Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 1 | // Ceres Solver - A fast non-linear least squares minimizer |
| 2 | // Copyright 2010, 2011, 2012 Google Inc. All rights reserved. |
| 3 | // http://code.google.com/p/ceres-solver/ |
| 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 | #ifndef CERES_INTERNAL_PROGRAM_H_ |
| 32 | #define CERES_INTERNAL_PROGRAM_H_ |
| 33 | |
Sameer Agarwal | 87a40da | 2014-05-29 20:55:07 -0700 | [diff] [blame] | 34 | #include <set> |
Keir Mierle | 51eb229 | 2012-08-20 11:46:12 -0700 | [diff] [blame] | 35 | #include <string> |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 36 | #include <vector> |
| 37 | #include "ceres/internal/port.h" |
| 38 | |
| 39 | namespace ceres { |
| 40 | namespace internal { |
| 41 | |
| 42 | class ParameterBlock; |
| 43 | class ProblemImpl; |
| 44 | class ResidualBlock; |
Sameer Agarwal | 87a40da | 2014-05-29 20:55:07 -0700 | [diff] [blame] | 45 | class TripletSparseMatrix; |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 46 | |
| 47 | // A nonlinear least squares optimization problem. This is different from the |
| 48 | // similarly-named "Problem" object, which offers a mutation interface for |
| 49 | // adding and modifying parameters and residuals. The Program contains the core |
| 50 | // part of the Problem, which is the parameters and the residuals, stored in a |
| 51 | // particular ordering. The ordering is critical, since it defines the mapping |
| 52 | // between (residual, parameter) pairs and a position in the jacobian of the |
| 53 | // objective function. Various parts of Ceres transform one Program into |
| 54 | // another; for example, the first stage of solving involves stripping all |
| 55 | // constant parameters and residuals. This is in contrast with Problem, which is |
| 56 | // not built for transformation. |
| 57 | class Program { |
| 58 | public: |
| 59 | Program(); |
| 60 | explicit Program(const Program& program); |
| 61 | |
| 62 | // The ordered parameter and residual blocks for the program. |
| 63 | const vector<ParameterBlock*>& parameter_blocks() const; |
| 64 | const vector<ResidualBlock*>& residual_blocks() const; |
| 65 | vector<ParameterBlock*>* mutable_parameter_blocks(); |
| 66 | vector<ResidualBlock*>* mutable_residual_blocks(); |
| 67 | |
| 68 | // Serialize to/from the program and update states. |
| 69 | // |
| 70 | // NOTE: Setting the state of a parameter block can trigger the |
| 71 | // computation of the Jacobian of its local parameterization. If |
| 72 | // this computation fails for some reason, then this method returns |
| 73 | // false and the state of the parameter blocks cannot be trusted. |
| 74 | bool StateVectorToParameterBlocks(const double *state); |
| 75 | void ParameterBlocksToStateVector(double *state) const; |
| 76 | |
Keir Mierle | 6196cba | 2012-06-18 11:03:40 -0700 | [diff] [blame] | 77 | // Copy internal state to the user's parameters. |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 78 | void CopyParameterBlockStateToUserState(); |
Keir Mierle | 6196cba | 2012-06-18 11:03:40 -0700 | [diff] [blame] | 79 | |
| 80 | // Set the parameter block pointers to the user pointers. Since this |
| 81 | // runs parameter block set state internally, which may call local |
| 82 | // parameterizations, this can fail. False is returned on failure. |
| 83 | bool SetParameterBlockStatePtrsToUserStatePtrs(); |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 84 | |
| 85 | // Update a state vector for the program given a delta. |
| 86 | bool Plus(const double* state, |
| 87 | const double* delta, |
| 88 | double* state_plus_delta) const; |
| 89 | |
| 90 | // Set the parameter indices and offsets. This permits mapping backward |
| 91 | // from a ParameterBlock* to an index in the parameter_blocks() vector. For |
