Quadratic-flat-log activation. More...
#include <quadratic-flat-log.hpp>
Public Types | |
| typedef ActivationDataAbstractTpl< Scalar > | ActivationDataAbstract |
| typedef ActivationModelAbstractTpl< Scalar > | Base |
| typedef ActivationDataQuadFlatLogTpl< Scalar > | Data |
| typedef MathBaseTpl< Scalar > | MathBase |
| typedef MathBase::MatrixXs | MatrixXs |
| typedef MathBase::VectorXs | VectorXs |
| Public Types inherited from ActivationModelAbstractTpl< _Scalar > | |
| typedef ActivationDataAbstractTpl< Scalar > | ActivationDataAbstract |
| typedef MathBaseTpl< Scalar > | MathBase |
| typedef MathBase::MatrixXs | MatrixXs |
| typedef MathBase::VectorXs | VectorXs |
Public Member Functions | |
| ActivationModelQuadFlatLogTpl (const std::size_t nr, const Scalar alpha=Scalar(1.)) | |
| virtual void | calc (const std::shared_ptr< ActivationDataAbstract > &data, const Eigen::Ref< const VectorXs > &r) override |
| virtual void | calcDiff (const std::shared_ptr< ActivationDataAbstract > &data, const Eigen::Ref< const VectorXs > &r) override |
| template<typename NewScalar> | |
| ActivationModelQuadFlatLogTpl< NewScalar > | cast () const |
| virtual std::shared_ptr< ActivationDataAbstract > | createData () override |
| Scalar | get_alpha () const |
| virtual void | print (std::ostream &os) const override |
| Print relevant information of the quadratic flat-log model. | |
| void | set_alpha (const Scalar alpha) |
| Public Member Functions inherited from ActivationModelAbstractTpl< _Scalar > | |
| ActivationModelAbstractTpl (const std::size_t nr) | |
| std::size_t | get_nr () const |
Public Attributes | |
| EIGEN_MAKE_ALIGNED_OPERATOR_NEW typedef _Scalar | Scalar |
| Public Attributes inherited from ActivationModelAbstractTpl< _Scalar > | |
| EIGEN_MAKE_ALIGNED_OPERATOR_NEW typedef _Scalar | Scalar |
Protected Attributes | |
| std::size_t | nr_ |
| Protected Attributes inherited from ActivationModelAbstractTpl< _Scalar > | |
| std::size_t | nr_ |
Quadratic-flat-log activation.
This activation function describes a logarithmic quadratic activation depending on the quadratic norm of a residual vector, i.e.
![\[\begin{equation} log(1 + \|\mathbf{r}\|^2 / \alpha) \end{equation} \]](form_32.png)
where 


The computation of the function and it derivatives are carried out in calc() and caldDiff(), respectively.
Definition at line 33 of file quadratic-flat-log.hpp.
| typedef MathBaseTpl<Scalar> MathBase |
Definition at line 40 of file quadratic-flat-log.hpp.
| typedef ActivationModelAbstractTpl<Scalar> Base |
Definition at line 41 of file quadratic-flat-log.hpp.
| typedef ActivationDataAbstractTpl<Scalar> ActivationDataAbstract |
Definition at line 42 of file quadratic-flat-log.hpp.
| typedef ActivationDataQuadFlatLogTpl<Scalar> Data |
Definition at line 43 of file quadratic-flat-log.hpp.
| typedef MathBase::VectorXs VectorXs |
Definition at line 44 of file quadratic-flat-log.hpp.
| typedef MathBase::MatrixXs MatrixXs |
Definition at line 45 of file quadratic-flat-log.hpp.
| inlineexplicit |
Definition at line 56 of file quadratic-flat-log.hpp.
| inlineoverridevirtual |
Implements ActivationModelAbstractTpl< _Scalar >.
Definition at line 71 of file quadratic-flat-log.hpp.
| inlineoverridevirtual |
Implements ActivationModelAbstractTpl< _Scalar >.
Definition at line 89 of file quadratic-flat-log.hpp.
| inlineoverridevirtual |
Reimplemented from ActivationModelAbstractTpl< _Scalar >.
Definition at line 109 of file quadratic-flat-log.hpp.
| inline |
Definition at line 116 of file quadratic-flat-log.hpp.
| inline |
Definition at line 122 of file quadratic-flat-log.hpp.
| inline |
Definition at line 123 of file quadratic-flat-log.hpp.
| inlineoverridevirtual |
Print relevant information of the quadratic flat-log model.
| [out] | os | Output stream object |
Reimplemented from ActivationModelAbstractTpl< _Scalar >.
Definition at line 130 of file quadratic-flat-log.hpp.
| EIGEN_MAKE_ALIGNED_OPERATOR_NEW typedef _Scalar Scalar |
Definition at line 39 of file quadratic-flat-log.hpp.
| protected |
Definition at line 68 of file activation-base.hpp.