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138 lines
5.3 KiB
138 lines
5.3 KiB
5 months ago
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// Ceres Solver - A fast non-linear least squares minimizer
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// Copyright 2017 Google Inc. All rights reserved.
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// http://ceres-solver.org/
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//
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// Redistribution and use in source and binary forms, with or without
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// modification, are permitted provided that the following conditions are met:
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//
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// * Redistributions of source code must retain the above copyright notice,
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// this list of conditions and the following disclaimer.
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// * Redistributions in binary form must reproduce the above copyright notice,
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// this list of conditions and the following disclaimer in the documentation
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// and/or other materials provided with the distribution.
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// * Neither the name of Google Inc. nor the names of its contributors may be
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// used to endorse or promote products derived from this software without
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// specific prior written permission.
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//
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// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
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// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
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// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
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// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
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// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
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// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
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// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
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// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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// POSSIBILITY OF SUCH DAMAGE.
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//
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// Author: sameeragarwal@google.com (Sameer Agarwal)
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#ifndef CERES_PUBLIC_TINY_SOLVER_COST_FUNCTION_ADAPTER_H_
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#define CERES_PUBLIC_TINY_SOLVER_COST_FUNCTION_ADAPTER_H_
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#include "Eigen/Core"
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#include "ceres/cost_function.h"
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#include "glog/logging.h"
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namespace ceres {
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// An adapter class that lets users of TinySolver use
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// ceres::CostFunction objects that have exactly one parameter block.
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//
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// The adapter allows for the number of residuals and the size of the
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// parameter block to be specified at compile or run-time.
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//
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// WARNING: This object is not thread-safe.
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//
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// Example usage:
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//
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// CostFunction* cost_function = ...
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//
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// Number of residuals and parameter block size known at compile time:
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//
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// TinySolverCostFunctionAdapter<kNumResiduals, kNumParameters>
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// cost_function_adapter(*cost_function);
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//
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// Number of residuals known at compile time and the parameter block
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// size not known at compile time.
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//
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// TinySolverCostFunctionAdapter<kNumResiduals, Eigen::Dynamic>
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// cost_function_adapter(*cost_function);
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//
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// Number of residuals not known at compile time and the parameter
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// block size known at compile time.
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//
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// TinySolverCostFunctionAdapter<Eigen::Dynamic, kParameterBlockSize>
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// cost_function_adapter(*cost_function);
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//
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// Number of residuals not known at compile time and the parameter
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// block size not known at compile time.
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//
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// TinySolverCostFunctionAdapter cost_function_adapter(*cost_function);
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//
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template <int kNumResiduals = Eigen::Dynamic, int kNumParameters = Eigen::Dynamic>
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class TinySolverCostFunctionAdapter {
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public:
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typedef double Scalar;
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enum ComponentSizeType {
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NUM_PARAMETERS = kNumParameters,
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NUM_RESIDUALS = kNumResiduals
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};
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TinySolverCostFunctionAdapter(const CostFunction& cost_function)
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: cost_function_(cost_function) {
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CHECK_EQ(cost_function_.parameter_block_sizes().size(), 1)
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<< "Only CostFunctions with exactly one parameter blocks are allowed.";
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const int parameter_block_size = cost_function_.parameter_block_sizes()[0];
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if (NUM_PARAMETERS == Eigen::Dynamic || NUM_RESIDUALS == Eigen::Dynamic) {
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if (NUM_RESIDUALS != Eigen::Dynamic) {
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CHECK_EQ(cost_function_.num_residuals(), NUM_RESIDUALS);
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}
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if (NUM_PARAMETERS != Eigen::Dynamic) {
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CHECK_EQ(parameter_block_size, NUM_PARAMETERS);
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}
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row_major_jacobian_.resize(cost_function_.num_residuals(),
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parameter_block_size);
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}
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}
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bool operator()(const double* parameters,
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double* residuals,
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double* jacobian) const {
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if (!jacobian) {
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return cost_function_.Evaluate(¶meters, residuals, NULL);
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}
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double* jacobians[1] = {row_major_jacobian_.data()};
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if (!cost_function_.Evaluate(¶meters, residuals, jacobians)) {
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return false;
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}
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// The Function object used by TinySolver takes its Jacobian in a
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// column-major layout, and the CostFunction objects use row-major
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// Jacobian matrices. So the following bit of code does the
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// conversion from row-major Jacobians to column-major Jacobians.
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Eigen::Map<Eigen::Matrix<double, NUM_RESIDUALS, NUM_PARAMETERS> >
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col_major_jacobian(jacobian, NumResiduals(), NumParameters());
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col_major_jacobian = row_major_jacobian_;
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return true;
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}
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int NumResiduals() const { return cost_function_.num_residuals(); }
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int NumParameters() const {
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return cost_function_.parameter_block_sizes()[0];
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}
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const CostFunction& cost_function_;
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mutable Eigen::Matrix<double, NUM_RESIDUALS, NUM_PARAMETERS, Eigen::RowMajor>
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row_major_jacobian_;
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};
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} // namespace ceres
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#endif // CERES_PUBLIC_TINY_SOLVER_COST_FUNCTION_ADAPTER_H_
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