/** * app.c * SCAN-SSA Host Application Source File * */ #include #include #include #include #include #include #include #include #include #include "../support/common.h" #include "../support/timer.h" #include "../support/params.h" // Define the DPU Binary path as DPU_BINARY here #ifndef DPU_BINARY #define DPU_BINARY "./bin/dpu_code" #endif #define XSTR(x) STR(x) #define STR(x) #x #if ENERGY #include #endif // Pointer declaration static T* A; static T* C; static T* C2; // Create input arrays static void read_input(T* A, unsigned int nr_elements, unsigned int nr_elements_round) { srand(0); printf("nr_elements\t%u\t", nr_elements); for (unsigned int i = 0; i < nr_elements; i++) { A[i] = (T) (rand()); } for (unsigned int i = nr_elements; i < nr_elements_round; i++) { A[i] = 0; } } // Compute output in the host // XXX for a proper comparison, this function would need to use OpenMP or similar // (i.e., a SCAN-SSA variant using multiple threads) static void scan_host(T* C, T* A, unsigned int nr_elements) { C[0] = A[0]; for (unsigned int i = 1; i < nr_elements; i++) { C[i] = C[i - 1] + A[i]; } } /* * "SCAN" := [a1, a1, ..., an] -> [a1, a1 + a2, ..., a1 + a2 + ... + an] * From the paper: * SCAN-SSA has three steps: * * (copy data to the DPU) (timer 1) * * compute the partial scan operation locally inside each DPU (timer 2) * * retrieve last element of each local scan from the DPUs, do a local (complete) scan on the last elements, and push them to the next DPU (timer 3) * * finish the scan operation in each DPU (add sum [a1 ... ax] to a(x+1), ..., a(x+m) for DPU size m) (timer 4) * * (retrieve results from DPU) (timer 5) */ // Main of the Host Application int main(int argc, char **argv) { struct Params p = input_params(argc, argv); struct dpu_set_t dpu_set, dpu; uint32_t nr_of_dpus; #if ENERGY struct dpu_probe_t probe; DPU_ASSERT(dpu_probe_init("energy_probe", &probe)); #endif // Allocate DPUs and load binary DPU_ASSERT(dpu_alloc(NR_DPUS, NULL, &dpu_set)); DPU_ASSERT(dpu_load(dpu_set, DPU_BINARY, NULL)); DPU_ASSERT(dpu_get_nr_dpus(dpu_set, &nr_of_dpus)); printf("Allocated %d DPU(s)\n", nr_of_dpus); unsigned int i = 0; T accum = 0; const unsigned int input_size = p.exp == 0 ? p.input_size * nr_of_dpus : p.input_size; // Total input size (weak or strong scaling) const unsigned int input_size_dpu_ = divceil(input_size, nr_of_dpus); // Input size per DPU (max.) const unsigned int input_size_dpu_round = (input_size_dpu_ % (NR_TASKLETS * REGS) != 0) ? roundup(input_size_dpu_, (NR_TASKLETS * REGS)) : input_size_dpu_; // Input size per DPU (max.), 8-byte aligned // Input/output allocation A = malloc(input_size_dpu_round * nr_of_dpus * sizeof(T)); C = malloc(input_size_dpu_round * nr_of_dpus * sizeof(T)); C2 = malloc(input_size_dpu_round * nr_of_dpus * sizeof(T)); T *bufferA = A; T *bufferC = C2; // Create an input file with arbitrary data read_input(A, input_size, input_size_dpu_round * nr_of_dpus); // Timer declaration Timer timer; printf("NR_TASKLETS\t%d\tBL\t%d\n", NR_TASKLETS, BL); // Loop over main kernel for(int rep = 0; rep < p.n_warmup + p.n_reps; rep++) { // Compute output on CPU (performance comparison and verification purposes) if(rep >= p.n_warmup) start(&timer, 0, 0); scan_host(C, A, input_size); if(rep >= p.n_warmup) stop(&timer, 0); //printf("Load input data\n"); if(rep >= p.n_warmup) start(&timer, 1, 0); // Input arguments const unsigned int input_size_dpu = input_size_dpu_round; unsigned int kernel = 0; dpu_arguments_t input_arguments = {input_size_dpu * sizeof(T), kernel, 0}; // Copy input arrays i = 0; DPU_FOREACH(dpu_set, dpu, i) { DPU_ASSERT(dpu_prepare_xfer(dpu, &input_arguments)); } DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_TO_DPU, "DPU_INPUT_ARGUMENTS", 0, sizeof(input_arguments), DPU_XFER_DEFAULT)); DPU_FOREACH(dpu_set, dpu, i) { DPU_ASSERT(dpu_prepare_xfer(dpu, bufferA + input_size_dpu * i)); } DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_TO_DPU, DPU_MRAM_HEAP_POINTER_NAME, 0, input_size_dpu * sizeof(T), DPU_XFER_DEFAULT)); if(rep >= p.n_warmup) stop(&timer, 1); //printf("Run program on DPU(s) \n"); // Run DPU kernel if(rep >= p.n_warmup) { start(&timer, 2, 0); #if ENERGY DPU_ASSERT(dpu_probe_start(&probe)); #endif } DPU_ASSERT(dpu_launch(dpu_set, DPU_SYNCHRONOUS)); if(rep >= p.n_warmup) { stop(&timer, 2); #if ENERGY DPU_ASSERT(dpu_probe_stop(&probe)); #endif } #if PRINT { unsigned int each_dpu = 0; printf("Display DPU Logs\n"); DPU_FOREACH (dpu_set, dpu) { printf("DPU#%d:\n", each_dpu); DPU_ASSERT(dpulog_read_for_dpu(dpu.dpu, stdout)); each_dpu++; } } #endif //printf("Retrieve results\n"); dpu_results_t results[nr_of_dpus]; T* results_scan = malloc(nr_of_dpus * sizeof(T)); i = 0; accum = 0; // PARALLEL RETRIEVE TRANSFER dpu_results_t* results_retrieve[nr_of_dpus]; if(rep >= p.n_warmup) start(&timer, 3, 0); DPU_FOREACH(dpu_set, dpu, i) { results_retrieve[i] = (dpu_results_t*)malloc(NR_TASKLETS * sizeof(dpu_results_t)); DPU_ASSERT(dpu_prepare_xfer(dpu, results_retrieve[i])); } DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_FROM_DPU, "DPU_RESULTS", 0, NR_TASKLETS * sizeof(dpu_results_t), DPU_XFER_DEFAULT)); DPU_FOREACH(dpu_set, dpu, i) { // Retrieve tasklet timings for (unsigned int each_tasklet = 0; each_tasklet < NR_TASKLETS; each_tasklet++) { if(each_tasklet == NR_TASKLETS - 1) results[i].t_count = results_retrieve[i][each_tasklet].t_count; } free(results_retrieve[i]); // Sequential scan T temp = results[i].t_count; results_scan[i] = accum; accum += temp; #if PRINT printf("i=%d -- %lu, %lu, %lu\n", i, results_scan[i], accum, temp); #endif } // Arguments for add kernel (2nd kernel) kernel = 1; dpu_arguments_t input_arguments_2[NR_DPUS]; for(i=0; i= p.n_warmup) stop(&timer, 3); //printf("Run program on DPU(s) \n"); // Run DPU kernel if(rep >= p.n_warmup) { start(&timer, 4, 0); #if ENERGY DPU_ASSERT(dpu_probe_start(&probe)); #endif } DPU_ASSERT(dpu_launch(dpu_set, DPU_SYNCHRONOUS)); if(rep >= p.n_warmup) { stop(&timer, 4); #if ENERGY DPU_ASSERT(dpu_probe_stop(&probe)); #endif } #if PRINT { unsigned int each_dpu = 0; printf("Display DPU Logs\n"); DPU_FOREACH (dpu_set, dpu) { printf("DPU#%d:\n", each_dpu); DPU_ASSERT(dpulog_read_for_dpu(dpu.dpu, stdout)); each_dpu++; } } #endif //printf("Retrieve results\n"); if(rep >= p.n_warmup) start(&timer, 5, 0); i = 0; // PARALLEL RETRIEVE TRANSFER DPU_FOREACH(dpu_set, dpu, i) { DPU_ASSERT(dpu_prepare_xfer(dpu, bufferC + input_size_dpu * i)); } DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_FROM_DPU, DPU_MRAM_HEAP_POINTER_NAME, input_size_dpu * sizeof(T), input_size_dpu * sizeof(T), DPU_XFER_DEFAULT)); if(rep >= p.n_warmup) stop(&timer, 5); // Free memory free(results_scan); // Check output bool status = true; for (i = 0; i < input_size; i++) { if(C[i] != bufferC[i]){ status = false; #if PRINT printf("%d: %lu -- %lu\n", i, C[i], bufferC[i]); #endif } } if (status) { printf("[" ANSI_COLOR_GREEN "OK" ANSI_COLOR_RESET "] Outputs are equal\n"); printf("[::] n_dpus=%d n_tasklets=%d e_type=%s block_size_B=%d b_unroll=%d n_elements=%d " "| throughput_cpu_MBps=%f throughput_pim_MBps=%f throughput_MBps=%f\n", nr_of_dpus, NR_TASKLETS, XSTR(T), BLOCK_SIZE, UNROLL, input_size, input_size * sizeof(T) / timer.time[0], input_size * sizeof(T) / (timer.time[2] + timer.time[4]), input_size * sizeof(T) / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4])); printf("[::] n_dpus=%d n_tasklets=%d e_type=%s block_size_B=%d b_unroll=%d n_elements=%d " "| throughput_cpu_MOpps=%f throughput_pim_MOpps=%f throughput_MOpps=%f\n", nr_of_dpus, NR_TASKLETS, XSTR(T), BLOCK_SIZE, UNROLL, input_size, input_size / timer.time[0], input_size / (timer.time[2] + timer.time[4]), input_size / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4])); printf("[::] n_dpus=%d n_tasklets=%d e_type=%s block_size_B=%d b_unroll=%d n_elements=%d | ", nr_of_dpus, NR_TASKLETS, XSTR(T), BLOCK_SIZE, UNROLL, input_size); printall(&timer, 5); } else { printf("[" ANSI_COLOR_RED "ERROR" ANSI_COLOR_RESET "] Outputs differ!\n"); } } /* // Print timing results printf("CPU "); print(&timer, 0, p.n_reps); printf("CPU-DPU "); print(&timer, 1, p.n_reps); printf("DPU Kernel Scan "); print(&timer, 2, p.n_reps); printf("Inter-DPU (Scan) "); print(&timer, 3, p.n_reps); printf("DPU Kernel Add "); print(&timer, 4, p.n_reps); printf("DPU-CPU "); print(&timer, 5, p.n_reps); printf("\n"); */ #if ENERGY double energy; DPU_ASSERT(dpu_probe_get(&probe, DPU_ENERGY, DPU_AVERAGE, &energy)); printf("DPU Energy (J): %f\t", energy); #endif // Deallocation free(A); free(C); free(C2); DPU_ASSERT(dpu_free(dpu_set)); return 0; }