diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/CMakeLists.txt b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/CMakeLists.txt new file mode 100644 index 00000000000..b66879123fe --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/CMakeLists.txt @@ -0,0 +1,29 @@ +# Created by the script cgal_create_CMakeLists +# This is the CMake script for compiling a set of CGAL applications. + +cmake_minimum_required(VERSION 3.1...3.15) +project( Optimal_bounding_box_Benchmark ) + +# CGAL and its components +find_package( CGAL QUIET ) + +if ( NOT CGAL_FOUND ) + message(STATUS "This project requires the CGAL library, and will not be compiled.") + return() +endif() + +# include helper file +include( ${CGAL_USE_FILE} ) + +find_package(Eigen3 3.1.0 REQUIRED) #(3.1.0 or greater) +if (NOT EIGEN3_FOUND) + message(STATUS "This project requires the Eigen library, and will not be compiled.") + return() +else() + include(${EIGEN3_USE_FILE}) +endif() + +create_single_source_cgal_program("bench_obb.cpp") +create_single_source_cgal_program("bench_perfomance.cpp") +create_single_source_cgal_program("bench_custom.cpp") +create_single_source_cgal_program("bench_fitness_function.cpp") diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_custom.cpp b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_custom.cpp new file mode 100644 index 00000000000..220aabab3b5 --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_custom.cpp @@ -0,0 +1,64 @@ +#include + +#include + +#include +#include +#include +#include + +#include +#include +#include + +//#define CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_BENCHMARK + +typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + +void bench(const char* fname) +{ + std::vector sm_points, obb_points; + std::ifstream in(fname); + + K::Point_3 p; + int i = 0; + while(in >> p) + { + if(i % 2 == 0) // avoid normals + sm_points.push_back(p); + + ++i; + } + + std::cout << "input data (points + normals)= " << i << std::endl; + std::cout << "number of points= " << sm_points.size() << std::endl; + + CGAL::Eigen_linear_algebra_traits la_traits; + + // use convex hull - > true + // no convex hull - > false + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(sm_points, obb_points, la_traits, false); + + std::cout << "done" << '\n'; + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_BENCHMARK + std::cout.precision(17); + for(int i =0; i < obb_points.size(); i++) + std::cout << obb_points[i] << std::endl; + + CGAL::Surface_mesh mesh; + CGAL::make_hexahedron(obb_points[0], obb_points[1], obb_points[2], obb_points[3], + obb_points[4], obb_points[5], obb_points[6], obb_points[7], mesh); + + std::ofstream out("/tmp/result_obb.off"); + out << mesh; + out.close(); +#endif +} + +int main(int argc, char* argv[]) +{ + bench(argv[1]); + + return 0; +} diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_fitness_function.cpp b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_fitness_function.cpp new file mode 100644 index 00000000000..15414eaee48 --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_fitness_function.cpp @@ -0,0 +1,64 @@ +#include + +#include + +#include +#include +#include +#include + +#include +#include + +#include +#include + +typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + +int main() +{ + const char* fname = "data/elephant.off"; + + // 1) import a lot a mesh and subdivide it to create a big mesh + std::ifstream input(fname); + + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) + { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + CGAL::Subdivision_method_3::CatmullClark_subdivision(mesh, + CGAL::parameters::number_of_iterations(6)); + + int nb_points = static_cast(vertices(mesh).size()); + std::cout << "number of points= " << nb_points << std::endl; + + + // 2) fill a Matrix with them + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + typedef Linear_algebra_traits::MatrixX3d MatrixX3d; + typedef Linear_algebra_traits::Matrix3d Matrix3d; + + MatrixX3d points_mat(nb_points, 3); + CGAL::Optimal_bounding_box::sm_to_matrix(mesh, points_mat); + + // 3) create a population of simplices + CGAL::Optimal_bounding_box::Population pop(50); + + CGAL::Timer timer; + timer.start(); + + // 4) compute fitness of population via the Fitness map + CGAL::Optimal_bounding_box::Fitness_map fit_map(pop, points_mat); + double result = fit_map.get_best_fitness_value(); + + timer.stop(); + + std::cout << "took " << timer.time() << " to compute the fitness of all vertices.\n"; + std::cout << "value of fittest vertex= " << result << std::endl; + + return 0; +} diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_obb.cpp b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_obb.cpp new file mode 100644 index 00000000000..44e85c184bf --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_obb.cpp @@ -0,0 +1,115 @@ +#include + +#include +#include + +#include +#include +#include + +#include +#include + +#include +#include + +//#define CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_BENCHMARK + +typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + +bool assert_doubles(double d1, double d2, double epsilon) +{ + return (d1 < d2 + epsilon && d1 > d2 - epsilon) ? true : false; +} + +template +void gather_mesh_points(SurfaceMesh& mesh, std::vector& points) +{ + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + typedef typename boost::property_map::type PointPMap; + PointPMap pmap = get(boost::vertex_point, mesh); + BOOST_FOREACH(vertex_descriptor v, vertices(mesh)) + points.push_back(get(pmap, v)); +} + +template +double calculate_volume(std::vector points) +{ + CGAL::Bbox_3 bbox; + bbox = bbox_3(points.begin(), points.end()); + K::Iso_cuboid_3 ic(bbox); + return ic.volume(); +} + +void bench_finding_obb(std::string fname) +{ + std::ifstream input(fname); + + CGAL::Eigen_linear_algebra_traits la_traits; + std::vector sm_points; + + // import a mesh + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) + { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + // get mesh points + gather_mesh_points(mesh, sm_points); + + CGAL::Timer timer; + + // 1) measure convex hull calculation + timer.start(); + CGAL::Polyhedron_3 poly; + convex_hull_3(sm_points.begin(), sm_points.end(), poly); + std::vector ch_points(poly.points_begin(), poly.points_end()); + timer.stop(); + std::cout << "takes : " << timer.time() << " seconds to find the convex hull\n"; + + // 2) using convex hull + timer.reset(); + timer.start(); + std::vector obb_points1; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(sm_points, obb_points1, la_traits, true); + timer.stop(); + std::cout << "found obb using convex hull: " << timer.time() << " seconds\n"; + + // 3) without convex hull + timer.reset(); + timer.start(); + std::vector obb_points2; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(sm_points, obb_points2, la_traits, false); + timer.stop(); + std::cout << "found obb without convex hull: " << timer.time() << " seconds\n"; + timer.reset(); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_BENCHMARK + CGAL::Surface_mesh result_mesh1; + CGAL::make_hexahedron(obb_points1[0], obb_points1[1], obb_points1[2], obb_points1[3], + obb_points1[4], obb_points1[5], obb_points1[6], obb_points1[7], + result_mesh1); + + CGAL::Surface_mesh result_mesh2; + CGAL::make_hexahedron(obb_points2[0], obb_points2[1], obb_points2[2], obb_points2[3], + obb_points2[4], obb_points2[5], obb_points2[6], obb_points2[7], + result_mesh2); + + std::ofstream out1("data/obb_result1.off"); + out1 << result_mesh1; + out1.close(); + + std::ofstream out2("data/obb_result2.off"); + out2 << result_mesh2; + out2.close(); +#endif +} + +int main() +{ + bench_finding_obb("data/elephant.off"); + + return 0; +} diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_perfomance.cpp b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_perfomance.cpp new file mode 100644 index 00000000000..2cab424a549 --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/bench_perfomance.cpp @@ -0,0 +1,85 @@ +#include + +#include + +#include +#include + +#include +#include + +#include +#include + +//#define CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_BENCHMARK + +typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + +void bench_finding_obb(std::string fname) +{ + std::ifstream input(fname); + + // import a mesh + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) + { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + // export some times + std::ofstream outt("data/times.txt"); + outt << "nb_vertices "<< "with_ch " << "without_ch" << std::endl; + + CGAL::Timer timer; + std::size_t measurements = 4; + CGAL::Eigen_linear_algebra_traits la_traits; + + for (std::size_t t = 0; t < measurements; ++t) + { + std::cout << "#vertices= " << vertices(mesh).size() << " |"; + + // 1) using convex hull + timer.start(); + CGAL::Surface_mesh obb_mesh1; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(mesh, obb_mesh1, la_traits, true); + timer.stop(); + double t_ch = timer.time(); + std::cout << " with ch: " << timer.time() << " s |"; + + // 2) without convex hull + timer.reset(); + timer.start(); + CGAL::Surface_mesh obb_mesh2; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(mesh, obb_mesh2, la_traits, false); + timer.stop(); + double t_no_ch = timer.time(); + std::cout << " without ch: " << timer.time() << " s\n"; + timer.reset(); + + outt << vertices(mesh).size() << " " << t_ch << " " << t_no_ch << std::endl; + + // 3) subdivision + CGAL::Subdivision_method_3::CatmullClark_subdivision(mesh, + CGAL::parameters::number_of_iterations(1)); 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0.004181 -0.413976 -0.909675 -0.033394 +0.215088 0.250355 -0.944411 0.163557 0.220459 -0.961586 +-0.064506 0.200709 -0.972040 -0.100263 0.195174 -0.975630 +0.187048 0.054899 -0.974000 0.171533 0.048178 -0.984000 +-0.055102 -0.988295 0.107247 -0.066729 -0.994039 0.086216 +0.582933 0.775402 -0.195253 0.549282 0.815431 -0.182651 +-0.927172 0.260749 -0.229844 -0.932911 0.283166 -0.222474 diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/data/times.txt b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/data/times.txt new file mode 100644 index 00000000000..2ef3396b31b --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/data/times.txt @@ -0,0 +1,5 @@ +nb_vertices with_ch without_ch +2775 0.037331 0.327787 +16670 0.118251 1.96901 +66692 0.362664 7.75459 +266780 1.20984 32.166 diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/draw_benchmark_graph.py b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/draw_benchmark_graph.py new file mode 100644 index 00000000000..8fc416ac260 --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/draw_benchmark_graph.py @@ -0,0 +1,19 @@ +import matplotlib.pyplot as plt +import numpy as np + +#path-to-benchmarks +benchmarkfile='data/times.txt' + +data = np.loadtxt(benchmarkfile, skiprows = 1) + +x = data[:, 0] +y1 = data[:, 1] +y2 = data[:, 2] + +plt.plot(x, y1, 'go--', label='with convex hull') +plt.plot(x, y2, 'ro--', label='without convex hull') +legend = plt.legend(loc='best') +plt.xlabel('#vertices') +plt.ylabel('seconds') + +plt.show() diff --git a/Optimal_bounding_box/benchmarks/Optimal_bounding_box/readme.txt b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/readme.txt new file mode 100644 index 00000000000..ac22f73a877 --- /dev/null +++ b/Optimal_bounding_box/benchmarks/Optimal_bounding_box/readme.txt @@ -0,0 +1 @@ +To draw a graph with the benchmark times set the path-to-the-measurments in draw_benchmark_times.py if necessary, and run the script with python 3. diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/Doxyfile.in b/Optimal_bounding_box/doc/Optimal_bounding_box/Doxyfile.in new file mode 100644 index 00000000000..c01165a4dee --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/Doxyfile.in @@ -0,0 +1,6 @@ +@INCLUDE = ${CGAL_DOC_PACKAGE_DEFAULTS} + +PROJECT_NAME = "CGAL ${CGAL_DOC_VERSION} - Optimal Bounding Box" +EXTRACT_ALL = false +HIDE_UNDOC_CLASSES = true +WARN_IF_UNDOCUMENTED = false diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/NamedParameters.txt b/Optimal_bounding_box/doc/Optimal_bounding_box/NamedParameters.txt new file mode 100644 index 00000000000..d9b8e95c9ac --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/NamedParameters.txt @@ -0,0 +1,315 @@ +/*! +\defgroup pmp_namedparameters Named Parameters for Polygon Mesh Processing +\ingroup PkgPolygonMeshProcessing + +In this package, all functions optional parameters are implemented as BGL optional +named parameters (see \ref BGLNamedParameters for more information on how to use them). +Since the parameters of the various polygon mesh processing functions defined +in this package are redundant, their long descriptions are centralized below. +The sequence of named parameters should start with `CGAL::parameters::`. +`CGAL::parameters::all_default()` can be used to indicate +that default values of optional named parameters must be used. + +In the following, we assume that the following types are provided as template parameters +of polygon mesh processing functions and classes. Note that, for some of these functions, +the type is more specific: +
