1*d7b241e6Sjeremylt // Copyright (c) 2017, Lawrence Livermore National Security, LLC. Produced at 2*d7b241e6Sjeremylt // the Lawrence Livermore National Laboratory. LLNL-CODE-734707. All Rights 3*d7b241e6Sjeremylt // reserved. See files LICENSE and NOTICE for details. 4*d7b241e6Sjeremylt // 5*d7b241e6Sjeremylt // This file is part of CEED, a collection of benchmarks, miniapps, software 6*d7b241e6Sjeremylt // libraries and APIs for efficient high-order finite element and spectral 7*d7b241e6Sjeremylt // element discretizations for exascale applications. For more information and 8*d7b241e6Sjeremylt // source code availability see http://github.com/ceed. 9*d7b241e6Sjeremylt // 10*d7b241e6Sjeremylt // The CEED research is supported by the Exascale Computing Project 17-SC-20-SC, 11*d7b241e6Sjeremylt // a collaborative effort of two U.S. Department of Energy organizations (Office 12*d7b241e6Sjeremylt // of Science and the National Nuclear Security Administration) responsible for 13*d7b241e6Sjeremylt // the planning and preparation of a capable exascale ecosystem, including 14*d7b241e6Sjeremylt // software, applications, hardware, advanced system engineering and early 15*d7b241e6Sjeremylt // testbed platforms, in support of the nation's exascale computing imperative. 16*d7b241e6Sjeremylt 17*d7b241e6Sjeremylt #include <ceed-impl.h> 18*d7b241e6Sjeremylt #include <math.h> 19*d7b241e6Sjeremylt #include <stdio.h> 20*d7b241e6Sjeremylt #include <stdlib.h> 21*d7b241e6Sjeremylt #include <string.h> 22*d7b241e6Sjeremylt 23*d7b241e6Sjeremylt /// @cond DOXYGEN_SKIP 24*d7b241e6Sjeremylt static struct CeedBasis_private ceed_basis_colocated; 25*d7b241e6Sjeremylt /// @endcond 26*d7b241e6Sjeremylt 27*d7b241e6Sjeremylt /// @file 28*d7b241e6Sjeremylt /// Implementation of public CeedBasis interfaces 29*d7b241e6Sjeremylt /// 30*d7b241e6Sjeremylt /// @defgroup CeedBasis CeedBasis: fully discrete finite element-like objects 31*d7b241e6Sjeremylt /// @{ 32*d7b241e6Sjeremylt 33*d7b241e6Sjeremylt /// Create a tensor product basis for H^1 discretizations 34*d7b241e6Sjeremylt /// 35*d7b241e6Sjeremylt /// @param ceed Ceed 36*d7b241e6Sjeremylt /// @param dim Topological dimension 37*d7b241e6Sjeremylt /// @param ncomp Number of field components (1 for scalar fields) 38*d7b241e6Sjeremylt /// @param P1d Number of nodes in one dimension 39*d7b241e6Sjeremylt /// @param Q1d Number of quadrature points in one dimension 40*d7b241e6Sjeremylt /// @param interp1d Row-major Q1d × P1d matrix expressing the values of nodal 41*d7b241e6Sjeremylt /// basis functions at quadrature points 42*d7b241e6Sjeremylt /// @param grad1d Row-major Q1d × P1d matrix expressing derivatives of nodal 43*d7b241e6Sjeremylt /// basis functions at quadrature points 44*d7b241e6Sjeremylt /// @param qref1d Array of length Q1d holding the locations of quadrature points 45*d7b241e6Sjeremylt /// on the 1D reference element [-1, 1] 46*d7b241e6Sjeremylt /// @param qweight1d Array of length Q1d holding the quadrature weights on the 47*d7b241e6Sjeremylt /// reference element 48*d7b241e6Sjeremylt /// @param[out] basis New basis 49*d7b241e6Sjeremylt /// 50*d7b241e6Sjeremylt /// @sa CeedBasisCreateTensorH1Lagrange() 51*d7b241e6Sjeremylt int CeedBasisCreateTensorH1(Ceed ceed, CeedInt dim, CeedInt ncomp, CeedInt P1d, 52*d7b241e6Sjeremylt CeedInt Q1d, const CeedScalar *interp1d, 53*d7b241e6Sjeremylt const CeedScalar *grad1d, const CeedScalar *qref1d, 54*d7b241e6Sjeremylt const CeedScalar *qweight1d, CeedBasis *basis) { 55*d7b241e6Sjeremylt int ierr; 56*d7b241e6Sjeremylt 57*d7b241e6Sjeremylt if (!ceed->BasisCreateTensorH1) 58*d7b241e6Sjeremylt return CeedError(ceed, 1, "Backend does not support BasisCreateTensorH1"); 59*d7b241e6Sjeremylt ierr = CeedCalloc(1,basis); CeedChk(ierr); 60*d7b241e6Sjeremylt (*basis)->ceed = ceed; 61*d7b241e6Sjeremylt ceed->refcount++; 62*d7b241e6Sjeremylt (*basis)->refcount = 1; 63*d7b241e6Sjeremylt (*basis)->dim = dim; 64*d7b241e6Sjeremylt (*basis)->ncomp = ncomp; 65*d7b241e6Sjeremylt (*basis)->P1d = P1d; 66*d7b241e6Sjeremylt (*basis)->Q1d = Q1d; 67*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d,&(*basis)->qref1d); CeedChk(ierr); 68*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d,&(*basis)->qweight1d); CeedChk(ierr); 69*d7b241e6Sjeremylt memcpy((*basis)->qref1d, qref1d, Q1d*sizeof(qref1d[0])); 70*d7b241e6Sjeremylt memcpy((*basis)->qweight1d, qweight1d, Q1d*sizeof(qweight1d[0])); 71*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d*P1d,&(*basis)->interp1d); CeedChk(ierr); 72*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d*P1d,&(*basis)->grad1d); CeedChk(ierr); 73*d7b241e6Sjeremylt memcpy((*basis)->interp1d, interp1d, Q1d*P1d*sizeof(interp1d[0])); 74*d7b241e6Sjeremylt memcpy((*basis)->grad1d, grad1d, Q1d*P1d*sizeof(interp1d[0])); 75*d7b241e6Sjeremylt ierr = ceed->BasisCreateTensorH1(ceed, dim, P1d, Q1d, interp1d, grad1d, qref1d, 76*d7b241e6Sjeremylt qweight1d, *basis); CeedChk(ierr); 77*d7b241e6Sjeremylt return 0; 78*d7b241e6Sjeremylt } 79*d7b241e6Sjeremylt 80*d7b241e6Sjeremylt /// Create a tensor product Lagrange basis 81*d7b241e6Sjeremylt /// 82*d7b241e6Sjeremylt /// @param ceed Ceed 83*d7b241e6Sjeremylt /// @param dim Topological dimension of element 84*d7b241e6Sjeremylt /// @param ncomp Number of field components 85*d7b241e6Sjeremylt /// @param P Number of Gauss-Lobatto nodes in one dimension. The polynomial degree 86*d7b241e6Sjeremylt /// of the resulting Q_k element is k=P-1. 87*d7b241e6Sjeremylt /// @param Q Number of quadrature points in one dimension. 88*d7b241e6Sjeremylt /// @param qmode Distribution of the Q quadrature points (affects order of 89*d7b241e6Sjeremylt /// accuracy for the quadrature) 90*d7b241e6Sjeremylt /// @param[out] basis New basis 91*d7b241e6Sjeremylt /// 92*d7b241e6Sjeremylt /// @sa CeedBasisCreateTensorH1() 93*d7b241e6Sjeremylt int CeedBasisCreateTensorH1Lagrange(Ceed ceed, CeedInt dim, CeedInt ncomp, 94*d7b241e6Sjeremylt CeedInt P, CeedInt Q, 95*d7b241e6Sjeremylt CeedQuadMode qmode, CeedBasis *basis) { 96*d7b241e6Sjeremylt // Allocate 97*d7b241e6Sjeremylt int ierr, i, j, k; 98*d7b241e6Sjeremylt CeedScalar