dense_jacobian_writer.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
  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 writes to dense Eigen matrices.
  32. #ifndef CERES_INTERNAL_DENSE_JACOBIAN_WRITER_H_
  33. #define CERES_INTERNAL_DENSE_JACOBIAN_WRITER_H_
  34. #include <memory>
  35. #include "ceres/casts.h"
  36. #include "ceres/dense_sparse_matrix.h"
  37. #include "ceres/internal/disable_warnings.h"
  38. #include "ceres/internal/eigen.h"
  39. #include "ceres/internal/export.h"
  40. #include "ceres/parameter_block.h"
  41. #include "ceres/program.h"
  42. #include "ceres/residual_block.h"
  43. #include "ceres/scratch_evaluate_preparer.h"
  44. namespace ceres {
  45. namespace internal {
  46. class CERES_NO_EXPORT DenseJacobianWriter {
  47. public:
  48. DenseJacobianWriter(Evaluator::Options /* ignored */, Program* program)
  49. : program_(program) {}
  50. // JacobianWriter interface.
  51. // Since the dense matrix has different layout than that assumed by the cost
  52. // functions, use scratch space to store the jacobians temporarily then copy
  53. // them over to the larger jacobian later.
  54. std::unique_ptr<ScratchEvaluatePreparer[]> CreateEvaluatePreparers(
  55. int num_threads) {
  56. return ScratchEvaluatePreparer::Create(*program_, num_threads);
  57. }
  58. std::unique_ptr<SparseMatrix> CreateJacobian() const {
  59. return std::make_unique<DenseSparseMatrix>(
  60. program_->NumResiduals(), program_->NumEffectiveParameters());
  61. }
  62. void Write(int residual_id,
  63. int residual_offset,
  64. double** jacobians,
  65. SparseMatrix* jacobian) {
  66. DenseSparseMatrix* dense_jacobian = down_cast<DenseSparseMatrix*>(jacobian);
  67. const ResidualBlock* residual_block =
  68. program_->residual_blocks()[residual_id];
  69. const int num_parameter_blocks = residual_block->NumParameterBlocks();
  70. const int num_residuals = residual_block->NumResiduals();
  71. // Now copy the jacobians for each parameter into the dense jacobian matrix.
  72. for (int j = 0; j < num_parameter_blocks; ++j) {
  73. ParameterBlock* parameter_block = residual_block->parameter_blocks()[j];
  74. // If the parameter block is fixed, then there is nothing to do.
  75. if (parameter_block->IsConstant()) {
  76. continue;
  77. }
  78. const int parameter_block_size = parameter_block->TangentSize();
  79. ConstMatrixRef parameter_jacobian(
  80. jacobians[j], num_residuals, parameter_block_size);
  81. dense_jacobian->mutable_matrix()->block(residual_offset,
  82. parameter_block->delta_offset(),
  83. num_residuals,
  84. parameter_block_size) =
  85. parameter_jacobian;
  86. }
  87. }
  88. private:
  89. Program* program_;
  90. };
  91. } // namespace internal
  92. } // namespace ceres
  93. #include "ceres/internal/reenable_warnings.h"
  94. #endif // CERES_INTERNAL_DENSE_JACOBIAN_WRITER_H_