    +
  • `PolygonMesh` is a model of the concept `FaceGraph`
  • . +
  • `GeomTraits` a geometric traits class in which constructions are performed and + predicates evaluated. Everywhere in this package, a \cgal `Kernel` fulfills the requirements.
  • +
+ +The following named parameters, offered by the package \ref PkgBGLSummary +(see \ref bgl_namedparameters), are used in this package: + +\cgalNPTableBegin +\cgalNPBegin{vertex_point_map} \anchor PMP_vertex_point_map +is the property map with the points associated to the vertices of the polygon mesh `pmesh`.\n +Type: a class model of `ReadablePropertyMap` with +`boost::graph_traits::%vertex_descriptor` as key type and +`GeomTraits::Point_3` as value type. \n +Default: \code boost::get(CGAL::vertex_point, pmesh) \endcode +\cgalNPEnd + +\cgalNPBegin{vertex_index_map} \anchor PMP_vertex_index_map +is the property map containing the index of each vertex of the input polygon mesh.\n +Type: a class model of `ReadablePropertyMap` with +`boost::graph_traits::%vertex_descriptor` as key type and the value type +\code typename boost::property_traits::type>::value_type \endcode +Default: \code boost::get(CGAL::vertex_index, pmesh)\endcode +\cgalNPEnd + +\cgalNPBegin{face_index_map} \anchor PMP_face_index_map +is the property map containing the index of each face of the input polygon mesh.\n +Type: a class model of `ReadablePropertyMap` with +`boost::graph_traits::%face_descriptor` as key type and the value type: +\code typename boost::property_traits::type>::value_type \endcode +Default: \code boost::get(CGAL::face_index, pmesh)\endcode +If this internal property map exists, its values should be initialized. +\cgalNPEnd + +\cgalNPBegin{edge_is_constrained_map} \anchor PMP_edge_is_constrained_map +is the property map containing information about edges of the input polygon mesh +being marked or not. In `isotropic_remeshing()` and `connected_components()`, +the marked edges are constrained.\n +Type: a class model of `ReadWritePropertyMap` with +`boost::graph_traits::%edge_descriptor` as key type and +`bool` as value type. It should be default constructible.\n +Default: a default property map where no edge is constrained +\cgalNPEnd +\cgalNPTableEnd + +In addition to these named parameters, this package offers the following named parameters: + +\cgalNPTableBegin +\cgalNPBegin{geom_traits} \anchor PMP_geom_traits +is the geometric traits instance in which the mesh processing operation should be performed.\n +Type: a Geometric traits class.\n +Default: +\code typename CGAL::Kernel_traits< + typename boost::property_traits< + typename boost::property_map::type>::value_type>::Kernel \endcode +\cgalNPEnd + +\cgalNPBegin{vertex_incident_patches_map} \anchor PMP_vertex_incident_patches_map +is the property map containing the surface patches incident to each vertex of the input polygon mesh.\n +Type: a class model of `LvaluePropertyMap` with +`boost::graph_traits::%vertex_descriptor` as key type. Its value type +must be a container of `boost::property_traits::%value_type` and have a function `insert()`. +A `std::set` or a `boost::unordered_set` are recommended, as a patch index may be +inserted several times.\n +Default: \code boost::get(CGAL::vertex_incident_patches_t, pmesh)\endcode +\cgalNPEnd + +\cgalNPBegin{vertex_feature_degree_map} \anchor PMP_vertex_feature_degree_map +is the property map containing the number of feature edges being incident to the vertices of the polygon mesh `pmesh`.\n +Type: a class model of `ReadWritePropertyMap` with +`boost::graph_traits::%vertex_descriptor` as key type and +`int` as value type. It should be default constructible.\n +Default: \code boost::get(CGAL::vertex_feature_degree_t(), pmesh) \endcode +\cgalNPEnd + +\cgalNPBegin{vertex_is_constrained_map} \anchor PMP_vertex_is_constrained_map +is the property map containing information about vertices of the input polygon mesh being constrained or not. +Constrained vertices may be replaced by new vertices, but the number and location +of vertices remain unchanged.\n +Type: a class model of `ReadWritePropertyMap` with +`boost::graph_traits::%vertex_descriptor` as key type and +`bool` as value type. It should be default constructible.\n +Default: a default property map where no vertex is constrained is provided. +\cgalNPEnd + +\cgalNPBegin{face_patch_map} \anchor PMP_face_patch_map +is a property map containing information about faces. +It is particularly well-suited for preserving surface patch IDs, +or face colors. +The edges at the interface between surface patches are treated similarly +to the ones of `edge_is_constrained_map`.\n +Type: a class model of `ReadWritePropertyMap` with +`boost::graph_traits::%face_descriptor` as key type and +the desired property, model of `CopyConstructible` as value type.\n +Default: a default property map where each face is associated with the ID of +the connected component it belongs to. Connected components are +computed with respect to the constrained edges listed in the property map +`edge_is_constrained_map` +\cgalNPEnd + +\cgalNPBegin{first_index} \anchor PMP_first_index +is the index of the first surface patch.\n +Type: `std::size_t`\n +Default: 1 +\cgalNPEnd + +\cgalNPBegin{density_control_factor} \anchor PMP_density_control_factor +controls the density of the mesh generated by refinement, with larger values causing denser refinements. +The density of vertices in the refined region is this factor times higher than before refinement.\n +Type: floating scalar value\n +Default: `CGAL::sqrt(2)` +\cgalNPEnd + +\cgalNPBegin{fairing_continuity} \anchor PMP_fairing_continuity +controls the tangential continuity of the output surface in `fair()`. +The possible values are 0, 1 and 2, refering to the C0, C1 +and C2 continuity.\n +Type: \c unsigned \c int between 0 and 2\n +Default: `1` +\cgalNPEnd + +\cgalNPBegin{sparse_linear_solver} \anchor PMP_sparse_linear_solver +is the solver used in `fair()`.\n +Type: a class model of `SparseLinearAlgebraWithFactorTraits_d`.\n +Default: if \ref thirdpartyEigen "Eigen" 3.2 (or greater) is available and +`CGAL_EIGEN3_ENABLED` is defined, then the following overload of `Eigen_solver_traits` +is provided as default value:\n +\code CGAL::Eigen_solver_traits::EigenType, Eigen::COLAMDOrdering > > \endcode +\cgalNPEnd + +\cgalNPBegin{number_of_iterations} \anchor PMP_number_of_iterations +is the number of iterations of the sequence of iterations performed in `isotropic_remeshing()`.\n +Type: \c unsigned \c int \n +Default: `1` +\cgalNPEnd + +\cgalNPBegin{protect_constraints} \anchor PMP_protect_constraints +enables the protection of constraints listed by \ref PMP_edge_is_constrained_map +"edge_is_constrained_map" and boundary edges +in `isotropic_remeshing()`. If `true`, constraint edges cannot be modified at all +during the remeshing process.\n +Type: `bool` \n +Default: `false` +\cgalNPEnd + +\cgalNPBegin{relax_constraints} \anchor PMP_relax_constraints +enables the tangential relaxation step in `isotropic_remeshing()` +to be performed on vertices that are endpoints of constraints listed +by \ref PMP_edge_is_constrained_map "edge_is_constrained_map", and boundary edges. +The vertices move along the constrained polylines they belong to. +Corners (i.e. vertices incident to more than 2 constraints, and vertices listed in +\ref PMP_vertex_is_constrained_map "vertex_is_constrained_map") are not allowed +to move at all. +If \ref PMP_protect_constraints "protect_constraints" is +set to `true`, this parameter is ignored.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{number_of_relaxation_steps} \anchor PMP_number_of_relaxation_steps +is the number of iterations of tangential relaxation that are performed at each iteration +of `isotropic_remeshing()`. A larger number of relaxation steps lead to +a more isotropic mesh.\n +Type: \c unsigned \c int \n +Default: `1` +\cgalNPEnd + +\cgalNPBegin{use_delaunay_triangulation} \anchor PMP_use_delaunay_triangulation +enables the use of the Delaunay triangulation facet search space for hole filling functions.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{use_random_uniform_sampling} \anchor PMP_use_random_uniform_sampling +is a parameter used in `sample_triangle_mesh()` to indicate if points should be picked +in a random uniform way.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{use_grid_sampling} \anchor PMP_use_grid_sampling +is a parameter used in `sample_triangle_mesh()` to indicate if points should be picked +in on a grid in each face.\n +Type: `bool` \n +Default: `false` +\cgalNPEnd + +\cgalNPBegin{use_monte_carlo_sampling} \anchor PMP_use_monte_carlo_sampling +is a parameter used in `sample_triangle_mesh()` to indicate if points should be picked +using a Monte-Carlo approach.\n +Type: `bool` \n +Default: `false` +\cgalNPEnd + +\cgalNPBegin{sample_edges} \anchor PMP_sample_edges +is a parameter used in `sample_triangle_mesh()` to indicate if a dedicated sampling +of edges should be done.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{sample_vertices} \anchor PMP_sample_vertices +is a parameter used in `sample_triangle_mesh()` to indicate if triangle vertices should +be copied in the output iterator.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{sample_faces} \anchor PMP_sample_faces +is a parameter used in `sample_triangle_mesh()` to indicate if the interior of faces +should be considered for the sampling.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{number_of_points_on_faces} \anchor PMP_number_of_points_on_faces +is a parameter used in `sample_triangle_mesh()` to set the number of points picked +using the random uniform method on faces.\n +Type: `std::size_t` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{number_of_points_on_edges} \anchor PMP_number_of_points_on_edges +is a parameter used in `sample_triangle_mesh()` to set the number of points picked +using the random uniform method on edges.\n +Type: `std::size_t` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{number_of_points_per_face} \anchor PMP_number_of_points_per_face +is a parameter used in `sample_triangle_mesh()` to set the number of points picked +per face using the Monte-Carlo method.\n +Type: `std::size_t` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{number_of_points_per_edge} \anchor PMP_number_of_points_per_edge +is a parameter used in `sample_triangle_mesh()` to set the number of points picked +per edge using the Monte-Carlo method.\n +Type: `std::size_t` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{grid_spacing} \anchor PMP_grid_spacing +is a parameter used in `sample_triangle_mesh()` to set the grid spacing when using +the grid sampling method.\n +Type: `double` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{number_of_points_per_area_unit} \anchor PMP_number_of_points_per_area_unit +is a parameter used in `sample_triangle_mesh()` to set the number of points per +area unit to be picked up in faces for the random uniform sampling and +Monte-Carlo methods.\n +Type: `double` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{number_of_points_per_distance_unit} \anchor PMP_number_of_points_per_distance_unit +is a parameter used in `sample_triangle_mesh()` to set the number of points per +distance unit to be picked up on edges for the random uniform sampling and +Monte-Carlo methods.\n +Type: `double` \n +Default: `0` +\cgalNPEnd + +\cgalNPBegin{do_project} \anchor PMP_do_project +is a parameter used in `random_perturbation()` to set whether vertices should be re-projected +to the input surface after their geometric perturbation.