Esempio n. 1
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgesv
*/
int main(int argc, char **argv)
{
    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_LU, *h_B, *h_X;
    magma_int_t *ipiv;
    magma_int_t N, nrhs, lda, ldb, info, sizeA, sizeB;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;

    /* Initialize */
    magma_queue_t  queue[2];
    magma_device_t device[ MagmaMaxGPUs ];
    int num = 0;
    magma_err_t err;
    magma_init();
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    nrhs = opts.nrhs;
    
    err = magma_get_devices( device, MagmaMaxGPUs, &num );
    if ( err != 0 || num < 1 ) {
      fprintf( stderr, "magma_get_devices failed: %d\n", err );
      exit(-1);
    }

    // Create two queues on device opts.device
    err = magma_queue_create( device[ opts.device ], &queue[0] );
    if ( err != 0 ) {
      fprintf( stderr, "magma_queue_create failed: %d\n", err );
      exit(-1);
    }
    err = magma_queue_create( device[ opts.device ], &queue[1] );
    if ( err != 0 ) {
      fprintf( stderr, "magma_queue_create failed: %d\n", err );
      exit(-1);
    }

    printf("ngpu %d\n", (int) opts.ngpu );
    printf("    N  NRHS   CPU Gflop/s (sec)   GPU GFlop/s (sec)   ||B - AX|| / N*||A||*||X||\n");
    printf("================================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            lda    = N;
            ldb    = lda;
            gflops = ( FLOPS_CGETRF( N, N ) + FLOPS_CGETRS( N, nrhs ) ) / 1e9;
            
            TESTING_MALLOC_CPU( h_A,  magmaFloatComplex, lda*N    );
            TESTING_MALLOC_CPU( h_LU, magmaFloatComplex, lda*N    );
            TESTING_MALLOC_CPU( h_B,  magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( h_X,  magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( work, float,          N        );
            TESTING_MALLOC_CPU( ipiv, magma_int_t,     N        );
            
            /* Initialize the matrices */
            sizeA = lda*N;
            sizeB = ldb*nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            
            // copy A to LU and B to X; save A and B for residual
            lapackf77_clacpy( "F", &N, &N,    h_A, &lda, h_LU, &lda );
            lapackf77_clacpy( "F", &N, &nrhs, h_B, &ldb, h_X,  &ldb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cgesv( N, nrhs, h_LU, lda, ipiv, h_X, ldb, &info, queue );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgesv returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            //=====================================================================
            // Residual
            //=====================================================================
            Anorm = lapackf77_clange("I", &N, &N,    h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb);
            
            Rnorm = lapackf77_clange("I", &N, &nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status |= ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_cgesv( &N, &nrhs, h_A, &lda, ipiv, h_B, &ldb, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cgesv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            
            TESTING_FREE_CPU( h_A  );
            TESTING_FREE_CPU( h_LU );
            TESTING_FREE_CPU( h_B  );
            TESTING_FREE_CPU( h_X  );
            TESTING_FREE_CPU( work );
            TESTING_FREE_CPU( ipiv );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    magma_queue_destroy( queue[0] );
    magma_queue_destroy( queue[1] );
    magma_finalize();

    return status;
}
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing chesv_nopiv_gpu
*/
int main(int argc, char **argv)
{
    TESTING_INIT();

    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_B, *h_X, temp, *hwork;
    magmaFloatComplex_ptr d_A, d_B;
    magma_int_t *ipiv;
    magma_int_t N, nrhs, lda, ldb, ldda, lddb, info, sizeA, sizeB, lwork;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    nrhs = opts.nrhs;
    
    printf("    N  NRHS   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||B - AX|| / N*||A||*||X||\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;
            ldb    = lda;
            ldda   = ((N+31)/32)*32;
            lddb   = ldda;
            gflops = ( FLOPS_CGETRF( N, N ) + FLOPS_CGETRS( N, nrhs ) ) / 1e9;
            
            TESTING_MALLOC_CPU( h_A, magmaFloatComplex, lda*N    );
            TESTING_MALLOC_CPU( h_B, magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( h_X, magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( work, float,      N );
            TESTING_MALLOC_CPU( ipiv, magma_int_t, N );
            
            TESTING_MALLOC_DEV( d_A, magmaFloatComplex, ldda*N    );
            TESTING_MALLOC_DEV( d_B, magmaFloatComplex, lddb*nrhs );
            
