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/*
-- MAGMA (version 2.9.0) --
Univ. of Tennessee, Knoxville
Univ. of California, Berkeley
Univ. of Colorado, Denver
@date January 2025
@generated from testing/testing_zhetrf.cpp, normal z -> s, Wed Jan 22 14:40:29 2025
@author Ichitaro Yamazaki
*/
// includes, system
#include <stdlib.h>
#include <stdio.h>
#include <string.h>
#include <math.h>
// includes, project
#include "flops.h"
#include "magma_v2.h"
#include "magma_lapack.h"
#include "magma_operators.h" // for MAGMA_S_DIV
#include "testings.h"
/******************************************************************************/
// Initialize matrix to random.
// This ensures the same ISEED is always used,
// so we can re-generate the identical matrix.
void init_matrix(
magma_opts &opts,
magma_int_t m, magma_int_t n,
float *A, magma_int_t lda )
{
magma_int_t iseed_save[4];
for (magma_int_t i = 0; i < 4; ++i) {
iseed_save[i] = opts.iseed[i];
}
magma_generate_matrix( opts, m, n, A, lda );
// restore iseed
for (magma_int_t i = 0; i < 4; ++i) {
opts.iseed[i] = iseed_save[i];
}
}
/******************************************************************************/
// On input, A and ipiv is LU factorization of A. On output, A is overwritten.
// Requires m == n.
// Uses init_matrix() to re-generate original A as needed.
// Generates random RHS b and solves Ax=b.
// Returns residual, |Ax - b| / (n |A| |x|).
float get_residual(
magma_opts &opts,
bool nopiv, magma_uplo_t uplo, magma_int_t n,
float *A, magma_int_t lda,
magma_int_t *ipiv )
{
const float c_one = MAGMA_S_ONE;
const float c_neg_one = MAGMA_S_NEG_ONE;
const magma_int_t ione = 1;
magma_int_t upper = (uplo == MagmaUpper);
// this seed should be DIFFERENT than used in init_matrix
// (else x is column of A, so residual can be exactly zero)
magma_int_t ISEED[4] = {0,0,0,1};
magma_int_t info = 0;
magma_int_t i;
float *x, *b;
// initialize RHS
TESTING_CHECK( magma_smalloc_cpu( &x, n ));
TESTING_CHECK( magma_smalloc_cpu( &b, n ));
lapackf77_slarnv( &ione, ISEED, &n, b );
blasf77_scopy( &n, b, &ione, x, &ione );
// solve Ax = b
if (nopiv) {
if (upper) {
blasf77_strsm( MagmaLeftStr, MagmaUpperStr,
MagmaConjTransStr, MagmaUnitStr,
&n, &ione, &c_one,
A, &lda, x, &n );
for (i=0; i < n; i++) {
x[i] = MAGMA_S_DIV( x[i], A[i+i*lda] );
}
blasf77_strsm( MagmaLeftStr, MagmaUpperStr,
MagmaNoTransStr, MagmaUnitStr,
&n, &ione, &c_one,
A, &lda, x, &n );
}
else {
blasf77_strsm( MagmaLeftStr, MagmaLowerStr,
MagmaNoTransStr, MagmaUnitStr,
&n, &ione, &c_one,
A, &lda, x, &n );
for (i=0; i < n; i++) {
x[i] = MAGMA_S_DIV( x[i], A[i+i*lda] );
}
blasf77_strsm( MagmaLeftStr, MagmaLowerStr,
MagmaConjTransStr, MagmaUnitStr,
&n, &ione, &c_one,
A, &lda, x, &n );
}
}
else {
lapackf77_ssytrs( lapack_uplo_const(uplo), &n, &ione, A, &lda, ipiv, x, &n, &info );
}
if (info != 0) {
printf("lapackf77_ssytrs returned error %lld: %s.\n",
(long long) info, magma_strerror( info ));
}
// reset to original A
init_matrix( opts, n, n, A, lda );
// compute r = Ax - b, saved in b
blasf77_ssymv( lapack_uplo_const(uplo), &n, &c_one, A, &lda, x, &ione, &c_neg_one, b, &ione );
// compute residual |Ax - b| / (n*|A|*|x|)
float norm_x, norm_A, norm_r, work[1];
norm_A = lapackf77_slansy( "Fro", lapack_uplo_const(uplo), &n, A, &lda, work );
norm_r = lapackf77_slange( "Fro", &n, &ione, b, &n, work );
norm_x = lapackf77_slange( "Fro", &n, &ione, x, &n, work );
//printf( "r=\n" ); magma_sprint( 1, n, b, 1 );
magma_free_cpu( x );
magma_free_cpu( b );
//printf( "r=%.2e, A=%.2e, x=%.2e, n=%lld\n", norm_r, norm_A, norm_x, (long long) n );
return norm_r / (n * norm_A * norm_x);
}
// Input and output is similar to get_residual but here the solve
// is done on the GPU and timing is stored in time[0].