\n +Type: `bool` \n +Default: `true` +\cgalNPEnd + +\cgalNPBegin{random_seed} \anchor PMP_random_seed +is a parameter used in `random_perturbation()` to choose a seed to initialize +the random number generator `CGAL::Random()`. +If this parameter is not provided, the perturbation is not deterministic +(i.e. not reproducible from one run to the other).\n +Type: `unsigned int` \n +Default: the random number generator is initialized with `CGAL::Random()` +\cgalNPEnd + +\cgalNPBegin{outward_orientation} \anchor PMP_outward_orientation +Parameter used in orientation functions to choose between an outward or inward orientation. +\n +\b Type : `bool` \n +\b Default value is `true` + +\cgalNPBegin{do_overlap_test_of_bounded_sides} \anchor PMP_do_overlap_test_of_bounded_sides +Parameter used in intersection test functions to indicate whether overlapping tests of bounded sides +of close meshes should be done in addition to surface intersection tests. +\n +\b Type : `bool` \n +\b Default value is `false` +\cgalNPEnd + +\cgalNPTableEnd + +*/ diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/Optimal_bounding_box.txt b/Optimal_bounding_box/doc/Optimal_bounding_box/Optimal_bounding_box.txt new file mode 100644 index 00000000000..d84814bee40 --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/Optimal_bounding_box.txt @@ -0,0 +1,9 @@ +namespace CGAL { +/*! +\mainpage User Manual +\anchor Chapter_OptimalBoundingBox + +\cgalAutoToc +\authors + +} /* namespace CGAL */ diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/PackageDescription.txt b/Optimal_bounding_box/doc/Optimal_bounding_box/PackageDescription.txt new file mode 100644 index 00000000000..496066da185 --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/PackageDescription.txt @@ -0,0 +1,30 @@ +/// \defgroup PkgOptimalBoundingBox Optimal Bounding Box Reference +/// \defgroup PkgOptimalBoundingBoxConcepts Concepts +/// \ingroup PkgOptimalBoundingBox + +\cgalPkgDescriptionBegin{Optimal Bounding Box, PkgOptimalBoundingBoxSummary} +\cgalPkgPicture{} + +\cgalPkgSummaryBegin +\cgalPkgAuthor{} +\cgalPkgDesc{This package provides stuff.} +\cgalPkgManuals{Chapter_OptimalBoundingBox,PkgOptimalBoundingBox} +\cgalPkgSummaryEnd + +\cgalPkgShortInfoBegin +\cgalPkgSince{5.2} +\cgalPkgDependsOn{documented for each function;} +\cgalPkgBib{cgal:lty-pmp} +\cgalPkgLicense{\ref licensesGPL "GPL"} +\cgalPkgDemo{Polyhedron demo,polyhedron_3.zip} +\cgalPkgShortInfoEnd + +\cgalPkgDescriptionEnd + +\cgalClassifedRefPages + +## Parameters ## + +## Functions ## + +*/ diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/dependencies b/Optimal_bounding_box/doc/Optimal_bounding_box/dependencies new file mode 100644 index 00000000000..52428e7009d --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/dependencies @@ -0,0 +1,14 @@ +Manual +Kernel_23 +STL_Extension +Algebraic_foundations +Circulator +Stream_support +Polyhedron +BGL +Solver_interface +Surface_mesh +Surface_mesh_deformation +AABB_tree +Triangulation_2 +Spatial_sorting diff --git a/Optimal_bounding_box/doc/Optimal_bounding_box/examples.txt b/Optimal_bounding_box/doc/Optimal_bounding_box/examples.txt new file mode 100644 index 00000000000..76aff917caf --- /dev/null +++ b/Optimal_bounding_box/doc/Optimal_bounding_box/examples.txt @@ -0,0 +1,4 @@ +/*! + +\example Optimal_bounding_box/example_todo.cpp +*/ diff --git a/Optimal_bounding_box/examples/Polygon_mesh_processing/CMakeLists.txt b/Optimal_bounding_box/examples/Polygon_mesh_processing/CMakeLists.txt new file mode 100644 index 00000000000..0faa74ffe4e --- /dev/null +++ b/Optimal_bounding_box/examples/Polygon_mesh_processing/CMakeLists.txt @@ -0,0 +1,24 @@ +# Created by the script cgal_create_cmake_script +# This is the CMake script for compiling a CGAL application. + +cmake_minimum_required(VERSION 3.1...3.15) +project( Optimal_bounding_box_Examples ) + +find_package(CGAL QUIET) + +if (NOT CGAL_FOUND) + message(STATUS "This project requires the CGAL library, and will not be compiled.") + return() +endif() + +include( ${CGAL_USE_FILE} ) + +find_package(Eigen3 3.1.0 REQUIRED) #(3.1.0 or greater) +if (NOT EIGEN3_FOUND) + message(STATUS "This project requires the Eigen library, and will not be compiled.") + return() +else() + include(${EIGEN3_USE_FILE}) +endif() + +create_single_source_cgal_program("example.cpp") diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/evolution.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/evolution.h new file mode 100644 index 00000000000..2089beb9a8c --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/evolution.h @@ -0,0 +1,252 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_BOX_EVOLUTION_H +#define CGAL_OPTIMAL_BOUNDING_BOX_EVOLUTION_H + +#include +#include +#include + +#include +#include + +#include +#include +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +template +class Evolution +{ + typedef typename Linear_algebra_traits::MatrixXd MatrixXd; + typedef typename Linear_algebra_traits::Matrix3d Matrix3d; + typedef typename Linear_algebra_traits::Vector3d Vector3d; + +public: + Evolution(Population& pop, MatrixXd& points) + : population(pop), point_data(points) + {} + + void genetic_algorithm() + { + // random permutations + std::size_t m = population.size(); + + //groups 1,2 : size m/2 groups 3,4 : size (m - m/2). m/2 is floored + std::size_t size_first_group = m/2; + std::size_t size_second_group = m - m/2; + + std::vector ids1(m/2), ids2(m/2); + std::vector ids3(m - m/2), ids4(m - m/2); + + CGAL::Random rng; + int im = static_cast(m); + std::generate(ids1.begin(), ids1.end(), + [&rng, &im] () { return rng.get_int(0, im); }); + std::generate(ids2.begin(), ids2.end(), + [&rng, &im] () { return rng.get_int(0, im); }); + std::generate(ids3.begin(), ids3.end(), + [&rng, &im] () { return rng.get_int(0, im); }); + std::generate(ids4.begin(), ids4.end(), + [&rng, &im] () { return rng.get_int(0, im); }); + + Population group1(m/2), group2(m/2); + Population group3(m - m/2), group4(m - m/2); + + for(std::size_t i = 0; i < ids1.size(); ++i) + group1[i] = population[ids1[i]]; + + for(std::size_t i = 0; i < ids2.size(); ++i) + group2[i] = population[ids2[i]]; + + for(std::size_t i = 0; i < ids3.size(); ++i) + group3[i] = population[ids3[i]]; + + for(std::size_t i = 0; i < ids4.size(); ++i) + group4[i] = population[ids4[i]]; + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + check_det(group1); + check_det(group2); + check_det(group3); + check_det(group4); +#endif + + // crossover I + Population offspringsA(size_first_group); + double bias = 0.1; + + for(std::size_t i = 0; i < size_first_group; ++i) + { + std::vector offspring(4); + for(int j = 0; j < 4; ++j) + { + double r = rng.get_double(); + double fitnessA = compute_fitness(group1[i][j], point_data); + double fitnessB = compute_fitness(group2[i][j], point_data); + double threshold; + + if(fitnessA < fitnessB) + threshold = 0.5 + bias; + else + threshold = 0.5 - bias; + + if(r < threshold) // choose A + offspring[j] = group1[i][j]; + else // choose B + offspring[j] = group2[i][j]; + } + offspringsA[i] = offspring; + } + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + std::cout << "offspringsA: \n" ; + check_det(offspringsA); +#endif + + // crossover II + Population offspringsB(size_second_group); + bias = 0.1; + + for(std::size_t i = 0; i < size_second_group; ++i) + { + std::vector offspring(4); + for(int j = 0; j < 4; ++j) + { + double fitnessA = compute_fitness(group3[i][j], point_data); + double fitnessB = compute_fitness(group4[i][j], point_data); + double lambda; + if(fitnessA < fitnessB) + lambda = 0.5 + bias; + else + lambda = 0.5 - bias; + // combine information from A and B + offspring[j] = lambda * group3[i][j] + lambda * group4[i][j]; + } + + // qr factorization of the offspring + Linear_algebra_traits::qr_factorization(offspring); + offspringsB[i] = offspring; + } + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + std::cout << "offspringsB: \n" ; + check_det(offspringsB); +#endif + + CGAL_assertion(offspringsA.size() == size_first_group); + CGAL_assertion(offspringsB.size() == size_second_group); + CGAL_assertion(offspringsA.size() + offspringsB.size() == population.size()); + + // next generatrion + for(std::size_t i = 0; i < size_first_group; ++i) + population[i] = offspringsA[i]; + + for(std::size_t i = 0; i < size_second_group; ++i) + population[size_first_group + i] = offspringsB[i]; + } + + void evolve(std::size_t generations) + { + // hardcoded nelder_mead_iterations + std::size_t nelder_mead_iterations = 20; + + // stopping criteria prameters + double prev_fit_value = 0; + double new_fit_value = 0; + double tolerance = 1e-2; + int stale = 0; + + for(std::size_t t = 0; t < generations; ++t) + { +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + std::cout << "generation= " << t << "\n"; +#endif + + genetic_algorithm(); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + //std::cout << "pop after genetic" << std::endl; + //pop.show_population(); + //std::cout << std::endl; +#endif + + for(std::size_t s = 0; s < population.size(); ++s) + nelder_mead(population[s], point_data, nelder_mead_iterations); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + //std::cout << "pop after nelder mead: " << std::endl; + //pop.show_population(); + //std::cout << std::endl; + Fitness_map fitness_map_debug(population, point_data); + Matrix3d R_now = fitness_map_debug.get_best(); + std::cout << "det= " << Linear_algebra_traits::determinant(R_now) << std::endl; +#endif + + // stopping criteria + Fitness_map fitness_map(population, point_data); + new_fit_value = fitness_map.get_best_fitness_value(); + double difference = new_fit_value - prev_fit_value; + + if(CGAL::abs(difference) < tolerance * new_fit_value) + stale++; + + if(stale == 5) + break; + + prev_fit_value = new_fit_value; + } + } + + const Matrix3d get_best() + { + Fitness_map fitness_map(population, point_data); + return fitness_map.get_best(); + } + +private: + // data + Population population; + MatrixXd point_data; +}; + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG +template +void check_det(Population& pop) +{ + for(std::size_t i = 0; i < pop.size(); ++i) + { + for(std::size_t j = 0; j < 4; ++j) + { + auto A = pop[i][j]; // Simplex + std::cout << Linear_algebra_traits::determinant(A) << std::endl; + } + } +} +#endif + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif // CGAL_OPTIMAL_BOUNDING_BOX_EVOLUTION_H diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/fitness_function.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/fitness_function.h new file mode 100644 index 00000000000..649dacb40d5 --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/fitness_function.h @@ -0,0 +1,117 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_FITNESS_FUNCTION_H +#define CGAL_OPTIMAL_BOUNDING_FITNESS_FUNCTION_H + +#include + +#include + +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +template +double compute_fitness(const Vertex& R, const Matrix& data) +{ + // R: rotation matrix + CGAL_assertion(R.cols() == 3); + CGAL_assertion(R.rows() == 3); + // data: points + CGAL_assertion(data.cols() == 3); + CGAL_assertion(data.rows() >= 3); + + typedef typename Linear_algebra_traits::Vector3d Vector3d; + typedef typename Linear_algebra_traits::Index Index; + + double xmin, xmax, ymin, ymax, zmin, zmax; + for(Index i = 0; i < static_cast(data.rows()); ++i){ + + Vector3d vec = Linear_algebra_traits::row3(data, i); + vec = R * vec; + + if(i == 0){ + xmin = xmax = vec.coeff(0); + ymin = ymax = vec.coeff(1); + zmin = zmax = vec.coeff(2); + }else { + if(vec.coeff(0) < xmin) xmin = vec.coeff(0); + if(vec.coeff(1) < ymin) ymin = vec.coeff(1); + if(vec.coeff(2) < zmin) zmin = vec.coeff(2); + if(vec.coeff(0) > xmax) xmax = vec.coeff(0); + if(vec.coeff(1) > ymax) ymax = vec.coeff(1); + if(vec.coeff(2) > zmax) zmax = vec.coeff(2); + } + } + + CGAL_assertion(xmax > xmin); + CGAL_assertion(ymax > ymin); + CGAL_assertion(zmax > zmin); + + // volume + return ((xmax - xmin) * (ymax - ymin) * (zmax - zmin)); +} + +template +struct Fitness_map +{ + Fitness_map(Population& p, Matrix& points) + : pop(p), points(points) + {} + + const Vertex get_best() + { + std::size_t simplex_id, vertex_id; + double best_fitness = std::numeric_limits::max(); + for(std::size_t i = 0; i < pop.size(); ++i) + { + for(std::size_t j =0; j < 4; ++j) + { + const Vertex vertex = pop[i][j]; + const double fitness = compute_fitness(vertex, points); + if (fitness < best_fitness) + { + simplex_id = i; + vertex_id = j; + best_fitness = fitness; + } + } + } + + return pop[simplex_id][vertex_id]; + } + + double get_best_fitness_value() + { + const Vertex best_mat = get_best(); + return compute_fitness(best_mat, points); + } + + Population& pop; + const Matrix& points; +}; + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif // CGAL_OPTIMAL_BOUNDING_FITNESS_FUNCTION_H diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/helper.