/** Purpose ------- CGETRF_NOPIV_GPU computes an LU factorization of a general M-by-N matrix A without any pivoting. The factorization has the form A = P * L * U where P is a permutation matrix, L is lower triangular with unit diagonal elements (lower trapezoidal if m > n), and U is upper triangular (upper trapezoidal if m < n). This is the right-looking Level 3 BLAS version of the algorithm. Arguments --------- @param[in] m INTEGER The number of rows of the matrix A. M >= 0. @param[in] n INTEGER The number of columns of the matrix A. N >= 0. @param[in,out] dA COMPLEX array on the GPU, dimension (LDDA,N). On entry, the M-by-N matrix to be factored. On exit, the factors L and U from the factorization A = P*L*U; the unit diagonal elements of L are not stored. @param[in] ldda INTEGER The leading dimension of the array A. LDDA >= max(1,M). @param[out] info INTEGER - = 0: successful exit - < 0: if INFO = -i, the i-th argument had an illegal value or another error occured, such as memory allocation failed. - > 0: if INFO = i, U(i,i) is exactly zero. The factorization has been completed, but the factor U is exactly singular, and division by zero will occur if it is used to solve a system of equations. @ingroup magma_cgesv_comp ********************************************************************/ extern "C" magma_int_t magma_cgetrf_nopiv_gpu( magma_int_t m, magma_int_t n, magmaFloatComplex_ptr dA, magma_int_t ldda, magma_int_t *info) { #define dA(i,j) (dA + (i)*nb + (j)*nb*ldda) magmaFloatComplex c_one = MAGMA_C_ONE; magmaFloatComplex c_neg_one = MAGMA_C_NEG_ONE; magma_int_t iinfo, nb; magma_int_t maxm, mindim; magma_int_t i, rows, s, lddwork; magmaFloatComplex *work; /* Check arguments */ *info = 0; if (m < 0) *info = -1; else if (n < 0) *info = -2; else if (ldda < max(1,m)) *info = -4; if (*info != 0) { magma_xerbla( __func__, -(*info) ); return *info; } /* Quick return if possible */ if (m == 0 || n == 0) return *info; /* Function Body */ mindim = min(m, n); nb = magma_get_cgetrf_nb(m); s = mindim / nb; if (nb <= 1 || nb >= min(m,n)) { /* Use CPU code. */ magma_cmalloc_cpu( &work, m * n ); if ( work == NULL ) { *info = MAGMA_ERR_HOST_ALLOC; return *info; } magma_cgetmatrix( m, n, dA, ldda, work, m ); magma_cgetrf_nopiv( m, n, work, m, info); magma_csetmatrix( m, n, work, m, dA, ldda ); magma_free_cpu(work); } else { /* Use hybrid blocked code. */ maxm = ((m + 31)/32)*32; lddwork = maxm; if (MAGMA_SUCCESS != magma_cmalloc_pinned( &work, maxm*nb )) { *info = MAGMA_ERR_HOST_ALLOC; return *info; } /* Define user stream if current stream is NULL */ magma_queue_t stream[2]; magma_queue_t orig_stream; magmablasGetKernelStream( &orig_stream ); magma_queue_create( &stream[0] ); if (orig_stream == NULL) { magma_queue_create( &stream[1] ); magmablasSetKernelStream(stream[1]); } else { stream[1] = orig_stream; } for( i=0; i < s; i++ ) { // download i-th panel magma_queue_sync( stream[1] ); magma_cgetmatrix_async( m-i*nb, nb, dA(i,i), ldda, work, lddwork, stream[0] ); if ( i > 0 ) { magma_ctrsm( MagmaLeft, MagmaLower, MagmaNoTrans, MagmaUnit, nb, n - (i+1)*nb, c_one, dA(i-1,i-1), ldda, dA(i-1,i+1), ldda ); magma_cgemm( MagmaNoTrans, MagmaNoTrans, m-i*nb, n-(i+1)*nb, nb, c_neg_one, dA(i, i-1), ldda, dA(i-1,i+1), ldda, c_one, dA(i, i+1), ldda ); } // do the cpu part rows = m - i*nb; magma_queue_sync( stream[0] ); magma_cgetrf_nopiv( rows, nb, work, lddwork, &iinfo ); if ( (*info == 0) && (iinfo > 0) ) *info = iinfo + i*nb; // upload i-th panel magma_csetmatrix_async( m-i*nb, nb, work, lddwork, dA(i, i), ldda, stream[0] ); magma_queue_sync( stream[0] ); // do the small non-parallel computations if ( s > (i+1) ) { magma_ctrsm( MagmaLeft, MagmaLower, MagmaNoTrans, MagmaUnit, nb, nb, c_one, dA(i, i ), ldda, dA(i, i+1), ldda); magma_cgemm( MagmaNoTrans, MagmaNoTrans, m-(i+1)*nb, nb, nb, c_neg_one, dA(i+1, i ), ldda, dA(i, i+1), ldda, c_one, dA(i+1, i+1), ldda ); } else { magma_ctrsm( MagmaLeft, MagmaLower, MagmaNoTrans, MagmaUnit, nb, n-s*nb, c_one, dA(i, i ), ldda, dA(i, i+1), ldda); magma_cgemm( MagmaNoTrans, MagmaNoTrans, m-(i+1)*nb, n-(i+1)*nb, nb, c_neg_one, dA(i+1, i ), ldda, dA(i, i+1), ldda, c_one, dA(i+1, i+1), ldda ); } } magma_int_t nb0 = min(m - s*nb, n - s*nb); rows = m - s*nb; magma_cgetmatrix( rows, nb0, dA(s,s), ldda, work, lddwork ); // make sure that gpu queue is empty magma_device_sync(); // do the cpu part magma_cgetrf_nopiv( rows, nb0, work, lddwork, &iinfo ); if ( (*info == 0) && (iinfo > 0) ) *info = iinfo + s*nb; // upload i-th panel magma_csetmatrix( rows, nb0, work, lddwork, dA(s,s), ldda ); magma_ctrsm( MagmaLeft, MagmaLower, MagmaNoTrans, MagmaUnit, nb0, n-s*nb-nb0, c_one, dA(s,s), ldda, dA(s,s)+nb0, ldda); magma_free_pinned( work ); magma_queue_destroy( stream[0] ); if (orig_stream == NULL) { magma_queue_destroy( stream[1] ); } magmablasSetKernelStream( orig_stream ); } return *info; } /* magma_cgetrf_nopiv_gpu */
/* //////////////////////////////////////////////////////////////////////////// -- Testing cgetrf */ int main( int argc, char** argv) { TESTING_INIT(); real_Double_t gflops, gpu_perf, gpu_time, cpu_perf=0, cpu_time=0; float error; magmaFloatComplex *h_A; magma_int_t *ipiv; magma_int_t M, N, n2, lda, info, min_mn; magma_int_t status = 0; magma_opts opts; opts.parse_opts( argc, argv ); float tol = opts.tolerance * lapackf77_slamch("E"); printf("%% ngpu %d, version %d\n", (int) opts.ngpu, (int) opts.version ); 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) |PA-LU|/(N*|A|)\n"); } printf("%%========================================================================\n"); for( int itest = 0; itest < opts.ntest; ++itest ) { for( int iter = 0; iter < opts.niter; ++iter ) { M = opts.msize[itest]; N = opts.nsize[itest]; min_mn = min(M, N); lda = M; n2 = lda*N; gflops = FLOPS_CGETRF( M, N ) / 1e9; TESTING_MALLOC_CPU( ipiv, magma_int_t, min_mn ); TESTING_MALLOC_PIN( h_A, magmaFloatComplex, n2 ); /* ===================================================================== Performs operation using LAPACK =================================================================== */ if ( opts.lapack ) { init_matrix( opts, M, N, h_A, lda ); cpu_time = magma_wtime(); lapackf77_cgetrf( &M, &N, h_A, &lda, ipiv, &info ); cpu_time = magma_wtime() - cpu_time; cpu_perf = gflops / cpu_time; if (info != 0) { printf("lapackf77_cgetrf returned error %d: %s.\n", (int) info, magma_strerror( info )); } } /* ==================================================================== Performs operation using MAGMA =================================================================== */ init_matrix( opts, M, N, h_A, lda ); if ( opts.version == 2 || opts.version == 3 ) { // no pivoting versions, so set ipiv to identity for (magma_int_t i=0; i < min_mn; ++i ) { ipiv[i] = i+1; } } gpu_time = magma_wtime(); if ( opts.version == 1 ) { magma_cgetrf( M, N, h_A, lda, ipiv, &info ); } else if ( opts.version == 2 ) { magma_cgetrf_nopiv( M, N, h_A, lda, &info ); } else if ( opts.version == 3 ) { magma_cgetf2_nopiv( M, N, h_A, lda, &info ); } gpu_time = magma_wtime() - gpu_time; gpu_perf = gflops / gpu_time; if (info != 0) { printf("magma_cgetrf returned error %d: %s.\n", (int) info, magma_strerror( info )); } /* ===================================================================== Check the factorization =================================================================== */ if ( opts.lapack ) { printf("%5d %5d %7.2f (%7.2f) %7.2f (%7.2f)", (int) M, (int) N, cpu_perf, cpu_time, gpu_perf, gpu_time ); } else { printf("%5d %5d --- ( --- ) %7.2f (%7.2f)", (int) M, (int) N, gpu_perf, gpu_time ); } if ( opts.check == 2 ) { error = get_residual( opts, M, N, h_A, lda, ipiv ); printf(" %8.2e %s\n", error, (error < tol ? "ok" : "failed")); status += ! (error < tol); } else if ( opts.check ) { error = get_LU_error( opts, M, N, h_A, lda, ipiv ); printf(" %8.2e %s\n", error, (error < tol ? "ok" : "failed")); status += ! (error < tol); } else { printf(" --- \n"); } TESTING_FREE_CPU( ipiv ); TESTING_FREE_PIN( h_A ); fflush( stdout ); } if ( opts.niter > 1 ) { printf( "\n" ); } } opts.cleanup(); TESTING_FINALIZE(); return status; }