Files
blis/test/3/test_gemm.c
Nicholai Tukanov b426f9e04e POWER9 DGEMM (#355)
Implemented and registered power9 dgemm ukernel.

Details:
- Implemented 12x6 dgemm microkernel for power9. This microkernel 
  assumes that elements of B have been duplicated/broadcast during the
  packing step. The microkernel uses a column orientation for its 
  microtile vector registers and thus implements column storage and 
  general stride IO cases. (A row storage IO case via in-register
  transposition may be added at a future date.) It should be noted that 
  we recommend using this microkernel with gcc and *not* xlc, as issues 
  with the latter cropped up during development, including but not 
  limited to slightly incompatible vector register mnemonics in the GNU 
  extended inline assembly clobber list.
2019-11-01 17:57:03 -05:00

419 lines
12 KiB
C

/*
BLIS
An object-based framework for developing high-performance BLAS-like
libraries.
Copyright (C) 2014, The University of Texas at Austin
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are
met:
- Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
- Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
- Neither the name of The University of Texas nor the names of its
contributors may be used to endorse or promote products derived
from this software without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
#include <unistd.h>
#ifdef EIGEN
#define BLIS_DISABLE_BLAS_DEFS
#include "blis.h"
#include <Eigen/Core>
#include <Eigen/src/misc/blas.h>
using namespace Eigen;
#else
#include "blis.h"
#endif
#define COL_STORAGE
//#define ROW_STORAGE
//#define PRINT
int main( int argc, char** argv )
{
obj_t a, b, c;
obj_t c_save;
obj_t alpha, beta;
dim_t m, n, k;
dim_t p;
dim_t p_begin, p_max, p_inc;
int m_input, n_input, k_input;
ind_t ind;
num_t dt;
char dt_ch;
int r, n_repeats;
trans_t transa;
trans_t transb;
f77_char f77_transa;
f77_char f77_transb;
double dtime;
double dtime_save;
double gflops;
//bli_init();
//bli_error_checking_level_set( BLIS_NO_ERROR_CHECKING );
n_repeats = 3;
dt = DT;
ind = IND;
#if 1
p_begin = P_BEGIN;
p_max = P_MAX;
p_inc = P_INC;
m_input = -1;
n_input = -1;
k_input = -1;
#else
p_begin = 40;
p_max = 1000;
p_inc = 40;
m_input = -1;
n_input = -1;
k_input = -1;
#endif
// Supress compiler warnings about unused variable 'ind'.
( void )ind;
#if 0
cntx_t* cntx;
ind_t ind_mod = ind;
// A hack to use 3m1 as 1mpb (with 1m as 1mbp).
if ( ind == BLIS_3M1 ) ind_mod = BLIS_1M;
// Initialize a context for the current induced method and datatype.
cntx = bli_gks_query_ind_cntx( ind_mod, dt );
// Set k to the kc blocksize for the current datatype.
k_input = bli_cntx_get_blksz_def_dt( dt, BLIS_KC, cntx );
#elif 1
//k_input = 256;
#endif
// Choose the char corresponding to the requested datatype.
if ( bli_is_float( dt ) ) dt_ch = 's';
else if ( bli_is_double( dt ) ) dt_ch = 'd';
else if ( bli_is_scomplex( dt ) ) dt_ch = 'c';
else dt_ch = 'z';
transa = BLIS_NO_TRANSPOSE;
transb = BLIS_NO_TRANSPOSE;
bli_param_map_blis_to_netlib_trans( transa, &f77_transa );
bli_param_map_blis_to_netlib_trans( transb, &f77_transb );
// Begin with initializing the last entry to zero so that
// matlab allocates space for the entire array once up-front.
