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/**
* app.c
* TRNS 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 <math.h>
#include "../support/common.h"
#include "../support/timer.h"
#include "../support/params.h"
#define XSTR(x) STR(x)
#define STR(x) #x
// Define the DPU Binary path as DPU_BINARY here
#ifndef DPU_BINARY
#define DPU_BINARY "./bin/dpu_code"
#endif
#if ENERGY
#include <dpu_probe.h>
#endif
#include <dpu_management.h>
#include <dpu_target_macros.h>
// Pointer declaration
static T* A_host;
static T* A_backup;
static T* A_result;
// Create input arrays
static void read_input(T* A, unsigned int nr_elements) {
srand(0);
for (unsigned int i = 0; i < nr_elements; i++) {
A[i] = (T) (rand());
}
}
// Compute output in the host
static void trns_host(T* input, unsigned int A, unsigned int B, unsigned int b){
T* output = (T*) malloc(sizeof(T) * A * B * b);
unsigned int next;
for (unsigned int j = 0; j < b; j++){
for (unsigned int i = 0; i < A * B; i++){
next = (i * A) - (A * B - 1) * (i / B);
output[next * b + j] = input[i*b+j];
}
}
for (unsigned int k = 0; k < A * B * b; k++){
input[k] = output[k];
}
free(output);
}
// 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;
uint32_t nr_of_ranks;
#if ENERGY
struct dpu_probe_t probe;
DPU_ASSERT(dpu_probe_init("energy_probe", &probe));
#endif
unsigned int i = 0;
unsigned int N_ = p.N_;
const unsigned int n = p.n;
const unsigned int M_ = p.M_;
const unsigned int m = p.m;
N_ = p.exp == 0 ? N_ * NR_DPUS : N_;
// Input/output allocation
A_host = malloc(M_ * m * N_ * n * sizeof(T));
A_backup = malloc(M_ * m * N_ * n * sizeof(T));
A_result = malloc(M_ * m * N_ * n * sizeof(T));
T* done_host = malloc(M_ * n); // Host array to reset done array of step 3
memset(done_host, 0, M_ * n);
// Create an input file with arbitrary data
read_input(A_host, M_ * m * N_ * n);
memcpy(A_backup, A_host, M_ * m * N_ * n * sizeof(T));
// Timer declaration
Timer timer;
int numa_node_rank = -2;
// 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)
memcpy(A_host, A_backup, M_ * m * N_ * n * sizeof(T));
if(rep >= p.n_warmup)
start(&timer, 0, 0);
trns_host(A_host, M_ * m, N_ * n, 1);
if(rep >= p.n_warmup)
stop(&timer, 0);
unsigned int curr_dpu = 0;
unsigned int active_dpus;
unsigned int active_dpus_before = 0;
unsigned int first_round = 1;
while(curr_dpu < N_){
// Allocate DPUs and load binary
if((N_ - curr_dpu) > NR_DPUS){
active_dpus = NR_DPUS;
} else {
active_dpus = (N_ - curr_dpu);
}
if((active_dpus_before != active_dpus) && (!(first_round))){
start(&timer, 1, 1);
DPU_ASSERT(dpu_free(dpu_set));
DPU_ASSERT(dpu_alloc(active_dpus, NULL, &dpu_set));
stop(&timer, 1);
start(&timer, 2, 1);
DPU_ASSERT(dpu_load(dpu_set, DPU_BINARY, NULL));
stop(&timer, 2);
DPU_ASSERT(dpu_get_nr_dpus(dpu_set, &nr_of_dpus));
active_dpus_before = active_dpus;
} else if (first_round){
start(&timer, 1, 0);
DPU_ASSERT(dpu_alloc(active_dpus, NULL, &dpu_set));
stop(&timer, 1);
start(&timer, 2, 0);
DPU_ASSERT(dpu_load(dpu_set, DPU_BINARY, NULL));
stop(&timer, 2);
DPU_ASSERT(dpu_get_nr_dpus(dpu_set, &nr_of_dpus));
