From eda5bc26f44ee9a6f83dcf8c91f17296d7fc509d Mon Sep 17 00:00:00 2001 From: Nao Pross Date: Mon, 12 Feb 2024 14:52:43 +0100 Subject: Move into version control --- .../include/armadillo_bits/fn_normpdf.hpp | 205 +++++++++++++++++++++ 1 file changed, 205 insertions(+) create mode 100644 src/armadillo/include/armadillo_bits/fn_normpdf.hpp (limited to 'src/armadillo/include/armadillo_bits/fn_normpdf.hpp') 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 +inline +typename enable_if2< (is_real::value), void >::result +normpdf_helper(Mat& out, const Base& X_expr, const Base& M_expr, const Base& S_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + if(Proxy::use_at || Proxy::use_at || Proxy::use_at) + { + const quasi_unwrap UX(X_expr.get_ref()); + const quasi_unwrap UM(M_expr.get_ref()); + const quasi_unwrap US(S_expr.get_ref()); + + normpdf_helper(out, UX.M, UM.M, US.M); + + return; + } + + const Proxy PX(X_expr.get_ref()); + const Proxy PM(M_expr.get_ref()); + const Proxy 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::ea_type X_ea = PX.get_ea(); + typename Proxy::ea_type M_ea = PM.get_ea(); + typename Proxy::ea_type S_ea = PS.get_ea(); + + const bool use_mp = arma_config::openmp && mp_gate::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::sqrt2pi); + } + } + #endif + } + else + { + for(uword i=0; i::sqrt2pi); + } + } + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::value), eT >::result +normpdf(const eT x) + { + const eT out = std::exp(eT(-0.5) * (x*x)) / Datum::sqrt2pi; + + return out; + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::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::sqrt2pi); + + return out; + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::value), Mat >::result +normpdf(const eT x, const Base& M_expr, const Base& S_expr) + { + arma_extra_debug_sigprint(); + + const quasi_unwrap UM(M_expr.get_ref()); + const Mat& M = UM.M; + + Mat out; + + normpdf_helper(out, x*ones< Mat >(arma::size(M)), M, S_expr.get_ref()); + + return out; + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::value), Mat >::result +normpdf(const Base& X_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + const quasi_unwrap UX(X_expr.get_ref()); + const Mat& X = UX.M; + + Mat out; + + normpdf_helper(out, X, zeros< Mat >(arma::size(X)), ones< Mat >(arma::size(X))); + + return out; + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::value), Mat >::result +normpdf(const Base& 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 UX(X_expr.get_ref()); + const Mat& X = UX.M; + + Mat out; + + normpdf_helper(out, X, mu*ones< Mat >(arma::size(X)), sigma*ones< Mat >(arma::size(X))); + + return out; + } + + + +template +arma_warn_unused +inline +typename enable_if2< (is_real::value), Mat >::result +normpdf(const Base& X_expr, const Base& M_expr, const Base& S_expr) + { + arma_extra_debug_sigprint(); + + typedef typename T1::elem_type eT; + + Mat out; + + normpdf_helper(out, X_expr.get_ref(), M_expr.get_ref(), S_expr.get_ref()); + + return out; + } + + + +//! @} -- cgit v1.2.1