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/helper.h new file mode 100644 index 00000000000..d207feb93ea --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/helper.h @@ -0,0 +1,113 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_BOX_HELPER_H +#define CGAL_OPTIMAL_BOUNDING_BOX_HELPER_H + +#include + +#include +#include +#include +#include +#include + +#include +#include +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +template +void fill_matrix(const std::vector& v_points, Matrix& points_mat) +{ + points_mat.resize(v_points.size(), 3); + for(std::size_t i = 0; i < v_points.size(); ++i) + { + Point p = v_points[i]; + points_mat.set_coef(i, 0, CGAL::to_double(p.x())); + points_mat.set_coef(i, 1, CGAL::to_double(p.y())); + points_mat.set_coef(i, 2, CGAL::to_double(p.z())); + } +} + +template +void sm_to_matrix(SurfaceMesh& sm, Matrix& mat) +{ + typedef typename boost::property_map::const_type Vpm; + typedef typename boost::property_traits::reference Point_ref; + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + Vpm vpm = get(boost::vertex_point, sm); + + mat.resize(vertices(sm).size(), 3); + std::size_t i = 0; + for(vertex_descriptor v : vertices(sm)) + { + Point_ref p = get(vpm, v); + mat.set_coef(i, 0, CGAL::to_double(p.x())); + mat.set_coef(i, 1, CGAL::to_double(p.y())); + mat.set_coef(i, 2, CGAL::to_double(p.z())); + ++i; + } +} + +template +double calculate_volume(const std::vector& points) +{ + typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + + CGAL::Bbox_3 bbox = bbox_3(points.begin(), points.end()); + K::Iso_cuboid_3 ic(bbox); + return ic.volume(); +} + +// it is called after post processing in debug only +template +void matrix_to_mesh_and_draw(Matrix& data_points, std::string filename) +{ + typedef CGAL::Simple_cartesian K; + typedef K::Point_3 Point; + typedef CGAL::Surface_mesh Mesh; + + // Simplex -> std::vector + std::vector points; + + for(int i = 0; i < data_points.rows(); ++i) + { + Point p(data_points(i, 0), data_points(i, 1), data_points(i, 2)); + points.push_back(p); + } + + Mesh mesh; + CGAL::make_hexahedron(points[0], points[1], points[2], points[3], + points[4], points[5], points[6], points[7], mesh); + + std::ofstream out(filename); + out << mesh; + out.close(); +} + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif // CGAL_OPTIMAL_BOUNDING_BOX_HELPER_H diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/nelder_mead_functions.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/nelder_mead_functions.h new file mode 100644 index 00000000000..3d7de8c8db3 --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/nelder_mead_functions.h @@ -0,0 +1,184 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_BOX_NEALDER_MEAD_FUNCTIONS_H +#define CGAL_OPTIMAL_BOUNDING_BOX_NEALDER_MEAD_FUNCTIONS_H + +#include +#include +#include +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +template +const Matrix reflection(const Matrix& S_centroid, const Matrix& S_worst) +{ + CGAL_assertion(S_centroid.rows() == 3); + CGAL_assertion(S_centroid.rows() == 3); + CGAL_assertion(S_worst.cols() == 3); + CGAL_assertion(S_worst.cols() == 3); + + return S_centroid * Linear_algebra_traits::transpose(S_worst) * S_centroid; +} + +template +const Matrix expansion(const Matrix& S_centroid, const Matrix& S_worst, const Matrix& S_reflection) +{ + CGAL_assertion(S_centroid.rows() == 3); + CGAL_assertion(S_centroid.rows() == 3); + CGAL_assertion(S_worst.cols() == 3); + CGAL_assertion(S_worst.cols() == 3); + CGAL_assertion(S_reflection.cols() == 3); + CGAL_assertion(S_reflection.cols() == 3); + + return S_centroid * Linear_algebra_traits::transpose(S_worst) * S_reflection; +} + +template +Matrix mean(const Matrix& m1, const Matrix& m2) +{ + // same API for reduction + CGAL_assertion(m1.rows() == 3); + CGAL_assertion(m1.rows() == 3); + CGAL_assertion(m2.cols() == 3); + CGAL_assertion(m2.cols() == 3); + + Matrix reduction = 0.5 * m1 + 0.5 * m2; + Matrix Q = Linear_algebra_traits::qr_factorization(reduction); + double det = Linear_algebra_traits::determinant(Q); + return Q / det; +} + +template +const Matrix nm_centroid(const Matrix& S1, const Matrix& S2, const Matrix& S3) +{ + Matrix mean = (S1 + S2 + S3) / 3.0; + Matrix Q = Linear_algebra_traits::qr_factorization(mean); + double det = Linear_algebra_traits::determinant(Q); + return Q / det; +} + +// needed in nelder mead algorithm +struct Comparator +{ + Comparator(const std::vector& in) : fitness(in) {} + + inline bool operator() (std::size_t& i, std::size_t& j) { + return fitness[i] < fitness[j]; + } + + const std::vector& fitness; +}; + +// simplex: 4 rotation matrices are its vertices +template +void nelder_mead(std::vector& simplex, + const typename Linear_algebra_traits::MatrixXd& point_data, + std::size_t nelder_mead_iterations) +{ + CGAL_assertion(simplex.size() == 4); // tetrahedron + + + typedef typename Linear_algebra_traits::Matrix3d Matrix3d; + + std::vector fitness(4); + std::vector indices(boost::counting_iterator(0), + boost::counting_iterator(simplex.size())); + + for(std::size_t t = 0; t < nelder_mead_iterations; ++t) + { + for(std::size_t i = 0; i < 4; ++i) + { + fitness[i] = compute_fitness(simplex[i], point_data); + } + + CGAL_assertion(fitness.size() == 4); + CGAL_assertion(indices.size() == 4); + + // get indices of sorted sequence + Comparator compare_indices(fitness); + std::sort(indices.begin(), indices.end(), compare_indices); + + // new sorted simplex & fitness + std::vector s_simplex(4); + std::vector s_fitness(4); + for(int i = 0; i < 4; ++i) + { + s_simplex[i] = simplex[indices[i]]; + s_fitness[i] = fitness[indices[i]]; + } + + simplex = s_simplex; + fitness = s_fitness; + + // centroid + const Matrix3d v_centroid = nm_centroid(simplex[0], simplex[1], simplex[2]); + + // find worst's vertex reflection + const Matrix3d v_worst = simplex[3]; + const Matrix3d v_refl = reflection(v_centroid, v_worst); + const double f_refl = compute_fitness(v_refl, point_data); + + if(f_refl < fitness[2]) + { + if(f_refl >= fitness[0]) // if reflected point is not better than the best + { + // do reflection + simplex[3] = v_refl; + } + else + { + // expansion + const Matrix3d v_expand = expansion(v_centroid, v_worst, v_refl); + const double f_expand = compute_fitness(v_expand, point_data); + if(f_expand < f_refl) + simplex[3] = v_expand; + else + simplex[3] = v_refl; + } + } + else // if reflected vertex is not better + { + const Matrix3d v_mean = mean(v_centroid, v_worst); + const double f_mean = compute_fitness(v_mean, point_data); + if(f_mean <= fitness[3]) + // contraction of worst + simplex[3] = v_mean; + else + { + // reduction: move all vertices towards the best + for(std::size_t i=1; i < 4; ++i) + { + simplex[i] = mean(simplex[i], simplex[0]); + } + } + } + + CGAL_assertion(simplex.size() == 4); // tetrahedron + } // iterations +} + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/optimal_bounding_box.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/optimal_bounding_box.h new file mode 100644 index 00000000000..3cb4fc338a1 --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/optimal_bounding_box.h @@ -0,0 +1,273 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_BOX_OBB_H +#define CGAL_OPTIMAL_BOUNDING_BOX_OBB_H + +#include +#include +#include + +#include +#include +#include +#include +#include +#include +#include + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + #include +#endif + +#if defined(CGAL_EIGEN3_ENABLED) +#include +#endif + +#include +#include +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +// works on matrices only +/// \cond SKIP_IN_MANUAL +template +void post_processing(const Matrix& points, Vertex& R, Matrix& obb) +{ + CGAL_assertion(points.cols() == 3); + CGAL_assertion(R.rows() == 3); + CGAL_assertion(R.cols() == 3); + CGAL_assertion(obb.rows() == 8); + CGAL_assertion(obb.cols() == 3); + + // 1) rotate points with R + Matrix rotated_points(points.rows(), points.cols()); + rotated_points = points * Linear_algebra_traits::transpose(R); + + // 2) get AABB from rotated points + typedef CGAL::Simple_cartesian K; + typedef K::Point_3 Point; + typedef typename Linear_algebra_traits::Index index; + + // Simplex -> std::vector + std::vector v_points; + for(index i = 0; i < static_cast(rotated_points.rows()); ++i) + { + Point p(rotated_points(i, 0), rotated_points(i, 1), rotated_points(i, 2)); + v_points.push_back(p); + } + CGAL::Bbox_3 bbox; + bbox = bbox_3(v_points.begin(), v_points.end()); + K::Iso_cuboid_3 ic(bbox); + + Matrix aabb(8, 3); + for(std::size_t i = 0; i < 8; ++i) + { + aabb.set_coef(i, 0, ic[i].x()); + aabb.set_coef(i, 1, ic[i].y()); + aabb.set_coef(i, 2, ic[i].z()); + } + + // 3) apply inverse rotation to rotated AABB + obb = aabb * R; +} +/// \endcond + +/// \ingroup OBB_grp +/// calculates the optimal bounding box. +/// +/// @tparam Point the point type +/// @tparam LinearAlgebraTraits a model of `LinearAlgebraTraits`. If no instance of `LinearAlgebraTraits` +/// is provided, then `CGAL::Eigen_linear_algebra_traits` is used. +/// +/// @param points the input points that are included in the optimal bounding box. +/// @param obb_points the eight points of the optimal bounding box to be calculated. +/// @param use_ch a bool flag to indicating whether to use the convex hull of the input points +/// as an optimization step. +template +void compute_optimal_bounding_box(const std::vector& points, + std::vector& obb_points, + LinearAlgebraTraits&, + bool use_ch) +{ + CGAL_assertion(points.size() >= 3); + + if(obb_points.size() != 8) + obb_points.resize(8); + CGAL_assertion(obb_points.size() == 8); + + // eigen linear algebra traits + typedef typename LinearAlgebraTraits::MatrixXd MatrixXd; + typedef typename LinearAlgebraTraits::Matrix3d Matrix3d; + MatrixXd points_mat; + + if(use_ch) // get the ch3 + { + std::vector ch_points; + CGAL::extreme_points_3(points, std::back_inserter(ch_points)); + CGAL::Optimal_bounding_box::fill_matrix(ch_points, points_mat); + } + else + { + CGAL::Optimal_bounding_box::fill_matrix(points, points_mat); + } + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + CGAL::Timer timer; +#endif + + std::size_t max_generations = 100; + Population pop(50); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.start(); +#endif + + CGAL::Optimal_bounding_box::Evolution search_solution(pop, points_mat); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.stop(); + std::cout << "constructor: " << timer.time() << std::endl; + timer.reset(); + timer.start(); +#endif + + search_solution.evolve(max_generations); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.stop(); + std::cout << "evolve: " << timer.time() << std::endl; + timer.reset(); + timer.start(); +#endif + + Matrix3d rotation = search_solution.get_best(); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.stop(); + std::cout << "get best: " << timer.time() << std::endl; +#endif + + MatrixXd obb; // may be preallocated at compile time + obb.resize(8, 3); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.reset(); + timer.start(); +#endif + + post_processing(points_mat, rotation, obb); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_BENCHMARKS + timer.stop(); + std::cout << "post porcessing: " << timer.time() << std::endl; +#endif + + // matrix -> vector + for(std::size_t i = 0; i < 8; ++i) + { + Point p(obb(i, 0), obb(i, 1), obb(i, 2)); + obb_points[i] = p; + } +} + +template +void compute_optimal_bounding_box(const std::vector& points, + std::vector& obb_points, + bool use_ch) +{ +#if defined(CGAL_EIGEN3_ENABLED) + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; +#else + #pragma message("Error: You must either provide linear traits or link CGAL with the Eigen library") + Linear_algebra_traits; // no parameter provided, and Eigen is not enabled --> don't compile! +#endif + + Linear_algebra_traits la_traits; + compute_optimal_bounding_box(points, obb_points, la_traits, use_ch); +} + +/// \ingroup OBB_grp +/// calculates the optimal bounding box. +/// +/// @tparam PolygonMesh a model of `FaceListGraph` +/// @tparam LinearAlgebraTraits a model of `LinearAlgebraTraits`. If no instance of `LinearAlgebraTraits` +/// is provided, then `CGAL::Eigen_linear_algebra_traits` is used. +/// +/// @param pmesh the input mesh. +/// @param obbmesh the hexaedron mesh to be built out of the optimal bounding box. +/// @param la_traits an instance of the linear algebra traits. +/// @param use_ch a bool flag to indicating whether to use the convex hull of the input points +/// as an optimization step. +template +void compute_optimal_bounding_box(const PolygonMesh& pmesh, + PolygonMesh& obbmesh, + LinearAlgebraTraits& la_traits, + bool use_ch) +{ + CGAL_assertion(vertices(pmesh).size() >= 3); + + if(vertices(pmesh).size() <= 3) + { + std::cerr << "Not enough points in the mesh!