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+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr>
+//
+// This Source Code Form is subject to the terms of the Mozilla
+// Public License v. 2.0. If a copy of the MPL was not distributed
+// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
+
+#ifndef EIGEN_SPARSETRIANGULARSOLVER_H
+#define EIGEN_SPARSETRIANGULARSOLVER_H
+
+namespace Eigen {
+
+namespace internal {
+
+template<typename Lhs, typename Rhs, int Mode,
+ int UpLo = (Mode & Lower)
+ ? Lower
+ : (Mode & Upper)
+ ? Upper
+ : -1,
+ int StorageOrder = int(traits<Lhs>::Flags) & RowMajorBit>
+struct sparse_solve_triangular_selector;
+
+// forward substitution, row-major
+template<typename Lhs, typename Rhs, int Mode>
+struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Lower,RowMajor>
+{
+ typedef typename Rhs::Scalar Scalar;
+ static void run(const Lhs& lhs, Rhs& other)
+ {
+ for(int col=0 ; col<other.cols() ; ++col)
+ {
+ for(int i=0; i<lhs.rows(); ++i)
+ {
+ Scalar tmp = other.coeff(i,col);
+ Scalar lastVal(0);
+ int lastIndex = 0;
+ for(typename Lhs::InnerIterator it(lhs, i); it; ++it)
+ {
+ lastVal = it.value();
+ lastIndex = it.index();
+ if(lastIndex==i)
+ break;
+ tmp -= lastVal * other.coeff(lastIndex,col);
+ }
+ if (Mode & UnitDiag)
+ other.coeffRef(i,col) = tmp;
+ else
+ {
+ eigen_assert(lastIndex==i);
+ other.coeffRef(i,col) = tmp/lastVal;
+ }
+ }
+ }
+ }
+};
+
+// backward substitution, row-major
+template<typename Lhs, typename Rhs, int Mode>
+struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Upper,RowMajor>
+{
+ typedef typename Rhs::Scalar Scalar;
+ static void run(const Lhs& lhs, Rhs& other)
+ {
+ for(int col=0 ; col<other.cols() ; ++col)
+ {
+ for(int i=lhs.rows()-1 ; i>=0 ; --i)
+ {
+ Scalar tmp = other.coeff(i,col);
+ Scalar l_ii = 0;
+ typename Lhs::InnerIterator it(lhs, i);
+ while(it && it.index()<i)
+ ++it;
+ if(!(Mode & UnitDiag))
+ {
+ eigen_assert(it && it.index()==i);
+ l_ii = it.value();
+ ++it;
+ }
+ else if (it && it.index() == i)
+ ++it;
+ for(; it; ++it)
+ {
+ tmp -= it.value() * other.coeff(it.index(),col);
+ }
+
+ if (Mode & UnitDiag)
+ other.coeffRef(i,col) = tmp;
+ else
+ other.coeffRef(i,col) = tmp/l_ii;
+ }
+ }
+ }
+};
+
+// forward substitution, col-major
+template<typename Lhs, typename Rhs, int Mode>
+struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Lower,ColMajor>
+{
+ typedef typename Rhs::Scalar Scalar;
+ static void run(const Lhs& lhs, Rhs& other)
+ {
+ for(int col=0 ; col<other.cols() ; ++col)
+ {
+ for(int i=0; i<lhs.cols(); ++i)
+ {
+ Scalar& tmp = other.coeffRef(i,col);
+ if (tmp!=Scalar(0)) // optimization when other is actually sparse
+ {
+ typename Lhs::InnerIterator it(lhs, i);
+ while(it && it.index()<i)
+ ++it;
+ if(!(Mode & UnitDiag))
+ {
+ eigen_assert(it && it.index()==i);
+ tmp /= it.value();
+ }
+ if (it && it.index()==i)
+ ++it;
+ for(; it; ++it)
+ other.coeffRef(it.index(), col) -= tmp * it.value();
+ }
+ }
+ }
+ }
+};
+
+// backward substitution, col-major