for ( p = p_begin; p + p_inc <= p_max; p += p_inc ) ;
printf( "data_%s_%cgemm_%s", THR_STR, dt_ch, STR );
printf( "( %2lu, 1:4 ) = [ %4lu %4lu %4lu %7.2f ];\n",
( unsigned long )(p - p_begin)/p_inc + 1,
( unsigned long )0,
( unsigned long )0,
( unsigned long )0, 0.0 );
//for ( p = p_begin; p <= p_max; p += p_inc )
for ( p = p_max; p_begin <= p; p -= p_inc )
{
if ( m_input < 0 ) m = p / ( dim_t )abs(m_input);
else m = ( dim_t ) m_input;
if ( n_input < 0 ) n = p / ( dim_t )abs(n_input);
else n = ( dim_t ) n_input;
if ( k_input < 0 ) k = p / ( dim_t )abs(k_input);
else k = ( dim_t ) k_input;
bli_obj_create( dt, 1, 1, 0, 0, &alpha );
bli_obj_create( dt, 1, 1, 0, 0, &beta );
#ifdef COL_STORAGE
bli_obj_create( dt, m, k, 0, 0, &a );
bli_obj_create( dt, k, n, 0, 0, &b );
bli_obj_create( dt, m, n, 0, 0, &c );
bli_obj_create( dt, m, n, 0, 0, &c_save );
#else
bli_obj_create( dt, m, k, k, 1, &a );
bli_obj_create( dt, k, n, n, 1, &b );
bli_obj_create( dt, m, n, n, 1, &c );
bli_obj_create( dt, m, n, n, 1, &c_save );
#endif
bli_randm( &a );
bli_randm( &b );
bli_randm( &c );
bli_obj_set_conjtrans( transa, &a );
bli_obj_set_conjtrans( transb, &b );
bli_setsc( (2.0/1.0), 0.0, &alpha );
bli_setsc( (1.0/1.0), 0.0, &beta );
bli_copym( &c, &c_save );
#if 0 //def BLIS
bli_ind_disable_all_dt( dt );
bli_ind_enable_dt( ind, dt );
#endif
#ifdef EIGEN
double alpha_r, alpha_i;
bli_getsc( &alpha, &alpha_r, &alpha_i );
void* ap = bli_obj_buffer_at_off( &a );
void* bp = bli_obj_buffer_at_off( &b );
void* cp = bli_obj_buffer_at_off( &c );
#ifdef COL_STORAGE
const int os_a = bli_obj_col_stride( &a );
const int os_b = bli_obj_col_stride( &b );
const int os_c = bli_obj_col_stride( &c );
#else
const int os_a = bli_obj_row_stride( &a );
const int os_b = bli_obj_row_stride( &b );
const int os_c = bli_obj_row_stride( &c );
#endif
Stride<Dynamic,1> stride_a( os_a, 1 );
Stride<Dynamic,1> stride_b( os_b, 1 );
Stride<Dynamic,1> stride_c( os_c, 1 );
#ifdef COL_STORAGE
#if defined(IS_FLOAT)
typedef Matrix<float, Dynamic, Dynamic, ColMajor> MatrixXf_;
#elif defined (IS_DOUBLE)
typedef Matrix<double, Dynamic, Dynamic, ColMajor> MatrixXd_;
#elif defined (IS_SCOMPLEX)
typedef Matrix<std::complex<float>, Dynamic, Dynamic, ColMajor> MatrixXcf_;
#elif defined (IS_DCOMPLEX)
typedef Matrix<std::complex<double>, Dynamic, Dynamic, ColMajor> MatrixXcd_;
#endif
#else
#if defined(IS_FLOAT)
typedef Matrix<float, Dynamic, Dynamic, RowMajor> MatrixXf_;
#elif defined (IS_DOUBLE)
typedef Matrix<double, Dynamic, Dynamic, RowMajor> MatrixXd_;
#elif defined (IS_SCOMPLEX)
typedef Matrix<std::complex<float>, Dynamic, Dynamic, RowMajor> MatrixXcf_;
#elif defined (IS_DCOMPLEX)
typedef Matrix<std::complex<double>, Dynamic, Dynamic, RowMajor> MatrixXcd_;
#endif
#endif
#if defined(IS_FLOAT)
Map<MatrixXf_, 0, Stride<Dynamic,1> > A( ( float* )ap, m, k, stride_a );
Map<MatrixXf_, 0, Stride<Dynamic,1> > B( ( float* )bp, k, n, stride_b );
Map<MatrixXf_, 0, Stride<Dynamic,1> > C( ( float* )cp, m, n, stride_c );
#elif defined (IS_DOUBLE)
Map<MatrixXd_, 0, Stride<Dynamic,1> > A( ( double* )ap, m, k, stride_a );
Map<MatrixXd_, 0, Stride<Dynamic,1> > B( ( double* )bp, k, n, stride_b );
Map<MatrixXd_, 0, Stride<Dynamic,1> > C( ( double* )cp, m, n, stride_c );
#elif defined (IS_SCOMPLEX)
Map<MatrixXcf_, 0, Stride<Dynamic,1> > A( ( std::complex<float>* )ap, m, k, stride_a );
Map<MatrixXcf_, 0, Stride<Dynamic,1> > B( ( std::complex<float>* )bp, k, n, stride_b );
Map<MatrixXcf_, 0, Stride<Dynamic,1> > C( ( std::complex<float>* )cp, m, n, stride_c );
#elif defined (IS_DCOMPLEX)
Map<MatrixXcd_, 0, Stride<Dynamic,1> > A( ( std::complex<double>* )ap, m, k, stride_a );
