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+// Ceres Solver - A fast non-linear least squares minimizer
+// Copyright 2015 Google Inc. All rights reserved.
+// http://ceres-solver.org/
+//
+// Redistribution and use in source and binary forms, with or without
+// modification, are permitted provided that the following conditions are met:
+//
+// * Redistributions of source code must retain the above copyright notice,
+// this list of conditions and the following disclaimer.
+// * Redistributions in binary form must reproduce the above copyright notice,
+// this list of conditions and the following disclaimer in the documentation
+// and/or other materials provided with the distribution.
+// * Neither the name of Google Inc. nor the names of its contributors may be
+// used to endorse or promote products derived from this software without
+// specific prior written permission.
+//
+// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+// POSSIBILITY OF SUCH DAMAGE.
+//
+// Author: mierle@gmail.com (Keir Mierle)
+// sameeragarwal@google.com (Sameer Agarwal)
+// thadh@gmail.com (Thad Hughes)
+// tbennun@gmail.com (Tal Ben-Nun)
+//
+// This numeric diff implementation differs from the one found in
+// numeric_diff_cost_function.h by supporting numericdiff on cost
+// functions with variable numbers of parameters with variable
+// sizes. With the other implementation, all the sizes (both the
+// number of parameter blocks and the size of each block) must be
+// fixed at compile time.
+//
+// The functor API differs slightly from the API for fixed size
+// numeric diff; the expected interface for the cost functors is:
+//
+// struct MyCostFunctor {
+// bool operator()(double const* const* parameters, double* residuals) const {
+// // Use parameters[i] to access the i'th parameter block.
+// }
+// }
+//
+// Since the sizing of the parameters is done at runtime, you must
+// also specify the sizes after creating the
+// DynamicNumericDiffCostFunction. For example:
+//
+// DynamicAutoDiffCostFunction<MyCostFunctor, CENTRAL> cost_function(
+// new MyCostFunctor());
+// cost_function.AddParameterBlock(5);
+// cost_function.AddParameterBlock(10);
+// cost_function.SetNumResiduals(21);
+
+#ifndef CERES_PUBLIC_DYNAMIC_NUMERIC_DIFF_COST_FUNCTION_H_
+#define CERES_PUBLIC_DYNAMIC_NUMERIC_DIFF_COST_FUNCTION_H_
+
+#include <cmath>
+#include <numeric>
+#include <vector>
+
+#include "ceres/cost_function.h"
+#include "ceres/internal/scoped_ptr.h"
+#include "ceres/internal/eigen.h"
+#include "ceres/internal/numeric_diff.h"
+#include "ceres/numeric_diff_options.h"
+#include "glog/logging.h"
+
+namespace ceres {
+
+template <typename CostFunctor, NumericDiffMethodType method = CENTRAL>
+class DynamicNumericDiffCostFunction : public CostFunction {
+ public:
+ explicit DynamicNumericDiffCostFunction(
+ const CostFunctor* functor,
+ Ownership ownership = TAKE_OWNERSHIP,
+ const NumericDiffOptions& options = NumericDiffOptions())
+ : functor_(functor),
+ ownership_(ownership),
+ options_(options) {
+ }
+
+ // Deprecated. New users should avoid using this constructor. Instead, use the
+ // constructor with NumericDiffOptions.
+ DynamicNumericDiffCostFunction(
+ const CostFunctor* functor,
+ Ownership ownership,
+ double relative_step_size)
+ : functor_(functor),
+ ownership_(ownership),
+ options_() {
+ LOG(WARNING) << "This constructor is deprecated and will be removed in "
+ "a future version. Please use the NumericDiffOptions "
+ "constructor instead.";
+
+ options_.relative_step_size = relative_step_size;
+ }
+
+ virtual ~DynamicNumericDiffCostFunction() {
+ if (ownership_ != TAKE_OWNERSHIP) {
+ functor_.release();
+ }
+ }
+
+ void AddParameterBlock(int size) {
+ mutable_parameter_block_sizes()->push_back(size);
+ }
+
+ void SetNumResiduals(int num_residuals) {
+ set_num_residuals(num_residuals);
+ }
+
+ virtual bool Evaluate(double const* const* parameters,
+ double* residuals,
+ double** jacobians) const {
+ using internal::NumericDiff;
+ CHECK_GT(num_residuals(), 0)
+ << "You must call DynamicNumericDiffCostFunction::SetNumResiduals() "
+ << "before DynamicNumericDiffCostFunction::Evaluate().";
+
+ const std::vector<int32>& block_sizes = parameter_block_sizes();
+ CHECK(!block_sizes.empty())
+ << "You must call DynamicNumericDiffCostFunction::AddParameterBlock() "
+ << "before DynamicNumericDiffCostFunction::Evaluate().";
+
+ const bool status = EvaluateCostFunctor(parameters, residuals);
+ if (jacobians == NULL || !status) {
+ return status;
+ }
+
+ // Create local space for a copy of the parameters which will get mutated.
+ int parameters_size = accumulate(block_sizes.begin(), block_sizes.end(), 0);
+ std::vector<double> parameters_copy(parameters_size);
+ std::vector<double*> parameters_references_copy(block_sizes.size());
+ parameters_references_copy[0] = &parameters_copy[0];
+ for (int block = 1; block < block_sizes.size(); ++block) {
+ parameters_references_copy[block] = parameters_references_copy[block - 1]
+ + block_sizes[block - 1];
+ }
+
+ // Copy the parameters into the local temp space.
+ for (int block = 0; block < block_sizes.size(); ++block) {
+ memcpy(parameters_references_copy[block],
+ parameters[block],
+ block_sizes[block] * sizeof(*parameters[block]));
+ }
+
+ for (int block = 0; block < block_sizes.size(); ++block) {
+ if (jacobians[block] != NULL &&
+ !NumericDiff<CostFunctor, method, DYNAMIC,
+ DYNAMIC, DYNAMIC, DYNAMIC, DYNAMIC, DYNAMIC,
+ DYNAMIC, DYNAMIC, DYNAMIC, DYNAMIC, DYNAMIC,
+ DYNAMIC, DYNAMIC>::EvaluateJacobianForParameterBlock(
+ functor_.get(),
+ residuals,
+ options_,
+ this->num_residuals(),
+ block,
+ block_sizes[block],
+ &parameters_references_copy[0],
+ jacobians[block])) {
+ return false;
+ }
+ }
+ return true;
+ }
+
+ private:
+ bool EvaluateCostFunctor(double const* const* parameters,
+ double* residuals) const {
+ return EvaluateCostFunctorImpl(functor_.get(),
+ parameters,
+ residuals,
+ functor_.get());
+ }
+
+ // Helper templates to allow evaluation of a functor or a
+ // CostFunction.
+ bool EvaluateCostFunctorImpl(const CostFunctor* functor,
+ double const* const* parameters,
+ double* residuals,
+ const void* /* NOT USED */) const {
+ return (*functor)(parameters, residuals);
+ }
+
+ bool EvaluateCostFunctorImpl(const CostFunctor* functor,
+ double const* const* parameters,
+ double* residuals,
+ const CostFunction* /* NOT USED */) const {
+ return functor->Evaluate(parameters, residuals, NULL);
+ }
+
+ internal::scoped_ptr<const CostFunctor> functor_;
+ Ownership ownership_;
+ NumericDiffOptions options_;
+};
+
+} // namespace ceres
+
+#endif // CERES_PUBLIC_DYNAMIC_AUTODIFF_COST_FUNCTION_H_