// GPU solve is also simulated by copying the data to the CPU, and
// CPU solve is used. Timing for this solver is returned in time[1].
float get_residual_gpu(
magma_opts &opts,
bool nopiv, magma_uplo_t uplo, magma_int_t n,
float *A, magma_int_t lda,
float *dA, magma_int_t ldda,
magma_int_t *ipiv,
real_Double_t *time)
{
const float c_one = MAGMA_S_ONE;
const float c_neg_one = MAGMA_S_NEG_ONE;
const magma_int_t ione = 1;
// this seed should be DIFFERENT than used in init_matrix
// (else x is column of A, so residual can be exactly zero)
magma_int_t ISEED[4] = {0,0,0,1};
magma_int_t info = 0;
float *x, *dx, *b;
// initialize RHS
TESTING_CHECK( magma_smalloc_cpu( &x, n ));
TESTING_CHECK( magma_smalloc_cpu( &b, n ));
TESTING_CHECK( magma_smalloc( &dx, n ));
lapackf77_slarnv( &ione, ISEED, &n, b );
blasf77_scopy( &n, b, &ione, x, &ione );
// solve Ax = v on the CPU and measure the time in time[1]
time[1] = magma_sync_wtime( opts.queue );
magma_sgetmatrix(n, n, dA, ldda, A, lda, opts.queue );
magma_sgetvector(n, dx, 1, x, 1, opts.queue );
lapackf77_ssytrs( lapack_uplo_const(uplo), &n, &ione, A, &lda, ipiv, x, &n, &info );
magma_ssetvector(n, x, 1, dx, 1, opts.queue );
time[1] = magma_sync_wtime( opts.queue ) - time[1];
// solve Ax = b on the GPU and measure the time in time[0]
blasf77_scopy( &n, b, &ione, x, &ione );
magma_ssetvector(n, x, 1, dx, 1, opts.queue );
time[0] = magma_sync_wtime( opts.queue );
magma_ssytrs_gpu( uplo, n, ione, dA, ldda, ipiv, dx, n, &info, opts.queue );
time[0] = magma_sync_wtime( opts.queue ) - time[0];
magma_sgetvector(n, dx, 1, x, 1, opts.queue );
magma_free(dx);
if (info != 0) {
printf("magma_ssytrs returned error %lld: %s.\n",
(long long) info, magma_strerror( info ));
}
// reset to original A
init_matrix( opts, n, n, A, lda );
// compute r = Ax - b, saved in b
blasf77_ssymv( lapack_uplo_const(uplo), &n, &c_one, A, &lda, x, &ione, &c_neg_one, b, &ione );
// compute residual |Ax - b| / (n*|A|*|x|)
float norm_x, norm_A, norm_r, work[1];
norm_A = lapackf77_slansy( "Fro", lapack_uplo_const(uplo), &n, A, &lda, work );
norm_r = lapackf77_slange( "Fro", &n, &ione, b, &n, work );
norm_x = lapackf77_slange( "Fro", &n, &ione, x, &n, work );
magma_free_cpu( x );
magma_free_cpu( b );
//printf( "r=%.2e, A=%.2e, x=%.2e, n=%lld\n", norm_r, norm_A, norm_x, (long long) n );
return norm_r / (n * norm_A * norm_x);
}
/******************************************************************************/
float get_residual_aasen(
magma_opts &opts,
bool nopiv, magma_uplo_t uplo, magma_int_t n,
float *A, magma_int_t lda,
magma_int_t *ipiv )
{
const magma_int_t ione = 1;
const float c_one = MAGMA_S_ONE;
const float c_neg_one = MAGMA_S_NEG_ONE;
float *L, *T;
#define A(i,j) ( A[(i) + (j)*lda])
#define L(i,j) ( L[(i) + (j)*n])
TESTING_CHECK( magma_smalloc_cpu( &L, n*n ));
memset( L, 0, n*n*sizeof(float) );
magma_int_t i, j, piv;
magma_int_t nb = magma_get_ssytrf_aasen_nb(n);
// extract L
for (i=0; i < min(n,nb); i++) {
L(i,i) = c_one;
}
for (i=nb; i < n; i++) {
for (j=0; j < i-nb; j++) {
L(i,nb+j) = A(i,j);
}
L(i,i) = c_one;
}
// solve
magma_int_t ISEED[4] = {0,0,0,1};
magma_int_t info = 0;
float *x, *b;
// initialize RHS
TESTING_CHECK( magma_smalloc_cpu( &x, n ));
TESTING_CHECK( magma_smalloc_cpu( &b, n ));
lapackf77_slarnv( &ione, ISEED, &n, b );
blasf77_scopy( &n, b, &ione, x, &ione );
// pivot..
