91 lines
2.9 KiB
C++
91 lines
2.9 KiB
C++
/********************************************************
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* ██████╗ ██████╗████████╗██╗
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* ██╔════╝ ██╔════╝╚══██╔══╝██║
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* ██║ ███╗██║ ██║ ██║
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* ██║ ██║██║ ██║ ██║
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* ╚██████╔╝╚██████╗ ██║ ███████╗
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* ╚═════╝ ╚═════╝ ╚═╝ ╚══════╝
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* Geophysical Computational Tools & Library (GCTL)
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*
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* Copyright (c) 2022 Yi Zhang (yizhang-geo@zju.edu.cn)
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*
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* GCTL is distributed under a dual licensing scheme. You can redistribute
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* it and/or modify it under the terms of the GNU Lesser General Public
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* License as published by the Free Software Foundation, either version 2
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* of the License, or (at your option) any later version. You should have
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* received a copy of the GNU Lesser General Public License along with this
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* program. If not, see <http://www.gnu.org/licenses/>.
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*
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* If the terms and conditions of the LGPL v.2. would prevent you from using
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* the GCTL, please consider the option to obtain a commercial license for a
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* fee. These licenses are offered by the GCTL's original author. As a rule,
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* licenses are provided "as-is", unlimited in time for a one time fee. Please
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* send corresponding requests to: yizhang-geo@zju.edu.cn. Please do not forget
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* to include some description of your company and the realm of its activities.
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* Also add information on how to contact you by electronic and paper mail.
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******************************************************/
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#include <iostream>
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#include <iomanip>
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#include "../lib/optimization.h"
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#include "gctl/core.h"
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#include "gctl/algorithms.h"
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using std::cout;
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using std::endl;
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using std::setw;
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int main(int argc, char const *argv[])
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{
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gctl::matrix<double> A(4, 3);
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for (int i = 0; i < A.row_size(); i++)
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{
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for (int j = 0; j < A.col_size(); j++)
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{
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A[i][j] = 3*(i+1) + j - 2;
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}
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}
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A[3][1] = 1;
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cout<<"A(" << A.row_size() << ", " << A.col_size() << ") = " <<endl;
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A.show();
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gctl::svd svdd;
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svdd.decompose(A);
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cout<<"U(" << svdd.U.row_size() << ", " << svdd.U.col_size() << ") = " <<endl;
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svdd.U.show();
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cout<<"S(" << svdd.S.size() << ") = " << endl;
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svdd.S.show();
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cout<<"V(" << svdd.V.row_size() << ", " << svdd.V.col_size() << ") = " <<endl;
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svdd.V.show();
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int sig_num = svdd.get_singular_number();
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double tmp_d;
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gctl::array<double> tmp(sig_num);
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cout<<"U^T * S * V(" << A.row_size() << ", " << A.col_size() << ") = " <<endl;
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for(int i=0;i<A.row_size();i++)
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{
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for (int k = 0; k < sig_num; k++)
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{
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tmp[k] = svdd.U[k][i] * svdd.S[k];
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}
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for(int j=0;j<A.col_size();j++)
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{
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tmp_d = 0.0;
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for (int k = 0; k < sig_num; k++)
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{
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tmp_d += tmp[k] * svdd.V[k][j];
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}
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cout<<setw(12)<<tmp_d<<' ';
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}
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cout<<endl;
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}
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cout<<endl;
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return 0;
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} |