c1, c2, c3, c4, dx, *nodes, *interp1d, *grad1d, *qref1d, *qweight1d; 99*d7b241e6Sjeremylt ierr = CeedCalloc(P*Q, &interp1d); CeedChk(ierr); 100*d7b241e6Sjeremylt ierr = CeedCalloc(P*Q, &grad1d); CeedChk(ierr); 101*d7b241e6Sjeremylt ierr = CeedCalloc(P, &nodes); CeedChk(ierr); 102*d7b241e6Sjeremylt ierr = CeedCalloc(Q, &qref1d); CeedChk(ierr); 103*d7b241e6Sjeremylt ierr = CeedCalloc(Q, &qweight1d); CeedChk(ierr); 104*d7b241e6Sjeremylt // Get Nodes and Weights 105*d7b241e6Sjeremylt ierr = CeedLobattoQuadrature(P, nodes, NULL); CeedChk(ierr); 106*d7b241e6Sjeremylt switch (qmode) { 107*d7b241e6Sjeremylt case CEED_GAUSS: 108*d7b241e6Sjeremylt ierr = CeedGaussQuadrature(Q, qref1d, qweight1d); CeedChk(ierr); 109*d7b241e6Sjeremylt break; 110*d7b241e6Sjeremylt case CEED_GAUSS_LOBATTO: 111*d7b241e6Sjeremylt ierr = CeedLobattoQuadrature(Q, qref1d, qweight1d); CeedChk(ierr); 112*d7b241e6Sjeremylt break; 113*d7b241e6Sjeremylt } 114*d7b241e6Sjeremylt // Build B, D matrix 115*d7b241e6Sjeremylt // Fornberg, 1998 116*d7b241e6Sjeremylt for (i = 0; i < Q; i++) { 117*d7b241e6Sjeremylt c1 = 1.0; 118*d7b241e6Sjeremylt c3 = nodes[0] - qref1d[i]; 119*d7b241e6Sjeremylt interp1d[i*P+0] = 1.0; 120*d7b241e6Sjeremylt for (j = 1; j < P; j++) { 121*d7b241e6Sjeremylt c2 = 1.0; 122*d7b241e6Sjeremylt c4 = c3; 123*d7b241e6Sjeremylt c3 = nodes[j] - qref1d[i]; 124*d7b241e6Sjeremylt for (k = 0; k < j; k++) { 125*d7b241e6Sjeremylt dx = nodes[j] - nodes[k]; 126*d7b241e6Sjeremylt c2 *= dx; 127*d7b241e6Sjeremylt if (k == j - 1) { 128*d7b241e6Sjeremylt grad1d[i*P + j] = c1*(interp1d[i*P + k] - c4*grad1d[i*P + k]) / c2; 129*d7b241e6Sjeremylt interp1d[i*P + j] = - c1*c4*interp1d[i*P + k] / c2; 130*d7b241e6Sjeremylt } 131*d7b241e6Sjeremylt grad1d[i*P + k] = (c3*grad1d[i*P + k] - interp1d[i*P + k]) / dx; 132*d7b241e6Sjeremylt interp1d[i*P + k] = c3*interp1d[i*P + k] / dx; 133*d7b241e6Sjeremylt } 134*d7b241e6Sjeremylt c1 = c2; 135*d7b241e6Sjeremylt } 136*d7b241e6Sjeremylt } 137*d7b241e6Sjeremylt // // Pass to CeedBasisCreateTensorH1 138*d7b241e6Sjeremylt ierr = CeedBasisCreateTensorH1(ceed, dim, ncomp, P, Q, interp1d, grad1d, qref1d, 139*d7b241e6Sjeremylt qweight1d, basis); CeedChk(ierr); 140*d7b241e6Sjeremylt ierr = CeedFree(&interp1d); CeedChk(ierr); 141*d7b241e6Sjeremylt ierr = CeedFree(&grad1d); CeedChk(ierr); 142*d7b241e6Sjeremylt ierr = CeedFree(&nodes); CeedChk(ierr); 143*d7b241e6Sjeremylt ierr = CeedFree(&qref1d); CeedChk(ierr); 144*d7b241e6Sjeremylt ierr = CeedFree(&qweight1d); CeedChk(ierr); 145*d7b241e6Sjeremylt return 0; 146*d7b241e6Sjeremylt } 147*d7b241e6Sjeremylt 148*d7b241e6Sjeremylt /// Construct a Gauss-Legendre quadrature 149*d7b241e6Sjeremylt /// 150*d7b241e6Sjeremylt /// @param Q Number of quadrature points (integrates polynomials of degree 2*Q-1 exactly) 151*d7b241e6Sjeremylt /// @param qref1d Array of length Q to hold the abscissa on [-1, 1] 152*d7b241e6Sjeremylt /// @param qweight1d Array of length Q to hold the weights 153*d7b241e6Sjeremylt /// @sa CeedLobattoQuadrature() 154*d7b241e6Sjeremylt int CeedGaussQuadrature(CeedInt Q, CeedScalar *qref1d, CeedScalar *qweight1d) { 155*d7b241e6Sjeremylt // Allocate 156*d7b241e6Sjeremylt CeedScalar P0, P1, P2, dP2, xi, wi, PI = 4.0*atan(1.0); 157*d7b241e6Sjeremylt // Build qref1d, qweight1d 158*d7b241e6Sjeremylt for (int i = 0; i <= Q/2; i++) { 159*d7b241e6Sjeremylt // Guess 160*d7b241e6Sjeremylt xi = cos(PI*(CeedScalar)(2*i+1)/((CeedScalar)(2*Q))); 161*d7b241e6Sjeremylt // Pn(xi) 162*d7b241e6Sjeremylt P0 = 1.0; 163*d7b241e6Sjeremylt P1 = xi; 164*d7b241e6Sjeremylt P2 = 0.0; 165*d7b241e6Sjeremylt for (int j = 2; j <= Q; j++) { 166*d7b241e6Sjeremylt P2 = (((CeedScalar)(2*j-1))*xi*P1-((CeedScalar)(j-1))*P0)/((CeedScalar)(j)); 167*d7b241e6Sjeremylt P0 = P1; 168*d7b241e6Sjeremylt P1 = P2; 169*d7b241e6Sjeremylt } 170*d7b241e6Sjeremylt // First Newton Step 171*d7b241e6Sjeremylt dP2 = (xi*P2 - P0)*(CeedScalar)Q/(xi*xi-1.0); 172*d7b241e6Sjeremylt xi = xi-P2/dP2; 173*d7b241e6Sjeremylt // Newton to convergence 174*d7b241e6Sjeremylt for (int k=0; k<100 && fabs(P2)>1e-15; k++) { 175*d7b241e6Sjeremylt P0 = 1.0; 176*d7b241e6Sjeremylt P1 = xi; 177*d7b241e6Sjeremylt for (int j = 2; j <= Q; j++) { 178*d7b241e6Sjeremylt P2 = (((CeedScalar)(2*j-1))*xi*P1-((CeedScalar)(j-1))*P0)/((CeedScalar)(j)); 179*d7b241e6Sjeremylt P0 = P1; 180*d7b241e6Sjeremylt P1 = P2; 181*d7b241e6Sjeremylt } 182*d7b241e6Sjeremylt dP2 = (xi*P2 - P0)*(CeedScalar)Q/(xi*xi-1.0); 183*d7b241e6Sjeremylt xi = xi-P2/dP2; 184*d7b241e6Sjeremylt } 185*d7b241e6Sjeremylt // Save xi, wi 186*d7b241e6Sjeremylt wi = 2.0/((1.0-xi*xi)*dP2*dP2); 187*d7b241e6Sjeremylt qweight1d[i] = wi; 188*d7b241e6Sjeremylt qweight1d[Q-1-i] = wi; 189*d7b241e6Sjeremylt qref1d[i] = -xi; 190*d7b241e6Sjeremylt qref1d[Q-1-i]= xi; 191*d7b241e6Sjeremylt } 192*d7b241e6Sjeremylt return 0; 193*d7b241e6Sjeremylt } 194*d7b241e6Sjeremylt 195*d7b241e6Sjeremylt /// Construct a Gauss-Legendre-Lobatto quadrature 196*d7b241e6Sjeremylt /// 197*d7b241e6Sjeremylt /// @param Q Number of quadrature points (integrates polynomials of degree 2*Q-3 exactly) 198*d7b241e6Sjeremylt /// @param qref1d Array of length Q to hold the abscissa on [-1, 1] 199*d7b241e6Sjeremylt /// @param qweight1d Array of length Q to hold the weights 200*d7b241e6Sjeremylt /// @sa CeedGaussQuadrature() 201*d7b241e6Sjeremylt int CeedLobattoQuadrature(CeedInt Q, CeedScalar *qref1d, 202*d7b241e6Sjeremylt CeedScalar *qweight1d) { 203*d7b241e6Sjeremylt // Allocate 204*d7b241e6Sjeremylt CeedScalar P0, P1, P2, dP2, d2P2, xi, wi, PI = 4.0*atan(1.0); 205*d7b241e6Sjeremylt // Build qref1d, qweight1d 206*d7b241e6Sjeremylt // Set endpoints 207*d7b241e6Sjeremylt wi = 2.0/((CeedScalar)(Q*(Q-1))); 208*d7b241e6Sjeremylt if (qweight1d) { 209*d7b241e6Sjeremylt qweight1d[0] = wi; 210*d7b241e6Sjeremylt qweight1d[Q-1] = wi; 211*d7b241e6Sjeremylt } 212*d7b241e6Sjeremylt qref1d[0] = -1.0; 213*d7b241e6Sjeremylt qref1d[Q-1] = 1.0; 214*d7b241e6Sjeremylt // Interior 215*d7b241e6Sjeremylt for (int i = 1; i <= (Q-1)/2; i++) { 216*d7b241e6Sjeremylt // Guess 217*d7b241e6Sjeremylt xi = cos(PI*(CeedScalar)(i)/(CeedScalar)(Q-1)); 218*d7b241e6Sjeremylt // Pn(xi) 219*d7b241e6Sjeremylt P0 = 1.0; 