block_jacobi_preconditioner.h 4.3 KB

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  1. // Ceres Solver - A fast non-linear least squares minimizer
  2. // Copyright 2023 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
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  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: keir@google.com (Keir Mierle)
  30. #ifndef CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_
  31. #define CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_
  32. #include <memory>
  33. #include "ceres/block_random_access_diagonal_matrix.h"
  34. #include "ceres/internal/disable_warnings.h"
  35. #include "ceres/internal/export.h"
  36. #include "ceres/preconditioner.h"
  37. namespace ceres::internal {
  38. class BlockSparseMatrix;
  39. class CompressedRowSparseMatrix;
  40. // A block Jacobi preconditioner. This is intended for use with
  41. // conjugate gradients, or other iterative symmetric solvers.
  42. // This version of the preconditioner is for use with BlockSparseMatrix
  43. // Jacobians.
  44. //
  45. // TODO(https://github.com/ceres-solver/ceres-solver/issues/936):
  46. // BlockSparseJacobiPreconditioner::RightMultiply will benefit from
  47. // multithreading
  48. class CERES_NO_EXPORT BlockSparseJacobiPreconditioner
  49. : public BlockSparseMatrixPreconditioner {
  50. public:
  51. // A must remain valid while the BlockJacobiPreconditioner is.
  52. explicit BlockSparseJacobiPreconditioner(Preconditioner::Options,
  53. const BlockSparseMatrix& A);
  54. ~BlockSparseJacobiPreconditioner() override;
  55. void RightMultiplyAndAccumulate(const double* x, double* y) const final {
  56. return m_->RightMultiplyAndAccumulate(x, y);
  57. }
  58. int num_rows() const final { return m_->num_rows(); }
  59. int num_cols() const final { return m_->num_rows(); }
  60. const BlockRandomAccessDiagonalMatrix& matrix() const { return *m_; }
  61. private:
  62. bool UpdateImpl(const BlockSparseMatrix& A, const double* D) final;
  63. Preconditioner::Options options_;
  64. std::unique_ptr<BlockRandomAccessDiagonalMatrix> m_;
  65. };
  66. // This version of the preconditioner is for use with CompressedRowSparseMatrix
  67. // Jacobians.
  68. class CERES_NO_EXPORT BlockCRSJacobiPreconditioner
  69. : public CompressedRowSparseMatrixPreconditioner {
  70. public:
  71. // A must remain valid while the BlockJacobiPreconditioner is.
  72. explicit BlockCRSJacobiPreconditioner(Preconditioner::Options options,
  73. const CompressedRowSparseMatrix& A);
  74. ~BlockCRSJacobiPreconditioner() override;
  75. void RightMultiplyAndAccumulate(const double* x, double* y) const final {
  76. m_->RightMultiplyAndAccumulate(x, y);
  77. }
  78. int num_rows() const final { return m_->num_rows(); }
  79. int num_cols() const final { return m_->num_rows(); }
  80. const CompressedRowSparseMatrix& matrix() const { return *m_; }
  81. private:
  82. bool UpdateImpl(const CompressedRowSparseMatrix& A, const double* D) final;
  83. Preconditioner::Options options_;
  84. std::vector<std::mutex> locks_;
  85. std::unique_ptr<CompressedRowSparseMatrix> m_;
  86. };
  87. } // namespace ceres::internal
  88. #include "ceres/internal/reenable_warnings.h"
  89. #endif // CERES_INTERNAL_BLOCK_JACOBI_PRECONDITIONER_H_