            /* Initialize the matrices */
            sizeA = lda*N;
            sizeB = ldb*nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            
            bool nopiv = true;
            if ( nopiv ) {
                magma_cmake_hpd( N, h_A, lda );  // SPD / HPD does not require pivoting
            }
            else {
                magma_cmake_hermitian( N, h_A, lda );  // symmetric/Hermitian generally requires pivoting
            }
            
            magma_csetmatrix( N, N,    h_A, lda, d_A, ldda );
            magma_csetmatrix( N, nrhs, h_B, ldb, d_B, lddb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();

            magma_chesv_nopiv_gpu( opts.uplo, N, nrhs, d_A, ldda, d_B, lddb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgesv_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            //=====================================================================
            // Residual
            //=====================================================================
            magma_cgetmatrix( N, nrhs, d_B, lddb, h_X, ldb );
            
            Anorm = lapackf77_clange("I", &N, &N,    h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb);
            
            Rnorm = lapackf77_clange("I", &N, &nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status += ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                lwork = -1;
                lapackf77_chesv( lapack_uplo_const(opts.uplo), &N,&nrhs,
                                 h_A, &lda, ipiv, h_B, &ldb, &temp, &lwork, &info );
                lwork = (magma_int_t) MAGMA_C_REAL( temp );
                TESTING_MALLOC_PIN( hwork, magmaFloatComplex, lwork );

                cpu_time = magma_wtime();
                lapackf77_chesv( lapack_uplo_const(opts.uplo), &N, &nrhs,
                                 h_A, &lda, ipiv, h_B, &ldb, hwork, &lwork, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_chesv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
                TESTING_FREE_CPU( hwork );
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
            }
            
            TESTING_FREE_CPU( h_A );
            TESTING_FREE_CPU( h_B );
            TESTING_FREE_CPU( h_X );
            TESTING_FREE_CPU( work );
            TESTING_FREE_CPU( ipiv );
            
            TESTING_FREE_DEV( d_A );
            TESTING_FREE_DEV( d_B );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}
Esempio n. 3
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgesv_rbt
*/
int main(int argc, char **argv)
{
    TESTING_INIT();

    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_LU, *h_B, *h_X;
    magma_int_t *ipiv;
    magma_int_t N, nrhs, lda, ldb, info, sizeA, sizeB;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    opts.parse_opts( argc, argv );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    nrhs = opts.nrhs;
    
    printf("%% ngpu %d\n", (int) opts.ngpu );
    printf("%%   N  NRHS   CPU Gflop/s (sec)   GPU Gflop/s (sec)   ||B - AX|| / N*||A||*||X||\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;
            ldb    = lda;
            gflops = ( FLOPS_CGETRF( N, N ) + FLOPS_CGETRS( N, nrhs ) ) / 1e9;
            
            TESTING_MALLOC_CPU( h_A,  magmaFloatComplex, lda*N    );
            TESTING_MALLOC_CPU( h_LU, magmaFloatComplex, lda*N    );
            TESTING_MALLOC_CPU( h_B,  magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( h_X,  magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC_CPU( work, float,             N        );
            TESTING_MALLOC_CPU( ipiv, magma_int_t,        N        );
            
            /* Initialize the matrices */
            sizeA = lda*N;
            sizeB = ldb*nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            
            // copy A to LU and B to X; save A and B for residual
            lapackf77_clacpy( "F", &N, &N,    h_A, &lda, h_LU, &lda );
            lapackf77_clacpy( "F", &N, &nrhs, h_B, &ldb, h_X,  &ldb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cgesv_rbt(MagmaTrue, N, nrhs, h_LU, lda, h_X, ldb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0) {
                printf("magma_cgesv_rbt returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            }
            for (int i = 0; i < N; i++)
                ipiv[i] = i+1;

            //=====================================================================
            // Residual
            //=====================================================================
            Anorm = lapackf77_clange("I", &N, &N,    h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb);
            
            Rnorm = lapackf77_clange("I", &N, &nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status += ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_cgesv( &N, &nrhs, h_A, &lda, ipiv, h_B, &ldb, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0) {
                    printf("lapackf77_cgesv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                }
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e   %s\n",
                        (int) N, (int) nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "ok" : "failed"));
            }
            
            TESTING_FREE_CPU( h_A  );
            TESTING_FREE_CPU( h_LU );
            TESTING_FREE_CPU( h_B  );
            TESTING_FREE_CPU( h_X  );
            TESTING_FREE_CPU( work );
            TESTING_FREE_CPU( ipiv );
            fflush( stdout );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    opts.cleanup();
    TESTING_FINALIZE();
    return status;
}
Esempio n. 4
0
/* ////////////////////////////////////////////////////////////////////////////
   -- Testing cgesv_gpu
*/
int main(int argc, char **argv)
{
    TESTING_INIT();