220*d7b241e6Sjeremylt P1 = xi; 221*d7b241e6Sjeremylt P2 = 0.0; 222*d7b241e6Sjeremylt for (int j = 2; j < Q; j++) { 223*d7b241e6Sjeremylt P2 = (((CeedScalar)(2*j-1))*xi*P1-((CeedScalar)(j-1))*P0)/((CeedScalar)(j)); 224*d7b241e6Sjeremylt P0 = P1; 225*d7b241e6Sjeremylt P1 = P2; 226*d7b241e6Sjeremylt } 227*d7b241e6Sjeremylt // First Newton step 228*d7b241e6Sjeremylt dP2 = (xi*P2 - P0)*(CeedScalar)Q/(xi*xi-1.0); 229*d7b241e6Sjeremylt d2P2 = (2*xi*dP2 - (CeedScalar)(Q*(Q-1))*P2)/(1.0-xi*xi); 230*d7b241e6Sjeremylt xi = xi-dP2/d2P2; 231*d7b241e6Sjeremylt // Newton to convergence 232*d7b241e6Sjeremylt for (int k=0; k<100 && fabs(dP2)>1e-15; k++) { 233*d7b241e6Sjeremylt P0 = 1.0; 234*d7b241e6Sjeremylt P1 = xi; 235*d7b241e6Sjeremylt for (int j = 2; j < Q; j++) { 236*d7b241e6Sjeremylt P2 = (((CeedScalar)(2*j-1))*xi*P1-((CeedScalar)(j-1))*P0)/((CeedScalar)(j)); 237*d7b241e6Sjeremylt P0 = P1; 238*d7b241e6Sjeremylt P1 = P2; 239*d7b241e6Sjeremylt } 240*d7b241e6Sjeremylt dP2 = (xi*P2 - P0)*(CeedScalar)Q/(xi*xi-1.0); 241*d7b241e6Sjeremylt d2P2 = (2*xi*dP2 - (CeedScalar)(Q*(Q-1))*P2)/(1.0-xi*xi); 242*d7b241e6Sjeremylt xi = xi-dP2/d2P2; 243*d7b241e6Sjeremylt } 244*d7b241e6Sjeremylt // Save xi, wi 245*d7b241e6Sjeremylt wi = 2.0/(((CeedScalar)(Q*(Q-1)))*P2*P2); 246*d7b241e6Sjeremylt if (qweight1d) { 247*d7b241e6Sjeremylt qweight1d[i] = wi; 248*d7b241e6Sjeremylt qweight1d[Q-1-i] = wi; 249*d7b241e6Sjeremylt } 250*d7b241e6Sjeremylt qref1d[i] = -xi; 251*d7b241e6Sjeremylt qref1d[Q-1-i]= xi; 252*d7b241e6Sjeremylt } 253*d7b241e6Sjeremylt return 0; 254*d7b241e6Sjeremylt } 255*d7b241e6Sjeremylt 256*d7b241e6Sjeremylt static int CeedScalarView(const char *name, const char *fpformat, CeedInt m, 257*d7b241e6Sjeremylt CeedInt n, const CeedScalar *a, FILE *stream) { 258*d7b241e6Sjeremylt for (int i=0; i<m; i++) { 259*d7b241e6Sjeremylt if (m > 1) fprintf(stream, "%12s[%d]:", name, i); 260*d7b241e6Sjeremylt else fprintf(stream, "%12s:", name); 261*d7b241e6Sjeremylt for (int j=0; j<n; j++) { 262*d7b241e6Sjeremylt fprintf(stream, fpformat, fabs(a[i*n+j]) > 1E-14 ? a[i*n+j] : 0); 263*d7b241e6Sjeremylt } 264*d7b241e6Sjeremylt fputs("\n", stream); 265*d7b241e6Sjeremylt } 266*d7b241e6Sjeremylt return 0; 267*d7b241e6Sjeremylt } 268*d7b241e6Sjeremylt 269*d7b241e6Sjeremylt /// View a basis 270*d7b241e6Sjeremylt /// 271*d7b241e6Sjeremylt /// @param basis Basis to view 272*d7b241e6Sjeremylt /// @param stream Stream to view to, e.g., stdout 273*d7b241e6Sjeremylt int CeedBasisView(CeedBasis basis, FILE *stream) { 274*d7b241e6Sjeremylt int ierr; 275*d7b241e6Sjeremylt 276*d7b241e6Sjeremylt fprintf(stream, "CeedBasis: dim=%d P=%d Q=%d\n", basis->dim, basis->P1d, 277*d7b241e6Sjeremylt basis->Q1d); 278*d7b241e6Sjeremylt ierr = CeedScalarView("qref1d", "\t% 12.8f", 1, basis->Q1d, basis->qref1d, 279*d7b241e6Sjeremylt stream); CeedChk(ierr); 280*d7b241e6Sjeremylt ierr = CeedScalarView("qweight1d", "\t% 12.8f", 1, basis->Q1d, basis->qweight1d, 281*d7b241e6Sjeremylt stream); CeedChk(ierr); 282*d7b241e6Sjeremylt ierr = CeedScalarView("interp1d", "\t% 12.8f", basis->Q1d, basis->P1d, 