\n"; + return; + } + + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + typedef typename boost::property_map::type Vpm; + typedef typename boost::property_traits::value_type Point; + + std::vector points; + Vpm pmap = get(boost::vertex_point, pmesh); + BOOST_FOREACH(vertex_descriptor v, vertices(pmesh)) + points.push_back(get(pmap, v)); + + + std::vector obb_points; + compute_optimal_bounding_box(points, obb_points, la_traits, use_ch); + + CGAL::make_hexahedron(obb_points[0], obb_points[1], obb_points[2], obb_points[3], + obb_points[4], obb_points[5], obb_points[6], obb_points[7], obbmesh); +} + +template +void compute_optimal_bounding_box(const PolygonMesh& pmesh, + PolygonMesh& obbmesh, + bool use_ch) +{ +#if defined(CGAL_EIGEN3_ENABLED) + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; +#else + #pragma message("Error: You must either provide linear traits or link CGAL with the Eigen library") + Linear_algebra_traits; // no parameter provided, and Eigen is not enabled --> don't compile! +#endif + + Linear_algebra_traits la_traits; + compute_optimal_bounding_box(pmesh, obbmesh, la_traits, use_ch); +} + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif // CGAL_OPTIMAL_BOUNDING_BOX_OBB_H diff --git a/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/population.h b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/population.h new file mode 100644 index 00000000000..4404acdcd3a --- /dev/null +++ b/Optimal_bounding_box/include/CGAL/Optimal_bounding_box/population.h @@ -0,0 +1,136 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_OPTIMAL_BOUNDING_BOX_POPULATION_H +#define CGAL_OPTIMAL_BOUNDING_BOX_POPULATION_H + +#include +#include + +#include + +namespace CGAL { + +namespace Optimal_bounding_box { + +template +class Population +{ + typedef typename Linear_algebra_traits::Matrix3d Matrix; + typedef std::vector Simplex; + +public: + Population(std::size_t size) + : n(size), random_generator(CGAL::Random()) + { + // reserve pop space + pop.reserve(n); + + // create simplices + for(std::size_t i = 0 ; i < n; ++i) + { + Simplex simplex(4); + create_simplex(simplex); + CGAL_assertion(simplex.size() == 4); + pop.push_back(simplex); + } + } + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG + void show_population(); +#endif + + std::size_t size(){return n;} + + // access simplex + Simplex& operator[](std::size_t i) + { + CGAL_assertion(i < n); + return pop[i]; + } + + const Simplex& operator[](std::size_t i) const + { + CGAL_assertion(i < n); + return pop[i]; + } + +private: + // create random population + void create_simplex(Simplex& simplex) + { + CGAL_assertion(simplex.size() == 4); + for(std::size_t i = 0; i < 4; ++i) + { + Matrix R; + if(R.cols() == 0 || R.rows() == 0) + R.resize(3, 3); + + create_vertex(R); + Matrix Q = Linear_algebra_traits::qr_factorization(R); + + simplex[i] = Q; + } + CGAL_assertion(simplex.size() == 4); + } + + void create_vertex(Matrix& R) + { + CGAL_assertion(R.rows() == 3); + CGAL_assertion(R.cols() == 3); + + for(std::size_t i = 0; i < 3; ++i) + { + for(std::size_t j = 0; j < 3; ++j) + { + R.set_coef(i, j, random_generator.get_double()); + } + } + } + + std::size_t n; + CGAL::Random random_generator; + std::vector pop; +}; + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG +template +void Population::show_population() +{ + std::size_t id = 0; + for(const Simplex i : pop) + { + CGAL_assertion(i.size() == 4); + std:: cout << "Simplex: "<< id++ << std::endl; + for(const Matrix R : i) + { + std::cout << R; // eigen out + std::cout << "\n\n"; + } + std:: cout << std:: endl; + } +} +#endif + +} // end namespace Optimal_bounding_box +} // end namespace CGAL + +#endif // CGAL_OPTIMAL_BOUNDING_BOX_POPULATION_H diff --git a/Optimal_bounding_box/package_info/Optimal_bounding_box/copyright b/Optimal_bounding_box/package_info/Optimal_bounding_box/copyright new file mode 100644 index 00000000000..d76cdbe60d6 --- /dev/null +++ b/Optimal_bounding_box/package_info/Optimal_bounding_box/copyright @@ -0,0 +1 @@ +GeometryFactory (France) \ No newline at end of file diff --git a/Optimal_bounding_box/package_info/Optimal_bounding_box/dependencies b/Optimal_bounding_box/package_info/Optimal_bounding_box/dependencies new file mode 100644 index 00000000000..e69de29bb2d diff --git a/Optimal_bounding_box/package_info/Optimal_bounding_box/license.txt b/Optimal_bounding_box/package_info/Optimal_bounding_box/license.txt new file mode 100644 index 00000000000..8bb8efcb72b --- /dev/null +++ b/Optimal_bounding_box/package_info/Optimal_bounding_box/license.txt @@ -0,0 +1 @@ +GPL (v3 or later) diff --git a/Optimal_bounding_box/package_info/Optimal_bounding_box/maintainer b/Optimal_bounding_box/package_info/Optimal_bounding_box/maintainer new file mode 100644 index 00000000000..2427333ef57 --- /dev/null +++ b/Optimal_bounding_box/package_info/Optimal_bounding_box/maintainer @@ -0,0 +1 @@ +GeometryFactory diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/CMakeLists.txt b/Optimal_bounding_box/test/Optimal_bounding_box/CMakeLists.txt new file mode 100644 index 00000000000..dc0d5800453 --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/CMakeLists.txt @@ -0,0 +1,26 @@ +# Created by the script cgal_create_CMakeLists +# This is the CMake script for compiling a set of CGAL applications. + +cmake_minimum_required(VERSION 3.1...3.15) +project( Optimal_bounding_box_Tests ) + +find_package(CGAL QUIET) + +if (NOT CGAL_FOUND) + message(STATUS "This project requires the CGAL library, and will not be compiled.") + return() +endif() + +include( ${CGAL_USE_FILE} ) + +find_package(Eigen3 3.1.0 REQUIRED) #(3.1.0 or greater) +if (NOT EIGEN3_FOUND) + message(STATUS "This project requires the Eigen library, and will not be compiled.") + return() +else() + include(${EIGEN3_USE_FILE}) +endif() + +create_single_source_cgal_program("test_linear_algebra_functions.cpp") +create_single_source_cgal_program("test_optimization_algorithms.cpp") + diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/data/elephant.off b/Optimal_bounding_box/test/Optimal_bounding_box/data/elephant.off new file mode 100644 index 00000000000..cf7cc2b68ca --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/data/elephant.off @@ -0,0 +1,8337 @@ +OFF +2775 5558 0 + +0.262933 0.102269 0.138247 +0.0843142 0.0418575 -0.0419302 +0.0676609 -0.0308717 0.133371 +0.202895 0.468475 0.0802072 +0.113075 -0.465378 -0.0546734 +0.225577 -0.277149 -0.193776 +-0.146525 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b/Optimal_bounding_box/test/Optimal_bounding_box/data/long_tetrahedron.off @@ -0,0 +1,11 @@ +OFF +4 4 0 + +-1 -0.1 0 +-1 0.1 0 +1 0 -0.1 +1 0 0.1 +3 0 1 2 +3 2 3 0 +3 1 3 2 +3 0 3 1 \ No newline at end of file diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/data/random_unit_tetra.off b/Optimal_bounding_box/test/Optimal_bounding_box/data/random_unit_tetra.off new file mode 100644 index 00000000000..270289e2c6e --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/data/random_unit_tetra.off @@ -0,0 +1,11 @@ +OFF +4 4 0 + +0.866802 0.740808 0.895304 +0.912651 0.761565 0.160330 +0.093661 0.892578 0.737412 +0.166461 0.149912 0.364944 +3 0 1 2 +3 2 3 0 +3 1 3 2 +3 0 3 1 \ No newline at end of file diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/data/reference_tetrahedron.off b/Optimal_bounding_box/test/Optimal_bounding_box/data/reference_tetrahedron.off new file mode 100644 index 00000000000..d83aa004308 --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/data/reference_tetrahedron.off @@ -0,0 +1,12 @@ +OFF +4 4 0 + +0 1 0 +1 0 0 +0 0 0 +0 0 1 +3 0 1 2 +3 2 3 0 +3 1 3 2 +3 0 3 1 + diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/test_linear_algebra_functions.cpp b/Optimal_bounding_box/test/Optimal_bounding_box/test_linear_algebra_functions.cpp new file mode 100644 index 00000000000..5ae7753271f --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/test_linear_algebra_functions.cpp @@ -0,0 +1,301 @@ +#include +#include +#include + +#include + +bool assert_doubles(double d1, double d2, double epsilon) +{ + return (d1 < d2 + epsilon && d1 > d2 - epsilon) ? true : false; +} + +void test_qr_factorization() +{ + typedef CGAL::Eigen_dense_matrix Mat; + Mat A(3, 3); + A.set_coef(0, 0, 0.3011944); + A.set_coef(0, 1, 0.9932761); + A.set_coef(0, 2, 0.5483701); + A.set_coef(1, 0, 0.5149142); + A.set_coef(1, 1, 0.5973263); + A.set_coef(1, 2, 0.5162336); + A.set_coef(2, 0, 0.0039213); + A.set_coef(2, 1, 0.0202949); + A.set_coef(2, 2, 0.9240308); + + CGAL_assertion_code(Mat Q = CGAL::Eigen_linear_algebra_traits::qr_factorization(A)); + CGAL_assertion_code(double epsilon = 1e-6); + CGAL_assertion(assert_doubles(Q(0,0), -0.504895, epsilon)); + CGAL_assertion(assert_doubles(Q(0,1), 0.862834, epsilon)); + CGAL_assertion(assert_doubles(Q(0,2), -0.024447, epsilon)); + CGAL_assertion(assert_doubles(Q(1,0), -0.863156, epsilon)); + CGAL_assertion(assert_doubles(Q(1,1), -0.504894, epsilon)); + CGAL_assertion(assert_doubles(Q(1,2), 0.006687, epsilon)); + CGAL_assertion(assert_doubles(Q(2,0), -0.006573, epsilon)); + CGAL_assertion(assert_doubles(Q(2,1), 0.024478, epsilon)); + CGAL_assertion(assert_doubles(Q(2,2), 0.999679, epsilon)); +} + +void test_fitness_function() +{ + typedef typename CGAL::Eigen_linear_algebra_traits::MatrixXd MatrixXd; + MatrixXd data_points(4, 3); + + data_points.set_coef(0, 0, 0.866802); + data_points.set_coef(0, 1, 0.740808); + data_points.set_coef(0, 2, 0.895304); + + data_points.set_coef(1, 0, 0.912651); + data_points.set_coef(1, 1, 0.761565); + data_points.set_coef(1, 2, 0.160330); + + data_points.set_coef(2, 0, 0.093661); + data_points.set_coef(2, 1, 0.892578); + data_points.set_coef(2, 2, 0.737412); + + data_points.set_coef(3, 0, 0.166461); + data_points.set_coef(3, 1, 0.149912); + data_points.set_coef(3, 2, 0.364944); + + typedef typename CGAL::Eigen_linear_algebra_traits::Matrix3d Matrix3d; + Matrix3d rotation; + rotation.set_coef(0, 0, -0.809204); + rotation.set_coef(0, 1, 0.124296); + rotation.set_coef(0, 2, 0.574230); + rotation.set_coef(1, 0, -0.574694); + rotation.set_coef(1, 1, 0.035719); + rotation.set_coef(1, 2, -0.817589); + rotation.set_coef(2, 0, -0.122134); + rotation.set_coef(2, 1, -0.991602); + rotation.set_coef(2, 2, 0.042528); + + CGAL_assertion_code(typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits); + CGAL_assertion_code(double fitness = CGAL::Optimal_bounding_box:: + compute_fitness (rotation, data_points)); + CGAL_assertion(assert_doubles(fitness, 0.58606, 1e-5)); +} + +void test_simplex_operations() +{ + CGAL_assertion_code(typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits); + typedef CGAL::Eigen_dense_matrix Matrix; + + Matrix Sc(3, 3); + Sc.set_coef(0, 0, -0.809204); + Sc.set_coef(0, 1, 0.124296); + Sc.set_coef(0, 2, 0.574230); + Sc.set_coef(1, 0, -0.574694); + Sc.set_coef(1, 1, 0.035719); + Sc.set_coef(1, 2, -0.817589); + Sc.set_coef(2, 0, -0.122134); + Sc.set_coef(2, 1, -0.991602); + Sc.set_coef(2, 2, 0.042528); + + Matrix S_worst(3, 3); + S_worst.set_coef(0, 0, -0.45070); + S_worst.set_coef(0, 1, -0.32769); + S_worst.set_coef(0, 2, -0.83035); + S_worst.set_coef(1, 0, -0.13619); + S_worst.set_coef(1, 1, -0.89406); + S_worst.set_coef(1, 2, 0.42675); + S_worst.set_coef(2, 