Add preliminary PhysX 4.0 backend for PyBullet
Add inverse dynamics / mass matrix code from DeepMimic, thanks to Xue Bin (Jason) Peng Add example how to use stable PD control for humanoid with spherical joints (see humanoidMotionCapture.py) Fix related to TinyRenderer object transforms not updating when using collision filtering
This commit is contained in:
315
examples/ThirdPartyLibs/Eigen/src/SparseCore/TriangularSolver.h
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315
examples/ThirdPartyLibs/Eigen/src/SparseCore/TriangularSolver.h
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// This file is part of Eigen, a lightweight C++ template library
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// for linear algebra.
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//
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// Copyright (C) 2008 Gael Guennebaud <gael.guennebaud@inria.fr>
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//
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// This Source Code Form is subject to the terms of the Mozilla
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// Public License v. 2.0. If a copy of the MPL was not distributed
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// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
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#ifndef EIGEN_SPARSETRIANGULARSOLVER_H
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#define EIGEN_SPARSETRIANGULARSOLVER_H
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namespace Eigen {
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namespace internal {
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template<typename Lhs, typename Rhs, int Mode,
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int UpLo = (Mode & Lower)
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? Lower
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: (Mode & Upper)
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? Upper
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: -1,
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int StorageOrder = int(traits<Lhs>::Flags) & RowMajorBit>
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struct sparse_solve_triangular_selector;
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// forward substitution, row-major
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template<typename Lhs, typename Rhs, int Mode>
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struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Lower,RowMajor>
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{
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typedef typename Rhs::Scalar Scalar;
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typedef evaluator<Lhs> LhsEval;
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typedef typename evaluator<Lhs>::InnerIterator LhsIterator;
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static void run(const Lhs& lhs, Rhs& other)
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{
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LhsEval lhsEval(lhs);
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for(Index col=0 ; col<other.cols() ; ++col)
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{
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for(Index i=0; i<lhs.rows(); ++i)
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{
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Scalar tmp = other.coeff(i,col);
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Scalar lastVal(0);
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Index lastIndex = 0;
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for(LhsIterator it(lhsEval, i); it; ++it)
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{
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lastVal = it.value();
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lastIndex = it.index();
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if(lastIndex==i)
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break;
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tmp -= lastVal * other.coeff(lastIndex,col);
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}
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if (Mode & UnitDiag)
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other.coeffRef(i,col) = tmp;
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else
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{
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eigen_assert(lastIndex==i);
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other.coeffRef(i,col) = tmp/lastVal;
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}
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}
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}
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}
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};
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// backward substitution, row-major
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template<typename Lhs, typename Rhs, int Mode>
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struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Upper,RowMajor>
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{
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typedef typename Rhs::Scalar Scalar;
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typedef evaluator<Lhs> LhsEval;
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typedef typename evaluator<Lhs>::InnerIterator LhsIterator;
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static void run(const Lhs& lhs, Rhs& other)
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{
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LhsEval lhsEval(lhs);
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for(Index col=0 ; col<other.cols() ; ++col)
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{
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for(Index i=lhs.rows()-1 ; i>=0 ; --i)
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{
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Scalar tmp = other.coeff(i,col);
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Scalar l_ii(0);
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LhsIterator it(lhsEval, i);
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while(it && it.index()<i)
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++it;
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if(!(Mode & UnitDiag))
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{
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eigen_assert(it && it.index()==i);
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l_ii = it.value();
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++it;
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}
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else if (it && it.index() == i)
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++it;
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for(; it; ++it)
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{
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tmp -= it.value() * other.coeff(it.index(),col);
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}
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if (Mode & UnitDiag) other.coeffRef(i,col) = tmp;
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else other.coeffRef(i,col) = tmp/l_ii;
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}
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}
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}
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};
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// forward substitution, col-major
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template<typename Lhs, typename Rhs, int Mode>
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struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Lower,ColMajor>
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{
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typedef typename Rhs::Scalar Scalar;
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typedef evaluator<Lhs> LhsEval;
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typedef typename evaluator<Lhs>::InnerIterator LhsIterator;
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static void run(const Lhs& lhs, Rhs& other)
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{
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LhsEval lhsEval(lhs);
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for(Index col=0 ; col<other.cols() ; ++col)
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{
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for(Index i=0; i<lhs.cols(); ++i)
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{
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Scalar& tmp = other.coeffRef(i,col);
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if (tmp!=Scalar(0)) // optimization when other is actually sparse
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{
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LhsIterator it(lhsEval, i);
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while(it && it.index()<i)
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++it;
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if(!(Mode & UnitDiag))
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{
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eigen_assert(it && it.index()==i);
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tmp /= it.value();
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}
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if (it && it.index()==i)
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++it;
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for(; it; ++it)
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other.coeffRef(it.index(), col) -= tmp * it.value();
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}
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}
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}
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}
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};
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// backward substitution, col-major
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template<typename Lhs, typename Rhs, int Mode>
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struct sparse_solve_triangular_selector<Lhs,Rhs,Mode,Upper,ColMajor>
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{
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typedef typename Rhs::Scalar Scalar;
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typedef evaluator<Lhs> LhsEval;
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typedef typename evaluator<Lhs>::InnerIterator LhsIterator;
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static void run(const Lhs& lhs, Rhs& other)
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{
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LhsEval lhsEval(lhs);
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for(Index col=0 ; col<other.cols() ; ++col)
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{
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for(Index i=lhs.cols()-1; i>=0; --i)
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{
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Scalar& tmp = other.coeffRef(i,col);
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if (tmp!=Scalar(0)) // optimization when other is actually sparse