| 92 | // any parameter block p, after calling SetParameterOffsetsAndIndex(), it |
| 93 | // is true that |
| 94 | // |
| 95 | // parameter_blocks()[p->index()] == p |
| 96 | // |
| 97 | // If a parameter appears in a residual but not in the parameter block, then |
| 98 | // it will have an index of -1. |
| 99 | // |
| 100 | // This also updates p->state_offset() and p->delta_offset(), which are the |
| 101 | // position of the parameter in the state and delta vector respectively. |
| 102 | void SetParameterOffsetsAndIndex(); |
| 103 | |
Sameer Agarwal | 324eccb | 2013-12-03 09:28:14 -0800 | [diff] [blame] | 104 | // Check if the internal state of the program (the indexing and the |
| 105 | // offsets) are correct. |
| 106 | bool IsValid() const; |
| 107 | |
Sameer Agarwal | 87a40da | 2014-05-29 20:55:07 -0700 | [diff] [blame] | 108 | bool ParameterBlocksAreFinite(string* message) const; |
| 109 | |
| 110 | // Returns true if the program has any non-constant parameter blocks |
| 111 | // which have non-trivial bounds constraints. |
| 112 | bool IsBoundsConstrained() const; |
| 113 | |
| 114 | // Returns false, if the program has any constant parameter blocks |
| 115 | // which are not feasible, or any variable parameter blocks which |
| 116 | // have a lower bound greater than or equal to the upper bound. |
| 117 | bool IsFeasible(string* message) const; |
| 118 | |
| 119 | // Loop over each residual block and ensure that no two parameter |
| 120 | // blocks in the same residual block are part of |
| 121 | // parameter_blocks as that would violate the assumption that it |
| 122 | // is an independent set in the Hessian matrix. |
| 123 | bool IsParameterBlockSetIndependent(const set<double*>& independent_set) const; |
| 124 | |
| 125 | // Create a TripletSparseMatrix which contains the zero-one |
| 126 | // structure corresponding to the block sparsity of the transpose of |
| 127 | // the Jacobian matrix. |
| 128 | // |
| 129 | // Caller owns the result. |
| 130 | TripletSparseMatrix* CreateJacobianBlockSparsityTranspose() const; |
| 131 | |
| 132 | // Removes constant parameter blocks and residual blocks with no |
| 133 | // varying parameter blocks while preserving order. |
| 134 | // TODO(sameeragarwal): Update message here. |
| 135 | bool RemoveFixedBlocks(vector<double*>* removed_parameter_blocks, |
| 136 | double* fixed_cost, |
| 137 | string* message); |
| 138 | |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 139 | // See problem.h for what these do. |
| 140 | int NumParameterBlocks() const; |
| 141 | int NumParameters() const; |
| 142 | int NumEffectiveParameters() const; |
| 143 | int NumResidualBlocks() const; |
| 144 | int NumResiduals() const; |
| 145 | |
| 146 | int MaxScratchDoublesNeededForEvaluate() const; |
| 147 | int MaxDerivativesPerResidualBlock() const; |
| 148 | int MaxParametersPerResidualBlock() const; |
Keir Mierle | f44907f | 2012-07-06 13:52:32 -0700 | [diff] [blame] | 149 | int MaxResidualsPerResidualBlock() const; |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 150 | |
Keir Mierle | 51eb229 | 2012-08-20 11:46:12 -0700 | [diff] [blame] | 151 | // A human-readable dump of the parameter blocks for debugging. |
| 152 | // TODO(keir): If necessary, also dump the residual blocks. |
| 153 | string ToString() const; |
| 154 | |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 155 | private: |
| 156 | // The Program does not own the ParameterBlock or ResidualBlock objects. |
| 157 | vector<ParameterBlock*> parameter_blocks_; |
| 158 | vector<ResidualBlock*> residual_blocks_; |
| 159 | |
| 160 | friend class ProblemImpl; |
| 161 | }; |
| 162 | |
| 163 | } // namespace internal |
| 164 | } // namespace ceres |
| 165 | |
| 166 | #endif // CERES_INTERNAL_PROGRAM_H_ |