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Grid/Hadrons/NamedTensor.hpp

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/*************************************************************************************
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Grid physics library, www.github.com/paboyle/Grid
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Source file: Hadrons/NamedTensor.hpp
Copyright (C) 2015-2019
Author: Felix Erben <ferben@ed.ac.uk>
Author: Michael Marshall <Michael.Marshall@ed.ac.uk>
This program is free software; you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation; either version 2 of the License, or
(at your option) any later version.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU General Public License for more details.
You should have received a copy of the GNU General Public License along
with this program; if not, write to the Free Software Foundation, Inc.,
51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
See the full license in the file "LICENSE" in the top level distribution directory
*************************************************************************************/
/* END LEGAL */
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#ifndef Hadrons_NamedTensor_hpp_
#define Hadrons_NamedTensor_hpp_
#include <Hadrons/Global.hpp>
#include <Hadrons/EigenPack.hpp>
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BEGIN_HADRONS_NAMESPACE
/******************************************************************************
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NamedTensor contains:
1) Name of the tensor. By default, this is the tag name used for save / load
2) Eigen::Tensor of type Scalar_ and rank NumIndices_ (row-major order)
3) Name for each index
They can be persisted to / restored from disk. During restore, these validations are performed:
1) Tensor dimensionality must match
2) IndexNames are validated against current values
3) If the tensor has non-zero size, the tensor being loaded must have same extent in each dimension
******************************************************************************/
extern const std::string NamedTensorFileExtension;
template<typename Scalar_, int NumIndices_>
class NamedTensor : Serializable
{
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public:
using Scalar = Scalar_;
static constexpr int NumIndices = NumIndices_;
using ET = Eigen::Tensor<Scalar_, NumIndices_, Eigen::RowMajor>;
using Index = typename ET::Index;
GRID_SERIALIZABLE_CLASS_MEMBERS(NamedTensor,
ET, tensor,
std::vector<std::string>, IndexNames );
// Name of the object and Index names as set in the constructor
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const std::string &Name_;
const std::array<std::string, NumIndices_> &DefaultIndexNames_;
// Default constructor (assumes tensor will be loaded from file)
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE NamedTensor(const std::string &Name,
const std::array<std::string, NumIndices_> &indexNames)
: IndexNames{indexNames.begin(), indexNames.end()}, Name_{Name}, DefaultIndexNames_{indexNames} {}
// Construct a named tensor explicitly specifying size of each dimension
template<typename... IndexTypes>
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE NamedTensor(const std::string &Name,
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const std::array<std::string, NumIndices_> &indexNames,
Eigen::Index firstDimension, IndexTypes... otherDimensions)
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: tensor(firstDimension, otherDimensions...),
IndexNames{indexNames.begin(), indexNames.end()}, Name_{Name}, DefaultIndexNames_{indexNames}
{
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if(sizeof...(otherDimensions) + 1 != NumIndices_)
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HADRONS_ERROR(Argument, "NamedTensor: dimensions != tensor rank");
}
// Do my index names match the default for my type?
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template<typename array_or_vector_of_string>
bool ValidateIndexNames( const array_or_vector_of_string &CheckNames ) const
{
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return IndexNames.size() == CheckNames.size() && std::equal( IndexNames.begin(), IndexNames.end(), CheckNames.begin(),
[](const std::string &s1, const std::string &s2)
{
return s1.size() == s2.size() && std::equal( s1.begin(), s1.end(), s2.begin(),
[](const char & c1, const char & c2)
{ return c1 == c2 || std::toupper(c1) == std::toupper(c2); }); // case insensitive
});
}
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bool ValidateIndexNames() const { return ValidateIndexNames(DefaultIndexNames_); }
#ifdef HAVE_HDF5
using Default_Reader = Grid::Hdf5Reader;
using Default_Writer = Grid::Hdf5Writer;
#else
using Default_Reader = Grid::BinaryReader;
using Default_Writer = Grid::BinaryWriter;
#endif
void write(const std::string &FileName, const std::string &Tag) const
{
std::string FileName_{FileName};
FileName_.append( NamedTensorFileExtension );
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LOG(Message) << "Writing " << Name_ << " to file " << FileName_ << " tag " << Tag << std::endl;
Default_Writer w( FileName_ );
write( w, Tag, *this );
}
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void write(const std::string &FileName) const { return write(FileName, Name_); }
// Read tensor.
// Validate:
// 1) index names (if requested)
// 2) index dimensions (if they are non-zero when called)
template<typename Reader> void read(Reader &r, bool bValidate, const std::string &Tag)
{
// Grab index names and dimensions
std::vector<std::string> OldIndexNames{std::move(IndexNames)};
const typename ET::Dimensions OldDimensions{tensor.dimensions()};
read(r, Tag, *this);
const typename ET::Dimensions & NewDimensions{tensor.dimensions()};
for (int i = 0; i < NumIndices_; i++)
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if(OldDimensions[i] && OldDimensions[i] != NewDimensions[i])
HADRONS_ERROR(Size,"NamedTensor::read dimension size");
if (bValidate && !ValidateIndexNames(OldIndexNames))
HADRONS_ERROR(Definition,"NamedTensor::read dimension name");
}
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template<typename Reader> void read(Reader &r, bool bValidate = true) { read(r, bValidate, Name_); }
inline void read (const std::string &FileName, bool bValidate, const std::string &Tag)
{
Default_Reader r(FileName + NamedTensorFileExtension);
read(r, bValidate, Tag);
}
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inline void read (const std::string &FileName, bool bValidate= true) { return read(FileName, bValidate, Name_); }
};
/******************************************************************************
Common elements for distillation
******************************************************************************/
BEGIN_MODULE_NAMESPACE(MDistil)
//Eigenvectors of the Laplacian
using LapEvecs = Grid::Hadrons::EigenPack<LatticeColourVector>;
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// Noise vector (index order: nnoise, nt, nvec, ns)
class NoiseTensor : public NamedTensor<Complex, 4>
{
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static const std::string Name__;
static const std::array<std::string, 4> DefaultIndexNames__;
public:
// Default constructor (assumes tensor will be loaded from file)
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE NoiseTensor() : NamedTensor{Name__, DefaultIndexNames__} {}
// Construct a named tensor explicitly specifying size of each dimension
template<typename... IndexTypes>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE NoiseTensor(Eigen::Index nNoise, Eigen::Index nT, Eigen::Index nVec, Eigen::Index nS)
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: NamedTensor{Name__, DefaultIndexNames__, nNoise, nT, nVec, nS} {}
};
class PerambTensor : public NamedTensor<SpinVector, 6>
{
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static const std::string Name__;
static const std::array<std::string, 6> DefaultIndexNames__;
public:
// Default constructor (assumes tensor will be loaded from file)
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EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE PerambTensor() : NamedTensor{Name__, DefaultIndexNames__} {}
// Construct a named tensor explicitly specifying size of each dimension
template<typename... IndexTypes>
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE PerambTensor(Eigen::Index nT, Eigen::Index nVec, Eigen::Index LI, Eigen::Index nNoise, Eigen::Index nT_inv, Eigen::Index SI)
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: NamedTensor{Name__, DefaultIndexNames__, nT, nVec, LI, nNoise, nT_inv, SI} {}
};
END_MODULE_NAMESPACE
END_HADRONS_NAMESPACE
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#endif // Hadrons_NamedTensor_hpp_