for (i=0; i < n; i++) {
piv = ipiv[i]-1;
float val = x[i];
x[i] = x[piv];
x[piv] = val;
}
// forward solve
blasf77_strsv( MagmaLowerStr, MagmaNoTransStr, MagmaUnitStr, &n, &L(0,0), &n, x, &ione );
// banded solver
magma_int_t nrhs = 1, *p = NULL;
TESTING_CHECK( magma_imalloc_cpu( &p, n ));
//#define SSYSV_USE_SGESV
#ifdef SSYSV_USE_SGESV
// using SGESV on banded matrix
#define T(i,j) ( T[(i) + (j)*n])
// extract T
TESTING_CHECK( magma_smalloc_cpu( &T, n*n ));
memset( T, 0, n*n*sizeof(float) );
for (i=0; i < n; i++) {
magma_int_t istart = max(0, i-nb);
for (j=istart; j <= i; j++) {
T(i,j) = A(i,j);
}
for (j=istart; j < i; j++) {
T(j,i) = MAGMA_S_CONJ(A(i,j));
}
}
// solve with T
lapackf77_sgesv( &n, &nrhs, &T(0, 0), &n, p, x, &n, &info );
#else
// using SGBSV on banded matrix
magma_int_t ldtb = 3*nb+1;
// extract T
TESTING_CHECK( magma_smalloc_cpu( &T, ldtb * n ));
memset( T, 0, ldtb*n*sizeof(float) );
for (j=0; j<n; j++) {
magma_int_t i0 = max(0, j-nb);
magma_int_t i1 = min(n-1, j+nb);
for (i=i0; i<j; i++) {
T[nb + i-(j-nb) + j*ldtb] = MAGMA_S_CONJ(A(j,i));
}
for (i=j; i<=i1; i++) {
T[nb + i-(j-nb) + j*ldtb] = A(i,j);
}
}
// solve with T
lapackf77_sgbsv(&n,&nb,&nb, &nrhs, T,&ldtb, p,x,&n, &info);
#endif
magma_free_cpu( p );
// backward solve
blasf77_strsv( MagmaLowerStr, MagmaConjTransStr, MagmaUnitStr, &n, &L(0,0), &n, x, &ione );
// pivot..
for (i=n-1; i >= 0; i--) {
piv = ipiv[i]-1;
float val = x[i];
x[i] = x[piv];
x[piv] = val;
}
// reset to original A
init_matrix( opts, n, n, A, lda );
// compute r = Ax - b, saved in b
blasf77_ssymv( lapack_uplo_const(uplo), &n, &c_one, A, &lda, x, &ione, &c_neg_one, b, &ione );
// compute residual |Ax - b| / (n*|A|*|x|)
float norm_x, norm_A, norm_r, work[1];
norm_A = lapackf77_slansy( "Fro", lapack_uplo_const(uplo), &n, A, &lda, work );
norm_r = lapackf77_slange( "Fro", &n, &ione, b, &n, work );
norm_x = lapackf77_slange( "Fro", &n, &ione, x, &n, work );
//printf( "r=\n" ); magma_sprint( 1, n, b, 1 );
magma_free_cpu( L );
magma_free_cpu( T );
magma_free_cpu( x );
magma_free_cpu( b );
#undef T
#undef L
#undef A
//printf( "r=%.2e, A=%.2e, x=%.2e, n=%lld\n", norm_r, norm_A, norm_x, (long long) n );
return norm_r / (n * norm_A * norm_x);
}
/******************************************************************************/
// On input, LU and ipiv is LU factorization of A. On output, LU is overwritten.
// Works for any m, n.
// Uses init_matrix() to re-generate original A as needed.
// Returns error in factorization, |PA - LU| / (n |A|)
// This allocates 3 more matrices to store A, L, and U.