DPU_ASSERT(dpu_get_nr_ranks(dpu_set, &nr_of_ranks));
}
if(rep >= p.n_warmup) {
start(&timer, 3, !first_round);
}
// Load input matrix (step 1)
for(unsigned int j = 0; j < M_ * m; j++){
unsigned int i = 0;
DPU_FOREACH(dpu_set, dpu) {
DPU_ASSERT(dpu_prepare_xfer(dpu, &A_backup[j * N_ * n + n * (i + curr_dpu)]));
i++;
}
DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_TO_DPU, DPU_MRAM_HEAP_POINTER_NAME, sizeof(T) * j * n, sizeof(T) * n, DPU_XFER_DEFAULT));
}
if(rep >= p.n_warmup) {
stop(&timer, 3);
}
// Reset done array (for step 3)
if(rep >= p.n_warmup) {
start(&timer, 4, !first_round);
}
DPU_FOREACH(dpu_set, dpu) {
DPU_ASSERT(dpu_prepare_xfer(dpu, done_host));
}
DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_TO_DPU, DPU_MRAM_HEAP_POINTER_NAME, M_ * m * n * sizeof(T), (M_ * n) / 8 == 0 ? 8 : M_ * n, DPU_XFER_DEFAULT));
if(rep >= p.n_warmup) {
stop(&timer, 4);
}
if(rep >= p.n_warmup) {
start(&timer, 5, !first_round);
}
unsigned int kernel = 0;
dpu_arguments_t input_arguments = {m, n, M_, kernel};
// transfer control instructions to DPUs (run first program part)
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));
if(rep >= p.n_warmup) {
stop(&timer, 5);
}
// Run DPU kernel
if(rep >= p.n_warmup){
start(&timer, 6, !first_round);
#if ENERGY
DPU_ASSERT(dpu_probe_start(&probe));
#endif
}
DPU_ASSERT(dpu_launch(dpu_set, DPU_SYNCHRONOUS));
if(rep >= p.n_warmup){
stop(&timer, 6);
#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
// transfer control instructions to DPUs (run second program part)
if(rep >= p.n_warmup) {
start(&timer, 7, !first_round);
}
kernel = 1;
dpu_arguments_t input_arguments2 = {m, n, M_, kernel};
DPU_FOREACH(dpu_set, dpu, i) {
DPU_ASSERT(dpu_prepare_xfer(dpu, &input_arguments2));
}
DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_TO_DPU, "DPU_INPUT_ARGUMENTS", 0, sizeof(input_arguments2), DPU_XFER_DEFAULT));
if(rep >= p.n_warmup) {
stop(&timer, 7);
}
// Run DPU kernel
if(rep >= p.n_warmup){
start(&timer, 8, !first_round);
#if ENERGY
DPU_ASSERT(dpu_probe_start(&probe));
#endif
}
DPU_ASSERT(dpu_launch(dpu_set, DPU_SYNCHRONOUS));
if(rep >= p.n_warmup){
stop(&timer, 8);
#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
if(rep >= p.n_warmup) {
start(&timer, 9, !first_round);
}
DPU_FOREACH(dpu_set, dpu) {
DPU_ASSERT(dpu_prepare_xfer(dpu, (T*)(&A_result[curr_dpu * m * n * M_])));
curr_dpu++;
}
DPU_ASSERT(dpu_push_xfer(dpu_set, DPU_XFER_FROM_DPU, DPU_MRAM_HEAP_POINTER_NAME, 0, sizeof(T) * m * n * M_, DPU_XFER_DEFAULT));
if(rep >= p.n_warmup) {
stop(&timer, 9);
}
if(first_round){
first_round = 0;
}
}
// int prev_rank_id = -1;
int rank_id = -1;
DPU_FOREACH (dpu_set, dpu) {
rank_id = dpu_get_rank_id(dpu_get_rank(dpu_from_set(dpu))) & DPU_TARGET_MASK;
if ((numa_node_rank != -2) && numa_node_rank != dpu_get_rank_numa_node(dpu_get_rank(dpu_from_set(dpu)))) {
numa_node_rank = -1;
} else {
numa_node_rank = dpu_get_rank_numa_node(dpu_get_rank(dpu_from_set(dpu)));
}
/*
if (rank_id != prev_rank_id) {
printf("/dev/dpu_rank%d @ NUMA node %d\n", rank_id, numa_node_rank);
prev_rank_id = rank_id;
}
*/
}
start(&timer, 1, 1);
DPU_ASSERT(dpu_free(dpu_set));
