mirror of
https://github.com/amd/blis.git
synced 2026-05-12 10:05:38 +00:00
-- AOCL libraries are used for lengthy computations which can go
on for hours or days, once the operation is started, the user
doesn’t get any update on current state of the computation.
This (AOCL progress) feature enables user to receive a periodic
update from the libraries.
-- User registers a callback with the library if it is interested
in receiving the periodic update.
-- The library invokes this callback periodically with information
about current state of the operation.
-- The update frequency is statically set in the code, it can be
modified as needed if the library is built from source.
-- These feature is supported for GEMM and TRSM operations.
-- Added example for GEMM and TRSM.
-- Cleaned up and reformatted test_gemm.c and test_trsm.c to
remove warnings and making indentation consistent across the
file.
AMD-Internal: [CPUPL-2082]
Change-Id: I2aacdd8fb76f52e19e3850ee0295df49a8b7a90e
518 lines
12 KiB
C
518 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
|
|
Copyright (C) 2019-2022, Advanced Micro Devices, Inc. All rights reserved.
|
|
|
|
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.
|
|
|
|
*/
|
|
|
|
#ifdef WIN32
|
|
#include <io.h>
|
|
#else
|
|
#include <unistd.h>
|
|
#endif
|
|
#include "blis.h"
|
|
|
|
//#define FILE_IN_OUT
|
|
//#define PRINT
|
|
#define MATRIX_INITIALISATION
|
|
|
|
// uncomment to enable cblas interface
|
|
//#define CBLAS
|
|
|
|
// Uncomment to enable progress printing.
|
|
//#define PROGRESS_ENABLED
|
|
|
|
#ifdef PROGRESS_ENABLED
|
|
dim_t AOCL_progress(char *api,
|
|
dim_t lapi,
|
|
dim_t progress,
|
|
dim_t current_thread,
|
|
dim_t total_threads)
|
|
{
|
|
printf("\n%s, len = %ld, nt = %ld, tid = %ld, Processed %ld Elements",
|
|
api, lapi, total_threads, current_thread, progress);
|
|
|
|
return 0;
|
|
}
|
|
#endif
|
|
|
|
int main(int argc, char **argv)
|
|
{
|
|
obj_t a, b, c;
|
|
obj_t c_save;
|
|
obj_t alpha, beta;
|
|
dim_t m, n, k;
|
|
inc_t lda, ldb, ldc;
|
|
num_t dt, dt_a;
|
|
inc_t r, n_repeats;
|
|
trans_t transa;
|
|
trans_t transb;
|
|
f77_char f77_transa;
|
|
f77_char f77_transb;
|
|
|
|
double dtime;
|
|
double dtime_save;
|
|
double gflops;
|
|
|
|
#ifdef PROGRESS_ENABLED
|
|
AOCL_BLIS_set_progress(AOCL_progress);
|
|
#endif
|
|
|
|
// bli_init();
|
|
// bli_error_checking_level_set( BLIS_NO_ERROR_CHECKING );
|
|
|
|
n_repeats = 300;
|
|
|
|
// dt = BLIS_FLOAT;
|
|
dt = BLIS_DOUBLE;
|
|
// dt = BLIS_SCOMPLEX;
|
|
// dt = BLIS_DCOMPLEX;
|
|
|
|
if (bli_is_real(dt) || bli_is_scomplex(dt))
|
|
dt_a = dt;
|
|
else
|
|
{
|
|
dt_a = dt;
|
|
// Enable the following to call
|
|
// dzgemm
|
|