float get_LDLt_error(
magma_opts &opts,
bool nopiv, magma_uplo_t uplo, magma_int_t N,
float *LD, magma_int_t lda,
magma_int_t *ipiv)
{
const float c_one = MAGMA_S_ONE;
const float c_zero = MAGMA_S_ZERO;
magma_int_t i, j, piv;
float *A, *L, *D;
float work[1], matnorm, residual;
#define LD(i,j) (LD[(i) + (j)*lda])
#define A(i,j) ( A[(i) + (j)*N])
#define L(i,j) ( L[(i) + (j)*N])
#define D(i,j) ( D[(i) + (j)*N])
TESTING_CHECK( magma_smalloc_cpu( &A, N*N ));
TESTING_CHECK( magma_smalloc_cpu( &L, N*N ));
TESTING_CHECK( magma_smalloc_cpu( &D, N*N ));
memset( L, 0, N*N*sizeof(float) );
memset( D, 0, N*N*sizeof(float) );
// set to original A, and apply pivoting
init_matrix( opts, N, N, A, N );
// symmetrize; the pivoting code below assumes a full matrix
if (opts.uplo == MagmaLower) {
// copy L to U
for (j = 0; j < N; ++j) {
for (i = 0; i < j; ++i) {
A(i,j) = A(j,i);
}
}
}
else {
// copy U to L
for (j = 0; j < N; ++j) {
for (i = 0; i < j; ++i) {
A(j,i) = A(i,j);
}
}
}
if (uplo == MagmaUpper) {
for (j=N-1; j >= 0; j--) {
piv = (nopiv ? j+1 : ipiv[j]);
if (piv < 0) {
piv = -(piv+1);
// extract 2-by-2 pivot
D(j,j) = LD(j,j);
D(j,j-1) = MAGMA_S_CONJ(LD(j-1,j));
D(j-1,j) = LD(j-1,j);
D(j-1,j-1) = LD(j-1,j-1);
// exract L
L(j,j) = c_one;
for (i=0; i < j-1; i++) {
L(i,j) = LD(i,j);
}
j--;
L(j,j) = c_one;
for (i=0; i < j; i++) {
L(i,j) = LD(i,j);
}
if (piv != j) {
// apply row-pivoting to previous L
for (i=j+2; i < N; i++) {
float val = L(j,i);
L(j,i) = L(piv,i);
L(piv,i) = val;
}
// apply row-pivoting to A
for (i=0; i < N; i++) {
float val = A(j,i);
A(j,i) = A(piv,i);
A(piv,i) = val;
}
// apply col-pivoting to A
for (i=0; i < N; i++) {
float val = A(i,j);
A(i,j) = A(i,piv);
A(i,piv) = val;
}
}
}
else {
piv = piv-1;
// extract 1-by-1 pivot
D(j,j) = LD(j,j);
// exract L
L(j,j) = c_one;
for (i=0; i < j; i++) {
L(i,j) = LD(i,j);
}
if (piv != j) {
// apply row-pivoting to previous L
for (i=j+1; i < N; i++) {
float val = L(j,i);
L(j,i) = L(piv,i);
L(piv,i) = val;
}
// apply row-pivoting to A
for (i=0; i < N; i++) {
float val = A(j,i);
A(j,i) = A(piv,i);
A(piv,i) = val;
}
// apply col-pivoting to A
for (i=0; i < N; i++) {
float val = A(i,j);
A(i,j) = A(i,piv);
A(i,piv) = val;
}
}
}
}
if (nopiv) {
// compute W = D*U
blasf77_sgemm(MagmaNoTransStr, MagmaNoTransStr, &N, &N, &N,
&c_one, D, &N, L, &N, &c_zero, LD, &lda);
// compute D = U^H*W
blasf77_sgemm(MagmaConjTransStr, MagmaNoTransStr, &N, &N, &N,
&c_one, L, &N, LD, &lda, &c_zero, D, &N);
}
else {
// compute W = U*D
blasf77_sgemm(MagmaNoTransStr, MagmaNoTransStr, &N, &N, &N,
&c_one, L, &N, D, &N, &c_zero, LD, &lda);
// compute D = W*U^H
blasf77_sgemm(MagmaNoTransStr, MagmaConjTransStr, &N, &N, &N,
&c_one, LD, &lda, L, &N, &c_zero, D, &N);
}
}
else {
for (j=0; j < N; j++) {
piv = (nopiv ? j+1 : ipiv[j]);
if (piv < 0) {
piv = -(piv+1);
// extract 2-by-2 pivot
D(j,j) = LD(j,j);
D(j,j+1) = MAGMA_S_CONJ(LD(j+1,j));
D(j+1,j) = LD(j+1,j);
D(j+1,j+1) = LD(j+1,j+1);
// exract L
L(j,j) = c_one;
for (i=j+2; i < N; i++) {
L(i,j) = LD(i,j);
}
j++;
L(j,j) = c_one;
for (i=j+1; i < N; i++) {
L(i,j) = LD(i,j);
}
if (piv != j) {
// apply row-pivoting to previous L
for (i=0; i < j-1; i++) {
float val = L(j,i);
L(j,i) = L(piv,i);
L(piv,i) = val;
}
// apply row-pivoting to A
for (i=0; i < N; i++) {
float val = A(j,i);
