aboutsummaryrefslogtreecommitdiffhomepage
path: root/Eigen/src
diff options
context:
space:
mode:
authorGravatar Rasmus Munk Larsen <rmlarsen@google.com>2018-08-03 17:31:23 -0700
committerGravatar Rasmus Munk Larsen <rmlarsen@google.com>2018-08-03 17:31:23 -0700
commitfa68342ef80d72f52b340851a5ab18003259b2ed (patch)
tree73d1aab514a7d9b6864742ec76f02dc859ccc9db /Eigen/src
parent09c81ac03335584674371369d0045510dc83aba4 (diff)
Move sigmoid functor to core.
Diffstat (limited to 'Eigen/src')
-rw-r--r--Eigen/src/Core/GlobalFunctions.h11
-rw-r--r--Eigen/src/Core/functors/UnaryFunctors.h32
-rw-r--r--Eigen/src/plugins/ArrayCwiseUnaryOps.h10
3 files changed, 46 insertions, 7 deletions
diff --git a/Eigen/src/Core/GlobalFunctions.h b/Eigen/src/Core/GlobalFunctions.h
index 50406400b..4c9823d70 100644
--- a/Eigen/src/Core/GlobalFunctions.h
+++ b/Eigen/src/Core/GlobalFunctions.h
@@ -66,6 +66,7 @@ namespace Eigen
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(sinh,scalar_sinh_op,hyperbolic sine,\sa ArrayBase::sinh)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(cosh,scalar_cosh_op,hyperbolic cosine,\sa ArrayBase::cosh)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(tanh,scalar_tanh_op,hyperbolic tangent,\sa ArrayBase::tanh)
+ EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(sigmoid,scalar_sigmoid_op,sigmoid function,\sa ArrayBase::sigmoid)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(lgamma,scalar_lgamma_op,natural logarithm of the gamma function,\sa ArrayBase::lgamma)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(digamma,scalar_digamma_op,derivative of lgamma,\sa ArrayBase::digamma)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(erf,scalar_erf_op,error function,\sa ArrayBase::erf)
@@ -89,7 +90,7 @@ namespace Eigen
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(isinf,scalar_isinf_op,infinite value test,\sa Eigen::isnan DOXCOMMA Eigen::isfinite DOXCOMMA ArrayBase::isinf)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(isfinite,scalar_isfinite_op,finite value test,\sa Eigen::isinf DOXCOMMA Eigen::isnan DOXCOMMA ArrayBase::isfinite)
EIGEN_ARRAY_DECLARE_GLOBAL_UNARY(sign,scalar_sign_op,sign (or 0),\sa ArrayBase::sign)
-
+
/** \returns an expression of the coefficient-wise power of \a x to the given constant \a exponent.
*
* \tparam ScalarExponent is the scalar type of \a exponent. It must be compatible with the scalar type of the given expression (\c Derived::Scalar).
@@ -124,21 +125,21 @@ namespace Eigen
*
* Example: \include Cwise_array_power_array.cpp
* Output: \verbinclude Cwise_array_power_array.out
- *
+ *
* \sa ArrayBase::pow()
*
* \relates ArrayBase
*/
template<typename Derived,typename ExponentDerived>
inline const Eigen::CwiseBinaryOp<Eigen::internal::scalar_pow_op<typename Derived::Scalar, typename ExponentDerived::Scalar>, const Derived, const ExponentDerived>
- pow(const Eigen::ArrayBase<Derived>& x, const Eigen::ArrayBase<ExponentDerived>& exponents)
+ pow(const Eigen::ArrayBase<Derived>& x, const Eigen::ArrayBase<ExponentDerived>& exponents)
{
return Eigen::CwiseBinaryOp<Eigen::internal::scalar_pow_op<typename Derived::Scalar, typename ExponentDerived::Scalar>, const Derived, const ExponentDerived>(
x.derived(),
exponents.derived()
);
}
-
+
/** \returns an expression of the coefficient-wise power of the scalar \a x to the given array of \a exponents.
*
* This function computes the coefficient-wise power between a scalar and an array of exponents.
