BelosPCETpetraAdapter.hpp

Go to the documentation of this file.

// @HEADER
// ***********************************************************************
//
//                           Stokhos Package
//                 Copyright (2009) Sandia Corporation
//
// Under terms of Contract DE-AC04-94AL85000, there is a non-exclusive
// license for use of this work by or on behalf of the U.S. Government.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are
// met:
//
// 1. Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
//
// 2. Redistributions in binary form must reproduce the above copyright
// notice, this list of conditions and the following disclaimer in the
// documentation and/or other materials provided with the distribution.
//
// 3. Neither the name of the Corporation nor the names of the
// contributors may be used to endorse or promote products derived from
// this software without specific prior written permission.
//
// THIS SOFTWARE IS PROVIDED BY SANDIA CORPORATION "AS IS" AND ANY
// EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
// PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL SANDIA CORPORATION OR THE
// CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
// EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
// PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
// PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
// LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
// NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
// SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
//
// Questions? Contact Eric T. Phipps (etphipp@sandia.gov).
//
// ***********************************************************************
// @HEADER
 
#ifndef BELOS_PCE_TPETRA_ADAPTER_HPP
#define BELOS_PCE_TPETRA_ADAPTER_HPP
 
// TODO: the assumption is made that the solver, multivector and operator are templated on the same scalar. this will need to be modified.
 
#include <Tpetra_MultiVector.hpp>
#include <Tpetra_Operator.hpp>
#include <Teuchos_Assert.hpp>
#include <Teuchos_ScalarTraits.hpp>
#include <Teuchos_TypeNameTraits.hpp>
#include <Teuchos_Array.hpp>
#include <Teuchos_DefaultSerialComm.hpp>
 
#include <BelosConfigDefs.hpp>
#include <BelosTypes.hpp>
#include <BelosMultiVecTraits.hpp>
#include <BelosOperatorTraits.hpp>
 
#ifdef HAVE_BELOS_TSQR
#  include <Tpetra_TsqrAdaptor.hpp>
#endif // HAVE_BELOS_TSQR
 
 
namespace Belos {
 
  //
  // Implementation of the Belos::MultiVecTraits for Tpetra::MultiVector.
  //
 
  template<class BaseScalar, class Storage, class LO, class GO, class Node>
  class MultiVecTraits<BaseScalar, Tpetra::MultiVector< Sacado::PCE::OrthogPoly<BaseScalar,Storage>,LO,GO,Node> >
  {
  public:
#ifdef HAVE_BELOS_TPETRA_TIMERS
    static Teuchos::RCP<Teuchos::Time> mvTimesMatAddMvTimer_, mvTransMvTimer_;
#endif
 
    typedef Sacado::PCE::OrthogPoly<BaseScalar,Storage> Scalar;
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > Clone( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const int numvecs )
    {
      return Teuchos::rcp( new Tpetra::MultiVector<Scalar,LO,GO,Node>(mv.getMap(),numvecs));
    }
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > CloneCopy( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
      return Teuchos::rcp( new Tpetra::MultiVector<Scalar,LO,GO,Node>( mv ) );
    }
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > CloneCopy( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const std::vector<int>& index )
    {
      TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0,std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneCopy(mv,index): numvecs must be greater than zero.");
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION( *std::min_element(index.begin(),index.end()) < 0, std::runtime_error,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneCopy(mv,index): indices must be >= zero.");
      TEUCHOS_TEST_FOR_EXCEPTION( (size_t)*std::max_element(index.begin(),index.end()) >= mv.getNumVectors(), std::runtime_error,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneCopy(mv,index): indices must be < mv.getNumVectors().");
#endif
      for (typename std::vector<int>::size_type j=1; j<index.size(); ++j) {
        if (index[j] != index[j-1]+1) {
          // not contiguous; short circuit
          Teuchos::Array<size_t> stinds(index.begin(), index.end());
          return mv.subCopy(stinds);
        }
      }
      // contiguous
      return mv.subCopy(Teuchos::Range1D(index.front(),index.back()));
    }
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> >
    CloneCopy (const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv,
               const Teuchos::Range1D& index)
    {
      const bool validRange = index.size() > 0 &&
        index.lbound() >= 0 &&
        index.ubound() < GetNumberVecs(mv);
      if (! validRange)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<...> >::"
            "CloneCopy(mv,index=[" << index.lbound() << ", " << index.ubound()
             << "]): ";
          TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0, std::invalid_argument,
                             os.str() << "Empty index range is not allowed.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.lbound() < 0, std::invalid_argument,
                             os.str() << "Index range includes negative "
                             "index/ices, which is not allowed.");
          // Range1D bounds are signed; size_t is unsigned.
          TEUCHOS_TEST_FOR_EXCEPTION(index.ubound() >= GetNumberVecs(mv),
                             std::invalid_argument,
                             os.str() << "Index range exceeds number of vectors "
                             << mv.getNumVectors() << " in the input multivector.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error,
                             os.str() << "Should never get here!");
        }
      return mv.subCopy (index);
    }
 
