| // SPDX-License-Identifier: LGPL-2.1-or-later | |
| /*************************************************************************** | |
| * Copyright (c) 2011 Konstantinos Poulios <logari81@gmail.com> * | |
| * * | |
| * This file is part of the FreeCAD CAx development system. * | |
| * * | |
| * This library is free software; you can redistribute it and/or * | |
| * modify it under the terms of the GNU Library General Public * | |
| * License as published by the Free Software Foundation; either * | |
| * version 2 of the License, or (at your option) any later version. * | |
| * * | |
| * This library is distributed in the hope that it will be useful, * | |
| * but WITHOUT ANY WARRANTY; without even the implied warranty of * | |
| * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * | |
| * GNU Library General Public License for more details. * | |
| * * | |
| * You should have received a copy of the GNU Library General Public * | |
| * License along with this library; see the file COPYING.LIB. If not, * | |
| * write to the Free Software Foundation, Inc., 59 Temple Place, * | |
| * Suite 330, Boston, MA 02111-1307, USA * | |
| * * | |
| ***************************************************************************/ | |
| using namespace Eigen; | |
| // minimizes ( 0.5 * x^T * H * x + g^T * x ) under the condition ( A*x + c = 0 ) | |
| // it returns the solution in x, the row-space of A in Y, and the null space of A in Z | |
| int qp_eq(MatrixXd& H, VectorXd& g, MatrixXd& A, VectorXd& c, VectorXd& x, MatrixXd& Y, MatrixXd& Z) | |
| { | |
| FullPivHouseholderQR<MatrixXd> qrAT(A.transpose()); | |
| MatrixXd Q = qrAT.matrixQ(); | |
| size_t params_num = qrAT.rows(); | |
| size_t constr_num = qrAT.cols(); | |
| size_t rank = qrAT.rank(); | |
| if (rank != constr_num || constr_num > params_num) { | |
| return -1; | |
| } | |
| // A^T = Q*R*P^T = Q1*R1*P^T | |
| // Q = [Q1,Q2], R=[R1;0] | |
| // Y = Q1 * inv(R^T) * P^T | |
| // Z = Q2 | |
| Y = qrAT.matrixQR() | |
| .topRows(constr_num) | |
| .triangularView<Upper>() | |
| .transpose() | |
| .solve<OnTheRight>(Q.leftCols(rank)) | |
| * qrAT.colsPermutation().transpose(); | |
| if (params_num == rank) { | |
| x = -Y * c; | |
| } | |
| else { | |
| Z = Q.rightCols(params_num - rank); | |
| MatrixXd ZTHZ = Z.transpose() * H * Z; | |
| VectorXd rhs = Z.transpose() * (H * Y * c - g); | |
| VectorXd y = ZTHZ.colPivHouseholderQr().solve(rhs); | |
| x = -Y * c + Z * y; | |
| } | |
| return 0; | |
| } | |