Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 1 | // Ceres Solver - A fast non-linear least squares minimizer |
Austin Schuh | 3de38b0 | 2024-06-25 18:25:10 -0700 | [diff] [blame^] | 2 | // Copyright 2023 Google Inc. All rights reserved. |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 3 | // http://ceres-solver.org/ |
| 4 | // |
| 5 | // Redistribution and use in source and binary forms, with or without |
| 6 | // modification, are permitted provided that the following conditions are met: |
| 7 | // |
| 8 | // * Redistributions of source code must retain the above copyright notice, |
| 9 | // this list of conditions and the following disclaimer. |
| 10 | // * Redistributions in binary form must reproduce the above copyright notice, |
| 11 | // this list of conditions and the following disclaimer in the documentation |
| 12 | // and/or other materials provided with the distribution. |
| 13 | // * Neither the name of Google Inc. nor the names of its contributors may be |
| 14 | // used to endorse or promote products derived from this software without |
| 15 | // specific prior written permission. |
| 16 | // |
| 17 | // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" |
| 18 | // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE |
| 19 | // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE |
| 20 | // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE |
| 21 | // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR |
| 22 | // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF |
| 23 | // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS |
| 24 | // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN |
| 25 | // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
| 26 | // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE |
| 27 | // POSSIBILITY OF SUCH DAMAGE. |
| 28 | // |
| 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 Schuh | 1d1e6ea | 2020-12-23 21:56:30 -0800 | [diff] [blame] | 39 | |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 40 | #include "ceres/covariance.h" |
Austin Schuh | 3de38b0 | 2024-06-25 18:25:10 -0700 | [diff] [blame^] | 41 | #include "ceres/internal/disable_warnings.h" |
| 42 | #include "ceres/internal/export.h" |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 43 | #include "ceres/problem_impl.h" |
| 44 | #include "ceres/suitesparse.h" |
| 45 | |
Austin Schuh | 3de38b0 | 2024-06-25 18:25:10 -0700 | [diff] [blame^] | 46 | namespace ceres::internal { |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 47 | |
| 48 | class CompressedRowSparseMatrix; |
| 49 | |
Austin Schuh | 3de38b0 | 2024-06-25 18:25:10 -0700 | [diff] [blame^] | 50 | class CERES_NO_EXPORT CovarianceImpl { |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 51 | public: |
| 52 | explicit CovarianceImpl(const Covariance::Options& options); |
| 53 | ~CovarianceImpl(); |
| 54 | |
Austin Schuh | 1d1e6ea | 2020-12-23 21:56:30 -0800 | [diff] [blame] | 55 | bool Compute(const std::vector<std::pair<const double*, const double*>>& |
| 56 | covariance_blocks, |
| 57 | ProblemImpl* problem); |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 58 | |
Austin Schuh | 1d1e6ea | 2020-12-23 21:56:30 -0800 | [diff] [blame] | 59 | bool Compute(const std::vector<const double*>& parameter_blocks, |
| 60 | ProblemImpl* problem); |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 61 | |
| 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 Schuh | 1d1e6ea | 2020-12-23 21:56:30 -0800 | [diff] [blame] | 71 | double* covariance_matrix) const; |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 72 | |
| 73 | bool ComputeCovarianceSparsity( |
Austin Schuh | 1d1e6ea | 2020-12-23 21:56:30 -0800 | [diff] [blame] | 74 | const std::vector<std::pair<const double*, const double*>>& |
| 75 | covariance_blocks, |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 76 | 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 Schuh | 3de38b0 | 2024-06-25 18:25:10 -0700 | [diff] [blame^] | 98 | } // namespace ceres::internal |
| 99 | |
| 100 | #include "ceres/internal/reenable_warnings.h" |
Austin Schuh | 70cc955 | 2019-01-21 19:46:48 -0800 | [diff] [blame] | 101 | |
| 102 | #endif // CERES_INTERNAL_COVARIANCE_IMPL_H_ |