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#include <stdlib.h>
#include <stdio.h>
#include "../../support/timer.h"
#ifndef T
#define T double
#endif
#if NUMA
#include <numaif.h>
#include <numa.h>
struct bitmask* bitmask_in;
struct bitmask* bitmask_out;
void* mp_pages[1];
int mp_status[1];
int mp_nodes[1];
int numa_node_in = -1;
int numa_node_out = -1;
int numa_node_cpu = -1;
#endif
#if NUMA_MEMCPY
struct bitmask* bitmask_cpu;
int numa_node_local = -1;
int numa_node_in_is_local = 0;
#endif
#define XSTR(x) STR(x)
#define STR(x) #x
#include "gemv_utils.h"
int main(int argc, char *argv[])
{
(void) argc;
/* // upstream config:
const size_t rows = 20480;
const size_t cols = 8192;
*/
// DPU config: 163840 -n 4096
const size_t rows = 163840;
const size_t cols = 4096;
T **A, *b, *x;
T **A_local, *x_local;
#if NUMA
bitmask_in = numa_parse_nodestring(argv[1]);
bitmask_out = numa_parse_nodestring(argv[2]);
numa_node_cpu = atoi(argv[3]);
#if NUMA_MEMCPY
bitmask_cpu = numa_parse_nodestring(argv[4]);
#endif // NUMA_MEMCPY
#else
(void) argv;
#endif // NUMA
#if NUMA
if (bitmask_out) {
numa_set_membind(bitmask_out);
numa_free_nodemask(bitmask_out);
}
b = (T*) numa_alloc(sizeof(T)*rows);
#else
b = (T*) malloc(sizeof(T)*rows);
#endif
#if NUMA
if (bitmask_in) {
numa_set_membind(bitmask_in);
// no free yet, re-used in allocate_dense
}
x = (T*) numa_alloc(sizeof(T)*cols);
#else
x = (T*) malloc(sizeof(T)*cols);
#endif
allocate_dense(rows, cols, &A);
#if NUMA
if (bitmask_in) {
numa_free_nodemask(bitmask_in);
}
#endif
make_hilbert_mat(rows,cols, &A);
#if NUMA
#if NUMA_MEMCPY
if (bitmask_cpu) {
numa_set_membind(bitmask_cpu);
numa_free_nodemask(bitmask_cpu);
}
#else
struct bitmask *bitmask_all = numa_allocate_nodemask();
numa_bitmask_setall(bitmask_all);
numa_set_membind(bitmask_all);
numa_free_nodemask(bitmask_all);
#endif // NUMA_MEMCPY
#endif // NUMA
A_local = A;
x_local = x;
#if NUMA
mp_pages[0] = A;
if (move_pages(0, 1, mp_pages, NULL, mp_status, 0) == -1) {
perror("move_pages(A)");
}
else if (mp_status[0] < 0) {
printf("move_pages(A) error: %d", mp_status[0]);
}
else {
numa_node_in = mp_status[0];
}
mp_pages[0] = b;
if (move_pages(0, 1, mp_pages, NULL, mp_status, 0) == -1) {
perror("move_pages(b)");
}
else if (mp_status[0] < 0) {
printf("move_pages(b) error: %d", mp_status[0]);
}
else {
numa_node_out = mp_status[0];
}
if (numa_node_cpu != -1) {
if (numa_run_on_node(numa_node_cpu) == -1) {
perror("numa_run_on_node");
numa_node_cpu = -1;
}
}
#endif
#if NUMA_MEMCPY
numa_node_in_is_local = ((numa_node_cpu == numa_node_in) || (numa_node_cpu + 8 == numa_node_in)) * 1;
#endif
Timer timer;
for (int i = 0; i < 100; i++) {
#pragma omp parallel
{
#pragma omp for
for (size_t i = 0; i < cols; i++) {
x[i] = (T) i+1 ;
}
#pragma omp for
for (size_t i = 0; i < rows; i++) {
b[i] = (T) 0;
}
}
#if NUMA_MEMCPY
start(&timer, 1, 0);
if (!numa_node_in_is_local) {
x_local = (T*) numa_alloc(sizeof(T)*cols);
allocate_dense(rows, cols, &A_local);
}
stop(&timer, 1);
start(&timer, 2, 0);
if (!numa_node_in_is_local) {
//for (size_t i=0; i < rows; i++ ) {
// memcpy(A_local[i], A[i], cols * sizeof(T));
//}
memcpy(*A_local, *A, rows * cols * sizeof(T));
