/*============================================================================= Copyright (c) 2011-2017 Bolero MURAKAMI https://github.com/bolero-MURAKAMI/Sprout Distributed under the Boost Software License, Version 1.0. (See accompanying file LICENSE_1_0.txt or copy at http://www.boost.org/LICENSE_1_0.txt) =============================================================================*/ #ifndef SPROUT_MATH_SIGMOID_HPP #define SPROUT_MATH_SIGMOID_HPP #include #include #include #include #include #include #include namespace sprout { namespace math { // // sigmoid // namespace detail { template inline SPROUT_CONSTEXPR T sigmoid_impl(T x){ return 1 / (1 + sprout::math::exp(-x)); } template inline SPROUT_CONSTEXPR T sigmoid_impl(T x, T a){ return sprout::math::detail::sigmoid_impl(a * x); } } // namespace detail template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType sigmoid(FloatType x){ return sprout::math::detail::sigmoid_impl(sprout::math::detail::as_float_compute(x)); } template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType sigmoid(FloatType x, FloatType a){ return sprout::math::detail::sigmoid_impl(sprout::math::detail::as_float_compute(x), sprout::math::detail::as_float_compute(a)); } template< typename IntType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR double sigmoid(IntType x) { return sprout::math::sigmoid(static_cast(x)); } template< typename ArithmeticType1, typename ArithmeticType2, typename sprout::enabler_if< std::is_arithmetic::value && std::is_arithmetic::value >::type = sprout::enabler > inline SPROUT_CONSTEXPR typename sprout::float_promote::type sigmoid(ArithmeticType1 x, ArithmeticType2 a) { typedef typename sprout::float_promote::type type; return sprout::math::sigmoid(static_cast(x), static_cast(a)); } // // d_sigmoid // namespace detail { template inline SPROUT_CONSTEXPR T d_sigmoid_impl_1(T s){ return s * (1 - s); } template inline SPROUT_CONSTEXPR T d_sigmoid_impl_1(T s, T a){ return a * s * (1 - s); } template inline SPROUT_CONSTEXPR T d_sigmoid_impl(T x){ return sprout::math::detail::d_sigmoid_impl_1(sprout::math::sigmoid(x)); } template inline SPROUT_CONSTEXPR T d_sigmoid_impl(T x, T a){ return sprout::math::detail::d_sigmoid_impl_1(sprout::math::sigmoid(x, a), a); } } // namespace detail template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType d_sigmoid(FloatType x){ return sprout::math::detail::d_sigmoid_impl(sprout::math::detail::as_float_compute(x)); } template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType d_sigmoid(FloatType x, FloatType a){ return sprout::math::detail::d_sigmoid_impl(sprout::math::detail::as_float_compute(x), sprout::math::detail::as_float_compute(a)); } template< typename IntType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR double d_sigmoid(IntType x) { return sprout::math::d_sigmoid(static_cast(x)); } template< typename ArithmeticType1, typename ArithmeticType2, typename sprout::enabler_if< std::is_arithmetic::value && std::is_arithmetic::value >::type = sprout::enabler > inline SPROUT_CONSTEXPR typename sprout::float_promote::type d_sigmoid(ArithmeticType1 x, ArithmeticType2 a) { typedef typename sprout::float_promote::type type; return sprout::math::d_sigmoid(static_cast(x), static_cast(a)); } // // d2_sigmoid // namespace detail { template inline SPROUT_CONSTEXPR T d2_sigmoid_impl_1(T s){ return s * (1 - s) * (1 - 2 * s); } template inline SPROUT_CONSTEXPR T d2_sigmoid_impl_1(T s, T a){ return a * a * s * (1 - s) * (1 - 2 * s); } template inline SPROUT_CONSTEXPR T d2_sigmoid_impl(T x){ return sprout::math::detail::d2_sigmoid_impl_1(sprout::math::sigmoid(x)); } template inline SPROUT_CONSTEXPR T d2_sigmoid_impl(T x, T a){ return sprout::math::detail::d2_sigmoid_impl_1(sprout::math::sigmoid(x, a), a); } } // namespace detail template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType d2_sigmoid(FloatType x){ return sprout::math::detail::d2_sigmoid_impl(sprout::math::detail::as_float_compute(x)); } template< typename FloatType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR FloatType d2_sigmoid(FloatType x, FloatType a){ return sprout::math::detail::d2_sigmoid_impl(sprout::math::detail::as_float_compute(x), sprout::math::detail::as_float_compute(a)); } template< typename IntType, typename sprout::enabler_if::value>::type = sprout::enabler > inline SPROUT_CONSTEXPR double d2_sigmoid(IntType x) { return sprout::math::d2_sigmoid(static_cast(x)); } template< typename ArithmeticType1, typename ArithmeticType2, typename sprout::enabler_if< std::is_arithmetic::value && std::is_arithmetic::value >::type = sprout::enabler > inline SPROUT_CONSTEXPR typename sprout::float_promote::type d2_sigmoid(ArithmeticType1 x, ArithmeticType2 a) { typedef typename sprout::float_promote::type type; return sprout::math::d2_sigmoid(static_cast(x), static_cast(a)); } } // namespace math using sprout::math::sigmoid; using sprout::math::d_sigmoid; using sprout::math::d2_sigmoid; } // namespace sprout #endif // #ifndef SPROUT_MATH_SIGMOID_HPP