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/******************************************************************************
* Copyright (c) Intel Corporation - All rights reserved. *
* This file is part of the LIBXSMM library. *
* *
* For information on the license, see the LICENSE file. *
* Further information: https://github.com/hfp/libxsmm/ *
* SPDX-License-Identifier: BSD-3-Clause *
******************************************************************************/
/* Hans Pabst (Intel Corp.)
******************************************************************************/
#include <libxsmm.h>
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload_attribute(push,target(LIBXSMM_OFFLOAD_TARGET))
#endif
#include <inttypes.h>
#include <stdlib.h>
#include <string.h>
#include <stdio.h>
#if defined(_OPENMP)
# include <omp.h>
#endif
#if defined(__MKL)
# include <mkl.h>
#endif
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload_attribute(pop)
#endif
#if !defined(MKLJIT) && defined(mkl_jit_create_dgemm) && \
!defined(_WIN32) /* check this manually under Windows */
# define MKLJIT
#endif
#if (!defined(INTEL_MKL_VERSION) || (20190003 <= INTEL_MKL_VERSION)) && \
!defined(_WIN32) /* TODO: Windows calling convention */
# define CHECK
#endif
#if !defined(MAXSIZE)
# define MAXSIZE LIBXSMM_MAX_M
#endif
typedef struct triplet { libxsmm_blasint m, n, k; } triplet;
LIBXSMM_INLINE void unique(triplet* mnk, int* size)
{
if (NULL != mnk && NULL != size && 0 < *size) {
triplet *const first = mnk, *last = mnk + ((size_t)*size - 1), *i;
for (i = mnk + 1; mnk < last; ++mnk, i = mnk + 1) {
while (i <= last) {
if (i->m != mnk->m || i->n != mnk->n || i->k != mnk->k) {
i++; /* skip */
}
else { /* copy */
*i = *last--;
}
}
}
*size = (int)(last - first + 1);
}
}
/**
* This (micro-)benchmark measures the duration needed to dispatch a kernel.
* Various durations are measured: time to generate the code, to dispatch
* from cache, and to dispatch from the entire database. The large total
* number of kernels may also stress the in-memory database.
* When building with "make MKL=1", the benchmark exercises JIT capability of
* Intel MKL. However, the measured "dispatch" durations cannot be compared
* with LIBXSMM because MKL's JIT-interface does not provide a function to
* query a kernel for a set of GEMM-arguments. The implicit JIT-dispatch
* on the other hand does not expose the time to query the kernel.
*/
int main(int argc, char* argv[])
{
#if defined(_OPENMP)
const int max_nthreads = omp_get_max_threads();
#else
const int max_nthreads = 1;
#endif
const int default_minsize = 4;
#if !defined(INTEL_MKL_VERSION) || (20190003 <= INTEL_MKL_VERSION)
const int default_maxsize = MAXSIZE;
#else
const int default_maxsize = 16;
#endif
const int default_multiple = 1;
int size_total = LIBXSMM_MAX((1 < argc && 0 < atoi(argv[1])) ? atoi(argv[1]) : 10000/*default*/, 2);
const int size_local = LIBXSMM_CLMP((2 < argc && 0 < atoi(argv[2])) ? atoi(argv[2]) : 4/*default*/, 1, size_total);
const int nthreads = LIBXSMM_CLMP(3 < argc ? atoi(argv[3]) : 1/*default*/, 1, max_nthreads);
const int nrepeat = LIBXSMM_MAX(4 < argc ? atoi(argv[4]) : 1/*default*/, 1);