283*d7b241e6Sjeremylt basis->interp1d, stream); CeedChk(ierr); 284*d7b241e6Sjeremylt ierr = CeedScalarView("grad1d", "\t% 12.8f", basis->Q1d, basis->P1d, 285*d7b241e6Sjeremylt basis->grad1d, stream); CeedChk(ierr); 286*d7b241e6Sjeremylt return 0; 287*d7b241e6Sjeremylt } 288*d7b241e6Sjeremylt 289*d7b241e6Sjeremylt // Computes A = (I - b v v^T) A 290*d7b241e6Sjeremylt // where A is an mxn matrix indexed as A[i*row + j*col] 291*d7b241e6Sjeremylt static int CeedHouseholderReflect(CeedScalar *A, const CeedScalar *v, 292*d7b241e6Sjeremylt CeedScalar b, CeedInt m, CeedInt n, 293*d7b241e6Sjeremylt CeedInt row, CeedInt col) { 294*d7b241e6Sjeremylt for (CeedInt j=0; j<n; j++) { 295*d7b241e6Sjeremylt CeedScalar w = A[0*row + j*col]; 296*d7b241e6Sjeremylt for (CeedInt i=1; i<m; i++) w += v[i] * A[i*row + j*col]; 297*d7b241e6Sjeremylt A[0*row + j*col] -= b * w; 298*d7b241e6Sjeremylt for (CeedInt i=1; i<m; i++) A[i*row + j*col] -= b * w * v[i]; 299*d7b241e6Sjeremylt } 300*d7b241e6Sjeremylt return 0; 301*d7b241e6Sjeremylt } 302*d7b241e6Sjeremylt 303*d7b241e6Sjeremylt // Compute A = Q A where Q is mxk and A is mxn. k<m 304*d7b241e6Sjeremylt static int CeedHouseholderApplyQ(CeedScalar *A, const CeedScalar *Q, 305*d7b241e6Sjeremylt const CeedScalar *tau, CeedTransposeMode tmode, 306*d7b241e6Sjeremylt CeedInt m, CeedInt n, CeedInt k, 307*d7b241e6Sjeremylt CeedInt row, CeedInt col) { 308*d7b241e6Sjeremylt CeedScalar v[m]; 309*d7b241e6Sjeremylt for (CeedInt ii=0; ii<k; ii++) { 310*d7b241e6Sjeremylt CeedInt i = tmode == CEED_TRANSPOSE ? ii : k-1-ii; 311*d7b241e6Sjeremylt for (CeedInt j=i+1; j<m; j++) { 312*d7b241e6Sjeremylt v[j] = Q[j*k+i]; 313*d7b241e6Sjeremylt } 314*d7b241e6Sjeremylt // Apply Householder reflector (I - tau v v^T) colograd1d^T 315*d7b241e6Sjeremylt CeedHouseholderReflect(&A[i*row], &v[i], tau[i], m-i, n, row, col); 316*d7b241e6Sjeremylt } 317*d7b241e6Sjeremylt return 0; 318*d7b241e6Sjeremylt } 319*d7b241e6Sjeremylt 320*d7b241e6Sjeremylt /// Return QR Factorization of matrix 321*d7b241e6Sjeremylt /// @param mat Row-major matrix to be factorized in place 322*d7b241e6Sjeremylt /// @param tau Vector of length m of scaling fators 323*d7b241e6Sjeremylt /// @param m Number of rows 324*d7b241e6Sjeremylt /// @param n Number of columns 325*d7b241e6Sjeremylt int CeedQRFactorization(CeedScalar *mat, CeedScalar *tau, 326*d7b241e6Sjeremylt CeedInt m, CeedInt n) { 327*d7b241e6Sjeremylt CeedInt i, j; 328*d7b241e6Sjeremylt CeedScalar v[m]; 329*d7b241e6Sjeremylt 330*d7b241e6Sjeremylt for (i=0; i<n; i++) { 331*d7b241e6Sjeremylt // Calculate Householder vector, magnitude 332*d7b241e6Sjeremylt CeedScalar sigma = 0.0; 333*d7b241e6Sjeremylt v[i] = mat[i+n*i]; 334*d7b241e6Sjeremylt for (j=i+1; j<m; j++) { 335*d7b241e6Sjeremylt v[j] = mat[i+n*j]; 336*d7b241e6Sjeremylt sigma += v[j] * v[j]; 337*d7b241e6Sjeremylt } 338*d7b241e6Sjeremylt CeedScalar norm = sqrt(v[i]*v[i] + sigma); // norm of v[i:m] 339*d7b241e6Sjeremylt CeedScalar Rii = -copysign(norm, v[i]); 340*d7b241e6Sjeremylt v[i] -= Rii; 341*d7b241e6Sjeremylt // norm of v[i:m] after