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > CloneViewNonConst( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const std::vector<int>& index )
    {
      TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0,std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): numvecs must be greater than zero.");
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION( *std::min_element(index.begin(),index.end()) < 0, std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): indices must be >= zero.");
      TEUCHOS_TEST_FOR_EXCEPTION( (size_t)*std::max_element(index.begin(),index.end()) >= mv.getNumVectors(), std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): indices must be < mv.getNumVectors().");
#endif
      for (typename std::vector<int>::size_type j=1; j<index.size(); ++j) {
        if (index[j] != index[j-1]+1) {
          // not contiguous; short circuit
          Teuchos::Array<size_t> stinds(index.begin(), index.end());
          return mv.subViewNonConst(stinds);
        }
      }
      // contiguous
      return mv.subViewNonConst(Teuchos::Range1D(index.front(),index.back()));
    }
 
 
    static Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> >
    CloneViewNonConst (Tpetra::MultiVector<Scalar,LO,GO,Node>& mv,
                       const Teuchos::Range1D& index)
    {
      // NOTE (mfh 11 Jan 2011) We really should check for possible
      // overflow of int here.  However, the number of columns in a
      // multivector typically fits in an int.
      const int numCols = static_cast<int> (mv.getNumVectors());
      const bool validRange = index.size() > 0 &&
        index.lbound() >= 0 && index.ubound() < numCols;
      if (! validRange)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<...> >::"
            "CloneViewNonConst(mv,index=[" << index.lbound() << ", "
             << index.ubound() << "]): ";
          TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0, std::invalid_argument,
                             os.str() << "Empty index range is not allowed.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.lbound() < 0, std::invalid_argument,
                             os.str() << "Index range includes negative "
                             "index/ices, which is not allowed.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.ubound() >= numCols, std::invalid_argument,
                             os.str() << "Index range exceeds number of "
                             "vectors " << numCols << " in the input "
                             "multivector.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error,
                             os.str() << "Should never get here!");
        }
      return mv.subViewNonConst (index);
    }
 
 
    static Teuchos::RCP<const Tpetra::MultiVector<Scalar,LO,GO,Node> > CloneView(const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const std::vector<int>& index )
    {
      TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0,std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): numvecs must be greater than zero.");
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION( *std::min_element(index.begin(),index.end()) < 0, std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): indices must be >= zero.");
      TEUCHOS_TEST_FOR_EXCEPTION( (size_t)*std::max_element(index.begin(),index.end()) >= mv.getNumVectors(), std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::CloneView(mv,index): indices must be < mv.getNumVectors().");
#endif
      for (typename std::vector<int>::size_type j=1; j<index.size(); ++j) {
        if (index[j] != index[j-1]+1) {
          // not contiguous; short circuit
          Teuchos::Array<size_t> stinds(index.begin(), index.end());
          return mv.subView(stinds);
        }
      }
      // contiguous
      return mv.subView(Teuchos::Range1D(index.front(),index.back()));
    }
 