A(j,i) = A(piv,i);
A(piv,i) = val;
}
// apply col-pivoting to A
for (i=0; i < N; i++) {
float val = A(i,j);
A(i,j) = A(i,piv);
A(i,piv) = val;
}
}
}
else {
piv = piv-1;
// extract 1-by-1 pivot
D(j,j) = LD(j,j);
// exract L
L(j,j) = c_one;
for (i=j+1; i < N; i++) {
L(i,j) = LD(i,j);
}
if (piv != j) {
// apply row-pivoting to previous L
for (i=0; i < j; i++) {
float val = L(j,i);
L(j,i) = L(piv,i);
L(piv,i) = val;
}
// apply row-pivoting to A
for (i=0; i < N; i++) {
float val = A(j,i);
A(j,i) = A(piv,i);
A(piv,i) = val;
}
// apply col-pivoting to A
for (i=0; i < N; i++) {
float val = A(i,j);
A(i,j) = A(i,piv);
A(i,piv) = val;
}
}
}
}
// compute W = L*D
blasf77_sgemm(MagmaNoTransStr, MagmaNoTransStr, &N, &N, &N,
&c_one, L, &N, D, &N, &c_zero, LD, &lda);
// compute D = W*L^H
blasf77_sgemm(MagmaNoTransStr, MagmaConjTransStr, &N, &N, &N,
&c_one, LD, &lda, L, &N, &c_zero, D, &N);
}
// compute norm of A
matnorm = lapackf77_slansy( "Fro", lapack_uplo_const(uplo), &N, A, &lda, work);
for( j = 0; j < N; j++ ) {
for( i = 0; i < N; i++ ) {
D(i,j) = MAGMA_S_SUB( D(i,j), A(i,j) );
}
}
residual = lapackf77_slange( "Fro", &N, &N, D, &N, work);
magma_free_cpu( A );
magma_free_cpu( L );
magma_free_cpu( D );
return residual / (matnorm * N);
}
/******************************************************************************/
float get_LTLt_error(
magma_opts &opts,
bool nopiv, magma_uplo_t uplo, magma_int_t N,
float *LT, magma_int_t lda,
magma_int_t *ipiv)
{
float work[1], matnorm, residual;
float c_one = MAGMA_S_ONE;
float c_zero = MAGMA_S_ZERO;
float *A, *L, *T;
#define LT(i,j) (LT[(i) + (j)*lda])
#define T(i,j) ( T[(i) + (j)*N])
TESTING_CHECK( magma_smalloc_cpu( &A, N*N ));
TESTING_CHECK( magma_smalloc_cpu( &L, N*N ));
TESTING_CHECK( magma_smalloc_cpu( &T, N*N ));
memset( L, 0, N*N*sizeof(float) );
memset( T, 0, N*N*sizeof(float) );
magma_int_t i, j, istart, piv;
magma_int_t nb = magma_get_ssytrf_aasen_nb(N);
// for debuging
/*
magma_int_t *p;
TESTING_CHECK( magma_imalloc_cpu( &p, n ));
for (i=0; i < N; i++) {
p[i] = i;
}
for (i=0; i < N; i++) {
piv = ipiv[i]-1;
i2 = p[piv];
p[piv] = p[i];
p[i] = i2;
}
printf( " p=[" );
for (i=0; i < N; i++) {
printf("%lld ", (long long) p[i] );
}
printf( "];\n" );
magma_free_cpu( p );
*/
// extract T
for (i=0; i < N; i++) {
istart = max(0, i-nb);
for (j=istart; j <= i; j++) {
T(i,j) = LT(i,j);
}
for (j=istart; j < i; j++) {
T(j,i) = MAGMA_S_CONJ( LT(i,j) );
}
}
//printf( "T=" );
//magma_sprint(N,N, &T(0,0),N);
// extract L
for (i=0; i < min(N,nb); i++)
{
L(i,i) = c_one;
}
for (i=nb; i < N; i++)
{
for (j=0; j < i-nb; j++) {
L(i,nb+j) = LT(i,j);
}
L(i,i) = c_one;
}
//printf( "L=" );
//magma_sprint(N,N, &L(0,0),N);
// compute LD = L*T
blasf77_sgemm(MagmaNoTransStr, MagmaNoTransStr, &N, &N, &N,
&c_one, L, &N, T, &N, &c_zero, LT, &lda);
// compute T = LD*L^H
blasf77_sgemm(MagmaNoTransStr, MagmaConjTransStr, &N, &N, &N,
&c_one, LT, &lda, L, &N, &c_zero, T, &N);
// compute norm of A
init_matrix( opts, N, N, A, N );
matnorm = lapackf77_slansy( "Fro", lapack_uplo_const(uplo), &N, A, &lda, work);
//printf( "A0=" );
//magma_sprint(N,N, &A(0,0),N);
// symmetrize; the pivoting code below assumes a full matrix
if (opts.uplo == MagmaLower) {
// copy L to U
for (j = 0; j < N; ++j) {
for (i = 0; i < j; ++i) {
A(i,j) = A(j,i);
