covariance_impl.h 3.7 KB

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  1. // Ceres Solver - A fast non-linear least squares minimizer
  2. // Copyright 2015 Google Inc. All rights reserved.
  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. #ifndef CERES_INTERNAL_COVARIANCE_IMPL_H_
  31. #define CERES_INTERNAL_COVARIANCE_IMPL_H_
  32. #include <map>
  33. #include <memory>
  34. #include <set>
  35. #include <utility>
  36. #include <vector>
  37. #include "ceres/covariance.h"
  38. #include "ceres/internal/disable_warnings.h"
  39. #include "ceres/internal/export.h"
  40. #include "ceres/problem_impl.h"
  41. #include "ceres/suitesparse.h"
  42. namespace ceres::internal {
  43. class CompressedRowSparseMatrix;
  44. class CERES_NO_EXPORT CovarianceImpl {
  45. public:
  46. explicit CovarianceImpl(const Covariance::Options& options);
  47. ~CovarianceImpl();
  48. bool Compute(const std::vector<std::pair<const double*, const double*>>&
  49. covariance_blocks,
  50. ProblemImpl* problem);
  51. bool Compute(const std::vector<const double*>& parameter_blocks,
  52. ProblemImpl* problem);
  53. bool GetCovarianceBlockInTangentOrAmbientSpace(
  54. const double* parameter_block1,
  55. const double* parameter_block2,
  56. bool lift_covariance_to_ambient_space,
  57. double* covariance_block) const;
  58. bool GetCovarianceMatrixInTangentOrAmbientSpace(
  59. const std::vector<const double*>& parameters,
  60. bool lift_covariance_to_ambient_space,
  61. double* covariance_matrix) const;
  62. bool ComputeCovarianceSparsity(
  63. const std::vector<std::pair<const double*, const double*>>&
  64. covariance_blocks,
  65. ProblemImpl* problem);
  66. bool ComputeCovarianceValues();
  67. bool ComputeCovarianceValuesUsingDenseSVD();
  68. bool ComputeCovarianceValuesUsingSuiteSparseQR();
  69. bool ComputeCovarianceValuesUsingEigenSparseQR();
  70. const CompressedRowSparseMatrix* covariance_matrix() const {
  71. return covariance_matrix_.get();
  72. }
  73. private:
  74. ProblemImpl* problem_;
  75. Covariance::Options options_;
  76. Problem::EvaluateOptions evaluate_options_;
  77. bool is_computed_;
  78. bool is_valid_;
  79. std::map<const double*, int> parameter_block_to_row_index_;
  80. std::set<const double*> constant_parameter_blocks_;
  81. std::unique_ptr<CompressedRowSparseMatrix> covariance_matrix_;
  82. };
  83. } // namespace ceres::internal
  84. #include "ceres/internal/reenable_warnings.h"
  85. #endif // CERES_INTERNAL_COVARIANCE_IMPL_H_