// dt_a = BLIS_DOUBLE;
|
|
}
|
|
const char stor_scheme = 'C';
|
|
|
|
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);
|
|
|
|
printf("BLIS Library version is : %s\n", bli_info_get_version_str());
|
|
|
|
#ifdef FILE_IN_OUT
|
|
FILE *fin = NULL;
|
|
FILE *fout = NULL;
|
|
if (argc < 3)
|
|
{
|
|
printf("Usage: ./test_gemm_XX.x input.csv output.csv\n");
|
|
exit(1);
|
|
}
|
|
fin = fopen(argv[1], "r");
|
|
if (fin == NULL)
|
|
{
|
|
printf("Error opening the file %s\n", argv[1]);
|
|
exit(1);
|
|
}
|
|
fout = fopen(argv[2], "w");
|
|
if (fout == NULL)
|
|
{
|
|
printf("Error opening output file %s\n", argv[2]);
|
|
exit(1);
|
|
}
|
|
fprintf(fout, "m\t k\t n\t cs_a\t cs_b\t cs_c\t gflops\n");
|
|
printf("~~~~~~~~~~_BLAS\t m\t k\t n\t cs_a\t cs_b\t cs_c \t gflops\n");
|
|
|
|
while (fscanf(fin, "%ld %ld %ld %ld %ld %ld\n", &m, &k, &n, &lda, &ldb, &ldc) == 6)
|
|
{
|
|
// dimensions should not be greater than leading dimensions
|
|
// These are valid only when Op(A) = n and op(B) = n
|
|
if ((stor_scheme == 'C') || (stor_scheme == 'c'))
|
|
{
|
|
if ((m > lda) || (k > ldb) || (m > ldc))
|
|
continue;
|
|
}
|
|
else if ((stor_scheme == 'R') || (stor_scheme == 'r'))
|
|
{
|
|
// leading dimension should be greater than number of cols
|
|
if ((k > lda) || (n > ldb) || (n > ldc))
|
|
continue;
|
|
}
|
|
else
|
|
{
|
|
printf("Invalid Storage type\n");
|
|
continue;
|
|
}
|
|
#else
|
|
dim_t p, p_begin, p_end, p_inc;
|
|
dim_t m_input, n_input, k_input;
|
|
p_begin = 200;
|
|
p_end = 2000;
|
|
p_inc = 200;
|
|
|
|
m_input = n_input = k_input = -1;
|
|
for (p = p_begin; p <= p_end; p += p_inc)
|
|
{
|
|
if (m_input < 0)
|
|
m = p * (dim_t)labs(m_input);
|
|
else
|
|
m = (dim_t)m_input;
|
|
if (n_input < 0)
|
|
n = p * (dim_t)labs(n_input);
|
|
else
|
|
n = (dim_t)n_input;
|
|
if (k_input < 0)
|
|
k = p * (dim_t)labs(k_input);
|
|
else
|
|
k = (dim_t)k_input;
|
|
|
|
if ((stor_scheme == 'C') || (stor_scheme == 'c'))
|
|
{
|
|
lda = m;
|
|
ldb = k, ldc = m;
|
|
}
|
|
else if ((stor_scheme == 'R') || (stor_scheme == 'r'))
|
|
{
|
|
lda = k;
|
|
ldb = n, ldc = n;
|
|
}
|
|
#endif
|
|
|
|
bli_obj_create(dt, 1, 1, 0, 0, &alpha);
|
|
bli_obj_create(dt, 1, 1, 0, 0, &beta);
|
|
|
|
siz_t elem_size = bli_dt_size(dt);
|
|
|
|
lda = bli_align_dim_to_size(lda, elem_size, BLIS_HEAP_STRIDE_ALIGN_SIZE);
|
|
ldb = bli_align_dim_to_size(ldb, elem_size, BLIS_HEAP_STRIDE_ALIGN_SIZE);
|
|
ldc = bli_align_dim_to_size(ldc, elem_size, BLIS_HEAP_STRIDE_ALIGN_SIZE);
|
|
|
|
// Will verify the leading dimension is powers of 2 and add 64bytes.
|
|
inc_t n_bytes = lda * sizeof(dt_a);
|
|
|
|
if ((n_bytes != 0) && !(n_bytes & (n_bytes - 1))) // check whether n_bytes is power of 2.