}
}
}
else {
// copy U to L
for (j = 0; j < N; ++j) {
for (i = 0; i < j; ++i) {
A(j,i) = A(i,j);
}
}
}
// apply symmetric pivoting
for (j=0; j < N; j++) {
piv = ipiv[j]-1;
if (piv != j) {
// apply row-pivoting to A
for (i=0; i < N; i++) {
float val = A(j,i);
A(j,i) = A(piv,i);
A(piv,i) = val;
}
// apply col-pivoting to A
for (i=0; i < N; i++) {
float val = A(i,j);
A(i,j) = A(i,piv);
A(i,piv) = val;
}
}
}
// compute factorization error
for(j = 0; j < N; j++ ) {
for(i = 0; i < N; i++ ) {
T(i,j) = MAGMA_S_SUB( T(i,j), A(i,j) );
}
}
residual = lapackf77_slange( "Fro", &N, &N, T, &N, work);
magma_free_cpu( A );
magma_free_cpu( L );
magma_free_cpu( T );
return residual / (matnorm * N);
}
#define REAL
/* ////////////////////////////////////////////////////////////////////////////
-- Testing ssytrf
*/
int main( int argc, char** argv)
{
TESTING_CHECK( magma_init() );
magma_print_environment();
float *h_A, *work, temp;
real_Double_t gflops, gpu_perf, gpu_time = 0.0, cpu_perf=0, cpu_time=0, solve_time[2];
float error = 0.0, error_lapack = 0.0;
magma_int_t *ipiv;
magma_int_t cpu_panel = 1, N, n2, lda, lwork, info;
magma_int_t cpu = 0, gpu = 0, nopiv = 0, nopiv_gpu = 0, row = 0, aasen = 0;
int status = 0;
magma_opts opts;
opts.parse_opts( argc, argv );
if (opts.version == 3 || opts.version == 4) {
// default in these cases; re-parse args
opts.matrix = "rand_dominant";
opts.parse_opts( argc, argv );
//printf( "matrix %s\n", opts.matrix.c_str() );
}
// TODO: this doesn't work. Options need to be added to parse_opts()
//for (int i = 1; i < argc; ++i) {
// if ( strcmp("--cpu-panel", argv[i]) == 0) cpu_panel = 1;
// if ( strcmp("--gpu-panel", argv[i]) == 0) cpu_panel = 0;
//}
printf( "%% --version 1 = Bunch-Kauffman (CPU)\n"
"%% 2 = Bunch-Kauffman (GPU)\n"
"%% 3 = No-piv (CPU) -- uses random, diagonally dominant matrix by default\n"
"%% 4 = No-piv (GPU) -- uses random, diagonally dominant matrix by default\n"
"%% 6 = Aasen's\n"
"\n" );
printf( "%% version %lld: ", (long long) opts.version );
switch (opts.version) {
case 1:
cpu = 1;
printf( "CPU-interface to Bunch-Kauffman on GPU" );
break;
case 2:
gpu = 1;
printf( "GPU-interface to Bunch-Kauffman on GPU" );
break;
case 3:
nopiv = 1;
printf( "CPU-interface to hybrid non-pivoted LDLt (A is SPD)" );
break;
case 4:
nopiv_gpu = 1;
printf( "GPU-interface to hybrid non-pivoted LDLt (A is SPD)" );
break;
//case 5:
// row = 1;
// printf( "%% Bunch-Kauffman: GPU-only version (row-major)" );
// break;
case 6:
aasen = 1;
printf( "CPU-Interface to Aasen's, %s", (cpu_panel ? "CPU panel" : "GPU panel") );
break;
default:
printf( "unknown version\n" );
return 0;
}
printf( ", %s\n", lapack_uplo_const(opts.uplo) );
float tol = opts.tolerance * lapackf77_slamch("E");
if ( opts.check == 2 ) {
printf("%% M N CPU Gflop/s (sec) GPU Gflop/s (sec) |Ax-b|/(N*|A|*|x|)\n");
}
else {
printf("%% M N CPU Gflop/s (sec) GPU Gflop/s (sec) |PAP^H - LDL^H|/(N*|A|)\n");
}
printf("%%========================================================================\n");
for( int itest = 0; itest < opts.ntest; ++itest ) {
for( int iter = 0; iter < opts.niter; ++iter ) {
N = opts.nsize[itest];
lda = N;
n2 = lda*N;
gflops = FLOPS_SPOTRF( N ) / 1e9;
TESTING_CHECK( magma_imalloc_pinned( &ipiv, N ));
TESTING_CHECK( magma_smalloc_pinned( &h_A, n2 ));