0, -0.88222); + S_worst.set_coef(2, 1, 0.30543); + S_worst.set_coef(2, 2, 0.35833); + + CGAL_assertion_code(Matrix Sr = CGAL::Optimal_bounding_box::reflection(Sc, S_worst)); + CGAL_assertion_code(double epsilon = 1e-5); + CGAL_assertion(assert_doubles(Sr(0,0), -0.13359, epsilon)); + CGAL_assertion(assert_doubles(Sr(0,1), -0.95986, epsilon)); + CGAL_assertion(assert_doubles(Sr(0,2), -0.24664, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,0), -0.60307, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,1), -0.11875, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,2), 0.78880, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,0), -0.78642, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,1), 0.25411, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,2), -0.56300, epsilon)); + + CGAL_assertion_code(Matrix Se = + CGAL::Optimal_bounding_box::expansion(Sc, S_worst, Sr)); + CGAL_assertion(assert_doubles(Se(0,0), -0.87991, epsilon)); + CGAL_assertion(assert_doubles(Se(0,1), 0.36105, epsilon)); + CGAL_assertion(assert_doubles(Se(0,2), -0.30888, epsilon)); + CGAL_assertion(assert_doubles(Se(1,0), -0.11816, epsilon)); + CGAL_assertion(assert_doubles(Se(1,1), -0.79593, epsilon)); + CGAL_assertion(assert_doubles(Se(1,2), -0.59375, epsilon)); + CGAL_assertion(assert_doubles(Se(2,0), -0.460215, epsilon)); + CGAL_assertion(assert_doubles(Se(2,1), -0.48595, epsilon)); + CGAL_assertion(assert_doubles(Se(2,2), 0.74300, epsilon)); + + Matrix S_a(3, 3); + S_a.set_coef(0, 0, -0.277970); + S_a.set_coef(0, 1, 0.953559); + S_a.set_coef(0, 2, 0.116010); + S_a.set_coef(1, 0, -0.567497); + S_a.set_coef(1, 1, -0.065576); + S_a.set_coef(1, 2, -0.820760); + S_a.set_coef(2, 0, -0.775035); + S_a.set_coef(2, 1, -0.293982); + S_a.set_coef(2, 2, 0.559370); + + Matrix S_b(3, 3); + S_b.set_coef(0, 0, -0.419979); + S_b.set_coef(0, 1, 0.301765); + S_b.set_coef(0, 2, -0.8558940); + S_b.set_coef(1, 0, -0.653011); + S_b.set_coef(1, 1, -0.755415); + S_b.set_coef(1, 2, 0.054087); + S_b.set_coef(2, 0, -0.630234); + S_b.set_coef(2, 1, 0.581624); + S_b.set_coef(2, 2, 0.514314); + + CGAL_assertion_code(Matrix S_c = + CGAL::Optimal_bounding_box::mean(S_a, S_b)); + CGAL_assertion(assert_doubles(S_c(0,0), -0.35111, epsilon)); + CGAL_assertion(assert_doubles(S_c(0,1), 0.79308, epsilon)); + CGAL_assertion(assert_doubles(S_c(0,2), -0.49774, epsilon)); + CGAL_assertion(assert_doubles(S_c(1,0), -0.61398, epsilon)); + CGAL_assertion(assert_doubles(S_c(1,1), -0.59635, epsilon)); + CGAL_assertion(assert_doubles(S_c(1,2), -0.51710, epsilon)); + CGAL_assertion(assert_doubles(S_c(2,0), -0.70693, epsilon)); + CGAL_assertion(assert_doubles(S_c(2,1), 0.12405, epsilon)); + CGAL_assertion(assert_doubles(S_c(2,2), 0.69632, epsilon)); +} + +void test_centroid() +{ + CGAL_assertion_code(typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits); + typedef CGAL::Eigen_dense_matrix Matrix; + + Matrix S_a; + S_a.set_coef(0, 0, -0.588443); + S_a.set_coef(0, 1, 0.807140); + S_a.set_coef(0, 2, -0.047542); + S_a.set_coef(1, 0, -0.786228); + S_a.set_coef(1, 1, -0.584933); + S_a.set_coef(1, 2, -0.199246); + S_a.set_coef(2, 0, -0.188629); + S_a.set_coef(2, 1, -0.079867); + S_a.set_coef(2, 2, 0.978795); + + Matrix S_b(3, 3); + S_b.set_coef(0, 0, -0.2192721); + S_b.set_coef(0, 1, 0.2792986); + S_b.set_coef(0, 2, -0.9348326); + S_b.set_coef(1, 0, -0.7772152); + S_b.set_coef(1, 1, -0.6292092); + S_b.set_coef(1, 2, -0.005686); + S_b.set_coef(2, 0, -0.5897934); + S_b.set_coef(2, 1, 0.7253193); + S_b.set_coef(2, 2, 0.3550431); + + Matrix S_c(3, 3); + S_c.set_coef(0, 0, -0.32657); + S_c.set_coef(0, 1, -0.60013); + S_c.set_coef(0, 2, -0.730206); + S_c.set_coef(1, 0, -0.20022); + S_c.set_coef(1, 1, -0.71110); + S_c.set_coef(1, 2, 0.67398); + S_c.set_coef(2, 0, -0.92372); + S_c.set_coef(2, 1, 0.36630); + S_c.set_coef(2, 2, 0.11207); + + CGAL_assertion_code(Matrix S_centroid = + CGAL::Optimal_bounding_box::nm_centroid(S_a, S_b, S_c)); + CGAL_assertion_code(double epsilon = 1e-5); + CGAL_assertion(assert_doubles(S_centroid(0,0), -0.419979, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(0,1), 0.301765, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(0,2), -0.855894, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(1,0), -0.653011, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(1,1), -0.755415, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(1,2), 0.054087, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(2,0), -0.630234, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(2,1), 0.581624, epsilon)); + CGAL_assertion(assert_doubles(S_centroid(2,2), 0.514314, epsilon)); +} + +void test_eigen_matrix_interface() +{ + CGAL_assertion_code(typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits); + typedef CGAL::Eigen_dense_matrix Matrix; + + Matrix A(3, 3); + A.set_coef(0, 0, 0.1); + A.set_coef(0, 1, 0.2); + A.set_coef(0, 2, 0.3); + A.set_coef(1, 0, 0.4); + A.set_coef(1, 1, 0.5); + A.set_coef(1, 2, 0.6); + A.set_coef(2, 0, 0.7); + A.set_coef(2, 1, 0.8); + A.set_coef(2, 2, 0.9); + CGAL_assertion_code(Matrix B); + CGAL_assertion_code(B = CGAL::Eigen_linear_algebra_traits::transpose(A)); + CGAL_assertion_code(Matrix S); + CGAL_assertion_code(S = 0.5 * A); + Matrix C(3,3); + C.set_coef(0, 0, 0.3011944); + C.set_coef(0, 1, 0.9932761); + C.set_coef(0, 2, 0.5483701); + C.set_coef(1, 0, 0.5149142); + C.set_coef(1, 1, 0.5973263); + C.set_coef(1, 2, 0.5162336); + C.set_coef(2, 0, 0.0039213); + C.set_coef(2, 1, 0.0202949); + C.set_coef(2, 2, 0.9240308); + + CGAL_assertion_code(Matrix Q = CGAL::Eigen_linear_algebra_traits::qr_factorization(C)); + CGAL_assertion_code(double epsilon = 1e-5); + CGAL_assertion(assert_doubles(Q(0,0), -0.504895, epsilon)); + CGAL_assertion(assert_doubles(Q(0,1), 0.862834, epsilon)); + CGAL_assertion(assert_doubles(Q(0,2), -0.024447, epsilon)); + CGAL_assertion(assert_doubles(Q(1,0), -0.863156, epsilon)); + CGAL_assertion(assert_doubles(Q(1,1), -0.504894, epsilon)); + CGAL_assertion(assert_doubles(Q(1,2), 0.006687, epsilon)); + CGAL_assertion(assert_doubles(Q(2,0), -0.006573, epsilon)); + CGAL_assertion(assert_doubles(Q(2,1), 0.024478, epsilon)); + CGAL_assertion(assert_doubles(Q(2,2), 0.999679, epsilon)); + + Matrix D(3,3); + D.set_coef(0, 0, -0.809204); + D.set_coef(0, 1, 0.124296); + D.set_coef(0, 2, 0.574230); + D.set_coef(1, 0, -0.574694); + D.set_coef(1, 1, 0.035719); + D.set_coef(1, 2, -0.817589); + D.set_coef(2, 0, -0.122134); + D.set_coef(2, 1, -0.991602); + D.set_coef(2, 2, 0.042528); + + Matrix E(3,3); + E.set_coef(0, 0, -0.45070); + E.set_coef(0, 1, -0.32769); + E.set_coef(0, 2, -0.83035); + E.set_coef(1, 0, -0.13619); + E.set_coef(1, 1, -0.89406); + E.set_coef(1, 2, 0.42675); + E.set_coef(2, 0, -0.88222); + E.set_coef(2, 1, 0.30543); + E.set_coef(2, 2, 0.35833); + + CGAL_assertion_code(Matrix Sr = CGAL::Optimal_bounding_box::reflection(D, E)); + CGAL_assertion(assert_doubles(Sr(0,0), -0.13359, epsilon)); + CGAL_assertion(assert_doubles(Sr(0,1), -0.95986, epsilon)); + CGAL_assertion(assert_doubles(Sr(0,2), -0.24664, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,0), -0.60307, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,1), -0.11875, epsilon)); + CGAL_assertion(assert_doubles(Sr(1,2), 0.78880, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,0), -0.78642, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,1), 0.25411, epsilon)); + CGAL_assertion(assert_doubles(Sr(2,2), -0.56300, epsilon)); +} + +int main() +{ + test_qr_factorization(); + test_fitness_function(); + test_simplex_operations(); + test_centroid(); + test_eigen_matrix_interface(); + + return 0; +} diff --git a/Optimal_bounding_box/test/Optimal_bounding_box/test_optimization_algorithms.cpp b/Optimal_bounding_box/test/Optimal_bounding_box/test_optimization_algorithms.cpp new file mode 100644 index 00000000000..4f03054dcbd --- /dev/null +++ b/Optimal_bounding_box/test/Optimal_bounding_box/test_optimization_algorithms.cpp @@ -0,0 +1,423 @@ +#include + +#include + +#include +#include +#include +#include +#include + +#include +#include + +typedef CGAL::Exact_predicates_inexact_constructions_kernel K; + +bool assert_doubles(double d1, double d2, double epsilon) +{ + return (d1 < d2 + epsilon && d1 > d2 - epsilon) ? true : false; +} + +void test_nelder_mead() +{ + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + typedef Linear_algebra_traits::Matrix3d Matrix3d; + typedef Linear_algebra_traits::MatrixXd MatrixXd; + + MatrixXd data_points(4,3); + data_points(0,0) = 0.866802; + data_points(0,1) = 0.740808, + data_points(0,2) = 0.895304, + data_points(1,0) = 0.912651; + data_points(1,1) = 0.761565; + data_points(1,2) = 0.160330; + data_points(2,0) = 0.093661; + data_points(2,1) = 0.892578; + data_points(2,2) = 0.737412; + data_points(3,0) = 0.166461; + data_points(3,1) = 0.149912, + data_points(3,2) = 0.364944; + + // one simplex + std::vector simplex(4); + Matrix3d v0(3,3); + Matrix3d v1(3,3); + Matrix3d v2(3,3); + Matrix3d v3(3,3); + + v0(0,0) = -0.2192721; + v0(0,1) = 0.2792986, + v0(0,2) = -0.9348326, + v0(1,0) = -0.7772152; + v0(1,1) = -0.6292092; + v0(1,2) = -0.0056861; + v0(2,0) = -0.5897934; + v0(2,1) = 0.7253193; + v0(2,2) = 0.3550431; + + v1(0,0) = -0.588443; + v1(0,1) = 0.807140; + v1(0,2) = -0.047542; + v1(1,0) = -0.786228; + v1(1,1) = -0.584933; + v1(1,2) = -0.199246; + v1(2,0) = -0.188629; + v1(2,1) = -0.079867; + v1(2,2) = 0.978795; + + v2(0,0) = -0.277970; + v2(0,1) = 0.953559; + v2(0,2) = 0.116010; + v2(1,0) = -0.567497; + v2(1,1) = -0.065576; + v2(1,2) = -0.820760; + v2(2,0) = -0.775035; + v2(2,1) = -0.293982; + v2(2,2) = 0.559370; + + v3(0,0) = -0.32657; + v3(0,1) = -0.60013; + v3(0,2) = -0.73020; + v3(1,0) = -0.20022; + v3(1,1) = -0.71110; + v3(1,2) = 0.67398; + v3(2,0) = -0.92372; + v3(2,1) = 0.36630; + v3(2,2) = 0.11207; + + simplex[0] = v0; + simplex[1] = v1; + simplex[2] = v2; + simplex[3] = v3; + + std::size_t nm_iterations = 19; + CGAL::Optimal_bounding_box::nelder_mead(simplex, data_points, nm_iterations); + + CGAL_assertion_code(double epsilon = 1e-5); + CGAL_assertion_code(Matrix3d v0_new = simplex[0]); + CGAL_assertion(assert_doubles(v0_new(0,0), -0.288975, epsilon)); + CGAL_assertion(assert_doubles(v0_new(0,1), 0.7897657, epsilon)); + CGAL_assertion(assert_doubles(v0_new(0,2), -0.541076, epsilon)); + CGAL_assertion(assert_doubles(v0_new(1,0), -0.9407046, epsilon)); + CGAL_assertion(assert_doubles(v0_new(1,1), -0.3391466, epsilon)); + CGAL_assertion(assert_doubles(v0_new(1,2), 0.0073817, epsilon)); + CGAL_assertion(assert_doubles(v0_new(2,0), -0.1776743, epsilon)); + CGAL_assertion(assert_doubles(v0_new(2,1), 0.5111260, epsilon)); + CGAL_assertion(assert_doubles(v0_new(2,2), 0.84094, epsilon)); + + CGAL_assertion_code(Matrix3d v1_new = simplex[1]); + CGAL_assertion(assert_doubles(v1_new(0,0), -0.458749, epsilon)); + CGAL_assertion(assert_doubles(v1_new(0,1), 0.823283, epsilon)); + CGAL_assertion(assert_doubles(v1_new(0,2), -0.334296, epsilon)); + CGAL_assertion(assert_doubles(v1_new(1,0), -0.885235, epsilon)); + CGAL_assertion(assert_doubles(v1_new(1,1), -0.455997, epsilon)); + CGAL_assertion(assert_doubles(v1_new(1,2), 0.091794, epsilon)); + CGAL_assertion(assert_doubles(v1_new(2,0), -0.076866, epsilon)); + CGAL_assertion(assert_doubles(v1_new(2,1), 0.338040, epsilon)); + CGAL_assertion(assert_doubles(v1_new(2,2), 0.937987, epsilon)); + + CGAL_assertion_code(Matrix3d v2_new = simplex[2]); + CGAL_assertion(assert_doubles(v2_new(0,0), -0.346582, epsilon)); + CGAL_assertion(assert_doubles(v2_new(0,1), 0.878534, epsilon)); + CGAL_assertion(assert_doubles(v2_new(0,2), -0.328724, epsilon)); + CGAL_assertion(assert_doubles(v2_new(1,0), -0.936885, epsilon)); + CGAL_assertion(assert_doubles(v2_new(1,1), -0.341445, epsilon)); + CGAL_assertion(assert_doubles(v2_new(1,2), 0.075251, epsilon)); + CGAL_assertion(assert_doubles(v2_new(2,0), -0.046131, epsilon)); + CGAL_assertion(assert_doubles(v2_new(2,1), 0.334057, epsilon)); + CGAL_assertion(assert_doubles(v2_new(2,2), 0.941423, epsilon)); + + CGAL_assertion_code(Matrix3d v3_new = simplex[3]); + CGAL_assertion(assert_doubles(v3_new(0,0), -0.394713, epsilon)); + CGAL_assertion(assert_doubles(v3_new(0,1), 0.791782, epsilon)); + CGAL_assertion(assert_doubles(v3_new(0,2), -0.466136, epsilon)); + CGAL_assertion(assert_doubles(v3_new(1,0), -0.912112, epsilon)); + CGAL_assertion(assert_doubles(v3_new(1,1), -0.398788, epsilon)); + CGAL_assertion(assert_doubles(v3_new(1,2), 