|
|
lda += BLIS_SIMD_ALIGN_SIZE / sizeof(dt_a);
|
|
|
|
n_bytes = ldb * sizeof(dt);
|
|
if ((n_bytes != 0) && !(n_bytes & (n_bytes - 1))) // check whether n_bytes is power of 2.
|
|
ldb += BLIS_SIMD_ALIGN_SIZE / sizeof(dt);
|
|
|
|
n_bytes = ldc * sizeof(dt);
|
|
if ((n_bytes != 0) && !(n_bytes & (n_bytes - 1))) // check whether n_bytes is power of 2.
|
|
ldc += BLIS_SIMD_ALIGN_SIZE / sizeof(dt);
|
|
|
|
if ((stor_scheme == 'C') || (stor_scheme == 'c'))
|
|
{
|
|
// Col-major Order
|
|
bli_obj_create(dt_a, m, k, 1, lda, &a);
|
|
bli_obj_create(dt, k, n, 1, ldb, &b);
|
|
bli_obj_create(dt, m, n, 1, ldc, &c);
|
|
bli_obj_create(dt, m, n, 1, ldc, &c_save);
|
|
}
|
|
else if ((stor_scheme == 'R') || (stor_scheme == 'r'))
|
|
{
|
|
// Row-major Order
|
|
bli_obj_create(dt_a, m, k, lda, 1, &a);
|
|
bli_obj_create(dt, k, n, ldb, 1, &b);
|
|
bli_obj_create(dt, m, n, ldc, 1, &c);
|
|
bli_obj_create(dt, m, n, ldc, 1, &c_save);
|
|
}
|
|
else
|
|
{
|
|
printf("Invalid Storage type\n");
|
|
continue;
|
|
}
|
|
|
|
#ifdef MATRIX_INITIALISATION
|
|
bli_randm(&a);
|
|
bli_randm(&b);
|
|
bli_randm(&c);
|
|
#endif
|
|
bli_obj_set_conjtrans(transa, &a);
|
|
bli_obj_set_conjtrans(transb, &b);
|
|
bli_setsc((0.9 / 1.0), 0.2, &alpha);
|
|
bli_setsc(-(1.1 / 1.0), 0.3, &beta);
|
|
|
|
bli_copym(&c, &c_save);
|
|
dtime_save = DBL_MAX;
|
|
for (r = 0; r < n_repeats; ++r)
|
|
{
|
|
bli_copym(&c_save, &c);
|
|
dtime = bli_clock();
|
|
|
|
#ifdef BLIS
|
|
bli_gemm(&alpha,
|
|
&a,
|
|
&b,
|
|
&beta,
|
|
&c);
|
|
#else
|
|
f77_int lda, ldb, ldc;
|
|
f77_int mm = bli_obj_length(&c);
|
|
f77_int kk = bli_obj_width_after_trans(&a);
|
|
f77_int nn = bli_obj_width(&c);
|
|
#ifdef CBLAS
|
|
enum CBLAS_ORDER cblas_order;
|
|
enum CBLAS_TRANSPOSE cblas_transa;
|
|
enum CBLAS_TRANSPOSE cblas_transb;
|
|
|
|
if (bli_obj_row_stride(&c) == 1)
|
|
{
|
|
cblas_order = CblasColMajor;
|
|
}
|
|
else
|
|
{
|
|
cblas_order = CblasRowMajor;
|
|
}
|
|
|
|
if (bli_is_trans(transa))
|
|
cblas_transa = CblasTrans;
|
|
else if (bli_is_conjtrans(transa))
|
|
cblas_transa = CblasConjTrans;
|
|
else
|
|
cblas_transa = CblasNoTrans;
|
|
|
|
if (bli_is_trans(transb))
|
|
cblas_transb = CblasTrans;
|
|
else if (bli_is_conjtrans(transb))
|
|
cblas_transb = CblasConjTrans;
|
|
else