/* =====================================================================
Performs operation using LAPACK
=================================================================== */
if ( opts.lapack ) {
lwork = -1;
lapackf77_ssytrf( lapack_uplo_const(opts.uplo), &N, h_A, &lda, ipiv, &temp, &lwork, &info );
lwork = (magma_int_t)MAGMA_S_REAL( temp );
TESTING_CHECK( magma_smalloc_cpu( &work, lwork ));
init_matrix( opts, N, N, h_A, lda );
cpu_time = magma_wtime();
lapackf77_ssytrf( lapack_uplo_const(opts.uplo), &N, h_A, &lda, ipiv, work, &lwork, &info);
cpu_time = magma_wtime() - cpu_time;
cpu_perf = gflops / cpu_time;
#ifdef REAL
float det[2] = {0., 0.};
magma_int_t inert[3];
magma_ssidi(opts.uplo, h_A, lda, N, ipiv, det, inert,
work, 100, &info);
printf("det[0] = %e, det[1] = %e\n", det[0], det[1]);
printf("inertia: positive / negative / zero = %d / %d / %d\n",
inert[0], inert[1], inert[2]);
#endif
if (info != 0) {
printf("lapackf77_ssytrf returned error %lld: %s.\n",
(long long) info, magma_strerror( info ));
}
error_lapack = get_residual( opts, nopiv, opts.uplo, N, h_A, lda, ipiv );
magma_free_cpu( work );
}
/* ====================================================================
Performs operation using MAGMA
=================================================================== */
init_matrix( opts, N, N, h_A, lda );
//printf( "A0=" );
//magma_sprlong( N, N, h_A, lda );
if (nopiv) {
// CPU-interface to non-piv LDLt
gpu_time = magma_wtime();
magma_ssytrf_nopiv( opts.uplo, N, h_A, lda, &info);
gpu_time = magma_wtime() - gpu_time;
}
else if (cpu) {
// CPU-interface to Bunch-Kauffman LDLt
gpu_time = magma_wtime();
magma_ssytrf( opts.uplo, N, h_A, lda, ipiv, &info);
gpu_time = magma_wtime() - gpu_time;
// To do: extend to test inertia for real case;
#ifdef REAL
float det[2];
magma_int_t inert[3];
//for(int kk=0; kk<N; kk++)
// h_A[kk+(N-1)*lda] = h_A[N-1+kk*lda] = 0.;
TESTING_CHECK( magma_smalloc_cpu( &work, N ));
magma_ssidi(opts.uplo, h_A, lda, N, ipiv, det, inert,
work, 110, &info);
printf("det[0] = %e, det[1] = %e\n", det[0], det[1]);
printf("inertia: positive / negative / zero = %d / %d / %d\n",
inert[0], inert[1], inert[2]);
magma_free_cpu(work);
#endif
}
else if (nopiv_gpu) {
// GPU-interface to non-piv LDLt
magma_int_t ldda = magma_roundup( N, opts.align );
magmaFloat_ptr d_A;
TESTING_CHECK( magma_smalloc( &d_A, N*ldda ));
magma_ssetmatrix(N, N, h_A, lda, d_A, ldda, opts.queue );
gpu_time = magma_wtime();
magma_ssytrf_nopiv_gpu( opts.uplo, N, d_A, ldda, &info);
gpu_time = magma_wtime() - gpu_time;
/*
for(int ll=0; ll<N; ll++){
if (ll<200)
h_A[ll+ll*lda] = 0.;
else if (ll<500)
h_A[ll+ll*lda] = 1.;
else
h_A[ll+ll*lda] = -1.;
}
magma_ssetmatrix(N, N, h_A, lda, d_A, ldda, opts.queue );
*/
int *dinert, inert[3];
TESTING_CHECK( magma_malloc((void**)&dinert, 3*sizeof(int)) );
magmablas_sdiinertia(N, d_A, ldda, dinert, opts.queue );
magma_getvector( 3, sizeof(int), dinert, 1, inert, 1, opts.queue );
magma_free( dinert );
printf("inertia: positive / negative / zero = %d / %d / %d\n",
inert[0], inert[1], inert[2]);
inert[0] = inert[1] = inert[2] = 0;
magma_sgetmatrix(N, N, d_A, ldda, h_A, lda, opts.queue );
for(int ll=0; ll<N; ll++){
if (MAGMA_S_REAL(h_A[ll+ll*lda])>0.)
inert[0]++;
else if (MAGMA_S_REAL(h_A[ll+ll*lda])<0.)
