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 | #include "ceres/program.h" |
| 32 | |
| 33 | #include <map> |
| 34 | #include <vector> |
| 35 | #include "ceres/parameter_block.h" |
| 36 | #include "ceres/residual_block.h" |
| 37 | #include "ceres/stl_util.h" |
| 38 | #include "ceres/map_util.h" |
| 39 | #include "ceres/problem.h" |
| 40 | #include "ceres/cost_function.h" |
| 41 | #include "ceres/loss_function.h" |
| 42 | #include "ceres/local_parameterization.h" |
| 43 | |
| 44 | namespace ceres { |
| 45 | namespace internal { |
| 46 | |
| 47 | Program::Program() {} |
| 48 | |
| 49 | Program::Program(const Program& program) |
| 50 | : parameter_blocks_(program.parameter_blocks_), |
| 51 | residual_blocks_(program.residual_blocks_) { |
| 52 | } |
| 53 | |
| 54 | const vector<ParameterBlock*>& Program::parameter_blocks() const { |
| 55 | return parameter_blocks_; |
| 56 | } |
| 57 | |
| 58 | const vector<ResidualBlock*>& Program::residual_blocks() const { |
| 59 | return residual_blocks_; |
| 60 | } |
| 61 | |
| 62 | vector<ParameterBlock*>* Program::mutable_parameter_blocks() { |
| 63 | return ¶meter_blocks_; |
| 64 | } |
| 65 | |
| 66 | vector<ResidualBlock*>* Program::mutable_residual_blocks() { |
| 67 | return &residual_blocks_; |
| 68 | } |
| 69 | |
| 70 | bool Program::StateVectorToParameterBlocks(const double *state) { |
| 71 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 72 | if (!parameter_blocks_[i]->SetState(state)) { |
| 73 | return false; |
| 74 | } |
| 75 | state += parameter_blocks_[i]->Size(); |
| 76 | } |
| 77 | return true; |
| 78 | } |
| 79 | |
| 80 | void Program::ParameterBlocksToStateVector(double *state) const { |
| 81 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 82 | parameter_blocks_[i]->GetState(state); |
| 83 | state += parameter_blocks_[i]->Size(); |
| 84 | } |
| 85 | } |
| 86 | |
| 87 | void Program::CopyParameterBlockStateToUserState() { |
| 88 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
Keir Mierle | 57d91f5 | 2012-06-17 23:45:23 -0700 | [diff] [blame] | 89 | parameter_blocks_[i]->GetState(parameter_blocks_[i]->mutable_user_state()); |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 90 | } |
| 91 | } |
| 92 | |
Keir Mierle | 6196cba | 2012-06-18 11:03:40 -0700 | [diff] [blame] | 93 | bool Program::SetParameterBlockStatePtrsToUserStatePtrs() { |
Keir Mierle | 57d91f5 | 2012-06-17 23:45:23 -0700 | [diff] [blame] | 94 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 95 | if (!parameter_blocks_[i]->SetState(parameter_blocks_[i]->user_state())) { |
| 96 | return false; |
| 97 | } |
| 98 | } |
| 99 | return true; |
| 100 | } |
| 101 | |
Keir Mierle | 8ebb073 | 2012-04-30 23:09:08 -0700 | [diff] [blame] | 102 | bool Program::Plus(const double* state, |
| 103 | const double* delta, |
| 104 | double* state_plus_delta) const { |
| 105 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 106 | if (!parameter_blocks_[i]->Plus(state, delta, state_plus_delta)) { |
| 107 | return false; |
| 108 | } |
| 109 | state += parameter_blocks_[i]->Size(); |
| 110 | delta += parameter_blocks_[i]->LocalSize(); |
| 111 | state_plus_delta += parameter_blocks_[i]->Size(); |
| 112 | } |
| 113 | return true; |
| 114 | } |
| 115 | |
| 116 | void Program::SetParameterOffsetsAndIndex() { |
| 117 | // Set positions for all parameters appearing as arguments to residuals to one |
| 118 | // past the end of the parameter block array. |
| 119 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 120 | ResidualBlock* residual_block = residual_blocks_[i]; |
| 121 | for (int j = 0; j < residual_block->NumParameterBlocks(); ++j) { |
| 122 | residual_block->parameter_blocks()[j]->set_index(-1); |
| 123 | } |
| 124 | } |
| 125 | // For parameters that appear in the program, set their position and offset. |
| 126 | int state_offset = 0; |
| 127 | int delta_offset = 0; |
| 128 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 129 | parameter_blocks_[i]->set_index(i); |
| 130 | parameter_blocks_[i]->set_state_offset(state_offset); |