    static Teuchos::RCP<const Tpetra::MultiVector<Scalar,LO,GO,Node> >
    CloneView (const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv,
               const Teuchos::Range1D& index)
    {
      // NOTE (mfh 11 Jan 2011) We really should check for possible
      // overflow of int here.  However, the number of columns in a
      // multivector typically fits in an int.
      const int numCols = static_cast<int> (mv.getNumVectors());
      const bool validRange = index.size() > 0 &&
        index.lbound() >= 0 && index.ubound() < numCols;
      if (! validRange)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<...> >::"
            "CloneView(mv, index=[" << index.lbound() << ", "
             << index.ubound() << "]): ";
          TEUCHOS_TEST_FOR_EXCEPTION(index.size() == 0, std::invalid_argument,
                             os.str() << "Empty index range is not allowed.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.lbound() < 0, std::invalid_argument,
                             os.str() << "Index range includes negative "
                             "index/ices, which is not allowed.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.ubound() >= numCols, std::invalid_argument,
                             os.str() << "Index range exceeds number of "
                             "vectors " << numCols << " in the input "
                             "multivector.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error,
                             os.str() << "Should never get here!");
        }
      return mv.subView (index);
    }
 
    static ptrdiff_t GetGlobalLength( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    { return static_cast<ptrdiff_t>(mv.getGlobalLength()); }
 
    static int GetNumberVecs( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    { return mv.getNumVectors(); }
 
    static bool HasConstantStride( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    { return mv.isConstantStride(); }
 
    static void MvTimesMatAddMv( Scalar alpha, const Tpetra::MultiVector<Scalar,LO,GO,Node>& A,
                                 const Teuchos::SerialDenseMatrix<int,BaseScalar>& B,
                                 Scalar beta, Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
      Teuchos::SerialDenseMatrix<int,Scalar> B_pce(B.numRows(), B.numCols());
      for (int i=0; i<B.numRows(); i++)
        for (int j=0; j<B.numCols(); j++)
          B_pce(i,j) = B(i,j);
      MvTimesMatAddMv(alpha, A, B_pce, beta, mv);
    }
    static void MvTimesMatAddMv( Scalar alpha, const Tpetra::MultiVector<Scalar,LO,GO,Node>& A,
                                 const Teuchos::SerialDenseMatrix<int,Scalar>& B,
                                 Scalar beta, Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
#ifdef HAVE_BELOS_TPETRA_TIMERS
      Teuchos::TimeMonitor lcltimer(*mvTimesMatAddMvTimer_);
#endif
      // create local map
      Teuchos::SerialComm<int> scomm;
      Tpetra::Map<LO,GO,Node> LocalMap(B.numRows(), 0, Teuchos::rcpFromRef< const Teuchos::Comm<int> >(scomm), Tpetra::LocallyReplicated);
      // encapsulate Teuchos::SerialDenseMatrix data in ArrayView
      Teuchos::ArrayView<const Scalar> Bvalues(B.values(),B.stride()*B.numCols());
      // create locally replicated MultiVector with a copy of this data
      Tpetra::MultiVector<Scalar,LO,GO,Node> B_mv(Teuchos::rcpFromRef(LocalMap),Bvalues,B.stride(),B.numCols());
      // multiply
      mv.multiply(Teuchos::NO_TRANS, Teuchos::NO_TRANS, alpha, A, B_mv, beta);
    }
 
    static void MvAddMv( Scalar alpha, const Tpetra::MultiVector<Scalar,LO,GO,Node>& A, Scalar beta, const Tpetra::MultiVector<Scalar,LO,GO,Node>& B, Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
      mv.update(alpha,A,beta,B,Teuchos::ScalarTraits<Scalar>::zero());
    }
 
    static void MvScale ( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, Scalar alpha )
    { mv.scale(alpha); }
 
    static void MvScale ( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const std::vector<BaseScalar>& alphas )
    {
      std::vector<Scalar> alphas_pce(alphas.size());
      for (int i=0; i<alphas.size(); i++) alphas_pce[i] = alphas[i];
      mv.scale(alphas_pce);
    }
    static void MvScale ( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, const std::vector<Scalar>& alphas )
    { mv.scale(alphas); }
 
