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/**
* app.c
* UNI Host Application Source File
*
*/
#include <stdio.h>
#include <stdlib.h>
#include <stdbool.h>
#include <string.h>
#include <dpu.h>
#include <dpu_log.h>
#include <unistd.h>
#include <getopt.h>
#include <assert.h>
#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 <dpu_probe.h>
#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());
A[i] = i%2==0?i:i+1;
}
for (unsigned int i = nr_elements; i < nr_elements_round; i++) {
A[i] = A[nr_elements - 1];
}
}
// Compute output in the host
static unsigned int unique_host(T* C, T* A, unsigned int nr_elements) {
unsigned int pos = 0;
C[pos] = A[pos];
pos++;
for(unsigned int i = 1; i < nr_elements; i++) {
if(A[i] != A[i-1]) {
C[pos] = A[i];
pos++;
}
}
return pos;
}
// 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;
uint32_t accum = 0;
uint32_t total_count = 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);
total_count = unique_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};
// 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];
uint32_t* results_scan = malloc(nr_of_dpus * sizeof(uint32_t));
uint32_t* offset = calloc(nr_of_dpus, sizeof(uint32_t));
uint32_t* offset_scan = calloc(nr_of_dpus, sizeof(uint32_t));
i = 0;
accum = 0;
if(rep >= p.n_warmup)
start(&timer, 3, 0);
// PARALLEL RETRIEVE TRANSFER
dpu_results_t* results_retrieve[nr_of_dpus];
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++) {
// First output element of this DPU
if(each_tasklet == 0){
results[i].first = results_retrieve[i][each_tasklet].first;
}
// Last output element of this DPU and count
if(each_tasklet == NR_TASKLETS - 1){
results[i].t_count = results_retrieve[i][each_tasklet].t_count;
results[i].last = results_retrieve[i][each_tasklet].last;
}
}
// Check if first(i) == last(i-1) -- offset
if(i != 0){
if(results[i].first == results[i - 1].last)
offset[i] = 1;
// Sequential scan - offset
offset_scan[i] += offset[i];
}
// Sequential scan
uint32_t temp = results[i].t_count - offset[i];
results_scan[i] = accum;
accum += temp;
#if PRINT
printf("i=%d -- %u, %u, %u -- %u\n", i, results_scan[i], accum, temp, offset_scan[i]);
#endif
free(results_retrieve[i]);
}
if(rep >= p.n_warmup)
stop(&timer, 3);
i = 0;
if(rep >= p.n_warmup)
start(&timer, 4, 0);
DPU_FOREACH (dpu_set, dpu) {
// Copy output array
DPU_ASSERT(dpu_copy_from(dpu, DPU_MRAM_HEAP_POINTER_NAME, input_size_dpu * sizeof(T), bufferC + results_scan[i] - offset_scan[i], results[i].t_count * sizeof(T)));
i++;
}
if(rep >= p.n_warmup)
stop(&timer, 4);
// Free memory
free(results_scan);
free(offset);
free(offset_scan);
// Check output
bool status = true;
if(accum != total_count) status = false;
#if PRINT
printf("accum %u, total_count %u\n", accum, total_count);
#endif
for (i = 0; i < accum; 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");
if (rep >= p.n_warmup) {
printf("[::] UNI NMC | n_dpus=%d n_tasklets=%d e_type=%s block_size_B=%d n_elements=%d "
"| throughput_cpu_MBps=%f throughput_pim_MBps=%f throughput_MBps=%f",
nr_of_dpus, NR_TASKLETS, XSTR(T), BLOCK_SIZE, input_size,
input_size * sizeof(T) / timer.time[0],
input_size * sizeof(T) / (timer.time[2] + timer.time[3]),
input_size * sizeof(T) / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4]));
printf(" throughput_cpu_MOpps=%f throughput_pim_MOpps=%f throughput_MOpps=%f",
input_size / timer.time[0],
input_size / (timer.time[2] + timer.time[3]),
input_size / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4]));
printall(&timer, 4);
}
} 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 ");
print(&timer, 2, p.n_reps);
printf("Inter-DPU ");
print(&timer, 3, p.n_reps);
printf("DPU-CPU ");
print(&timer, 4, p.n_reps);
#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;
}
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