSTER) != 8 #error CANNOT UNROLL #endif for (int thread_i = 0; thread_i < c_elems_per_thread; thread_i += 8) { constexpr uint32_t s = num_threads_in_cluster; smem_acc_tile_start[s * 0] += smem_c_tile_start[hw_tid + s * 0]; smem_acc_tile_start[s * 1] += smem_c_tile_start[hw_tid + s * 1]; smem_acc_tile_start[s * 2] += smem_c_tile_start[hw_tid + s * 2]; smem_acc_tile_start[s * 3] += smem_c_tile_start[hw_tid + s * 3]; smem_acc_tile_start[s * 4] += smem_c_tile_start[hw_tid + s * 4]; smem_acc_tile_start[s * 5] += smem_c_tile_start[hw_tid + s * 5]; smem_acc_tile_start[s * 6] += smem_c_tile_start[hw_tid + s * 6]; smem_acc_tile_start[s * 7] += smem_c_tile_start[hw_tid + s * 7]; } } __asm__("end_accumulate:"); #endif #ifdef DEBUG_PRINT if (hw_tid == 0) { PRINTF("\nC %d %d %d\n", tile_i, tile_j, tile_k); for (int i = 0; i < TILE_M; i += 8) { for (int j = 0; j < TILE_N; j += 8) { uint32_t mat_offset = SMEM_MAT_OFFSET(i, j, TILE_N); PRINTF("%d %d ", (int) (smem_c_tile_start[mat_offset]), (int) (smem_c_tile_start[mat_offset + 4]) ); } PRINTF("\n"); } } #endif rd_cycles(marker6); /* if (HW_TID() == 0) { PRINTF("\ntile start: %d\n", marker1); PRINTF("single tile cycles: %d\n", marker6 - marker1); PRINTF("A/B tile load cycles: %d\n", marker2 - marker1); PRINTF("first barrier: %d\n", marker3 - marker2); PRINTF("gemmini cycles: %d\n", marker4 - marker3); PRINTF("second barrier: %d\n", marker5 - marker4); } */ } #ifdef OFFLOAD_ACCUMULATE threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); rd_cycles(marker6); __asm__("mvout_spad_ser:"); // mvout to scratchpad for activation if (HW_TID() == 0) { __asm__("mvout_spad:"); // #ifdef DBUF // gemmini_fence(); // #endif #ifdef CISC GEMMINI_CISC_CMD_I(9); #else ROCC_INSTRUCTION_RS1_RS2(XCUSTOM_ACC, 0, (4ULL << 32) | (4ULL << 16) | 4ULL, k_LOOP_WS_CONFIG_BOUNDS) ROCC_INSTRUCTION_RS1_RS2(XCUSTOM_ACC, 0, 0x278U, k_LOOP_WS) #endif __asm__("mvout_spad_fence:"); gemmini_fence(); } __asm__("mvout_spad_bar:"); threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); __asm__("end_mvout_spad:"); #endif rd_cycles(marker7); // move out to dram __asm__("mvout_dram:"); #ifdef HARDCODE #if (TILE_MN / NUM_THREADS / NUM_WARPS / CORES_PER_CLUSTER) != 8 #error CANNOT UNROLL #endif constexpr uint32_t every_iter = j1_stride; const uint32_t every_2iters = i1_stride * dim_n; const uint32_t runtime_const = i0 * dim_n + j1_idx + j0; float * const dram_c_tile_start = C + tile_i * TILE_M * dim_n + tile_j * TILE_N + runtime_const; #ifdef REGBLOCK float v0 = smem_acc_tile_start[0 * num_threads_in_cluster]; float v1 = smem_acc_tile_start[1 * num_threads_in_cluster]; float v2 = smem_acc_tile_start[2 * num_threads_in_cluster]; float v3 = smem_acc_tile_start[3 * num_threads_in_cluster]; #ifdef ACTIVATE uint32_t swish_start, swish_end; rd_cycles_force(swish_start); v0 = SWISH(1, v0); v1 = SWISH(1, v1); v2 = SWISH(1, v2); v3 = SWISH(1, v3); rd_cycles_force(swish_end); swish_dur += swish_end - swish_start; #endif dram_c_tile_start[every_iter * 0 + every_2iters * 0] = v0; dram_c_tile_start[every_iter * 1 + every_2iters * 0] = v1; dram_c_tile_start[every_iter * 0 + every_2iters * 1] = v2; dram_c_tile_start[every_iter * 1 + every_2iters * 1] = v3; v0 = smem_acc_tile_start[4 * num_threads_in_cluster]; v1 = smem_acc_tile_start[5 * num_threads_in_cluster]; v2 = smem_acc_tile_start[6 * num_threads_in_cluster]; v3 = smem_acc_tile_start[7 * num_threads_in_cluster]; #ifdef