memcpy(x_local, x, cols * sizeof(T));
} else {
A_local = A;
x_local = x;
}
stop(&timer, 2);
mp_pages[0] = A_local;
if (move_pages(0, 1, mp_pages, NULL, mp_status, 0) == -1) {
perror("move_pages(A_local)");
}
else if (mp_status[0] < 0) {
printf("move_pages error: %d", mp_status[0]);
}
else {
numa_node_local = mp_status[0];
}
#endif
unsigned int nr_threads = 0;
#pragma omp parallel
#pragma omp atomic
nr_threads++;
start(&timer, 0, 0);
gemv(A_local, x_local, rows, cols, &b);
stop(&timer, 0);
#if NUMA_MEMCPY
start(&timer, 3, 0);
if (!numa_node_in_is_local) {
numa_free(x_local, sizeof(T) * cols);
numa_free(*A_local, sizeof(T) * rows * cols);
numa_free(A_local, sizeof(void*) * rows);
}
stop(&timer, 3);
#endif
#if NUMA_MEMCPY
printf("[::] GEMV-CPU-MEMCPY | n_threads=%d e_type=%s n_elements=%ld"
" numa_node_in=%d numa_node_out=%d numa_node_cpu=%d numa_node_local=%d numa_distance_in_cpu=%d numa_distance_cpu_out=%d"
" | throughput_MBps=%f throughput_MOpps=%f",
nr_threads, XSTR(T), rows * cols,
numa_node_in, numa_node_out, numa_node_cpu, numa_node_local, numa_distance(numa_node_in, numa_node_cpu), numa_distance(numa_node_cpu, numa_node_out),
rows * cols * sizeof(T) / timer.time[0],
rows * cols / timer.time[0]);
printf(" latency_kernel_us=%f latency_alloc_us=%f latency_memcpy_us=%f latency_free_us=%f latency_total_us=%f\n",
timer.time[0], timer.time[1], timer.time[2], timer.time[3],
timer.time[0] + timer.time[1] + timer.time[2] + timer.time[3]);
#else
printf("[::] GEMV-CPU | n_threads=%d e_type=%s n_elements=%ld"
#if NUMA
" numa_node_in=%d numa_node_out=%d numa_node_cpu=%d numa_distance_in_cpu=%d numa_distance_cpu_out=%d"
#endif
" | throughput_MBps=%f",
nr_threads, XSTR(T), rows * cols,
#if NUMA
numa_node_in, numa_node_out, numa_node_cpu, numa_distance(numa_node_in, numa_node_cpu), numa_distance(numa_node_cpu, numa_node_out),
#endif
rows * cols * sizeof(T) / timer.time[0]);
printf(" throughput_MOpps=%f latency_us=%f\n",
rows * cols / timer.time[0], timer.time[0]);
#endif
}
#if 0
print_vec(x, rows);
print_mat(A, rows, cols);
print_vec(b, rows);
#endif
#if TYPE_double || TYPE_float
printf("sum(x) = %f, sum(Ax) = %f\n", sum_vec(x,cols), sum_vec(b,rows));
#else
printf("sum(x) = %d, sum(Ax) = %d\n", sum_vec(x,cols), sum_vec(b,rows));
#endif
#if NUMA
numa_free(b, sizeof(T)*rows);
numa_free(x, sizeof(T)*cols);
numa_free(*A, sizeof(T)*rows*cols);
numa_free(A, sizeof(void*)*rows);
#else
free(b);
free(x);
free(*A);
free(A);
#endif
return 0;
}
void gemv(T** A, T* x, size_t rows, size_t cols, T** b) {
#pragma omp parallel for
for (size_t i = 0; i < rows; i ++ )
for (size_t j = 0; j < cols; j ++ ) {
(*b)[i] = (*b)[i] + A[i][j]*x[j];
}
}
void make_hilbert_mat(size_t rows, size_t cols, T*** A) {
#pragma omp parallel for
for (size_t i = 0; i < rows; i++) {
for (size_t j = 0; j < cols; j++) {
#if TYPE_double || TYPE_float
(*A)[i][j] = 1.0/( (T) i + (T) j + 1.0);
#else
(*A)[i][j] = (T)(((i+j)%10));
#endif
}
}
}
T sum_vec(T* vec, size_t rows) {
T sum = 0;
#pragma omp parallel for reduction(+:sum)
for (int i = 0; i < rows; i++) sum = sum + vec[i];
return sum;
}
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