compressed_row_jacobian_writer.h 4.6 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111
  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
  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: keir@google.com (Keir Mierle)
  30. //
  31. // A jacobian writer that directly writes to compressed row sparse matrices.
  32. #ifndef CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_
  33. #define CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_
  34. #include <memory>
  35. #include <utility>
  36. #include <vector>
  37. #include "ceres/evaluator.h"
  38. #include "ceres/internal/export.h"
  39. #include "ceres/scratch_evaluate_preparer.h"
  40. namespace ceres::internal {
  41. class CompressedRowSparseMatrix;
  42. class Program;
  43. class SparseMatrix;
  44. class CERES_NO_EXPORT CompressedRowJacobianWriter {
  45. public:
  46. CompressedRowJacobianWriter(Evaluator::Options /* ignored */,
  47. Program* program)
  48. : program_(program) {}
  49. // PopulateJacobianRowAndColumnBlockVectors sets col_blocks and
  50. // row_blocks for a CompressedRowSparseMatrix, based on the
  51. // parameter block sizes and residual sizes respectively from the
  52. // program. This is useful when Solver::Options::use_block_amd =
  53. // true;
  54. //
  55. // This function is static so that it is available to other jacobian
  56. // writers which use CompressedRowSparseMatrix (or derived types).
  57. // (Jacobian writers do not fall under any type hierarchy; they only
  58. // have to provide an interface as specified in program_evaluator.h).
  59. static void PopulateJacobianRowAndColumnBlockVectors(
  60. const Program* program, CompressedRowSparseMatrix* jacobian);
  61. // It is necessary to determine the order of the jacobian blocks
  62. // before copying them into a CompressedRowSparseMatrix (or derived
  63. // type). Just because a cost function uses parameter blocks 1
  64. // after 2 in its arguments does not mean that the block 1 occurs
  65. // before block 2 in the column layout of the jacobian. Thus,
  66. // GetOrderedParameterBlocks determines the order by sorting the
  67. // jacobian blocks by their position in the state vector.
  68. //
  69. // This function is static so that it is available to other jacobian
  70. // writers which use CompressedRowSparseMatrix (or derived types).
  71. // (Jacobian writers do not fall under any type hierarchy; they only
  72. // have to provide an interface as specified in
  73. // program_evaluator.h).
  74. static void GetOrderedParameterBlocks(
  75. const Program* program,
  76. int residual_id,
  77. std::vector<std::pair<int, int>>* evaluated_jacobian_blocks);
  78. // JacobianWriter interface.
  79. // Since the compressed row matrix has different layout than that
  80. // assumed by the cost functions, use scratch space to store the
  81. // jacobians temporarily then copy them over to the larger jacobian
  82. // in the Write() function.
  83. std::unique_ptr<ScratchEvaluatePreparer[]> CreateEvaluatePreparers(
  84. int num_threads) {
  85. return ScratchEvaluatePreparer::Create(*program_, num_threads);
  86. }
  87. std::unique_ptr<SparseMatrix> CreateJacobian() const;
  88. void Write(int residual_id,
  89. int residual_offset,
  90. double** jacobians,
  91. SparseMatrix* base_jacobian);
  92. private:
  93. Program* program_;
  94. };
  95. } // namespace ceres::internal
  96. #endif // CERES_INTERNAL_COMPRESSED_ROW_JACOBIAN_WRITER_H_