modification above and scaling below 342*d7b241e6Sjeremylt // norm = sqrt(v[i]*v[i] + sigma) / v[i]; 343*d7b241e6Sjeremylt // tau = 2 / (norm*norm) 344*d7b241e6Sjeremylt tau[i] = 2 * v[i]*v[i] / (v[i]*v[i] + sigma); 345*d7b241e6Sjeremylt for (j=i+1; j<m; j++) v[j] /= v[i]; 346*d7b241e6Sjeremylt 347*d7b241e6Sjeremylt // Apply Householder reflector to lower right panel 348*d7b241e6Sjeremylt CeedHouseholderReflect(&mat[i*n+i+1], &v[i], tau[i], m-i, n-i-1, n, 1); 349*d7b241e6Sjeremylt // Save v 350*d7b241e6Sjeremylt mat[i+n*i] = Rii; 351*d7b241e6Sjeremylt for (j=i+1; j<m; j++) { 352*d7b241e6Sjeremylt mat[i+n*j] = v[j]; 353*d7b241e6Sjeremylt } 354*d7b241e6Sjeremylt } 355*d7b241e6Sjeremylt 356*d7b241e6Sjeremylt return 0; 357*d7b241e6Sjeremylt } 358*d7b241e6Sjeremylt 359*d7b241e6Sjeremylt /// Return colocated grad matrix 360*d7b241e6Sjeremylt /// @param basis Basis 361*d7b241e6Sjeremylt /// @param colograd1d Row-major Q1d × Q1d matrix expressing derivatives of 362*d7b241e6Sjeremylt /// basis functions at quadrature points 363*d7b241e6Sjeremylt int CeedBasisGetColocatedGrad(CeedBasis basis, CeedScalar *colograd1d) { 364*d7b241e6Sjeremylt int i, j, k; 365*d7b241e6Sjeremylt CeedInt ierr, P1d=(basis)->P1d, Q1d=(basis)->Q1d; 366*d7b241e6Sjeremylt CeedScalar *interp1d, *grad1d, tau[Q1d]; 367*d7b241e6Sjeremylt 368*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d*P1d, &interp1d); CeedChk(ierr); 369*d7b241e6Sjeremylt ierr = CeedMalloc(Q1d*P1d, &grad1d); CeedChk(ierr); 370*d7b241e6Sjeremylt memcpy(interp1d, (basis)->interp1d, Q1d*P1d*sizeof(basis)->interp1d[0]); 371*d7b241e6Sjeremylt memcpy(grad1d, (basis)->grad1d, Q1d*P1d*sizeof(basis)->interp1d[0]); 372*d7b241e6Sjeremylt 373*d7b241e6Sjeremylt // QR Factorization, interp1d = Q R 374*d7b241e6Sjeremylt ierr = CeedQRFactorization(interp1d, tau, Q1d, P1d); CeedChk(ierr); 375*d7b241e6Sjeremylt 376*d7b241e6Sjeremylt // Apply Rinv, colograd1d = grad1d Rinv 377*d7b241e6Sjeremylt for (i=0; i<Q1d; i++) { // Row i 378*d7b241e6Sjeremylt colograd1d[Q1d*i] = grad1d[P1d*i]/interp1d[0]; 379*d7b241e6Sjeremylt for (j=1; j<P1d; j++) { // Column j 380*d7b241e6Sjeremylt colograd1d[j+Q1d*i] = grad1d[j+P1d*i]; 381*d7b241e6Sjeremylt for (k=0; k<j; k++) { 382*d7b241e6Sjeremylt colograd1d[j+Q1d*i] -= interp1d[j+P1d*k]*colograd1d[k+Q1d*i]; 383*d7b241e6Sjeremylt } 384*d7b241e6Sjeremylt colograd1d[j+Q1d*i] /= interp1d[j+P1d*j]; 385*d7b241e6Sjeremylt } 386*d7b241e6Sjeremylt for (j=P1d; j<Q1d; j++) { 387*d7b241e6Sjeremylt colograd1d[j+Q1d*i] = 0; 388*d7b241e6Sjeremylt } 389*d7b241e6Sjeremylt } 390*d7b241e6Sjeremylt 391*d7b241e6Sjeremylt // Apply Qtranspose, colograd = colograd Qtranspose 392*d7b241e6Sjeremylt CeedHouseholderApplyQ(colograd1d, interp1d, tau, CEED_NOTRANSPOSE, 393*d7b241e6Sjeremylt Q1d, Q1d, P1d, 1, Q1d); 394*d7b241e6Sjeremylt 395*d7b241e6Sjeremylt ierr = CeedFree(&interp1d); CeedChk(ierr); 396*d7b241e6Sjeremylt ierr = CeedFree(&grad1d); CeedChk(ierr); 397*d7b241e6Sjeremylt 398*d7b241e6Sjeremylt return 0; 399*d7b241e6Sjeremylt } 400*d7b241e6Sjeremylt 401*d7b241e6Sjeremylt /// Apply