    static void MvTransMv( Scalar alpha, const Tpetra::MultiVector<Scalar,LO,GO,Node>& A, const Tpetra::MultiVector<Scalar,LO,GO,Node>& B, Teuchos::SerialDenseMatrix<int,BaseScalar>& C)
    {
      Teuchos::SerialDenseMatrix<int,Scalar> C_pce(C.numRows(), C.numCols());
      MvTransMv(alpha, A, B, C_pce);
      for (int i=0; i<C.numRows(); i++)
        for (int j=0; j<C.numCols(); j++)
          C(i,j) = C_pce(i,j).coeff(0);
    }
    static void MvTransMv( Scalar alpha, const Tpetra::MultiVector<Scalar,LO,GO,Node>& A, const Tpetra::MultiVector<Scalar,LO,GO,Node>& B, Teuchos::SerialDenseMatrix<int,Scalar>& C)
    {
#ifdef HAVE_BELOS_TPETRA_TIMERS
      Teuchos::TimeMonitor lcltimer(*mvTransMvTimer_);
#endif
      // form alpha * A^H * B, then copy into SDM
      // we will create a multivector C_mv from a a local map
      // this map has a serial comm, the purpose being to short-circuit the MultiVector::reduce() call at the end of MultiVector::multiply()
      // otherwise, the reduced multivector data would be copied back to the GPU, only to turn around and have to get it back here.
      // this saves us a round trip for this data.
      const int numRowsC = C.numRows(),
                numColsC = C.numCols(),
                strideC  = C.stride();
      Teuchos::SerialComm<int> scomm;
      // create local map with serial comm
      Tpetra::Map<LO,GO,Node> LocalMap(numRowsC, 0, Teuchos::rcpFromRef< const Teuchos::Comm<int> >(scomm), Tpetra::LocallyReplicated);
      // create local multivector to hold the result
      const bool INIT_TO_ZERO = true;
      Tpetra::MultiVector<Scalar,LO,GO,Node> C_mv(Teuchos::rcpFromRef(LocalMap),numColsC, INIT_TO_ZERO);
      // multiply result into local multivector
      C_mv.multiply(Teuchos::CONJ_TRANS,Teuchos::NO_TRANS,alpha,A,B,Teuchos::ScalarTraits<Scalar>::zero());
      // get comm
      Teuchos::RCP< const Teuchos::Comm<int> > pcomm = A.getMap()->getComm();
      // create arrayview encapsulating the Teuchos::SerialDenseMatrix
      Teuchos::ArrayView<Scalar> C_view(C.values(),strideC*numColsC);
      if (pcomm->getSize() == 1) {
        // no accumulation to do; simply extract the multivector data into C
        // extract a copy of the result into the array view (and therefore, the SerialDenseMatrix)
        C_mv.get1dCopy(C_view,strideC);
      }
      else {
        // get a const host view of the data in C_mv
        Teuchos::ArrayRCP<const Scalar> C_mv_view = C_mv.get1dView();
        if (strideC == numRowsC) {
          // sumall into C
          Teuchos::reduceAll<int,Scalar>(*pcomm,Teuchos::REDUCE_SUM,numColsC*numRowsC,C_mv_view.getRawPtr(),C_view.getRawPtr());
        }
        else {
          // sumall into temp, copy into C
          Teuchos::Array<Scalar> destBuff(numColsC*numRowsC);
          Teuchos::reduceAll<int,Scalar>(*pcomm,Teuchos::REDUCE_SUM,numColsC*numRowsC,C_mv_view.getRawPtr(),destBuff.getRawPtr());
          for (int j=0; j < numColsC; ++j) {
            for (int i=0; i < numRowsC; ++i) {
              C_view[strideC*j+i] = destBuff[numRowsC*j+i];
            }
          }
        }
      }
    }
 
    static void MvDot( const Tpetra::MultiVector<Scalar,LO,GO,Node>& A, const Tpetra::MultiVector<Scalar,LO,GO,Node>& B, std::vector<BaseScalar> &dots)
    {
      TEUCHOS_TEST_FOR_EXCEPTION(A.getNumVectors() != B.getNumVectors(),std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::MvDot(A,B,dots): A and B must have the same number of vectors.");
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION(dots.size() < (typename std::vector<int>::size_type)A.getNumVectors(),std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::MvDot(A,B,dots): dots must have room for all dot products.");
#endif
      // Teuchos::ArrayView<Scalar> av(dots);
      // A.dot(B,av(0,A.getNumVectors()));
      Teuchos::Array<Scalar> pce_dots(A.getNumVectors());
      A.dot(B, pce_dots);
      for (unsigned int i=0; i<A.getNumVectors(); i++)
        dots[i] = pce_dots[i].coeff(0);
    }
 
