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Austin Schuh70cc9552019-01-21 19:46:48 -08001// Ceres Solver - A fast non-linear least squares minimizer
Austin Schuh3de38b02024-06-25 18:25:10 -07002// Copyright 2023 Google Inc. All rights reserved.
Austin Schuh70cc9552019-01-21 19:46:48 -08003// http://ceres-solver.org/
4//
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6// modification, are permitted provided that the following conditions are met:
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29// Author: sameeragarwal@google.com (Sameer Agarwal)
30
31#ifndef CERES_INTERNAL_COVARIANCE_IMPL_H_
32#define CERES_INTERNAL_COVARIANCE_IMPL_H_
33
34#include <map>
35#include <memory>
36#include <set>
37#include <utility>
38#include <vector>
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080039
Austin Schuh70cc9552019-01-21 19:46:48 -080040#include "ceres/covariance.h"
Austin Schuh3de38b02024-06-25 18:25:10 -070041#include "ceres/internal/disable_warnings.h"
42#include "ceres/internal/export.h"
Austin Schuh70cc9552019-01-21 19:46:48 -080043#include "ceres/problem_impl.h"
44#include "ceres/suitesparse.h"
45
Austin Schuh3de38b02024-06-25 18:25:10 -070046namespace ceres::internal {
Austin Schuh70cc9552019-01-21 19:46:48 -080047
48class CompressedRowSparseMatrix;
49
Austin Schuh3de38b02024-06-25 18:25:10 -070050class CERES_NO_EXPORT CovarianceImpl {
Austin Schuh70cc9552019-01-21 19:46:48 -080051 public:
52 explicit CovarianceImpl(const Covariance::Options& options);
53 ~CovarianceImpl();
54
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080055 bool Compute(const std::vector<std::pair<const double*, const double*>>&
56 covariance_blocks,
57 ProblemImpl* problem);
Austin Schuh70cc9552019-01-21 19:46:48 -080058
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080059 bool Compute(const std::vector<const double*>& parameter_blocks,
60 ProblemImpl* problem);
Austin Schuh70cc9552019-01-21 19:46:48 -080061
62 bool GetCovarianceBlockInTangentOrAmbientSpace(
63 const double* parameter_block1,
64 const double* parameter_block2,
65 bool lift_covariance_to_ambient_space,
66 double* covariance_block) const;
67
68 bool GetCovarianceMatrixInTangentOrAmbientSpace(
69 const std::vector<const double*>& parameters,
70 bool lift_covariance_to_ambient_space,
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080071 double* covariance_matrix) const;
Austin Schuh70cc9552019-01-21 19:46:48 -080072
73 bool ComputeCovarianceSparsity(
Austin Schuh1d1e6ea2020-12-23 21:56:30 -080074 const std::vector<std::pair<const double*, const double*>>&
75 covariance_blocks,
Austin Schuh70cc9552019-01-21 19:46:48 -080076 ProblemImpl* problem);
77
78 bool ComputeCovarianceValues();
79 bool ComputeCovarianceValuesUsingDenseSVD();
80 bool ComputeCovarianceValuesUsingSuiteSparseQR();
81 bool ComputeCovarianceValuesUsingEigenSparseQR();
82
83 const CompressedRowSparseMatrix* covariance_matrix() const {
84 return covariance_matrix_.get();
85 }
86
87 private:
88 ProblemImpl* problem_;
89 Covariance::Options options_;
90 Problem::EvaluateOptions evaluate_options_;
91 bool is_computed_;
92 bool is_valid_;
93 std::map<const double*, int> parameter_block_to_row_index_;
94 std::set<const double*> constant_parameter_blocks_;
95 std::unique_ptr<CompressedRowSparseMatrix> covariance_matrix_;
96};
97
Austin Schuh3de38b02024-06-25 18:25:10 -070098} // namespace ceres::internal
99
100#include "ceres/internal/reenable_warnings.h"
Austin Schuh70cc9552019-01-21 19:46:48 -0800101
102#endif // CERES_INTERNAL_COVARIANCE_IMPL_H_