0.094972, epsilon)); + CGAL_assertion(assert_doubles(v3_new(2,0), -0.110692, epsilon)); + CGAL_assertion(assert_doubles(v3_new(2,1), 0.462655, epsilon)); + CGAL_assertion(assert_doubles(v3_new(2,2), 0.879601, epsilon)); +} + +void test_genetic_algorithm() +{ + CGAL::Eigen_dense_matrix data_points(4, 3); // -1 = dynamic size at run time + data_points(0,0) = 0.866802; + data_points(0,1) = 0.740808, + data_points(0,2) = 0.895304, + data_points(1,0) = 0.912651; + data_points(1,1) = 0.761565; + data_points(1,2) = 0.160330; + data_points(2,0) = 0.093661; + data_points(2,1) = 0.892578; + data_points(2,2) = 0.737412; + data_points(3,0) = 0.166461; + data_points(3,1) = 0.149912, + data_points(3,2) = 0.364944; + + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + CGAL::Optimal_bounding_box::Population pop(5); + CGAL::Optimal_bounding_box::Evolution evolution(pop, data_points); + evolution.genetic_algorithm(); + CGAL_assertion(pop.size() == 5); +} + +void test_random_unit_tetra() +{ + // this is dynamic at run times + CGAL::Eigen_dense_matrix data_points(4, 3); + + // points are on their convex hull + data_points(0,0) = 0.866802; + data_points(0,1) = 0.740808, + data_points(0,2) = 0.895304, + data_points(1,0) = 0.912651; + data_points(1,1) = 0.761565; + data_points(1,2) = 0.160330; + data_points(2,0) = 0.093661; + data_points(2,1) = 0.892578; + data_points(2,2) = 0.737412; + data_points(3,0) = 0.166461; + data_points(3,1) = 0.149912, + data_points(3,2) = 0.364944; + + typedef CGAL::Simple_cartesian K; + typedef K::Point_3 Point; + typedef CGAL::Surface_mesh Mesh; + + // make a mesh and export it + Mesh mesh; + Point p1(0.866802, 0.740808, 0.895304); + Point p2(0.912651, 0.761565, 0.160330); + Point p3(0.093661, 0.892578, 0.737412); + Point p4(0.166461, 0.149912, 0.364944); + CGAL::make_tetrahedron(p1, p2, p3, p4, mesh); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + std::ofstream out("data/random_unit_tetra.off"); + out << mesh; + out.close(); +#endif + + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + CGAL_assertion_code(typedef Linear_algebra_traits::Matrix3d Matrix3d); + std::size_t generations = 10; + CGAL::Optimal_bounding_box::Population pop(50); + CGAL::Optimal_bounding_box::Evolution evolution(pop, data_points); + evolution.evolve(generations); + + CGAL_assertion_code(Matrix3d R = evolution.get_best()); + CGAL_assertion_code(double epsilon = 1e-3); + CGAL_assertion(assert_doubles(Linear_algebra_traits::determinant(R), 1, epsilon)); + CGAL_assertion(assert_doubles(R(0,0), -0.25791, epsilon)); + CGAL_assertion(assert_doubles(R(0,1), 0.796512, epsilon)); + CGAL_assertion(assert_doubles(R(0,2), -0.546855, epsilon)); + CGAL_assertion(assert_doubles(R(1,0), -0.947128, epsilon)); + CGAL_assertion(assert_doubles(R(1,1), -0.320242, epsilon)); + CGAL_assertion(assert_doubles(R(1,2), -0.0197553, epsilon)); + CGAL_assertion(assert_doubles(R(2,0), -0.190861, epsilon)); + CGAL_assertion(assert_doubles(R(2,1), 0.512847, epsilon)); + CGAL_assertion(assert_doubles(R(2,2), 0.836992, epsilon)); + +#ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + // postprocessing + CGAL::Eigen_dense_matrix obb(8, 3); + CGAL::Optimal_bounding_box::post_processing(data_points, R, obb); + CGAL::Optimal_bounding_box::matrix_to_mesh_and_draw(obb, "data/random_unit_tetra_result.off"); +#endif +} + +void test_reference_tetrahedron(const char* fname) +{ + std::ifstream input(fname); + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + typedef Linear_algebra_traits::MatrixXd MatrixXd; + CGAL_assertion_code(typedef Linear_algebra_traits::Matrix3d Matrix3d); + + // points in a matrix + MatrixXd points; + CGAL::Optimal_bounding_box::sm_to_matrix(mesh, points); + + std::size_t generations = 10; + CGAL::Optimal_bounding_box::Population pop(50); + CGAL::Optimal_bounding_box::Evolution experiment(pop, points); + experiment.evolve(generations); + + CGAL_assertion_code(Matrix3d R = experiment.get_best()); + CGAL_assertion_code(double epsilon = 1e-5); + CGAL_assertion(assert_doubles(Linear_algebra_traits::determinant(R), 1, epsilon)); + + #ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + // postprocessing + MatrixXd obb(8, 3); + CGAL::Optimal_bounding_box::post_processing(points, R, obb); + CGAL::Optimal_bounding_box::matrix_to_mesh_and_draw(obb, "data/OBB.off"); + #endif +} + +void test_long_tetrahedron(std::string fname) +{ + std::ifstream input(fname); + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + typedef Linear_algebra_traits::MatrixXd MatrixXd; + CGAL_assertion_code(typedef Linear_algebra_traits::Matrix3d Matrix3d); + + // points in a matrix + MatrixXd points; + CGAL::Optimal_bounding_box::sm_to_matrix(mesh, points); + + std::size_t max_generations = 10; + CGAL::Optimal_bounding_box::Population pop(50); + CGAL::Optimal_bounding_box::Evolution experiment(pop, points); + experiment.evolve(max_generations); + + CGAL_assertion_code(Matrix3d R = experiment.get_best()); + CGAL_assertion_code(double epsilon = 1e-3); + CGAL_assertion(assert_doubles(Linear_algebra_traits::determinant(R), 1, epsilon)); + CGAL_assertion(assert_doubles(R(0,0), -1, epsilon)); + CGAL_assertion(assert_doubles(R(0,1), 0, epsilon)); + CGAL_assertion(assert_doubles(R(0,2), 0, epsilon)); + CGAL_assertion(assert_doubles(R(1,0), 0, epsilon)); + CGAL_assertion(assert_doubles(R(1,1), -0.707107, epsilon)); + CGAL_assertion(assert_doubles(R(1,2), 0.707106, epsilon) || + assert_doubles(R(1,2), -0.707106, epsilon)); + CGAL_assertion(assert_doubles(R(2,0), 0, epsilon)); + CGAL_assertion(assert_doubles(R(2,1), 0.707106, epsilon) || + assert_doubles(R(1,2), -0.707106, epsilon)); + CGAL_assertion(assert_doubles(R(2,2), 0.707107, epsilon)); + + #ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + // postprocessing + MatrixXd obb(8, 3); + CGAL::Optimal_bounding_box::post_processing(points, R, obb); + CGAL::Optimal_bounding_box::matrix_to_mesh_and_draw(obb, fname + "result.off"); + #endif +} + +void test_compute_obb_evolution(std::string fname) +{ + std::ifstream input(fname); + typedef CGAL::Surface_mesh SMesh; + SMesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + // get mesh points + std::vector sm_points; + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + typedef typename boost::property_map::const_type PointPMap; + PointPMap pmap = get(boost::vertex_point, mesh); + BOOST_FOREACH(vertex_descriptor v, vertices(mesh)) + sm_points.push_back(get(pmap, v)); + + + CGAL::Eigen_linear_algebra_traits la_traits; + std::vector obb_points; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(sm_points, obb_points, la_traits, true); + + CGAL_assertion_code(double epsilon = 1e-3); + CGAL_assertion_code(double vol = CGAL::Optimal_bounding_box::calculate_volume(obb_points)); + CGAL_assertion(assert_doubles(vol, 0.883371, epsilon)); + + #ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + /* + for(int i = 0; i < 8; ++i) + std::cout << obb_points[i].x() << " " << obb_points[i].y() << " " << obb_points[i].z() << "\n" ; + */ + CGAL::Surface_mesh result_mesh; + CGAL::make_hexahedron(obb_points[0], obb_points[1], obb_points[2], obb_points[3], + obb_points[4], obb_points[5], obb_points[6], obb_points[7], result_mesh); + + std::ofstream out("data/obb_result.off"); + out << result_mesh; + out.close(); + #endif +} + +void test_compute_obb_mesh(std::string fname) +{ + std::ifstream input(fname); + CGAL::Surface_mesh mesh; + if (!input || !(input >> mesh) || mesh.is_empty()) + { + std::cerr << fname << " is not a valid off file.\n"; + std::exit(1); + } + + CGAL::Eigen_linear_algebra_traits la_traits; + CGAL::Surface_mesh< K::Point_3> obbmesh; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(mesh, obbmesh, la_traits, true); + + #ifdef CGAL_OPTIMAL_BOUNDING_BOX_DEBUG_TEST + std::ofstream out("/tmp/result_elephant.off"); + out << obbmesh; + out.close(); + #endif +} + +void test_function_defaults_traits(std::string fname1, std::string fname2) +{ + std::ifstream input1(fname1); + CGAL::Surface_mesh mesh1; + if (!input1 || !(input1 >> mesh1) || mesh1.is_empty()) + { + std::cerr << fname1 << " is not a valid off file.\n"; + std::exit(1); + } + + std::ifstream input2(fname2); + CGAL::Surface_mesh mesh2; + if (!input2 || !(input2 >> mesh2) || mesh2.is_empty()) + { + std::cerr << fname2 << " is not a valid off file.\n"; + std::exit(1); + } + + // test one + std::vector sm_points; + typedef CGAL::Surface_mesh SMesh; + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + typedef typename boost::property_map::const_type PointPMap; + PointPMap pmap = get(boost::vertex_point, mesh1); + + BOOST_FOREACH(vertex_descriptor v, vertices(mesh1)) + sm_points.push_back(get(pmap, v)); + + std::vector obb_points; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(sm_points, obb_points, true); + + CGAL_assertion_code(double epsilon = 1e-3); + CGAL_assertion_code(double vol = CGAL::Optimal_bounding_box::calculate_volume(obb_points)); + CGAL_assertion(assert_doubles(vol, 0.883371, epsilon)); + + // test two + CGAL::Surface_mesh< K::Point_3> obbmesh; + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(mesh2, obbmesh, true); +} + +int main() +{ + test_nelder_mead(); + test_genetic_algorithm(); + test_random_unit_tetra(); + test_reference_tetrahedron("data/reference_tetrahedron.off"); + test_long_tetrahedron("data/long_tetrahedron.off"); + test_compute_obb_evolution("data/random_unit_tetra.off"); + test_compute_obb_mesh("data/elephant.off"); + test_function_defaults_traits("data/random_unit_tetra.off", "data/elephant.off"); + + return 0; +} diff --git a/Polyhedron/demo/Polyhedron/Plugins/PCA/CMakeLists.txt b/Polyhedron/demo/Polyhedron/Plugins/PCA/CMakeLists.txt index f86989e9000..d8ba5ededb3 100644 --- a/Polyhedron/demo/Polyhedron/Plugins/PCA/CMakeLists.txt +++ b/Polyhedron/demo/Polyhedron/Plugins/PCA/CMakeLists.txt @@ -17,6 +17,9 @@ target_link_libraries(clipping_box_plugin PUBLIC scene_edit_box_item scene_basi polyhedron_demo_plugin(create_bbox_mesh_plugin Create_bbox_mesh_plugin) target_link_libraries(create_bbox_mesh_plugin PUBLIC scene_surface_mesh_item) +polyhedron_demo_plugin(create_obb_mesh_plugin Create_obb_mesh_plugin) +target_link_libraries(create_obb_mesh_plugin PUBLIC scene_surface_mesh_item scene_polyhedron_item scene_polyhedron_selection_item scene_points_with_normal_item) + qt5_wrap_ui( volumesUI_FILES Basic_generator_widget.ui) polyhedron_demo_plugin(basic_generator_plugin Basic_generator_plugin ${volumesUI_FILES} KEYWORDS PolygonMesh PointSetProcessing) target_link_libraries(basic_generator_plugin PUBLIC scene_surface_mesh_item scene_points_with_normal_item scene_polylines_item) diff --git a/Polyhedron/demo/Polyhedron/Plugins/PCA/Create_obb_mesh_plugin.cpp b/Polyhedron/demo/Polyhedron/Plugins/PCA/Create_obb_mesh_plugin.cpp new file mode 100644 index 00000000000..444f0b2acc9 --- /dev/null +++ b/Polyhedron/demo/Polyhedron/Plugins/PCA/Create_obb_mesh_plugin.cpp @@ -0,0 +1,191 @@ +#include +#include +#include + +#include +#include +#include + +#include "Scene_surface_mesh_item.h" +#include "Polyhedron_type.h" +#include "Scene_polyhedron_item.h" +#include +#include "Scene_polyhedron_selection_item.h" +#include "Scene_points_with_normal_item.h" + +#include +#include +#include + +//typedef Scene_surface_mesh_item Scene_facegraph_item; +//typedef Scene_facegraph_item Scene_facegraph_item; + +typedef Scene_facegraph_item::Face_graph FaceGraph; +typedef Polyhedron::Point_3 Point_3; +using namespace CGAL::Three; + +class Create_obb_mesh_plugin : + public QObject, + public CGAL::Three::Polyhedron_demo_plugin_interface +{ + Q_OBJECT + Q_INTERFACES(CGAL::Three::Polyhedron_demo_plugin_interface) + Q_PLUGIN_METADATA(IID "com.geometryfactory.PolyhedronDemo.PluginInterface/1.0") + +public: + void init(QMainWindow* mainWindow, Scene_interface* scene_interface, Messages_interface*); + QList actions() const; + + bool applicable(QAction*) const { + + /* + if (scene->selectionIndices().size() == 1) + { + return qobject_cast(scene->item(scene->mainSelectionIndex())) + || qobject_cast(scene->item(scene->mainSelectionIndex())); + } + + Q_FOREACH(int index, scene->selectionIndices()) + { + if (qobject_cast(scene->item(index))) + return true; + } + return false; + */ + + if(scene->mainSelectionIndex() != -1 + && scene->item(scene->mainSelectionIndex())->isFinite()) + return