    static void MvNorm(const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, std::vector<typename Teuchos::ScalarTraits<BaseScalar>::magnitudeType> &normvec, NormType type=TwoNorm)
    {
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION(normvec.size() < (typename std::vector<int>::size_type)mv.getNumVectors(),std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::MvNorm(mv,normvec): normvec must have room for all norms.");
#endif
      Teuchos::ArrayView<typename Teuchos::ScalarTraits<BaseScalar>::magnitudeType> av(normvec);
      //Teuchos::Array<Scalar> pce_norms(mv.getNumVectors());
      switch (type) {
        case OneNorm:
          mv.norm1(av(0,mv.getNumVectors()));
          // mv.norm1(pce_norms);
          // for (unsigned int i=0; i<mv.getNumVectors(); i++)
          //   normvec[i] = pce_norms[i].coeff(0);
          break;
        case TwoNorm:
          mv.norm2(av(0,mv.getNumVectors()));
          // mv.dot(mv, pce_norms);
          // for (unsigned int i=0; i<mv.getNumVectors(); i++)
          //   normvec[i] = std::sqrt(pce_norms[i].coeff(0));
          break;
        case InfNorm:
          mv.normInf(av(0,mv.getNumVectors()));
          // mv.normInf(pce_norms);
          // for (unsigned int i=0; i<mv.getNumVectors(); i++)
          //   normvec[i] = pce_norms[i].coeff(0);
          break;
      }
 
    }
 
    static void SetBlock( const Tpetra::MultiVector<Scalar,LO,GO,Node>& A, const std::vector<int>& index, Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
#ifdef HAVE_TPETRA_DEBUG
      TEUCHOS_TEST_FOR_EXCEPTION((typename std::vector<int>::size_type)A.getNumVectors() < index.size(),std::invalid_argument,
          "Belos::MultiVecTraits<Scalar,Tpetra::MultiVector>::SetBlock(A,index,mv): index must be the same size as A.");
#endif
      Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > mvsub = CloneViewNonConst(mv,index);
      if ((typename std::vector<int>::size_type)A.getNumVectors() > index.size()) {
        Teuchos::RCP<const Tpetra::MultiVector<Scalar,LO,GO,Node> > Asub = A.subView(Teuchos::Range1D(0,index.size()-1));
        (*mvsub) = (*Asub);
      }
      else {
        (*mvsub) = A;
      }
      mvsub = Teuchos::null;
    }
 
    static void
    SetBlock (const Tpetra::MultiVector<Scalar,LO,GO,Node>& A,
              const Teuchos::Range1D& index,
              Tpetra::MultiVector<Scalar,LO,GO,Node>& mv)
    {
      // Range1D bounds are signed; size_t is unsigned.
      // Assignment of Tpetra::MultiVector is a deep copy.
 
      // Tpetra::MultiVector::getNumVectors() returns size_t.  It's
      // fair to assume that the number of vectors won't overflow int,
      // since the typical use case of multivectors involves few
      // columns, but it's friendly to check just in case.
      const size_t maxInt = static_cast<size_t> (Teuchos::OrdinalTraits<int>::max());
      const bool overflow = maxInt < A.getNumVectors() && maxInt < mv.getNumVectors();
      if (overflow)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<Scalar, ..."
            "> >::SetBlock(A, index=[" << index.lbound() << ", "
             << index.ubound() << "], mv): ";
          TEUCHOS_TEST_FOR_EXCEPTION(maxInt < A.getNumVectors(), std::range_error,
                             os.str() << "Number of columns in the input multi"
                             "vector 'A' (a size_t) overflows int.");
          TEUCHOS_TEST_FOR_EXCEPTION(maxInt < mv.getNumVectors(), std::range_error,
                             os.str() << "Number of columns in the output multi"
                             "vector 'mv' (a size_t) overflows int.");
        }
      // We've already validated the static casts above.
      const int numColsA = static_cast<int> (A.getNumVectors());
      const int numColsMv = static_cast<int> (mv.getNumVectors());
      // 'index' indexes into mv; it's the index set of the target.
      const bool validIndex = index.lbound() >= 0 && index.ubound() < numColsMv;
      // We can't take more columns out of A than A has.
      const bool validSource = index.size() <= numColsA;
 