+template<typename Lhs, typename Rhs, int Mode>
+struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Upper,ColMajor>
+{
+ typedef typename Rhs::Scalar Scalar;
+ static void run(const Lhs& lhs, Rhs& other)
+ {
+ for(int col=0 ; col<other.cols() ; ++col)
+ {
+ for(int i=lhs.cols()-1; i>=0; --i)
+ {
+ Scalar& tmp = other.coeffRef(i,col);
+ if (tmp!=Scalar(0)) // optimization when other is actually sparse
+ {
+ if(!(Mode & UnitDiag))
+ {
+ // TODO replace this by a binary search. make sure the binary search is safe for partially sorted elements
+ typename Lhs::ReverseInnerIterator it(lhs, i);
+ while(it && it.index()!=i)
+ --it;
+ eigen_assert(it && it.index()==i);
+ other.coeffRef(i,col) /= it.value();
+ }
+ typename Lhs::InnerIterator it(lhs, i);
+ for(; it && it.index()<i; ++it)
+ other.coeffRef(it.index(), col) -= tmp * it.value();
+ }
+ }
+ }
+ }
+};
+
+} // end namespace internal
+
+template<typename ExpressionType,int Mode>
+template<typename OtherDerived>
+void SparseTriangularView<ExpressionType,Mode>::solveInPlace(MatrixBase<OtherDerived>& other) const
+{
+ eigen_assert(m_matrix.cols() == m_matrix.rows() && m_matrix.cols() == other.rows());
+ eigen_assert((!(Mode & ZeroDiag)) && bool(Mode & (Upper|Lower)));
+
+ enum { copy = internal::traits<OtherDerived>::Flags & RowMajorBit };
+
+ typedef typename internal::conditional<copy,
+ typename internal::plain_matrix_type_column_major<OtherDerived>::type, OtherDerived&>::type OtherCopy;
+ OtherCopy otherCopy(other.derived());
+
+ internal::sparse_solve_triangular_selector<ExpressionType, typename internal::remove_reference<OtherCopy>::type, Mode>::run(m_matrix, otherCopy);
+
+ if (copy)
+ other = otherCopy;
+}
+
+template<typename ExpressionType,int Mode>
+template<typename OtherDerived>
+typename internal::plain_matrix_type_column_major<OtherDerived>::type
+SparseTriangularView<ExpressionType,Mode>::solve(const MatrixBase<OtherDerived>& other) const
+{
+ typename internal::plain_matrix_type_column_major<OtherDerived>::type res(other);
+ solveInPlace(res);
+ return res;
+}
+
+// pure sparse path
+
+namespace internal {
+
+template<typename Lhs, typename Rhs, int Mode,
+ int UpLo = (Mode & Lower)
+ ? Lower
+ : (Mode & Upper)
+ ? Upper
+ : -1,
+ int StorageOrder = int(Lhs::Flags) & (RowMajorBit)>
+struct sparse_solve_triangular_sparse_selector;
+
+// forward substitution, col-major
+template<typename Lhs, typename Rhs, int Mode, int UpLo>
+struct sparse_solve_triangular_sparse_selector<Lhs,Rhs,Mode,UpLo,ColMajor>
+{
+ typedef typename Rhs::Scalar Scalar;
+ typedef typename promote_index_type<typename traits<Lhs>::Index,
+ typename traits<Rhs>::Index>::type Index;
+ static void run(const Lhs& lhs, Rhs& other)
+ {
+ const bool IsLower = (UpLo==Lower);
+ AmbiVector<Scalar,Index> tempVector(other.rows()*2);
+ tempVector.setBounds(0,other.rows());
+
+ Rhs res(other.rows(), other.cols());
+ res.reserve(other.nonZeros());
+
+ for(int col=0 ; col<other.cols() ; ++col)
+ {
+ // FIXME estimate number of non zeros
