202 lines
5.1 KiB
C++
202 lines
5.1 KiB
C++
// Copyright 2008-2016 Conrad Sanderson (http://conradsanderson.id.au)
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// Copyright 2008-2016 National ICT Australia (NICTA)
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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// ------------------------------------------------------------------------
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namespace newarp
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{
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// When comparing eigenvalues, we first calculate the "target" to sort.
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// For example, if we want to choose the eigenvalues with largest magnitude, the target will be -std::abs(x).
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// The minus sign is due to the fact that std::sort() sorts in ascending order.
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// default target: throw an exception
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template<typename eT, int SelectionRule>
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struct SortingTarget
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{
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arma_inline static typename get_pod_type<eT>::result get(const eT& val)
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{
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arma_ignore(val);
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arma_stop_logic_error("newarp::SortingTarget: incompatible selection rule");
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typedef typename get_pod_type<eT>::result out_T;
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return out_T(0);
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}
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};
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// specialisation for LARGEST_MAGN: this covers [float, double, complex] x [LARGEST_MAGN]
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template<typename eT>
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struct SortingTarget<eT, EigsSelect::LARGEST_MAGN>
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{
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arma_inline static typename get_pod_type<eT>::result get(const eT& val)
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{
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return -std::abs(val);
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}
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};
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// specialisation for LARGEST_REAL: this covers [complex] x [LARGEST_REAL]
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template<typename T>
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struct SortingTarget<std::complex<T>, EigsSelect::LARGEST_REAL>
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{
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arma_inline static T get(const std::complex<T>& val)
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{
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return -val.real();
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}
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};
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// specialisation for LARGEST_IMAG: this covers [complex] x [LARGEST_IMAG]
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template<typename T>
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struct SortingTarget<std::complex<T>, EigsSelect::LARGEST_IMAG>
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{
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arma_inline static T get(const std::complex<T>& val)
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{
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return -std::abs(val.imag());
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}
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};
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// specialisation for LARGEST_ALGE: this covers [float, double] x [LARGEST_ALGE]
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template<typename eT>
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struct SortingTarget<eT, EigsSelect::LARGEST_ALGE>
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{
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arma_inline static eT get(const eT& val)
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{
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return -val;
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}
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};
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// Here BOTH_ENDS is the same as LARGEST_ALGE, but we need some additional steps,
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// which are done in SymEigsSolver => retrieve_ritzpair().
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// There we move the smallest values to the proper locations.
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template<typename eT>
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struct SortingTarget<eT, EigsSelect::BOTH_ENDS>
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{
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arma_inline static eT get(const eT& val)
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{
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return -val;
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}
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};
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// specialisation for SMALLEST_MAGN: this covers [float, double, complex] x [SMALLEST_MAGN]
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template<typename eT>
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struct SortingTarget<eT, EigsSelect::SMALLEST_MAGN>
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{
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arma_inline static typename get_pod_type<eT>::result get(const eT& val)
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{
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return std::abs(val);
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}
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};
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// specialisation for SMALLEST_REAL: this covers [complex] x [SMALLEST_REAL]
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template<typename T>
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struct SortingTarget<std::complex<T>, EigsSelect::SMALLEST_REAL>
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{
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arma_inline static T get(const std::complex<T>& val)
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{
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return val.real();
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}
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};
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// specialisation for SMALLEST_IMAG: this covers [complex] x [SMALLEST_IMAG]
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template<typename T>
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struct SortingTarget<std::complex<T>, EigsSelect::SMALLEST_IMAG>
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{
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arma_inline static T get(const std::complex<T>& val)
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{
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return std::abs(val.imag());
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}
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};
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// specialisation for SMALLEST_ALGE: this covers [float, double] x [SMALLEST_ALGE]
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template<typename eT>
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struct SortingTarget<eT, EigsSelect::SMALLEST_ALGE>
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{
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arma_inline static eT get(const eT& val)
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{
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return val;
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}
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};
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// Sort eigenvalues and return the order index
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template<typename PairType>
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struct PairComparator
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{
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arma_inline bool operator() (const PairType& v1, const PairType& v2)
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{
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return v1.first < v2.first;
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}
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};
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template<typename eT, int SelectionRule>
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class SortEigenvalue
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{
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private:
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typedef typename get_pod_type<eT>::result TargetType; // type of the sorting target, will be a floating number type, eg. double
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typedef std::pair<TargetType, uword> PairType; // type of the sorting pair, including the sorting target and the index
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std::vector<PairType> pair_sort;
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public:
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inline
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SortEigenvalue(const eT* start, const uword size)
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: pair_sort(size)
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{
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arma_extra_debug_sigprint();
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for(uword i = 0; i < size; i++)
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{
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pair_sort[i].first = SortingTarget<eT, SelectionRule>::get(start[i]);
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pair_sort[i].second = i;
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}
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PairComparator<PairType> comp;
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std::sort(pair_sort.begin(), pair_sort.end(), comp);
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}
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inline
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std::vector<uword>
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index()
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{
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arma_extra_debug_sigprint();
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const uword len = pair_sort.size();
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std::vector<uword> ind(len);
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for(uword i = 0; i < len; i++) { ind[i] = pair_sort[i].second; }
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return ind;
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}
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};
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} // namespace newarp
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