@@ -147,7 +148,7 @@ namespace Eigen
*
* Example: \include Cwise_scalar_power_array.cpp
* Output: \verbinclude Cwise_scalar_power_array.out
- *
+ *
* \sa ArrayBase::pow()
*
* \relates ArrayBase
diff --git a/Eigen/src/Core/functors/UnaryFunctors.h b/Eigen/src/Core/functors/UnaryFunctors.h
index bfc046556..c350cdf98 100644
--- a/Eigen/src/Core/functors/UnaryFunctors.h
+++ b/Eigen/src/Core/functors/UnaryFunctors.h
@@ -701,7 +701,7 @@ template<typename Scalar> struct scalar_isnan_op {
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE result_type operator() (const Scalar& a) const {
#if defined(__SYCL_DEVICE_ONLY__)
return numext::isnan(a);
-#else
+#else
return (numext::isnan)(a);
#endif
}
@@ -815,7 +815,7 @@ struct scalar_sign_op<Scalar,true> {
template<typename Scalar>
struct functor_traits<scalar_sign_op<Scalar> >
{ enum {
- Cost =
+ Cost =
NumTraits<Scalar>::IsComplex
? ( 8*NumTraits<Scalar>::MulCost ) // roughly
: ( 3*NumTraits<Scalar>::AddCost),
@@ -823,6 +823,34 @@ struct functor_traits<scalar_sign_op<Scalar> >
};
};
+/** \internal
+ * \brief Template functor to compute the sigmoid of a scalar
+ * \sa class CwiseUnaryOp, ArrayBase::sigmoid()
+ */
+template <typename T>
+struct scalar_sigmoid_op {
+ EIGEN_EMPTY_STRUCT_CTOR(scalar_sigmoid_op)
+ EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE T operator()(const T& x) const {
+ const T one = T(1);
+ return one / (one + numext::exp(-x));
+ }
+
+ template <typename Packet> EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE
+ Packet packetOp(const Packet& x) const {
+ const Packet one = pset1<Packet>(T(1));
+ return pdiv(one, padd(one, pexp(pnegate(x))));
+ }
+};
+template <typename T>
+struct functor_traits<scalar_sigmoid_op<T> > {
+ enum {
+ Cost = NumTraits<T>::AddCost * 2 + NumTraits<T>::MulCost * 6,
+ PacketAccess = packet_traits<T>::HasAdd && packet_traits<T>::HasDiv &&
+ packet_traits<T>::HasNegate && packet_traits<T>::HasExp
+ };
+};
+
+
} // end namespace internal
} // end namespace Eigen
diff --git a/Eigen/src/plugins/ArrayCwiseUnaryOps.h b/Eigen/src/plugins/ArrayCwiseUnaryOps.h
index 43615bd56..c9c7e7e4f 100644
--- a/Eigen/src/plugins/ArrayCwiseUnaryOps.h
+++ b/Eigen/src/plugins/ArrayCwiseUnaryOps.h
@@ -21,6 +21,7 @@ typedef CwiseUnaryOp<internal::scalar_acos_op<Scalar>, const Derived> AcosReturn
typedef CwiseUnaryOp<internal::scalar_asin_op<Scalar>, const Derived> AsinReturnType;
typedef CwiseUnaryOp<internal::scalar_atan_op<Scalar>, const Derived> AtanReturnType;
typedef CwiseUnaryOp<internal::scalar_tanh_op<Scalar>, const Derived> TanhReturnType;
+typedef CwiseUnaryOp<internal::scalar_sigmoid_op<Scalar>, const Derived> SigmoidReturnType;
typedef CwiseUnaryOp<internal::scalar_sinh_op<Scalar>, const Derived> SinhReturnType;
typedef CwiseUnaryOp<internal::scalar_cosh_op<Scalar>, const Derived> CoshReturnType;
typedef CwiseUnaryOp<internal::scalar_square_op<Scalar>, const Derived> SquareReturnType;
@@ -335,6 +336,15 @@ cosh() const
return CoshReturnType(derived());
}
+/** \returns an expression of the coefficient-wise sigmoid of *this.
+ */
+EIGEN_DEVICE_FUNC
+inline const SigmoidReturnType
+sigmoid() const
+{
+ return SigmoidReturnType(derived());
+}
+
/** \returns an expression of the coefficient-wise inverse of *this.
*
* Example: \include Cwise_inverse.cpp