stop(&timer, 1);
// Check output
bool status = true;
for (i = 0; i < M_ * m * N_ * n; i++) {
if(A_host[i] != A_result[i]){
status = false;
#if PRINT
printf("%d: %lu -- %lu\n", i, A_host[i], A_result[i]);
#endif
}
}
if (status) {
printf("[" ANSI_COLOR_GREEN "OK" ANSI_COLOR_RESET "] Outputs are equal\n");
unsigned long input_size = M_ * m * N_ * n;
if (rep >= p.n_warmup) {
/*
* timer 0: CPU version
* timer 1: realloc (dpu_free, dpu_alloc)
* timer 2: dpu_load
* timer 3: write input matrix (step 1)
* timer 4: write zeroed 'done' array (for step 3)
* timer 5: write control instructions (run first kernel)
* timer 6: run DPU program (first kernel)
* timer 7: write control instructions (run second kernel)
* timer 8: run DPU program (second kernel)
* timer 9: read transposed matrix
*/
printf("[::] TRNS-UPMEM | n_dpus=%d n_ranks=%d n_tasklets=%d e_type=%s n_elements=%lu numa_node_rank=%d ",
NR_DPUS, nr_of_ranks, NR_TASKLETS, XSTR(T), input_size, numa_node_rank);
printf("| latency_cpu_us=%f latency_realloc_us=%f latency_load_us=%f latency_write_us=%f latency_kernel_us=%f latency_read_us=%f",
timer.time[0], // CPU
timer.time[1], // free + alloc
timer.time[2], // load
timer.time[3] + timer.time[4] + timer.time[5] + timer.time[7], // write
timer.time[6] + timer.time[8], // kernel
timer.time[9]); // read
printf(" latency_write1_us=%f latency_write2_us=%f latency_write3_us=%f latency_write4_us=%f latency_kernel1_us=%f latency_kernel2_us=%f",
timer.time[3],
timer.time[4],
timer.time[5],
timer.time[7],
timer.time[6],
timer.time[8]);
printf(" throughput_cpu_MBps=%f throughput_upmem_kernel_MBps=%f throughput_upmem_total_MBps=%f",
input_size * sizeof(T) / timer.time[0],
input_size * sizeof(T) / (timer.time[6] + timer.time[8]),
input_size * sizeof(T) / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]));
printf(" throughput_upmem_wxr_MBps=%f throughput_upmem_lwxr_MBps=%f throughput_upmem_alwxr_MBps=%f",
input_size * sizeof(T) / (timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]),
input_size * sizeof(T) / (timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]),
input_size * sizeof(T) / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]));
printf(" throughput_cpu_MOpps=%f throughput_upmem_kernel_MOpps=%f throughput_upmem_total_MOpps=%f",
input_size / timer.time[0],
input_size / (timer.time[6] + timer.time[8]),
input_size / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]));
printf(" throughput_upmem_wxr_MOpps=%f throughput_upmem_lwxr_MOpps=%f throughput_upmem_alwxr_MOpps=%f\n",
input_size / (timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]),
input_size / (timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]),
input_size / (timer.time[1] + timer.time[2] + timer.time[3] + timer.time[4] + timer.time[5] + timer.time[6] + timer.time[7] + timer.time[8] + timer.time[9]));
}
} else {
printf("[" ANSI_COLOR_RED "ERROR" ANSI_COLOR_RESET "] Outputs differ!\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_host);
free(A_backup);
free(A_result);
free(done_host);
return 0;
}
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