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{
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if(!(Mode & UnitDiag))
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{
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// TODO replace this by a binary search. make sure the binary search is safe for partially sorted elements
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LhsIterator it(lhsEval, i);
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while(it && it.index()!=i)
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++it;
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eigen_assert(it && it.index()==i);
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other.coeffRef(i,col) /= it.value();
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}
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LhsIterator it(lhsEval, i);
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for(; it && it.index()<i; ++it)
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other.coeffRef(it.index(), col) -= tmp * it.value();
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}
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}
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}
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}
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};
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} // end namespace internal
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#ifndef EIGEN_PARSED_BY_DOXYGEN
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template<typename ExpressionType,unsigned int Mode>
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template<typename OtherDerived>
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void TriangularViewImpl<ExpressionType,Mode,Sparse>::solveInPlace(MatrixBase<OtherDerived>& other) const
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{
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eigen_assert(derived().cols() == derived().rows() && derived().cols() == other.rows());
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eigen_assert((!(Mode & ZeroDiag)) && bool(Mode & (Upper|Lower)));
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enum { copy = internal::traits<OtherDerived>::Flags & RowMajorBit };
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typedef typename internal::conditional<copy,
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typename internal::plain_matrix_type_column_major<OtherDerived>::type, OtherDerived&>::type OtherCopy;
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OtherCopy otherCopy(other.derived());
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internal::sparse_solve_triangular_selector<ExpressionType, typename internal::remove_reference<OtherCopy>::type, Mode>::run(derived().nestedExpression(), otherCopy);
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if (copy)
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other = otherCopy;
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}
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#endif
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// pure sparse path
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namespace internal {
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template<typename Lhs, typename Rhs, int Mode,
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int UpLo = (Mode & Lower)
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? Lower
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: (Mode & Upper)
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? Upper
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: -1,
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int StorageOrder = int(Lhs::Flags) & (RowMajorBit)>
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struct sparse_solve_triangular_sparse_selector;
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// forward substitution, col-major
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template<typename Lhs, typename Rhs, int Mode, int UpLo>
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struct sparse_solve_triangular_sparse_selector<Lhs,Rhs,Mode,UpLo,ColMajor>
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{
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typedef typename Rhs::Scalar Scalar;
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typedef typename promote_index_type<typename traits<Lhs>::StorageIndex,
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typename traits<Rhs>::StorageIndex>::type StorageIndex;
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static void run(const Lhs& lhs, Rhs& other)
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{
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const bool IsLower = (UpLo==Lower);
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AmbiVector<Scalar,StorageIndex> tempVector(other.rows()*2);
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tempVector.setBounds(0,other.rows());
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Rhs res(other.rows(), other.cols());
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res.reserve(other.nonZeros());
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for(Index col=0 ; col<other.cols() ; ++col)
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{
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// FIXME estimate number of non zeros
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tempVector.init(.99/*float(other.col(col).nonZeros())/float(other.rows())*/);
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tempVector.setZero();
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tempVector.restart();
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for (typename Rhs::InnerIterator rhsIt(other, col); rhsIt; ++rhsIt)
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{
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tempVector.coeffRef(rhsIt.index()) = rhsIt.value();
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}
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for(Index i=IsLower?0:lhs.cols()-1;
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IsLower?i<lhs.cols():i>=0;
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i+=IsLower?1:-1)
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{
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tempVector.restart();
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Scalar& ci = tempVector.coeffRef(i);
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if (ci!=Scalar(0))
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{
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// find
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typename Lhs::InnerIterator it(lhs, i);
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if(!(Mode & UnitDiag))
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{
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if (IsLower)
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{
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eigen_assert(it.index()==i);
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ci /= it.value();
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}
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else
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ci /= lhs.coeff(i,i);
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}
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tempVector.restart();
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if (IsLower)
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{
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if (it.index()==i)
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++it;
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for(; it; ++it)
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tempVector.coeffRef(it.index()) -= ci * it.value();
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}
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else
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{
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for(; it && it.index()<i; ++it)
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tempVector.coeffRef(it.index()) -= ci * it.value();
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}
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}
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}
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Index count = 0;
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// FIXME compute a reference value to filter zeros
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for (typename AmbiVector<Scalar,StorageIndex>::Iterator it(tempVector/*,1e-12*/); it; ++it)
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{
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++ count;
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// std::cerr << "fill " << it.index() << ", " << col << "\n";
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// std::cout << it.value() << " ";
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// FIXME use insertBack
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res.insert(it.index(), col) = it.value();
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}
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// std::cout << "tempVector.nonZeros() == " << int(count) << " / " << (other.rows()) << "\n";
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}
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res.finalize();
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other = res.markAsRValue();
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}
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};
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} // end namespace internal
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#ifndef EIGEN_PARSED_BY_DOXYGEN
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template<typename ExpressionType,unsigned int Mode>
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template<typename OtherDerived>
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void TriangularViewImpl<ExpressionType,Mode,Sparse>::solveInPlace(SparseMatrixBase<OtherDerived>& other) const
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{
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eigen_assert(derived().cols() == derived().rows() && derived().cols() == other.rows());
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eigen_assert( (!(Mode & ZeroDiag)) && bool(Mode & (Upper|Lower)));
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// enum { copy = internal::traits<OtherDerived>::Flags & RowMajorBit };
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// typedef typename internal::conditional<copy,
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// typename internal::plain_matrix_type_column_major<OtherDerived>::type, OtherDerived&>::type OtherCopy;
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// OtherCopy otherCopy(other.derived());
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internal::sparse_solve_triangular_sparse_selector<ExpressionType, OtherDerived, Mode>::run(derived().nestedExpression(), other.derived());
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// if (copy)
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// other = otherCopy;
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}
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#endif
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} // end namespace Eigen
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#endif // EIGEN_SPARSETRIANGULARSOLVER_H
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