Map<MatrixXcd_, 0, Stride<Dynamic,1> > B( ( std::complex<double>* )bp, k, n, stride_b );
Map<MatrixXcd_, 0, Stride<Dynamic,1> > C( ( std::complex<double>* )cp, m, n, stride_c );
#endif
#endif
dtime_save = DBL_MAX;
for ( r = 0; r < n_repeats; ++r )
{
bli_copym( &c_save, &c );
dtime = bli_clock();
#ifdef PRINT
bli_printm( "a", &a, "%4.1f", "" );
bli_printm( "b", &b, "%4.1f", "" );
bli_printm( "c", &c, "%4.1f", "" );
#endif
#if defined(BLIS)
bli_gemm( &alpha,
&a,
&b,
&beta,
&c );
#elif defined(EIGEN)
C.noalias() += alpha_r * A * B;
#else // if defined(BLAS)
if ( bli_is_float( dt ) )
{
f77_int mm = bli_obj_length( &c );
f77_int kk = bli_obj_width_after_trans( &a );
f77_int nn = bli_obj_width( &c );
f77_int lda = bli_obj_col_stride( &a );
f77_int ldb = bli_obj_col_stride( &b );
f77_int ldc = bli_obj_col_stride( &c );
float* alphap = ( float* )bli_obj_buffer( &alpha );
float* ap = ( float* )bli_obj_buffer( &a );
float* bp = ( float* )bli_obj_buffer( &b );
float* betap = ( float* )bli_obj_buffer( &beta );
float* cp = ( float* )bli_obj_buffer( &c );
sgemm_( &f77_transa,
&f77_transb,
&mm,
&nn,
&kk,
alphap,
ap, &lda,
bp, &ldb,
betap,
cp, &ldc );
}
else if ( bli_is_double( dt ) )
{
f77_int mm = bli_obj_length( &c );
f77_int kk = bli_obj_width_after_trans( &a );
f77_int nn = bli_obj_width( &c );
f77_int lda = bli_obj_col_stride( &a );
f77_int ldb = bli_obj_col_stride( &b );
f77_int ldc = bli_obj_col_stride( &c );
double* alphap = ( double* )bli_obj_buffer( &alpha );
double* ap = ( double* )bli_obj_buffer( &a );
double* bp = ( double* )bli_obj_buffer( &b );
double* betap = ( double* )bli_obj_buffer( &beta );
double* cp = ( double* )bli_obj_buffer( &c );
dgemm_( &f77_transa,
&f77_transb,
&mm,
&nn,
&kk,
alphap,
ap, &lda,
bp, &ldb,
betap,
cp, &ldc );
}
else if ( bli_is_scomplex( dt ) )
{
f77_int mm = bli_obj_length( &c );
f77_int kk = bli_obj_width_after_trans( &a );
f77_int nn = bli_obj_width( &c );
f77_int lda = bli_obj_col_stride( &a );
f77_int ldb = bli_obj_col_stride( &b );
f77_int ldc = bli_obj_col_stride( &c );
scomplex* alphap = ( scomplex* )bli_obj_buffer( &alpha );
scomplex* ap = ( scomplex* )bli_obj_buffer( &a );
scomplex* bp = ( scomplex* )bli_obj_buffer( &b );
scomplex* betap = ( scomplex* )bli_obj_buffer( &beta );
scomplex* cp = ( scomplex* )bli_obj_buffer( &c );
cgemm_( &f77_transa,
&f77_transb,
&mm,
&nn,
&kk,
alphap,
ap, &lda,
bp, &ldb,
betap,
cp, &ldc );
}
else if ( bli_is_dcomplex( dt ) )
{
f77_int mm = bli_obj_length( &c );
f77_int kk = bli_obj_width_after_trans( &a );
f77_int nn = bli_obj_width( &c );
f77_int lda = bli_obj_col_stride( &a );
f77_int ldb = bli_obj_col_stride( &b );
f77_int ldc = bli_obj_col_stride( &c );
dcomplex* alphap = ( dcomplex* )bli_obj_buffer( &alpha );
dcomplex* ap = ( dcomplex* )bli_obj_buffer( &a );
dcomplex* bp = ( dcomplex* )bli_obj_buffer( &b );
dcomplex* betap = ( dcomplex* )bli_obj_buffer( &beta );
dcomplex* cp = ( dcomplex* )bli_obj_buffer( &c );
zgemm_( &f77_transa,
&f77_transb,
&mm,
&nn,
&kk,
alphap,
ap, &lda,
bp, &ldb,
betap,
cp, &ldc );
}
#endif
#ifdef PRINT
bli_printm( "c after", &c, "%4.1f", "" );
exit(1);
#endif
dtime_save = bli_clock_min_diff( dtime_save, dtime );
}
gflops = ( 2.0 * m * k * n ) / ( dtime_save * 1.0e9 );
if ( bli_is_complex( dt ) ) gflops *= 4.0;
printf( "data_%s_%cgemm_%s", THR_STR, dt_ch, STR );
printf( "( %2lu, 1:4 ) = [ %4lu %4lu %4lu %7.2f ];\n",
( unsigned long )(p - p_begin)/p_inc + 1,
( unsigned long )m,
( unsigned long )k,
( unsigned long )n, gflops );
bli_obj_free( &alpha );
bli_obj_free( &beta );
bli_obj_free( &a );
bli_obj_free( &b );
bli_obj_free( &c );
bli_obj_free( &c_save );
}
//bli_finalize();
return 0;
}