inert[1]++;
else
inert[2]++;
}
printf("inertia: positive / negative / zero = %d / %d / %d\n",
inert[0], inert[1], inert[2]);
magma_free( d_A );
}
else if (gpu) {
// GPU-interface to Bunch-Kauffman LDLt
magma_int_t ldda = magma_roundup( N, opts.align );
magmaFloat_ptr d_A;
TESTING_CHECK( magma_smalloc( &d_A, N*ldda ));
magma_ssetmatrix(N, N, h_A, lda, d_A, ldda, opts.queue );
gpu_time = magma_wtime();
magma_ssytrf_gpu( opts.uplo, N, d_A, ldda, ipiv, &info);
gpu_time = magma_wtime() - gpu_time;
magma_sgetmatrix(N, N, d_A, ldda, h_A, lda, opts.queue );
if ( opts.check == 2 && info == 0) {
error = get_residual_gpu( opts, (nopiv | nopiv_gpu), opts.uplo, N,
h_A, lda, d_A, ldda, ipiv, solve_time );
magma_sgetmatrix(N, N, d_A, ldda, h_A, lda, opts.queue );
}
int *dinert, inert[3];
//for(int kk=0; kk<N; kk++)
// h_A[kk+(N-1)*lda] = h_A[N-1+kk*lda] = 0.;
TESTING_CHECK( magma_malloc( (void**)&dinert, 3*sizeof(int)) );
magmablas_ssiinertia(opts.uplo, N, d_A, ldda, ipiv, dinert, opts.queue);
magma_getvector( 3, sizeof(int), dinert, 1, inert, 1, opts.queue );
printf("inertia: positive / negative / zero = %d / %d / %d\n",
inert[0], inert[1], inert[2]);
magma_free(dinert);
magma_free( d_A );
}
else if (aasen) {
// CPU-interface to Aasen's LTLt
gpu_time = magma_wtime();
magma_ssytrf_aasen( opts.uplo, cpu_panel, N, h_A, lda, ipiv, &info);
gpu_time = magma_wtime() - gpu_time;
}
else if (row) {
//magma_ssytrf_gpu_row( opts.uplo, N, h_A, lda, ipiv, work, lwork, &info);
}
else {
//magma_ssytrf_hybrid( opts.uplo, N, h_A, lda, ipiv, work, lwork, &info);
}
gpu_perf = gflops / gpu_time;
if (info != 0) {
printf("magma_ssytrf returned error %lld: %s.\n",
(long long) info, magma_strerror( info ));
}
/* =====================================================================
Check the factorization
=================================================================== */
if ( opts.lapack ) {
printf("%5lld %5lld %7.2f (%7.2f) %7.2f (%7.2f)",
(long long) N, (long long) N, cpu_perf, cpu_time, gpu_perf, gpu_time );
}
else {
printf("%5lld %5lld --- ( --- ) %7.2f (%7.2f)",
(long long) N, (long long) N, gpu_perf, gpu_time );
}
if ( opts.check == 2 && info == 0) {
if (aasen) {
error = get_residual_aasen( opts, (nopiv | nopiv_gpu), opts.uplo, N, h_A, lda, ipiv );
}
else if (!gpu) {
error = get_residual( opts, (nopiv | nopiv_gpu), opts.uplo, N, h_A, lda, ipiv );
}
// gpu case calls get_residual_gpu before to initialize error and timing.
// This is done above in a block where GPU memory is allocated, computatio is done,
// and the GPU memory is freed.
if (gpu) {
printf(" %8.2e (%.2f s) %s", error, solve_time[0], (error < tol ? "ok" : "failed"));
if (opts.lapack)
printf(" (lapack rel.res. = %8.2e (%.2f s))", error_lapack, solve_time[1]);
}
else {
printf(" %8.2e %s", error, (error < tol ? "ok" : "failed"));
if (opts.lapack)
printf(" (lapack rel.res. = %8.2e)", error_lapack);
}
printf("\n");
status += ! (error < tol);
}
else if ( opts.check && info == 0 ) {
if (aasen) {
error = get_LTLt_error( opts, (nopiv | nopiv_gpu), opts.uplo, N, h_A, lda, ipiv );
}
else {
error = get_LDLt_error( opts, (nopiv | nopiv_gpu), opts.uplo, N, h_A, lda, ipiv );
}
printf(" %8.2e %s\n", error, (error < tol ? "ok" : "failed"));
status += ! (error < tol);
}
else {
printf(" --- \n");
}
magma_free_pinned( ipiv );
magma_free_pinned( h_A );
fflush( stdout );
}
if ( opts.niter > 1 ) {
printf( "\n" );
}
}
opts.cleanup();
TESTING_CHECK( magma_finalize() );
return status;
}
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