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Diffstat (limited to 'src/armadillo/include/armadillo_bits/fn_normpdf.hpp')
-rw-r--r-- | src/armadillo/include/armadillo_bits/fn_normpdf.hpp | 205 |
1 files changed, 205 insertions, 0 deletions
diff --git a/src/armadillo/include/armadillo_bits/fn_normpdf.hpp b/src/armadillo/include/armadillo_bits/fn_normpdf.hpp new file mode 100644 index 0000000..e05af41 --- /dev/null +++ b/src/armadillo/include/armadillo_bits/fn_normpdf.hpp @@ -0,0 +1,205 @@ +// SPDX-License-Identifier: Apache-2.0 +// +// Copyright 2008-2016 Conrad Sanderson (http://conradsanderson.id.au) +// Copyright 2008-2016 National ICT Australia (NICTA) +// +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// http://www.apache.org/licenses/LICENSE-2.0 +// +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +// ------------------------------------------------------------------------ + + +//! \addtogroup fn_normpdf +//! @{ + + + +template<typename T1, typename T2, typename T3> +inline +typename enable_if2< (is_real<typename T1::elem_type>::value), void >::result +normpdf_helper(Mat<typename T1::elem_type>& out, const Base<typename T1::elem_type, T1>& X_expr, const Base<typename T1::elem_type, T2>& M_expr, const Base<typename T1::elem_type, T3>& S_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + if(Proxy<T1>::use_at || Proxy<T2>::use_at || Proxy<T3>::use_at) + { + const quasi_unwrap<T1> UX(X_expr.get_ref()); + const quasi_unwrap<T2> UM(M_expr.get_ref()); + const quasi_unwrap<T3> US(S_expr.get_ref()); + + normpdf_helper(out, UX.M, UM.M, US.M); + + return; + } + + const Proxy<T1> PX(X_expr.get_ref()); + const Proxy<T2> PM(M_expr.get_ref()); + const Proxy<T3> PS(S_expr.get_ref()); + + arma_debug_check( ( (PX.get_n_rows() != PM.get_n_rows()) || (PX.get_n_cols() != PM.get_n_cols()) || (PM.get_n_rows() != PS.get_n_rows()) || (PM.get_n_cols() != PS.get_n_cols()) ), "normpdf(): size mismatch" ); + + out.set_size(PX.get_n_rows(), PX.get_n_cols()); + + eT* out_mem = out.memptr(); + + const uword N = PX.get_n_elem(); + + typename Proxy<T1>::ea_type X_ea = PX.get_ea(); + typename Proxy<T2>::ea_type M_ea = PM.get_ea(); + typename Proxy<T3>::ea_type S_ea = PS.get_ea(); + + const bool use_mp = arma_config::openmp && mp_gate<eT,true>::eval(N); + + if(use_mp) + { + #if defined(ARMA_USE_OPENMP) + { + const int n_threads = mp_thread_limit::get(); + #pragma omp parallel for schedule(static) num_threads(n_threads) + for(uword i=0; i<N; ++i) + { + const eT sigma = S_ea[i]; + + const eT tmp = (X_ea[i] - M_ea[i]) / sigma; + + out_mem[i] = std::exp(eT(-0.5) * (tmp*tmp)) / (sigma * Datum<eT>::sqrt2pi); + } + } + #endif + } + else + { + for(uword i=0; i<N; ++i) + { + const eT sigma = S_ea[i]; + + const eT tmp = (X_ea[i] - M_ea[i]) / sigma; + + out_mem[i] = std::exp(eT(-0.5) * (tmp*tmp)) / (sigma * Datum<eT>::sqrt2pi); + } + } + } + + + +template<typename eT> +arma_warn_unused +inline +typename enable_if2< (is_real<eT>::value), eT >::result +normpdf(const eT x) + { + const eT out = std::exp(eT(-0.5) * (x*x)) / Datum<eT>::sqrt2pi; + + return out; + } + + + +template<typename eT> +arma_warn_unused +inline +typename enable_if2< (is_real<eT>::value), eT >::result +normpdf(const eT x, const eT mu, const eT sigma) + { + const eT tmp = (x - mu) / sigma; + + const eT out = std::exp(eT(-0.5) * (tmp*tmp)) / (sigma * Datum<eT>::sqrt2pi); + + return out; + } + + + +template<typename eT, typename T2, typename T3> +arma_warn_unused +inline +typename enable_if2< (is_real<eT>::value), Mat<eT> >::result +normpdf(const eT x, const Base<eT, T2>& M_expr, const Base<eT, T3>& S_expr) + { + arma_extra_debug_sigprint(); + + const quasi_unwrap<T2> UM(M_expr.get_ref()); + const Mat<eT>& M = UM.M; + + Mat<eT> out; + + normpdf_helper(out, x*ones< Mat<eT> >(arma::size(M)), M, S_expr.get_ref()); + + return out; + } + + + +template<typename T1> +arma_warn_unused +inline +typename enable_if2< (is_real<typename T1::elem_type>::value), Mat<typename T1::elem_type> >::result +normpdf(const Base<typename T1::elem_type, T1>& X_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + const quasi_unwrap<T1> UX(X_expr.get_ref()); + const Mat<eT>& X = UX.M; + + Mat<eT> out; + + normpdf_helper(out, X, zeros< Mat<eT> >(arma::size(X)), ones< Mat<eT> >(arma::size(X))); + + return out; + } + + + +template<typename T1> +arma_warn_unused +inline +typename enable_if2< (is_real<typename T1::elem_type>::value), Mat<typename T1::elem_type> >::result +normpdf(const Base<typename T1::elem_type, T1>& X_expr, const typename T1::elem_type mu, const typename T1::elem_type sigma) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + const quasi_unwrap<T1> UX(X_expr.get_ref()); + const Mat<eT>& X = UX.M; + + Mat<eT> out; + + normpdf_helper(out, X, mu*ones< Mat<eT> >(arma::size(X)), sigma*ones< Mat<eT> >(arma::size(X))); + + return out; + } + + + +template<typename T1, typename T2, typename T3> +arma_warn_unused +inline +typename enable_if2< (is_real<typename T1::elem_type>::value), Mat<typename T1::elem_type> >::result +normpdf(const Base<typename T1::elem_type, T1>& X_expr, const Base<typename T1::elem_type, T2>& M_expr, const Base<typename T1::elem_type, T3>& S_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + Mat<eT> out; + + normpdf_helper(out, X_expr.get_ref(), M_expr.get_ref(), S_expr.get_ref()); + + return out; + } + + + +//! @} |