27 EIGEN_MAKE_ALIGNED_OPERATOR_NEW
29 typedef _Scalar Scalar;
32 typedef typename MathBase::VectorXs VectorXs;
33 typedef typename MathBase::MatrixXs MatrixXs;
35 explicit ActivationModelAbstractTpl(
const std::size_t nr) : nr_(nr) {};
36 virtual ~ActivationModelAbstractTpl() =
default;
38 virtual void calc(
const std::shared_ptr<ActivationDataAbstract>& data,
39 const Eigen::Ref<const VectorXs>& r) = 0;
40 virtual void calcDiff(
const std::shared_ptr<ActivationDataAbstract>& data,
41 const Eigen::Ref<const VectorXs>& r) = 0;
42 virtual std::shared_ptr<ActivationDataAbstract> createData() {
43 return std::allocate_shared<ActivationDataAbstract>(
44 Eigen::aligned_allocator<ActivationDataAbstract>(),
this);
47 std::size_t get_nr()
const {
return nr_; };
53 std::ostream& os,
const ActivationModelAbstractTpl<Scalar>& model) {
63 virtual void print(std::ostream& os)
const {
64 os << boost::core::demangle(
typeid(*this).name());
73struct ActivationDataAbstractTpl {
74 EIGEN_MAKE_ALIGNED_OPERATOR_NEW
76 typedef _Scalar Scalar;
78 typedef typename MathBase::VectorXs VectorXs;
79 typedef typename MathBase::MatrixXs MatrixXs;
80 typedef typename MathBase::DiagonalMatrixXs DiagonalMatrixXs;
82 template <
template <
typename Scalar>
class Activation>
83 explicit ActivationDataAbstractTpl(Activation<Scalar>*
const activation)
84 : a_value(Scalar(0.)),
85 Ar(VectorXs::Zero(activation->get_nr())),
86 Arr(DiagonalMatrixXs(activation->get_nr())) {
89 virtual ~ActivationDataAbstractTpl() =
default;
95 static MatrixXs getHessianMatrix(
96 const ActivationDataAbstractTpl<Scalar>& data) {
97 return data.Arr.diagonal().asDiagonal();
99 static void setHessianMatrix(ActivationDataAbstractTpl<Scalar>& data,
100 const MatrixXs& Arr) {
101 data.Arr.diagonal() = Arr.diagonal();