| 131 | parameter_blocks_[i]->set_delta_offset(delta_offset); |
| 132 | state_offset += parameter_blocks_[i]->Size(); |
| 133 | delta_offset += parameter_blocks_[i]->LocalSize(); |
| 134 | } |
| 135 | } |
| 136 | |
| 137 | int Program::NumResidualBlocks() const { |
| 138 | return residual_blocks_.size(); |
| 139 | } |
| 140 | |
| 141 | int Program::NumParameterBlocks() const { |
| 142 | return parameter_blocks_.size(); |
| 143 | } |
| 144 | |
| 145 | int Program::NumResiduals() const { |
| 146 | int num_residuals = 0; |
| 147 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 148 | num_residuals += residual_blocks_[i]->NumResiduals(); |
| 149 | } |
| 150 | return num_residuals; |
| 151 | } |
| 152 | |
| 153 | int Program::NumParameters() const { |
| 154 | int num_parameters = 0; |
| 155 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 156 | num_parameters += parameter_blocks_[i]->Size(); |
| 157 | } |
| 158 | return num_parameters; |
| 159 | } |
| 160 | |
| 161 | int Program::NumEffectiveParameters() const { |
| 162 | int num_parameters = 0; |
| 163 | for (int i = 0; i < parameter_blocks_.size(); ++i) { |
| 164 | num_parameters += parameter_blocks_[i]->LocalSize(); |
| 165 | } |
| 166 | return num_parameters; |
| 167 | } |
| 168 | |
| 169 | int Program::MaxScratchDoublesNeededForEvaluate() const { |
| 170 | // Compute the scratch space needed for evaluate. |
| 171 | int max_scratch_bytes_for_evaluate = 0; |
| 172 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 173 | max_scratch_bytes_for_evaluate = |
| 174 | max(max_scratch_bytes_for_evaluate, |
| 175 | residual_blocks_[i]->NumScratchDoublesForEvaluate()); |
| 176 | } |
| 177 | return max_scratch_bytes_for_evaluate; |
| 178 | } |
| 179 | |
| 180 | int Program::MaxDerivativesPerResidualBlock() const { |
| 181 | int max_derivatives = 0; |
| 182 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 183 | int derivatives = 0; |
| 184 | ResidualBlock* residual_block = residual_blocks_[i]; |
| 185 | int num_parameters = residual_block->NumParameterBlocks(); |
| 186 | for (int j = 0; j < num_parameters; ++j) { |
| 187 | derivatives += residual_block->NumResiduals() * |
| 188 | residual_block->parameter_blocks()[j]->LocalSize(); |
| 189 | } |
| 190 | max_derivatives = max(max_derivatives, derivatives); |
| 191 | } |
| 192 | return max_derivatives; |
| 193 | } |
| 194 | |
| 195 | int Program::MaxParametersPerResidualBlock() const { |
| 196 | int max_parameters = 0; |
| 197 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 198 | max_parameters = max(max_parameters, |
| 199 | residual_blocks_[i]->NumParameterBlocks()); |
| 200 | } |
| 201 | return max_parameters; |
| 202 | } |
| 203 | |
| 204 | bool Program::Evaluate(double* cost, double* residuals) { |
| 205 | *cost = 0.0; |
| 206 | |
| 207 | // Scratch space is only needed if residuals is NULL. |
| 208 | scoped_array<double> scratch; |
| 209 | if (residuals == NULL) { |
| 210 | scratch.reset(new double[MaxScratchDoublesNeededForEvaluate()]); |
| 211 | } else { |
| 212 | // TODO(keir): Is this needed? Check by removing the equivalent statement in |
| 213 | // dense_evaluator.cc and running the tests. |
| 214 | VectorRef(residuals, NumResiduals()).setZero(); |
| 215 | } |
| 216 | |
| 217 | for (int i = 0; i < residual_blocks_.size(); ++i) { |
| 218 | ResidualBlock* residual_block = residual_blocks_[i]; |
| 219 | |
| 220 | // Evaluate the cost function for this residual. |
| 221 | double residual_cost; |
| 222 | if (!residual_block->Evaluate(&residual_cost, |
| 223 | residuals, |
| 224 | NULL, // No jacobian. |
| 225 | scratch.get())) { |
| 226 | return false; |
| 227 | } |
| 228 | |
| 229 | // Accumulate residual cost into the total cost. |
| 230 | *cost += residual_cost; |
| 231 | |
| 232 | // Update the residuals cursor. |
| 233 | if (residuals != NULL) { |
| 234 | residuals += residual_block->NumResiduals(); |
| 235 | } |
| 236 | } |
| 237 | return true; |
| 238 | } |
| 239 | |
| 240 | } // namespace internal |
| 241 | } // namespace ceres |