+ tempVector.init(.99/*float(other.col(col).nonZeros())/float(other.rows())*/);
+ tempVector.setZero();
+ tempVector.restart();
+ for (typename Rhs::InnerIterator rhsIt(other, col); rhsIt; ++rhsIt)
+ {
+ tempVector.coeffRef(rhsIt.index()) = rhsIt.value();
+ }
+
+ for(int i=IsLower?0:lhs.cols()-1;
+ IsLower?i<lhs.cols():i>=0;
+ i+=IsLower?1:-1)
+ {
+ tempVector.restart();
+ Scalar& ci = tempVector.coeffRef(i);
+ if (ci!=Scalar(0))
+ {
+ // find
+ typename Lhs::InnerIterator it(lhs, i);
+ if(!(Mode & UnitDiag))
+ {
+ if (IsLower)
+ {
+ eigen_assert(it.index()==i);
+ ci /= it.value();
+ }
+ else
+ ci /= lhs.coeff(i,i);
+ }
+ tempVector.restart();
+ if (IsLower)
+ {
+ if (it.index()==i)
+ ++it;
+ for(; it; ++it)
+ tempVector.coeffRef(it.index()) -= ci * it.value();
+ }
+ else
+ {
+ for(; it && it.index()<i; ++it)
+ tempVector.coeffRef(it.index()) -= ci * it.value();
+ }
+ }
+ }
+
+
+ int count = 0;
+ // FIXME compute a reference value to filter zeros
+ for (typename AmbiVector<Scalar,Index>::Iterator it(tempVector/*,1e-12*/); it; ++it)
+ {
+ ++ count;
+// std::cerr << "fill " << it.index() << ", " << col << "\n";
+// std::cout << it.value() << " ";
+ // FIXME use insertBack
+ res.insert(it.index(), col) = it.value();
+ }
+// std::cout << "tempVector.nonZeros() == " << int(count) << " / " << (other.rows()) << "\n";
+ }
+ res.finalize();
+ other = res.markAsRValue();
+ }
+};
+
+} // end namespace internal
+
+template<typename ExpressionType,int Mode>
+template<typename OtherDerived>
+void SparseTriangularView<ExpressionType,Mode>::solveInPlace(SparseMatrixBase<OtherDerived>& other) const
+{
+ eigen_assert(m_matrix.cols() == m_matrix.rows() && m_matrix.cols() == other.rows());
+ eigen_assert( (!(Mode & ZeroDiag)) && bool(Mode & (Upper|Lower)));
+
+// enum { copy = internal::traits<OtherDerived>::Flags & RowMajorBit };
+
+// typedef typename internal::conditional<copy,
+// typename internal::plain_matrix_type_column_major<OtherDerived>::type, OtherDerived&>::type OtherCopy;
+// OtherCopy otherCopy(other.derived());
+
+ internal::sparse_solve_triangular_sparse_selector<ExpressionType, OtherDerived, Mode>::run(m_matrix, other.derived());
+
+// if (copy)
+// other = otherCopy;
+}
+
+#ifdef EIGEN2_SUPPORT
+
+// deprecated stuff:
+
+/** \deprecated */
+template<typename Derived>
+template<typename OtherDerived>
+void SparseMatrixBase<Derived>::solveTriangularInPlace(MatrixBase<OtherDerived>& other) const
+{
+ this->template triangular<Flags&(Upper|Lower)>().solveInPlace(other);
+}
+
+/** \deprecated */
+template<typename Derived>
+template<typename OtherDerived>
+typename internal::plain_matrix_type_column_major<OtherDerived>::type
+SparseMatrixBase<Derived>::solveTriangular(const MatrixBase<OtherDerived>& other) const
+{
+ typename internal::plain_matrix_type_column_major<OtherDerived>::type res(other);
+ derived().solveTriangularInPlace(res);
+ return res;
+}
+#endif // EIGEN2_SUPPORT
+
+} // end namespace Eigen
+
+#endif // EIGEN_SPARSETRIANGULARSOLVER_H