true; + return false; + +} + +protected: + void gather_mesh_points(std::vector& points); + void obb(); + +public Q_SLOTS: + void createObb() { + QApplication::setOverrideCursor(Qt::WaitCursor); + obb(); + QApplication::restoreOverrideCursor(); + } + +private: + Scene_interface* scene; + QMainWindow* mw; + QAction* actionObb; + +}; // end Create_obb_mesh_plugin class + + + +void Create_obb_mesh_plugin::init(QMainWindow* mainWindow, Scene_interface* scene_interface, Messages_interface*) +{ + scene = scene_interface; + mw = mainWindow; + actionObb = new QAction(tr("Create &Optimal Bbox Mesh"), mainWindow); + actionObb->setObjectName("createObbMeshAction"); + connect(actionObb, SIGNAL(triggered()), this, SLOT(createObb())); +} + +QList Create_obb_mesh_plugin::actions() const { + return QList() << actionObb; +} + + +void Create_obb_mesh_plugin::gather_mesh_points(std::vector& points) +{ + const Scene_interface::Item_id index = scene->mainSelectionIndex(); + + Scene_facegraph_item* poly_item = + qobject_cast(scene->item(index)); + + Scene_polyhedron_selection_item* selection_item = + qobject_cast(scene->item(index)); + + Scene_points_with_normal_item* point_set_item = + qobject_cast(scene->item(index)); + + if(poly_item || selection_item) + { + typedef typename boost::property_map::type PointPMap; + typedef typename boost::graph_traits::vertex_descriptor vertex_descriptor; + typedef typename boost::graph_traits::face_descriptor face_descriptor; + + std::vector selected_vertices; + + if(poly_item != NULL) + { + FaceGraph& pmesh = *poly_item->polyhedron(); + selected_vertices.assign(vertices(pmesh).begin(), vertices(pmesh).end()); + PointPMap pmap = get(CGAL::vertex_point, pmesh); + BOOST_FOREACH(vertex_descriptor v, selected_vertices) + points.push_back(get(pmap, v)); + + } + else if(selection_item != NULL) // using selection of faces + { + FaceGraph& pmesh = *selection_item->polyhedron(); + BOOST_FOREACH(face_descriptor f, selection_item->selected_facets) + { + BOOST_FOREACH(vertex_descriptor v, vertices_around_face(halfedge(f, pmesh), pmesh)) + { + selected_vertices.push_back(v); + } + } + + PointPMap pmap = get(CGAL::vertex_point, pmesh); + BOOST_FOREACH(vertex_descriptor v, selected_vertices) + points.push_back(get(pmap, v)); + } + CGAL_assertion(points.size() >= 3); + } + + if(point_set_item) + { + Point_set* points_set = point_set_item->point_set(); + if(points_set == NULL) + return; + + std::cout << "points_set->size()= " << points_set->size() << std::endl; + BOOST_FOREACH(Point_3 p, points_set->points()) + { + points.push_back(p); + } + } + +} + +void Create_obb_mesh_plugin::obb() +{ + // gather point coordinates + std::vector points; + gather_mesh_points(points); + + // find obb + CGAL::Eigen_linear_algebra_traits la_traits; + std::vector obb_points(8); + CGAL::Optimal_bounding_box::compute_optimal_bounding_box(points, obb_points, la_traits, true); + + Scene_item* item; + if(mw->property("is_polyhedorn_mode").toBool()) + { + Polyhedron* p = new Polyhedron; + CGAL::make_hexahedron(obb_points[0], obb_points[1], obb_points[2], obb_points[3], + obb_points[4], obb_points[5], obb_points[6], obb_points[7], *p); + item = new Scene_polyhedron_item(p); + } + else { + SMesh* p = new SMesh; + CGAL::make_hexahedron(obb_points[0], obb_points[1], obb_points[2], obb_points[3], + obb_points[4], obb_points[5], obb_points[6], obb_points[7], *p); + item = new Scene_surface_mesh_item(p); + } + + item->setName("Optimal bbox mesh"); + item->setRenderingMode(Wireframe); + scene->addItem(item); +} + +#include "Create_obb_mesh_plugin.moc" diff --git a/Solver_interface/include/CGAL/Eigen_linear_algebra_traits.h b/Solver_interface/include/CGAL/Eigen_linear_algebra_traits.h new file mode 100644 index 00000000000..e56f1775f53 --- /dev/null +++ b/Solver_interface/include/CGAL/Eigen_linear_algebra_traits.h @@ -0,0 +1,326 @@ +// Copyright (c) 2018 GeometryFactory (France). +// All rights reserved. +// +// This file is part of CGAL (www.cgal.org). +// You can redistribute it and/or modify it under the terms of the GNU +// General Public License as published by the Free Software Foundation, +// either version 3 of the License, or (at your option) any later version. +// +// Licensees holding a valid commercial license may use this file in +// accordance with the commercial license agreement provided with the software. +// +// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE +// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. +// +// $URL$ +// $Id$ +// SPDX-License-Identifier: GPL-3.0+ +// +// +// Author(s) : Konstantinos Katrioplas + +#ifndef CGAL_EIGEN_LINEAR_ALGEBRA_TRAITS_H +#define CGAL_EIGEN_LINEAR_ALGEBRA_TRAITS_H + +#include +#include +#include + + +namespace CGAL { + + +template +class Eigen_dense_vector; + +/*! +\ingroup PkgSolver + +The class `Eigen_dense_matrix` is a wrapper around \ref thirdpartyEigen "Eigen" matrix type +`Eigen::DenseMatrix`. + +\tparam T Number type. +\tparam D1 Number of rows, or Dynamic. +\tparam D1 Number of cols, or Dynamic. + +\sa `CGAL::Eigen_dense_vector` +\sa `CGAL::Eigen_linear_algebra_traits` +*/ +template +class Eigen_dense_matrix +{ +public: + + /// The internal matrix type from \ref thirdpartyEigen "Eigen". + typedef Eigen::Matrix EigenType; + + /// Create a dense matrix + Eigen_dense_matrix(std::size_t nrows, std::size_t ncols) + : m_matrix(static_cast(nrows), static_cast(ncols)) + { + CGAL_assertion(m_matrix.rows() > 0); + CGAL_assertion(m_matrix.cols() > 0); + } + + /// Create a dense matrix + Eigen_dense_matrix(int nrows, int ncols) + : m_matrix(nrows, ncols) + { + CGAL_assertion(m_matrix.rows() > 0); + CGAL_assertion(m_matrix.cols() > 0); + } + + /// Create a dense matrix out of a \ref thirdpartyEigen "Eigen" matrix type + Eigen_dense_matrix(const EigenType& eigen_mat) + : m_matrix(eigen_mat) {} + + Eigen_dense_matrix() : m_matrix() {} + + /// Read access to a matrix coefficient. + /// + /// \pre 0 <= i < row_dimension(). + /// \pre 0 <= j < column_dimension(). + T& operator() (int i_, int j_) + { + return m_matrix(i_, j_); + } + + /// Write access to a matrix coefficient: a_ij <- val + /// + /// \pre 0 <= i < row_dimension(). + /// \pre 0 <= j < column_dimension(). + void set_coef(std::size_t i_, std::size_t j_, T val) + { + int i = static_cast(i_); + int j = static_cast(j_); + CGAL_precondition(i < m_matrix.rows()); + CGAL_precondition(j < m_matrix.cols()); + + m_matrix.coeffRef(i,j) = val; + } + + /// Return the matrix number of rows + std::size_t rows() const {return m_matrix.rows();} + /// Return the matrix number of cols + std::size_t cols() const {return m_matrix.cols();} + + /// Resize to i rows and j cols + void resize(int i_, int j_) { m_matrix.resize(i_, j_);} + + const T& coeff(int i_) const + { + return m_matrix.coeff(i_); + } + + EigenType m_matrix; +}; + +/*! +\ingroup PkgSolver + +The class `Eigen_vector` is a wrapper around \ref thirdpartyEigen "Eigen" dense vector +type , +which is a simple array of numbers. + +\cgalModels `SvdTraits::Vector` +\cgalModels `SparseLinearAlgebraTraits_d::Vector`. + +\tparam T Number type. +\tparam D Number of colums, or Dynamic. + +\sa `CGAL::Eigen_dense_matrix` +\sa `CGAL::Eigen_linear_algebra_traits` +*/ +template +class Eigen_dense_vector +{ +private: + + /// The internal vector type from \ref thirdpartyEigen "Eigen". + typedef Eigen::Matrix EigenType; + +public: + + /// Create a dense vector out of a \ref thirdpartyEigen "Eigen" vector type + Eigen_dense_vector(const EigenType& vec) : m_vector(vec) {} + + /// Read and write and access to a vector coefficient: `a_i` + const T& coeff(std::size_t i) + { + CGAL_assertion(i >= 0); + CGAL_assertion(i < static_cast(D)); + return m_vector.coeff(i); + } + + EigenType m_vector; +}; + + +/*! +\ingroup PkgSolver + +The class `Eigen_linear_algebra_traits` provides an interface to linear algebra functionalities of \ref thirdpartyEigen "Eigen". +\ref thirdpartyEigen "Eigen" version 3.1 (or later) must be available on the system. + +\sa `CGAL::Eigen_dense_matrix` +\sa `CGAL::Eigen_dense_vector` +\sa http://eigen.tuxfamily.org + +Example +-------------- + +\code{.cpp} + +typedef CGAL::Eigen_linear_algebra_traits Linear_algebra_traits; + +// dynamic matrix at run time to store a large amount of data +typedef Linear_algebra_traits::MatrixXd MatrixXd; + +// preallocated 3x3 matrix at compile time +typedef Linear_algebra_traits::Matrix3d Matrix3d; + +// preallocated 3-cols vector at compile time +typedef Linear_algebra_traits::Vector3d Vector3d; + +\endcode +*/ + +class Eigen_linear_algebra_traits +{ +public: + typedef double NT; + typedef int Index; + + // dynamic size at run time + typedef CGAL::Eigen_dense_matrix MatrixXd; + + // dynamic rows in run time, fixed cols in compile time + typedef CGAL::Eigen_dense_matrix MatrixX3d; + + // fixed at compile time + typedef CGAL::Eigen_dense_matrix Matrix3d; + + // fixed at compile time + typedef CGAL::Eigen_dense_vector Vector3d; + + /// Get the transpose of a `CGAL::Eigen_dense_matrix` matrix + template + static Matrix transpose(const Matrix& mat) + { + return Matrix(mat.m_matrix.transpose()); + } + + /// Get the determinant of a `CGAL::Eigen_dense_matrix` matrix + template + static NT determinant(const Matrix& mat) + { + return mat.m_matrix.determinant(); + } + + /// Performs QR decomposition of matrix A to a unitary matrix and an upper triagonal + /// and returns the unitary matrix. + template + static CGAL::Eigen_dense_matrix qr_factorization(const CGAL::Eigen_dense_matrix& A) + { + Eigen::HouseholderQR > qr(A.m_matrix); + return CGAL::Eigen_dense_matrix(qr.householderQ()); + } + + template + static void qr_factorization(std::vector& simplex) + { + for(std::size_t i = 0; i < simplex.size(); ++i) + { + Matrix mat = simplex[i].m_matrix; + simplex[i] = qr_factorization(mat); + } + } + + // CGAL::Eigen_dense_vector : the returned type with D2 may be -1 in compile time, + // and may not be equal to the expected type. + // Eigen manages to return a precompiled row out of a dynamic matrix but I don't know how. + + /// Get the row vector out of a `CGAL::Eigen_dense_matrix`. The result is stored in a + /// preallocated at compile time 3-column `CGAL::Eigen_dense_vector` + template + static CGAL::Eigen_dense_vector row3(const CGAL::Eigen_dense_matrix& A, + int i) + { + return CGAL::Eigen_dense_vector(A.m_matrix.row(i)); + } + +}; + + +/// Matrix multiplication. If the columns of A and the rows of B are equal at compile time, +/// the product is stored at a preallocated at compile time `CGAL::Eigen_dense_matrix`. Otherwise, +/// the product is stored in a dynamic at run time matrix. +template +const CGAL::Eigen_dense_matrix operator* (const CGAL::Eigen_dense_matrix& A, + const CGAL::Eigen_dense_matrix& B) +{ + return CGAL::Eigen_dense_matrix(A.m_matrix * B.m_matrix); +} + +// D2 and D3 may not be equal at compile time, but equal at run time! +// This overload returns a dynamic matrix. +template +const CGAL::Eigen_dense_matrix operator* (const CGAL::Eigen_dense_matrix& A, + const CGAL::Eigen_dense_matrix& B) +{ + return CGAL::Eigen_dense_matrix(A.m_matrix * B.m_matrix); +} + +// scalar - matrix multiplication +template +const CGAL::Eigen_dense_matrix operator* (const NT& scalar, + const CGAL::Eigen_dense_matrix& B) +{ + return CGAL::Eigen_dense_matrix(scalar * B.m_matrix); +} + +template +const CGAL::Eigen_dense_matrix operator* (const CGAL::Eigen_dense_matrix& A, + const NT& scalar) +{ + return CGAL::Eigen_dense_matrix(A.m_matrix * scalar); +} + +template +const CGAL::Eigen_dense_matrix operator/ (const CGAL::Eigen_dense_matrix& A, + const double& scalar) +{ + return CGAL::Eigen_dense_matrix(A.m_matrix / scalar); +} + +template +const CGAL::Eigen_dense_matrix operator/ (const double& scalar, + const CGAL::Eigen_dense_matrix & A) +{ + return CGAL::Eigen_dense_matrix (scalar / A.m_matrix); +} + +// addition +template +const CGAL::Eigen_dense_matrix operator+ (const CGAL::Eigen_dense_matrix & A, + const CGAL::Eigen_dense_matrix & B) +{ + return CGAL::Eigen_dense_matrix (A.m_matrix + B.m_matrix); +} + +// vector - matrix multiplication +template +const Eigen_dense_vector operator* (const CGAL::Eigen_dense_matrix& A, + const CGAL::Eigen_dense_vector& V) +{ + return Eigen_dense_vector(A.m_matrix * V.m_vector); +} + + + +} +// end namespace + + + +#endif // CGAL_EIGEN_LINEAR_ALGEBRA_TRAITS_H