      if (! validIndex || ! validSource)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<Scalar, ..."
            "> >::SetBlock(A, index=[" << index.lbound() << ", "
             << index.ubound() << "], mv): ";
          TEUCHOS_TEST_FOR_EXCEPTION(index.lbound() < 0, std::invalid_argument,
                             os.str() << "Range lower bound must be nonnegative.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.ubound() >= numColsMv, std::invalid_argument,
                             os.str() << "Range upper bound must be less than "
                             "the number of columns " << numColsA << " in the "
                             "'mv' output argument.");
          TEUCHOS_TEST_FOR_EXCEPTION(index.size() > numColsA, std::invalid_argument,
                             os.str() << "Range must have no more elements than"
                             " the number of columns " << numColsA << " in the "
                             "'A' input argument.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error, "Should never get here!");
        }
      typedef Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > MV_ptr;
      typedef Teuchos::RCP<const Tpetra::MultiVector<Scalar,LO,GO,Node> > const_MV_ptr;
 
      // View of the relevant column(s) of the target multivector mv.
      // We avoid view creation overhead by only creating a view if
      // the index range is different than [0, (# columns in mv) - 1].
      MV_ptr mv_view;
      if (index.lbound() == 0 && index.ubound()+1 == numColsMv)
        mv_view = Teuchos::rcpFromRef (mv); // Non-const, non-owning RCP
      else
        mv_view = CloneViewNonConst (mv, index);
 
      // View of the relevant column(s) of the source multivector A.
      // If A has fewer columns than mv_view, then create a view of
      // the first index.size() columns of A.
      const_MV_ptr A_view;
      if (index.size() == numColsA)
        A_view = Teuchos::rcpFromRef (A); // Const, non-owning RCP
      else
        A_view = CloneView (A, Teuchos::Range1D(0, index.size()-1));
 
      // Assignment of Tpetra::MultiVector objects via operator=()
      // assumes that both arguments have compatible Maps.  If
      // HAVE_TPETRA_DEBUG is defined at compile time, operator=()
      // will throw an std::runtime_error if the Maps are
      // incompatible.
      *mv_view = *A_view;
    }
 
    static void
    Assign (const Tpetra::MultiVector<Scalar,LO,GO,Node>& A,
            Tpetra::MultiVector<Scalar,LO,GO,Node>& mv)
    {
      // Range1D bounds are signed; size_t is unsigned.
      // Assignment of Tpetra::MultiVector is a deep copy.
 
      // Tpetra::MultiVector::getNumVectors() returns size_t.  It's
      // fair to assume that the number of vectors won't overflow int,
      // since the typical use case of multivectors involves few
      // columns, but it's friendly to check just in case.
      const size_t maxInt = static_cast<size_t> (Teuchos::OrdinalTraits<int>::max());
      const bool overflow = maxInt < A.getNumVectors() && maxInt < mv.getNumVectors();
      if (overflow)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<Scalar, ..."
            "> >::Assign(A, mv): ";
          TEUCHOS_TEST_FOR_EXCEPTION(maxInt < A.getNumVectors(), std::range_error,
                             os.str() << "Number of columns in the input multi"
                             "vector 'A' (a size_t) overflows int.");
          TEUCHOS_TEST_FOR_EXCEPTION(maxInt < mv.getNumVectors(), std::range_error,
                             os.str() << "Number of columns in the output multi"
                             "vector 'mv' (a size_t) overflows int.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error, "Should never get here!");
        }
      // We've already validated the static casts above.
      const int numColsA = static_cast<int> (A.getNumVectors());
      const int numColsMv = static_cast<int> (mv.getNumVectors());
      if (numColsA > numColsMv)
        {
          std::ostringstream os;
          os << "Belos::MultiVecTraits<Scalar, Tpetra::MultiVector<Scalar, ..."
            "> >::Assign(A, mv): ";
          TEUCHOS_TEST_FOR_EXCEPTION(numColsA > numColsMv, std::invalid_argument,
                             os.str() << "Input multivector 'A' has "
                             << numColsA << " columns, but output multivector "
                             "'mv' has only " << numColsMv << " columns.");
          TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error, "Should never get here!");
        }
      // Assignment of Tpetra::MultiVector objects via operator=()
      // assumes that both arguments have compatible Maps.  If
      // HAVE_TPETRA_DEBUG is defined at compile time, operator=()
      // will throw an std::runtime_error if the Maps are
      // incompatible.
      if (numColsA == numColsMv)
        mv = A;
      else
        {
          Teuchos::RCP<Tpetra::MultiVector<Scalar,LO,GO,Node> > mv_view =
            CloneViewNonConst (mv, Teuchos::Range1D(0, numColsA-1));
          *mv_view = A;
        }
    }
 
