diff options
Diffstat (limited to 'eigen/doc/special_examples')
-rw-r--r-- | eigen/doc/special_examples/CMakeLists.txt | 21 | ||||
-rw-r--r-- | eigen/doc/special_examples/Tutorial_sparse_example.cpp | 32 | ||||
-rw-r--r-- | eigen/doc/special_examples/Tutorial_sparse_example_details.cpp | 44 |
3 files changed, 97 insertions, 0 deletions
diff --git a/eigen/doc/special_examples/CMakeLists.txt b/eigen/doc/special_examples/CMakeLists.txt new file mode 100644 index 0000000..3ab75db --- /dev/null +++ b/eigen/doc/special_examples/CMakeLists.txt @@ -0,0 +1,21 @@ +if(NOT EIGEN_TEST_NOQT) + find_package(Qt4) + if(QT4_FOUND) + include(${QT_USE_FILE}) + endif() +endif(NOT EIGEN_TEST_NOQT) + +if(QT4_FOUND) + add_executable(Tutorial_sparse_example Tutorial_sparse_example.cpp Tutorial_sparse_example_details.cpp) + target_link_libraries(Tutorial_sparse_example ${EIGEN_STANDARD_LIBRARIES_TO_LINK_TO} ${QT_QTCORE_LIBRARY} ${QT_QTGUI_LIBRARY}) + + add_custom_command( + TARGET Tutorial_sparse_example + POST_BUILD + COMMAND ${CMAKE_COMMAND} -E make_directory ${CMAKE_CURRENT_BINARY_DIR}/../html/ + COMMAND Tutorial_sparse_example ARGS ${CMAKE_CURRENT_BINARY_DIR}/../html/Tutorial_sparse_example.jpeg + ) + + add_dependencies(all_examples Tutorial_sparse_example) +endif(QT4_FOUND) + diff --git a/eigen/doc/special_examples/Tutorial_sparse_example.cpp b/eigen/doc/special_examples/Tutorial_sparse_example.cpp new file mode 100644 index 0000000..002f19f --- /dev/null +++ b/eigen/doc/special_examples/Tutorial_sparse_example.cpp @@ -0,0 +1,32 @@ +#include <Eigen/Sparse> +#include <vector> + +typedef Eigen::SparseMatrix<double> SpMat; // declares a column-major sparse matrix type of double +typedef Eigen::Triplet<double> T; + +void buildProblem(std::vector<T>& coefficients, Eigen::VectorXd& b, int n); +void saveAsBitmap(const Eigen::VectorXd& x, int n, const char* filename); + +int main(int argc, char** argv) +{ + int n = 300; // size of the image + int m = n*n; // number of unknows (=number of pixels) + + // Assembly: + std::vector<T> coefficients; // list of non-zeros coefficients + Eigen::VectorXd b(m); // the right hand side-vector resulting from the constraints + buildProblem(coefficients, b, n); + + SpMat A(m,m); + A.setFromTriplets(coefficients.begin(), coefficients.end()); + + // Solving: + Eigen::SimplicialCholesky<SpMat> chol(A); // performs a Cholesky factorization of A + Eigen::VectorXd x = chol.solve(b); // use the factorization to solve for the given right hand side + + // Export the result to a file: + saveAsBitmap(x, n, argv[1]); + + return 0; +} + diff --git a/eigen/doc/special_examples/Tutorial_sparse_example_details.cpp b/eigen/doc/special_examples/Tutorial_sparse_example_details.cpp new file mode 100644 index 0000000..7d820b4 --- /dev/null +++ b/eigen/doc/special_examples/Tutorial_sparse_example_details.cpp @@ -0,0 +1,44 @@ +#include <Eigen/Sparse> +#include <vector> +#include <QImage> + +typedef Eigen::SparseMatrix<double> SpMat; // declares a column-major sparse matrix type of double +typedef Eigen::Triplet<double> T; + +void insertCoefficient(int id, int i, int j, double w, std::vector<T>& coeffs, + Eigen::VectorXd& b, const Eigen::VectorXd& boundary) +{ + int n = boundary.size(); + int id1 = i+j*n; + + if(i==-1 || i==n) b(id) -= w * boundary(j); // constrained coefficient + else if(j==-1 || j==n) b(id) -= w * boundary(i); // constrained coefficient + else coeffs.push_back(T(id,id1,w)); // unknown coefficient +} + +void buildProblem(std::vector<T>& coefficients, Eigen::VectorXd& b, int n) +{ + b.setZero(); + Eigen::ArrayXd boundary = Eigen::ArrayXd::LinSpaced(n, 0,M_PI).sin().pow(2); + for(int j=0; j<n; ++j) + { + for(int i=0; i<n; ++i) + { + int id = i+j*n; + insertCoefficient(id, i-1,j, -1, coefficients, b, boundary); + insertCoefficient(id, i+1,j, -1, coefficients, b, boundary); + insertCoefficient(id, i,j-1, -1, coefficients, b, boundary); + insertCoefficient(id, i,j+1, -1, coefficients, b, boundary); + insertCoefficient(id, i,j, 4, coefficients, b, boundary); + } + } +} + +void saveAsBitmap(const Eigen::VectorXd& x, int n, const char* filename) +{ + Eigen::Array<unsigned char,Eigen::Dynamic,Eigen::Dynamic> bits = (x*255).cast<unsigned char>(); + QImage img(bits.data(), n,n,QImage::Format_Indexed8); + img.setColorCount(256); + for(int i=0;i<256;i++) img.setColor(i,qRgb(i,i,i)); + img.save(filename); +} |