basis evaluation from nodes to quadrature points or vice-versa 402*d7b241e6Sjeremylt /// 403*d7b241e6Sjeremylt /// @param basis Basis to evaluate 404*d7b241e6Sjeremylt /// @param nelem the number of elements to apply the basis evaluation to; 405*d7b241e6Sjeremylt /// the backend will specify the ordering in ElemRestrictionCreateBlocked 406*d7b241e6Sjeremylt /// @param tmode \ref CEED_NOTRANSPOSE to evaluate from nodes to quadrature 407*d7b241e6Sjeremylt /// points, \ref CEED_TRANSPOSE to apply the transpose, mapping from 408*d7b241e6Sjeremylt /// quadrature points to nodes 409*d7b241e6Sjeremylt /// @param emode \ref CEED_EVAL_INTERP to obtain interpolated values, 410*d7b241e6Sjeremylt /// \ref CEED_EVAL_GRAD to obtain gradients. 411*d7b241e6Sjeremylt /// @param u input vector 412*d7b241e6Sjeremylt /// @param v output vector 413*d7b241e6Sjeremylt int CeedBasisApply(CeedBasis basis, CeedInt nelem, CeedTransposeMode tmode, 414*d7b241e6Sjeremylt CeedEvalMode emode, const CeedScalar *u, CeedScalar *v) { 415*d7b241e6Sjeremylt int ierr; 416*d7b241e6Sjeremylt if (!basis->Apply) return CeedError(basis->ceed, 1, 417*d7b241e6Sjeremylt "Backend does not support BasisApply"); 418*d7b241e6Sjeremylt ierr = basis->Apply(basis, nelem, tmode, emode, u, v); CeedChk(ierr); 419*d7b241e6Sjeremylt return 0; 420*d7b241e6Sjeremylt } 421*d7b241e6Sjeremylt 422*d7b241e6Sjeremylt /// Get total number of nodes (in dim dimensions) 423*d7b241e6Sjeremylt int CeedBasisGetNumNodes(CeedBasis basis, CeedInt *P) { 424*d7b241e6Sjeremylt *P = CeedPowInt(basis->P1d, basis->dim); 425*d7b241e6Sjeremylt return 0; 426*d7b241e6Sjeremylt } 427*d7b241e6Sjeremylt 428*d7b241e6Sjeremylt /// Get total number of quadrature points (in dim dimensions) 429*d7b241e6Sjeremylt int CeedBasisGetNumQuadraturePoints(CeedBasis basis, CeedInt *Q) { 430*d7b241e6Sjeremylt *Q = CeedPowInt(basis->Q1d, basis->dim); 431*d7b241e6Sjeremylt return 0; 432*d7b241e6Sjeremylt } 433*d7b241e6Sjeremylt 434*d7b241e6Sjeremylt /// Destroy a CeedBasis 435*d7b241e6Sjeremylt int CeedBasisDestroy(CeedBasis *basis) { 436*d7b241e6Sjeremylt int ierr; 437*d7b241e6Sjeremylt 438*d7b241e6Sjeremylt if (!*basis || --(*basis)->refcount > 0) return 0; 439*d7b241e6Sjeremylt if ((*basis)->Destroy) { 440*d7b241e6Sjeremylt ierr = (*basis)->Destroy(*basis); CeedChk(ierr); 441*d7b241e6Sjeremylt } 442*d7b241e6Sjeremylt ierr = CeedFree(&(*basis)->interp1d); CeedChk(ierr); 443*d7b241e6Sjeremylt ierr = CeedFree(&(*basis)->grad1d); CeedChk(ierr); 444*d7b241e6Sjeremylt ierr = CeedFree(&(*basis)->qref1d); CeedChk(ierr); 445*d7b241e6Sjeremylt ierr = CeedFree(&(*basis)->qweight1d); CeedChk(ierr); 446*d7b241e6Sjeremylt ierr = CeedDestroy(&(*basis)->ceed); CeedChk(ierr); 447*d7b241e6Sjeremylt ierr = CeedFree(basis); CeedChk(ierr); 448*d7b241e6Sjeremylt return 0; 449*d7b241e6Sjeremylt } 450*d7b241e6Sjeremylt 451*d7b241e6Sjeremylt /// Indicate that the quadrature points are colocated with the dofs 452*d7b241e6Sjeremylt CeedBasis CEED_BASIS_COLOCATED = &ceed_basis_colocated; 453*d7b241e6Sjeremylt 454*d7b241e6Sjeremylt /// @} 455