const libxsmm_blasint multiple = LIBXSMM_MAX((5 < argc && 0 < atoi(argv[5])) ? atoi(argv[5]) : default_multiple, 1);
const libxsmm_blasint maxsize = LIBXSMM_CLMP((6 < argc && 0 < atoi(argv[6])) ? atoi(argv[6]) : default_maxsize, 1, MAXSIZE);
const libxsmm_blasint minsize = LIBXSMM_CLMP((7 < argc && 0 < atoi(argv[7])) ? atoi(argv[7]) : default_minsize, 1, maxsize);
const libxsmm_blasint range = maxsize - minsize + 1;
libxsmm_timer_tickint start, tcall, tcgen, tdsp0 = 0, tdsp1 = 0;
int result = EXIT_SUCCESS;
#if 0 != LIBXSMM_JIT
if (LIBXSMM_X86_SSE3 > libxsmm_get_target_archid()) {
fprintf(stderr, "\n\tWarning: JIT support is not available at runtime!\n");
}
#else
fprintf(stderr, "\n\tWarning: JIT support has been disabled at build time!\n");
#endif
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload target(LIBXSMM_OFFLOAD_TARGET)
#endif
{
triplet *const rnd = (triplet*)(0 < size_total ? malloc(sizeof(triplet) * size_total) : NULL);
const size_t shuffle = libxsmm_shuffle(size_total);
const double alpha = 1, beta = 1;
int i, n;
#if defined(MKLJIT)
void* *const jitter = malloc(size_total * sizeof(void*));
if (NULL == jitter) exit(EXIT_FAILURE);
#else
const int prefetch = LIBXSMM_GEMM_PREFETCH_NONE;
const int flags = LIBXSMM_GEMM_FLAG_NONE;
#endif
if (NULL == rnd) exit(EXIT_FAILURE);
/* generate set of random numbers outside of any parallel region */
for (i = 0; i < size_total; ++i) {
const int r1 = rand(), r2 = rand(), r3 = rand();
rnd[i].m = (1 < range ? (LIBXSMM_MOD(r1, range) + minsize) : minsize);
rnd[i].n = (1 < range ? (LIBXSMM_MOD(r2, range) + minsize) : minsize);
rnd[i].k = (1 < range ? (LIBXSMM_MOD(r3, range) + minsize) : minsize);
if (1 != multiple) {
rnd[i].m = LIBXSMM_MAX((rnd[i].m / multiple) * multiple, minsize);
rnd[i].n = LIBXSMM_MAX((rnd[i].n / multiple) * multiple, minsize);
rnd[i].k = LIBXSMM_MAX((rnd[i].k / multiple) * multiple, minsize);
}
#if defined(MKLJIT)
jitter[i] = NULL;
#endif
}
unique(rnd, &size_total);
printf("Dispatching total=%i and local=%i kernels using %i thread%s...", size_total, size_local,
1 >= nthreads ? 1 : nthreads,
1 >= nthreads ? "" : "s");
/* first invocation may initialize some internals */
libxsmm_init(); /* subsequent calls are not doing any work */
start = libxsmm_timer_tick();
for (n = 0; n < nrepeat; ++n) {
for (i = 0; i < size_total; ++i) {
/* measure call overhead of an "empty" function (not inlined) */
libxsmm_init();
}
}
tcall = libxsmm_timer_ncycles(start, libxsmm_timer_tick());
/* trigger code generation to subsequently measure only dispatch time */
start = libxsmm_timer_tick();
for (i = 0; i < size_local; ++i) {
#if defined(MKLJIT)
LIBXSMM_EXPECT(MKL_JIT_SUCCESS, mkl_cblas_jit_create_dgemm(jitter + i,
MKL_COL_MAJOR, MKL_NOTRANS/*transa*/, MKL_NOTRANS/*transb*/,
rnd[i].m, rnd[i].n, rnd[i].k, alpha, rnd[i].m, rnd[i].k, beta, rnd[i].m));
mkl_jit_get_dgemm_ptr(jitter[i]); /* to include lookup time */
#else
libxsmm_dmmdispatch(rnd[i].m, rnd[i].n, rnd[i].k, &rnd[i].m, &rnd[i].k, &rnd[i].m, &alpha, &beta, &flags, &prefetch);
#endif
}
tcgen = libxsmm_timer_ncycles(start, libxsmm_timer_tick());
/* measure duration for dispatching (cached) kernel; MKL: no "dispatch" just unwrapping the jitter */
#if defined(_OPENMP)
if (1 < nthreads) {