ACTIVATE rd_cycles_force(swish_start); v0 = SWISH(1, v0); v1 = SWISH(1, v1); v2 = SWISH(1, v2); v3 = SWISH(1, v3); rd_cycles_force(swish_end); swish_dur += swish_end - swish_start; #endif dram_c_tile_start[every_iter * 0 + every_2iters * 2] = v0; dram_c_tile_start[every_iter * 1 + every_2iters * 2] = v1; dram_c_tile_start[every_iter * 0 + every_2iters * 3] = v2; dram_c_tile_start[every_iter * 1 + every_2iters * 3] = v3; #else dram_c_tile_start[every_iter * 0 + every_2iters * 0] = \ smem_acc_tile_start[0 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 1 + every_2iters * 0] = \ smem_acc_tile_start[1 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 0 + every_2iters * 1] = \ smem_acc_tile_start[2 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 1 + every_2iters * 1] = \ smem_acc_tile_start[3 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 0 + every_2iters * 2] = \ smem_acc_tile_start[4 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 1 + every_2iters * 2] = \ smem_acc_tile_start[5 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 0 + every_2iters * 3] = \ smem_acc_tile_start[6 * num_threads_in_cluster]; dram_c_tile_start[every_iter * 1 + every_2iters * 3] = \ smem_acc_tile_start[7 * num_threads_in_cluster]; #endif #else float * const dram_c_tile_start = C + tile_i * TILE_M * dim_n + tile_j * TILE_N; #pragma clang loop unroll(disable) for (int thread_i = 0; thread_i < c_elems_per_thread; thread_i++) { uint32_t elem_offset = hw_tid + num_threads_in_cluster * thread_i; dram_c_tile_start[elem_offset / TILE_N * dim_n + elem_offset % TILE_N] = \ *(SMEM_ADDR_Q2 + SMEM_MAT_OFFSET(elem_offset / TILE_N, elem_offset % TILE_N, TILE_N)); } #endif __asm__("end_mvout_dram:"); // rd_cycles_force(marker8); } } // last thread block complete if (threadblock_id == NUM_CLUSTERS - 1) { threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); rd_cycles_force(marker9); #ifdef POWER if (HW_TID() == 0) { PRINTF("\nstart %d end %d\n", marker0, marker9); } #else if (HW_TID() == 0) { PRINTF("\ncomplete\n"); PRINTF("total cycles: %d\n", marker9 - marker0); } #ifdef ACTIVATE if (HW_TID() == 0) { PRINTF("swish cycles: %d\n", swish_dur); } #endif #ifdef DETAILED_PERF vx_tmc(0x81); for (int x = 0; x < num_threads_in_cluster; x += num_threads_in_cluster - 1) { if (HW_TID() == x) { PRINTF("\ntile start: %d\n", marker1); PRINTF("single tile cycles: %d\n", marker6 - marker1); PRINTF("A/B tile load cycles: %d\n", marker2 - marker1); PRINTF("first barrier: %d\n", marker3 - marker2); PRINTF("gemmini cycles: %d\n", marker4 - marker3); PRINTF("second barrier: %d\n", marker5 - marker4); #ifndef OFFLOAD_ACCUMULATE PRINTF("accumulation cycles: %d\n", marker6 - marker5); #else PRINTF("smem mvout cycles: %d %d-%d\n", marker7 - marker6, marker7, marker6); #endif PRINTF("dram mvout cycles: %d\n", marker8 - marker7); } threadblock_barrier(/*barrier_id=*/1, /*count=*/NUM_WARPS); } #endif if (HW_TID() == 0) { for (int i = 0; i < dim_m; i += 8) { for (int j = 0; j < dim_n; j += 8) { PRINTF("%d %d ", (int) (C[i * dim_n + j]), (int) (C[i * dim_n + j + 4])); } PRINTF("\n"); } } #endif } threadblock_barrier(/*barrier_id=*/0, /*count=*/NUM_WARPS); vx_tmc(0); } 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 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 = vx_num_threads() * vx_num_warps() * CORES_PER_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; }