|
|
cblas_transb = CblasNoTrans;
|
|
#else
|
|
f77_char f77_transa;
|
|
f77_char f77_transb;
|
|
bli_param_map_blis_to_netlib_trans(transa, &f77_transa);
|
|
bli_param_map_blis_to_netlib_trans(transb, &f77_transb);
|
|
#endif
|
|
if ((stor_scheme == 'C') || (stor_scheme == 'c'))
|
|
{
|
|
lda = bli_obj_col_stride(&a);
|
|
ldb = bli_obj_col_stride(&b);
|
|
ldc = bli_obj_col_stride(&c);
|
|
}
|
|
else
|
|
{
|
|
lda = bli_obj_row_stride(&a);
|
|
ldb = bli_obj_row_stride(&b);
|
|
ldc = bli_obj_row_stride(&c);
|
|
}
|
|
|
|
if (bli_is_float(dt))
|
|
{
|
|
float *alphap = bli_obj_buffer(&alpha);
|
|
float *ap = bli_obj_buffer(&a);
|
|
float *bp = bli_obj_buffer(&b);
|
|
float *betap = bli_obj_buffer(&beta);
|
|
float *cp = bli_obj_buffer(&c);
|
|
#ifdef CBLAS
|
|
cblas_sgemm(cblas_order,
|
|
cblas_transa,
|
|
cblas_transb,
|
|
mm,
|
|
nn,
|
|
kk,
|
|
*alphap,
|
|
ap, lda,
|
|
bp, ldb,
|
|
*betap,
|
|
cp, ldc);
|
|
#else
|
|
sgemm_(&f77_transa,
|
|
&f77_transb,
|
|
&mm,
|
|
&nn,
|
|
&kk,
|
|
alphap,
|
|
ap, (f77_int *)&lda,
|
|
bp, (f77_int *)&ldb,
|
|
betap,
|
|
cp, (f77_int *)&ldc);
|
|
#endif
|
|
}
|
|
else if (bli_is_double(dt))
|
|
{
|
|
double *alphap = bli_obj_buffer(&alpha);
|
|
double *ap = bli_obj_buffer(&a);
|
|
double *bp = bli_obj_buffer(&b);
|
|
double *betap = bli_obj_buffer(&beta);
|
|
double *cp = bli_obj_buffer(&c);
|
|
#ifdef CBLAS
|
|
cblas_dgemm(cblas_order,
|
|
cblas_transa,
|
|
cblas_transb,
|
|
mm,
|
|
nn,
|
|
kk,
|
|
*alphap,
|
|
ap, lda,
|
|
bp, ldb,
|
|
*betap,
|
|
cp, ldc);
|
|
#else
|
|
dgemm_(&f77_transa,
|
|
&f77_transb,
|
|
&mm,
|
|
&nn,
|
|
&kk,
|
|
alphap,
|
|
ap, (f77_int *)&lda,
|
|
bp, (f77_int *)&ldb,
|
|
betap,
|
|
cp, (f77_int *)&ldc);
|
|
#endif
|
|
}
|
|
else if (bli_is_scomplex(dt))
|
|
{
|
|
scomplex *alphap = bli_obj_buffer(&alpha);
|
|
scomplex *ap = bli_obj_buffer(&a);
|
|
scomplex *bp = bli_obj_buffer(&b);
|
|
scomplex *betap = bli_obj_buffer(&beta);
|
|
scomplex *cp = bli_obj_buffer(&c);
|
|
#ifdef CBLAS
|
|
cblas_cgemm(cblas_order,
|
|
cblas_transa,
|
|
cblas_transb,
|
|
mm,
|
|
nn,
|
|
kk,
|
|
alphap,
|
|
ap, lda,
|
|
bp, ldb,
|
|
betap,
|
|
cp, ldc);
|
|
#else
|
|
cgemm_(&f77_transa,
|
|
&f77_transb,
|
|
&mm,
|
|
&nn,
|
|
&kk,
|
|
alphap,
|
|
ap, (f77_int *)&lda,
|
|