for (n = 0; n < nrepeat; ++n) {
# pragma omp parallel num_threads(nthreads) private(i)
{
# pragma omp master
start = libxsmm_timer_tick();
# pragma omp for
for (i = 0; i < size_total; ++i) {
const int j = LIBXSMM_MOD(i, size_local);
#if defined(MKLJIT)
mkl_jit_get_dgemm_ptr(jitter[j]);
#else
libxsmm_dmmdispatch(rnd[j].m, rnd[j].n, rnd[j].k, &rnd[j].m, &rnd[j].k, &rnd[j].m, &alpha, &beta, &flags, &prefetch);
#endif
}
# pragma omp master
tdsp1 += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
}
}
else
#endif
{
for (n = 0; n < nrepeat; ++n) {
start = libxsmm_timer_tick();
for (i = 0; i < size_total; ++i) {
const int j = LIBXSMM_MOD(i, size_local);
#if defined(MKLJIT)
mkl_jit_get_dgemm_ptr(jitter[j]);
#else
libxsmm_dmmdispatch(rnd[j].m, rnd[j].n, rnd[j].k, &rnd[j].m, &rnd[j].k, &rnd[j].m, &alpha, &beta, &flags, &prefetch);
#endif
}
tdsp1 += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
}
/* measure duration for code-generation */
#if defined(_OPENMP)
if (1 < nthreads) {
# pragma omp parallel num_threads(nthreads) private(i)
{
# pragma omp master
start = libxsmm_timer_tick();
# pragma omp for
for (i = size_local; i < size_total; ++i) {
#if defined(MKLJIT)
LIBXSMM_EXPECT(MKL_JIT_SUCCESS, mkl_cblas_jit_create_dgemm(jitter + i,
MKL_COL_MAJOR, MKL_NOTRANS/*transa*/, MKL_NOTRANS/*transb*/,
rnd[i].m, rnd[i].n, rnd[i].k, alpha, rnd[i].m, rnd[i].k, beta, rnd[i].m));
mkl_jit_get_dgemm_ptr(jitter[i]);
#else
libxsmm_dmmdispatch(rnd[i].m, rnd[i].n, rnd[i].k, &rnd[i].m, &rnd[i].k, &rnd[i].m, &alpha, &beta, &flags, &prefetch);
#endif
}
# pragma omp master
tcgen += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
}
else
#endif
{
start = libxsmm_timer_tick();
for (i = size_local; i < size_total; ++i) {
#if defined(MKLJIT)
LIBXSMM_EXPECT(MKL_JIT_SUCCESS, mkl_cblas_jit_create_dgemm(jitter + i,
MKL_COL_MAJOR, MKL_NOTRANS/*transa*/, MKL_NOTRANS/*transb*/,
rnd[i].m, rnd[i].n, rnd[i].k, alpha, rnd[i].m, rnd[i].k, beta, rnd[i].m));
mkl_jit_get_dgemm_ptr(jitter[i]);
#else
libxsmm_dmmdispatch(rnd[i].m, rnd[i].n, rnd[i].k, &rnd[i].m, &rnd[i].k, &rnd[i].m, &alpha, &beta, &flags, &prefetch);
#endif
}
tcgen += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
/* measure dispatching previously generated kernel (likely non-cached) */
#if defined(_OPENMP)
if (1 < nthreads) {
for (n = 0; n < nrepeat; ++n) {
# pragma omp parallel num_threads(nthreads) private(i)
{
# pragma omp master
start = libxsmm_timer_tick();
# pragma omp for
for (i = 0; i < size_total; ++i) {
const int j = (int)LIBXSMM_MOD(shuffle * i, size_total);
#if defined(MKLJIT)
mkl_jit_get_dgemm_ptr(jitter[j]);
#else
libxsmm_dmmdispatch(rnd[j].m, rnd[j].n, rnd[j].k, &rnd[j].m, &rnd[j].k, &rnd[j].m, &alpha, &beta, &flags, &prefetch);
#endif
}
# pragma omp master
tdsp0 += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
}
}
else
#endif
{
for (n = 0; n < nrepeat; ++n) {
start = libxsmm_timer_tick();
for (i = 0; i < size_total; ++i) {
const int j = (int)LIBXSMM_MOD(shuffle * i, size_total);
#if defined(MKLJIT)
mkl_jit_get_dgemm_ptr(jitter[j]);
#else
libxsmm_dmmdispatch(rnd[j].m, rnd[j].n, rnd[j].k, &rnd[j].m, &rnd[j].k, &rnd[j].m, &alpha, &beta, &flags, &prefetch);
#endif
}
tdsp0 += libxsmm_timer_ncycles(start, libxsmm_timer_tick());