    real_Double_t   gflops, cpu_perf, cpu_time, gpu_perf, gpu_time;
    float          error, Rnorm, Anorm, Xnorm, *work;
    magmaFloatComplex c_one     = MAGMA_C_ONE;
    magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE;
    magmaFloatComplex *h_A, *h_B, *h_X;
    magmaFloatComplex *d_A, *d_B;
    magma_int_t *ipiv;
    magma_int_t N, nrhs, lda, ldb, ldda, lddb, info, sizeA, sizeB;
    magma_int_t ione     = 1;
    magma_int_t ISEED[4] = {0,0,0,1};
    magma_int_t status = 0;
    
    magma_opts opts;
    parse_opts( argc, argv, &opts );
    
    float tol = opts.tolerance * lapackf77_slamch("E");
    
    nrhs = opts.nrhs;
    
    printf("    N  NRHS   CPU GFlop/s (sec)   GPU GFlop/s (sec)   ||B - AX|| / N*||A||*||X||\n");
    printf("================================================================================\n");
    for( int i = 0; i < opts.ntest; ++i ) {
        for( int iter = 0; iter < opts.niter; ++iter ) {
            N = opts.nsize[i];
            lda    = N;
            ldb    = lda;
            ldda   = ((N+31)/32)*32;
            lddb   = ldda;
            gflops = ( FLOPS_CGETRF( N, N ) + FLOPS_CGETRS( N, nrhs ) ) / 1e9;
            
            TESTING_MALLOC( h_A, magmaFloatComplex, lda*N    );
            TESTING_MALLOC( h_B, magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC( h_X, magmaFloatComplex, ldb*nrhs );
            TESTING_MALLOC( work, float,         N        );
            TESTING_MALLOC( ipiv, magma_int_t,    N        );
            
            TESTING_DEVALLOC( d_A, magmaFloatComplex, ldda*N    );
            TESTING_DEVALLOC( d_B, magmaFloatComplex, lddb*nrhs );
            
            /* Initialize the matrices */
            sizeA = lda*N;
            sizeB = ldb*nrhs;
            lapackf77_clarnv( &ione, ISEED, &sizeA, h_A );
            lapackf77_clarnv( &ione, ISEED, &sizeB, h_B );
            
            magma_csetmatrix( N, N,    h_A, lda, d_A, ldda );
            magma_csetmatrix( N, nrhs, h_B, ldb, d_B, lddb );
            
            /* ====================================================================
               Performs operation using MAGMA
               =================================================================== */
            gpu_time = magma_wtime();
            magma_cgesv_gpu( N, nrhs, d_A, ldda, ipiv, d_B, lddb, &info );
            gpu_time = magma_wtime() - gpu_time;
            gpu_perf = gflops / gpu_time;
            if (info != 0)
                printf("magma_cgesv_gpu returned error %d: %s.\n",
                       (int) info, magma_strerror( info ));
            
            //=====================================================================
            // Residual
            //=====================================================================
            magma_cgetmatrix( N, nrhs, d_B, lddb, h_X, ldb );
            
            Anorm = lapackf77_clange("I", &N, &N,    h_A, &lda, work);
            Xnorm = lapackf77_clange("I", &N, &nrhs, h_X, &ldb, work);
            
            blasf77_cgemm( MagmaNoTransStr, MagmaNoTransStr, &N, &nrhs, &N,
                           &c_one,     h_A, &lda,
                                       h_X, &ldb,
                           &c_neg_one, h_B, &ldb);
            
            Rnorm = lapackf77_clange("I", &N, &nrhs, h_B, &ldb, work);
            error = Rnorm/(N*Anorm*Xnorm);
            status |= ! (error < tol);
            
            /* ====================================================================
               Performs operation using LAPACK
               =================================================================== */
            if ( opts.lapack ) {
                cpu_time = magma_wtime();
                lapackf77_cgesv( &N, &nrhs, h_A, &lda, ipiv, h_B, &ldb, &info );
                cpu_time = magma_wtime() - cpu_time;
                cpu_perf = gflops / cpu_time;
                if (info != 0)
                    printf("lapackf77_cgesv returned error %d: %s.\n",
                           (int) info, magma_strerror( info ));
                
                printf( "%5d %5d   %7.2f (%7.2f)   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) nrhs, cpu_perf, cpu_time, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            else {
                printf( "%5d %5d     ---   (  ---  )   %7.2f (%7.2f)   %8.2e%s\n",
                        (int) N, (int) nrhs, gpu_perf, gpu_time,
                        error, (error < tol ? "" : "  failed"));
            }
            
            TESTING_FREE( h_A );
            TESTING_FREE( h_B );
            TESTING_FREE( h_X );
            TESTING_FREE( work );
            TESTING_FREE( ipiv );
            
            TESTING_DEVFREE( d_A );
            TESTING_DEVFREE( d_B );
        }
        if ( opts.niter > 1 ) {
            printf( "\n" );
        }
    }

    TESTING_FINALIZE();
    return status;
}