bp, (f77_int *)&ldb,
|
|
betap,
|
|
cp, (f77_int *)&ldc);
|
|
#endif
|
|
}
|
|
else if (bli_is_dcomplex(dt))
|
|
{
|
|
dcomplex *alphap = bli_obj_buffer(&alpha);
|
|
dcomplex *ap = bli_obj_buffer(&a);
|
|
dcomplex *bp = bli_obj_buffer(&b);
|
|
dcomplex *betap = bli_obj_buffer(&beta);
|
|
dcomplex *cp = bli_obj_buffer(&c);
|
|
#ifdef CBLAS
|
|
cblas_zgemm(cblas_order,
|
|
cblas_transa,
|
|
cblas_transb,
|
|
mm,
|
|
nn,
|
|
kk,
|
|
alphap,
|
|
ap, lda,
|
|
bp, ldb,
|
|
betap,
|
|
cp, ldc);
|
|
#else
|
|
#if 1
|
|
if (bli_is_double(dt_a))
|
|
{
|
|
dzgemm_(
|
|
&f77_transa,
|
|
&f77_transb,
|
|
&mm,
|
|
&nn,
|
|
&kk,
|
|
alphap,
|
|
(double *)ap, (f77_int *)&lda,
|
|
bp, (f77_int *)&ldb,
|
|
betap,
|
|
cp, (f77_int *)&ldc);
|
|
}
|
|
else
|
|
{
|
|
zgemm_(&f77_transa,
|
|
&f77_transb,
|
|
&mm,
|
|
&nn,
|
|
&kk,
|
|
alphap,
|
|
ap, (f77_int *)&lda,
|
|
bp, (f77_int *)&ldb,
|
|
betap,
|
|
cp, (f77_int *)&ldc);
|
|
}
|
|
#endif
|
|
#endif
|
|
}
|
|
#endif
|
|
|
|
#ifdef PRINT
|
|
bli_printm("a", &a, "%4.1f", "");
|
|
bli_printm("b", &b, "%4.1f", "");
|
|
bli_printm("c", &c, "%4.1f", "");
|
|
bli_printm("c after", &c, "%4.1f", "");
|
|
exit(1);
|
|
#endif
|
|
dtime_save = bli_clock_min_diff(dtime_save, dtime);
|
|
} // nrepeats
|
|
|
|
gflops = (2.0 * m * k * n) / (dtime_save * 1.0e9);
|
|
if (bli_is_dcomplex(dt) && (bli_is_double(dt_a)))
|
|
gflops *= 2.0;
|
|
else if (bli_is_complex(dt))
|
|
gflops *= 4.0;
|
|
|
|
#ifdef BLIS
|
|
printf("data_gemm_blis");
|
|
#else
|
|
printf("data_gemm_%s", BLAS);
|
|
#endif
|
|
|
|
#ifdef FILE_IN_OUT
|
|
|
|
printf("%6lu \t %4lu \t %4lu \t %4lu \t %4lu \t %4lu \t %6.3f\n",
|
|
(unsigned long)m, (unsigned long)k, (unsigned long)n,
|
|
(unsigned long)lda, (unsigned long)ldb, (unsigned long)ldc, gflops);
|
|
|
|
fprintf(fout, "%6lu \t %4lu \t %4lu \t %4lu \t %4lu \t %4lu \t %6.3f\n",
|
|
(unsigned long)m, (unsigned long)k, (unsigned long)n,
|
|
(unsigned long)lda, (unsigned long)ldb, (unsigned long)ldc, gflops);
|
|
fflush(fout);
|
|
#else
|
|
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);
|
|
#endif
|
|
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);
|
|
} // while
|
|
|
|
// bli_finalize();
|
|
#ifdef FILE_IN_OUT
|
|
fclose(fin);
|
|
fclose(fout);
|
|
#endif
|
|
return 0;
|
|
}
|