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// Ceres Solver - A fast non-linear least squares minimizer
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// Copyright 2015 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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// Authors: keir@google.com (Keir Mierle),
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// dgossow@google.com (David Gossow)
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#ifndef CERES_INTERNAL_GRADIENT_CHECKING_COST_FUNCTION_H_
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#define CERES_INTERNAL_GRADIENT_CHECKING_COST_FUNCTION_H_
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#include <string>
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#include "ceres/cost_function.h"
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#include "ceres/iteration_callback.h"
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#include "ceres/local_parameterization.h"
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#include "ceres/mutex.h"
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namespace ceres {
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namespace internal {
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class ProblemImpl;
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// Callback that collects information about gradient checking errors, and
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// will abort the solve as soon as an error occurs.
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class GradientCheckingIterationCallback : public IterationCallback {
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public:
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GradientCheckingIterationCallback();
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// Will return SOLVER_CONTINUE until a gradient error has been detected,
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// then return SOLVER_ABORT.
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virtual CallbackReturnType operator()(const IterationSummary& summary);
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// Notify this that a gradient error has occurred (thread safe).
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void SetGradientErrorDetected(std::string& error_log);
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// Retrieve error status (not thread safe).
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bool gradient_error_detected() const { return gradient_error_detected_; }
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const std::string& error_log() const { return error_log_; }
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private:
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bool gradient_error_detected_;
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std::string error_log_;
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// Mutex protecting member variables.
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ceres::internal::Mutex mutex_;
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};
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// Creates a CostFunction that checks the Jacobians that cost_function computes
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// with finite differences. This API is only intended for unit tests that intend
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// to check the functionality of the GradientCheckingCostFunction
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// implementation directly.
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CostFunction* CreateGradientCheckingCostFunction(
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const CostFunction* cost_function,
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const std::vector<const LocalParameterization*>* local_parameterizations,
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double relative_step_size,
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double relative_precision,
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const std::string& extra_info,
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GradientCheckingIterationCallback* callback);
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// Create a new ProblemImpl object from the input problem_impl, where all
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// cost functions are wrapped so that each time their Evaluate method is called,
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// an additional check is performed that compares the Jacobians computed by
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// the original cost function with alternative Jacobians computed using
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// numerical differentiation. If local parameterizations are given for any
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// parameters, the Jacobians will be compared in the local space instead of the
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// ambient space. For details on the gradient checking procedure, see the
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// documentation of the GradientChecker class. If an error is detected in any
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// iteration, the respective cost function will notify the
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// GradientCheckingIterationCallback.
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//
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// The caller owns the returned ProblemImpl object.
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//
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// Note: This is quite inefficient and is intended only for debugging.
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//
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// relative_step_size and relative_precision are parameters to control
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// the numeric differentiation and the relative tolerance between the
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// jacobian computed by the CostFunctions in problem_impl and
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// jacobians obtained by numerically differentiating them. See the
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// documentation of 'numeric_derivative_relative_step_size' in solver.h for a
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// better explanation.
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ProblemImpl* CreateGradientCheckingProblemImpl(
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ProblemImpl* problem_impl,
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double relative_step_size,
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double relative_precision,
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GradientCheckingIterationCallback* callback);
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} // namespace internal
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} // namespace ceres
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#endif // CERES_INTERNAL_GRADIENT_CHECKING_COST_FUNCTION_H_
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