 
    static void MvRandom( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv )
    {
      mv.randomize();
    }
 
    static void MvInit( Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, Scalar alpha = Teuchos::ScalarTraits<Scalar>::zero() )
    { mv.putScalar(alpha); }
 
    static void MvPrint( const Tpetra::MultiVector<Scalar,LO,GO,Node>& mv, std::ostream& os )
    {
      Teuchos::FancyOStream fos(Teuchos::rcp(&os,false));
      mv.describe(fos,Teuchos::VERB_EXTREME);
    }
 
#ifdef HAVE_BELOS_TSQR
    typedef Tpetra::TsqrAdaptor< Tpetra::MultiVector< Scalar, LO, GO, Node > > tsqr_adaptor_type;
#endif // HAVE_BELOS_TSQR
  };
 
  //
  // Implementation of the Belos::OperatorTraits for Tpetra::Operator.
  //
 
  template <class BaseScalar, class Storage, class LO, class GO, class Node>
  class OperatorTraits <BaseScalar, Tpetra::MultiVector<Sacado::PCE::OrthogPoly<BaseScalar,Storage>,LO,GO,Node>, Tpetra::Operator<Sacado::PCE::OrthogPoly<BaseScalar,Storage>,LO,GO,Node> >
  {
  public:
    typedef Sacado::PCE::OrthogPoly<BaseScalar,Storage> Scalar;
    static void
    Apply (const Tpetra::Operator<Scalar,LO,GO,Node>& Op,
           const Tpetra::MultiVector<Scalar,LO,GO,Node>& X,
           Tpetra::MultiVector<Scalar,LO,GO,Node>& Y,
           ETrans trans=NOTRANS)
    {
      switch (trans) {
        case NOTRANS:
          Op.apply(X,Y,Teuchos::NO_TRANS);
          break;
        case TRANS:
          Op.apply(X,Y,Teuchos::TRANS);
          break;
        case CONJTRANS:
          Op.apply(X,Y,Teuchos::CONJ_TRANS);
          break;
      default:
        const std::string scalarName = Teuchos::TypeNameTraits<Scalar>::name();
        const std::string loName = Teuchos::TypeNameTraits<LO>::name();
        const std::string goName = Teuchos::TypeNameTraits<GO>::name();
        const std::string nodeName = Teuchos::TypeNameTraits<Node>::name();
        const std::string otName = "Belos::OperatorTraits<" + scalarName
          + "," + loName + "," + goName + "," + nodeName + ">";
        TEUCHOS_TEST_FOR_EXCEPTION(true, std::logic_error, otName << ": Should never "
                           "get here; fell through a switch statement.  "
                           "Please report this bug to the Belos developers.");
      }
    }
 
    static bool
    HasApplyTranspose (const Tpetra::Operator<Scalar,LO,GO,Node>& Op)
    {
      return Op.hasTransposeApply ();
    }
  };
 
} // end of Belos namespace
 
#endif
// end of file BELOS_PCE_TPETRA_ADAPTER_HPP