}
}
#if defined(CHECK)
{ /* calculate l1-norm for manual validation */
double a[LIBXSMM_MAX_M*LIBXSMM_MAX_M];
double b[LIBXSMM_MAX_M*LIBXSMM_MAX_M];
double c[LIBXSMM_MAX_M*LIBXSMM_MAX_M];
libxsmm_matdiff_info check;
libxsmm_matdiff_clear(&check);
LIBXSMM_MATINIT(double, 0, a, maxsize, maxsize, maxsize, 1.0);
LIBXSMM_MATINIT(double, 0, b, maxsize, maxsize, maxsize, 1.0);
LIBXSMM_MATINIT(double, 0, c, maxsize, maxsize, maxsize, 1.0);
for (i = 0; i < size_total; ++i) {
const int j = (int)LIBXSMM_MOD(shuffle * i, size_total);
libxsmm_matdiff_info diff;
# if defined(MKLJIT)
const dgemm_jit_kernel_t kernel = mkl_jit_get_dgemm_ptr(jitter[j]);
# else
const libxsmm_dmmfunction kernel = libxsmm_dmmdispatch(rnd[j].m, rnd[j].n, rnd[j].k,
&rnd[j].m, &rnd[j].k, &rnd[j].m, &alpha, &beta, &flags, &prefetch);
# endif
if (NULL != kernel) {
# if defined(MKLJIT)
kernel(jitter[j], a, b, c);
# else
if (LIBXSMM_GEMM_PREFETCH_NONE == prefetch) kernel(a, b, c); else kernel(a, b, c, a, b, c);
# endif
result = libxsmm_matdiff(&diff, LIBXSMM_DATATYPE(double), rnd[j].m, rnd[j].n, NULL, c, &rnd[j].m, &rnd[j].m);
}
else {
result = EXIT_FAILURE;
}
if (EXIT_SUCCESS == result) {
libxsmm_matdiff_reduce(&check, &diff);
}
else {
printf(" m=%u n=%u k=%u kernel=%" PRIuPTR, (unsigned int)rnd[j].m, (unsigned int)rnd[j].n, (unsigned int)rnd[j].k, (uintptr_t)kernel);
i = size_total + 1; /* break */
}
}
if (i <= size_total) {
printf(" check=%f\n", check.l1_tst);
}
else {
printf(" <- ERROR!\n");
}
}
#else
printf("\n");
#endif /*defined(CHECK)*/
free(rnd); /* release random numbers */
#if defined(MKLJIT) /* release dispatched code */
for (i = 0; i < size_total; ++i) mkl_jit_destroy(jitter[i]);
free(jitter); /* release array used to store dispatched code */
#endif
}
tcall = (tcall + (size_t)size_total * nrepeat - 1) / ((size_t)size_total * nrepeat);
tdsp0 = (tdsp0 + (size_t)size_total * nrepeat - 1) / ((size_t)size_total * nrepeat);
tdsp1 = (tdsp1 + (size_t)size_total * nrepeat - 1) / ((size_t)size_total * nrepeat);
tcgen = LIBXSMM_UPDIV(tcgen, size_total);
if (0 < tcall && 0 < tdsp0 && 0 < tdsp1 && 0 < tcgen) {
const double tcall_ns = 1E9 * libxsmm_timer_duration(0, tcall), tcgen_ns = 1E9 * libxsmm_timer_duration(0, tcgen);
const double tdsp0_ns = 1E9 * libxsmm_timer_duration(0, tdsp0), tdsp1_ns = 1E9 * libxsmm_timer_duration(0, tdsp1);
printf("\tfunction-call (false): %.0f ns (call/s %.0f MHz, %" PRIuPTR " cycles)\n", tcall_ns, 1E3 / tcall_ns, (uintptr_t)libxsmm_timer_ncycles(0, tcall));
printf("\tdispatch (ro/cached): %.0f ns (call/s %.0f MHz, %" PRIuPTR " cycles)\n", tdsp1_ns, 1E3 / tdsp1_ns, (uintptr_t)libxsmm_timer_ncycles(0, tdsp1));
printf("\tdispatch (ro): %.0f ns (call/s %.0f MHz, %" PRIuPTR " cycles)\n", tdsp0_ns, 1E3 / tdsp0_ns, (uintptr_t)libxsmm_timer_ncycles(0, tdsp0));
if (1E6 < tcgen_ns) {
printf("\tcode-gen (rw): %.0f ms (call/s %.0f Hz)\n", 1E-6 * tcgen_ns, 1E9 / tcgen_ns);
}
else if (1E3 < tcgen_ns) {
printf("\tcode-gen (rw): %.0f us (call/s %.0f kHz)\n", 1E-3 * tcgen_ns, 1E6 / tcgen_ns);
}
else {
printf("\tcode-gen (rw): %.0f ns (call/s %.0f MHz)\n", tcgen_ns, 1E3 / tcgen_ns);
}
}
printf("Finished\n");
return result;
}
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