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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.)
******************************************************************************/
/** This sample uses LIBXSMM's header-only implementation. */
#include <libxsmm_source.h>
#if !defined(USE_LIBXSMM)
# define USE_LIBXSMM
#endif
#if defined(USE_LIBXSMM)
# if !defined(EIGEN_VECTORIZE_AVX)
# define EIGEN_VECTORIZE_AVX
# endif
# if !defined(EIGEN_USE_LIBXSMM)
# define EIGEN_USE_LIBXSMM
# endif
#endif
#if !defined(__EIGEN) && !defined(__EIGEN_UNSUPPORTED) && 0
# define __EIGEN_UNSUPPORTED
# define __EIGEN
#endif
#if !defined(EIGEN_USE_THREADS) && defined(__EIGEN) && (defined(_OPENMP) \
|| !defined(__BLAS) || (defined(__BLAS) && 1 < (__BLAS)))
# define EIGEN_USE_THREADS
#endif
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload_attribute(push,target(LIBXSMM_OFFLOAD_TARGET))
#endif
#if defined(__EIGEN_UNSUPPORTED)
# include <unsupported/Eigen/CXX11/Tensor>
# include <unsupported/Eigen/CXX11/ThreadPool>
#endif
#include <algorithm>
#include <stdexcept>
#include <iostream>
#include <cstdlib>
#include <cstdio>
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload_attribute(pop)
#endif
#if !defined(ITYPE)
# define ITYPE float
#endif
#if !defined(CHECK) && (LIBXSMM_EQUAL(ITYPE, float) || LIBXSMM_EQUAL(ITYPE, double))
# if !defined(MKL_DIRECT_CALL_SEQ) && !defined(MKL_DIRECT_CALL)
LIBXSMM_BLAS_SYMBOL_DECL(ITYPE, gemm)
# endif
# define CHECK
#endif
int main(int argc, char* argv[])
{
int result = EXIT_SUCCESS;
try {
#if !defined(__EIGEN_UNSUPPORTED)
LIBXSMM_UNUSED(argc); LIBXSMM_UNUSED(argv);
throw std::runtime_error("Eigen or Eigen/unsupported not found!");
#else
LIBXSMM_BLAS_CONST libxsmm_blasint m = (1 < argc ? std::atoi(argv[1]) : 512);
LIBXSMM_BLAS_CONST libxsmm_blasint k = (3 < argc ? atoi(argv[3]) : m);
LIBXSMM_BLAS_CONST libxsmm_blasint n = (2 < argc ? atoi(argv[2]) : k);
const int nrepeat = LIBXSMM_MAX(4 < argc ? atoi(argv[4]) : 13 / LIBXSMM_MAX(1, libxsmm_icbrt_u64(1ULL * m * n * k) >> 10), 3);
# if defined(CHECK) && (!defined(__BLAS) || (0 != __BLAS))
const double env_check = (0 == getenv("CHECK") ? 1.0 : atof(getenv("CHECK")));
const double check = LIBXSMM_ABS(env_check);
# endif
const double gflops = 2.0 * m * n * k * 1E-9;
const int max_nthreads = Eigen::nbThreads();
const int env_nthreads = 0 == getenv("NTHREADS") ? max_nthreads : atoi(getenv("NTHREADS"));
const int nthreads = LIBXSMM_CLMP(env_nthreads, 1, max_nthreads);
# if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload target(LIBXSMM_OFFLOAD_TARGET)
# endif
{
Eigen::ThreadPool threadpool(nthreads);
Eigen::ThreadPoolDevice device(&threadpool, threadpool.NumThreads());
Eigen::Tensor<ITYPE,2/*nindices*/,0/*options*/,libxsmm_blasint> ta(m, k), tb(k, n), tc(m, n);
LIBXSMM_BLAS_CONST char transa = 'N', transb = 'N';
LIBXSMM_BLAS_CONST ITYPE alpha(1), beta(0);
unsigned long long start;
double d1;
{
std::array<Eigen::IndexPair<libxsmm_blasint>,1> product_dims = {
Eigen::IndexPair<libxsmm_blasint>(1, 0),
};
ta.setRandom(); tb.setRandom();
start = libxsmm_timer_tick();
for (int i = 0; i < nrepeat; ++i) {
tc.device(device) = ta.contract(tb, product_dims);
}
d1 = libxsmm_timer_duration(start, libxsmm_timer_tick());
}
libxsmm_gemm_print(stdout, libxsmm_gemm_precision_enum<ITYPE>::value, &transa, &transb,
&m, &n, &k, &alpha, ta.data(), &m, tb.data(), &k, &beta, tc.data(), &m);
fprintf(stdout, "\n\n");
# if defined(CHECK) && (!defined(__BLAS) || (0 != __BLAS))
Eigen::Tensor<ITYPE, 2/*nindices*/, 0/*options*/, libxsmm_blasint> td(m, n);
double d2;
{
start = libxsmm_timer_tick();
for (int i = 0; i < nrepeat; ++i) {
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, ta.data(), &m, tb.data(), &k,
&beta, td.data(), &m);
}
d2 = libxsmm_timer_duration(start, libxsmm_timer_tick());
}
# endif
if (0 < d1) {
fprintf(stdout, "\tEigen"
# if !defined(USE_LIBXSMM)
"+XSMM"
# endif
": %.1f GFLOPS/s\n", gflops * nrepeat / d1);
}
# if defined(CHECK) && (!defined(__BLAS) || (0 != __BLAS))
if (0 < d2) {
fprintf(stdout, "\tBLAS: %.1f GFLOPS/s\n", gflops * nrepeat / d2);
}
libxsmm_matdiff_info diff;
result = libxsmm_matdiff(&diff, LIBXSMM_DATATYPE(ITYPE), m, n, td.data(), tc.data(), &m, &m);
if (EXIT_SUCCESS == result) {
fprintf(stdout, "\tdiff: L2abs=%f Linf=%f\n", diff.l2_abs, diff.linf_abs);
if (check < diff.l2_rel) {
fprintf(stderr, "FAILED.\n");
result = EXIT_FAILURE;
}
}
# endif
}
fprintf(stdout, "Finished\n");
#endif /*defined(__EIGEN_UNSUPPORTED)*/
}
catch(const std::exception& e) {
fprintf(stderr, "Error: %s\n", e.what());
result = EXIT_FAILURE;
}
catch(const char* message) {
fprintf(stderr, "Error: %s\n", message);
result = EXIT_FAILURE;
}
catch(...) {
fprintf(stderr, "Error: unknown exception caught!\n");
result = EXIT_FAILURE;
}
return result;
}
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