// 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 op_orth_null //! @{ template inline void op_orth::apply(Mat& out, const Op& expr) { arma_extra_debug_sigprint(); typedef typename T1::pod_type T; const T tol = access::tmp_real(expr.aux); const bool status = op_orth::apply_direct(out, expr.m, tol); if(status == false) { out.soft_reset(); arma_stop_runtime_error("orth(): svd failed"); } } template inline bool op_orth::apply_direct(Mat& out, const Base& expr, typename T1::pod_type tol) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; typedef typename T1::pod_type T; arma_debug_check((tol < T(0)), "orth(): tolerance must be >= 0"); Mat A(expr.get_ref()); Mat U; Col< T> s; Mat V; const bool status = auxlib::svd_dc(U, s, V, A); V.reset(); if(status == false) { return false; } if(s.is_empty()) { out.reset(); return true; } const uword s_n_elem = s.n_elem; const T* s_mem = s.memptr(); // set tolerance to default if it hasn't been specified if(tol == T(0)) { tol = (std::max)(A.n_rows, A.n_cols) * s_mem[0] * std::numeric_limits::epsilon(); } uword count = 0; for(uword i=0; i < s_n_elem; ++i) { count += (s_mem[i] > tol) ? uword(1) : uword(0); } if(count > 0) { out = U.head_cols(count); // out *= eT(-1); } else { out.set_size(A.n_rows, 0); } return true; } // template inline void op_null::apply(Mat& out, const Op& expr) { arma_extra_debug_sigprint(); typedef typename T1::pod_type T; const T tol = access::tmp_real(expr.aux); const bool status = op_null::apply_direct(out, expr.m, tol); if(status == false) { out.soft_reset(); arma_stop_runtime_error("null(): svd failed"); } } template inline bool op_null::apply_direct(Mat& out, const Base& expr, typename T1::pod_type tol) { arma_extra_debug_sigprint(); typedef typename T1::elem_type eT; typedef typename T1::pod_type T; arma_debug_check((tol < T(0)), "null(): tolerance must be >= 0"); Mat A(expr.get_ref()); Mat U; Col< T> s; Mat V; const bool status = auxlib::svd_dc(U, s, V, A); U.reset(); if(status == false) { return false; } if(s.is_empty()) { out.reset(); return true; } const uword s_n_elem = s.n_elem; const T* s_mem = s.memptr(); // set tolerance to default if it hasn't been specified if(tol == T(0)) { tol = (std::max)(A.n_rows, A.n_cols) * s_mem[0] * std::numeric_limits::epsilon(); } uword count = 0; for(uword i=0; i < s_n_elem; ++i) { count += (s_mem[i] > tol) ? uword(1) : uword(0); } if(count < A.n_cols) { out = V.tail_cols(A.n_cols - count); const uword out_n_elem = out.n_elem; eT* out_mem = out.memptr(); for(uword i=0; i::epsilon()) { out_mem[i] = eT(0); } } } else { out.set_size(A.n_cols, 0); } return true; } //! @}