NumericDiffFunctor.

A wrapper class that takes a variadic functor evaluating a
function, numerically differentiates it and makes it available as a
templated functor so that it can be easily used as part of Ceres'
automatic differentiation framework.

The tests for NumericDiffCostFunction and NumericDiffFunctor have
a lot of stuff that is common, so refactor them to reduce code.

Change-Id: I83b01e58b05e575fb2530d15cbd611928298646a
This commit is contained in:
Sameer Agarwal
2013-01-18 13:11:32 -08:00
parent 2fc0ed6143
commit 2f0d7249cc
6 changed files with 726 additions and 190 deletions
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#include "ceres/cost_function.h"
#include "ceres/sized_cost_function.h"
#include "ceres/types.h"
namespace ceres {
namespace internal {
// y1 = x1'x2 -> dy1/dx1 = x2, dy1/dx2 = x1
// y2 = (x1'x2)^2 -> dy2/dx1 = 2 * x2 * (x1'x2), dy2/dx2 = 2 * x1 * (x1'x2)
// y3 = x2'x2 -> dy3/dx1 = 0, dy3/dx2 = 2 * x2
class EasyFunctor {
public:
bool operator()(const double* x1, const double* x2, double* residuals) const;
void ExpectCostFunctionEvaluationIsNearlyCorrect(
const CostFunction& cost_function,
NumericDiffMethod method) const;
};
class EasyCostFunction : public SizedCostFunction<3, 5, 5> {
public:
virtual bool Evaluate(double const* const* parameters,
double* residuals,
double** /* not used */) const {
return functor_(parameters[0], parameters[1], residuals);
}
private:
EasyFunctor functor_;
};
// y1 = sin(x1'x2)
// y2 = exp(-x1'x2 / 10)
//
// dy1/dx1 = x2 * cos(x1'x2), dy1/dx2 = x1 * cos(x1'x2)
// dy2/dx1 = -x2 * exp(-x1'x2 / 10) / 10, dy2/dx2 = -x2 * exp(-x1'x2 / 10) / 10
class TranscendentalFunctor {
public:
bool operator()(const double* x1, const double* x2, double* residuals) const;
void ExpectCostFunctionEvaluationIsNearlyCorrect(
const CostFunction& cost_function,
NumericDiffMethod method) const;
};
class TranscendentalCostFunction : public SizedCostFunction<2, 5, 5> {
public:
virtual bool Evaluate(double const* const* parameters,
double* residuals,
double** /* not used */) const {
return functor_(parameters[0], parameters[1], residuals);
}
private:
TranscendentalFunctor functor_;
};
} // namespace internal
} // namespace ceres