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/* Copyright (c) 2020, Dyssol Development Team. All rights reserved. This file is part of Dyssol. See LICENSE file for license information. */
#include "DenseMDMatrix.h"
#include "DyssolUtilities.h"
#include <functional>
CDenseMDMatrix::CDenseMDMatrix()
{
}
CDenseMDMatrix::CDenseMDMatrix(const std::vector<unsigned>& _vTypes, const std::vector<unsigned>& _vClasses)
{
SetDimensions(_vTypes, _vClasses);
}
bool CDenseMDMatrix::SetDimensions(unsigned _nType, unsigned _nClasses)
{
return SetDimensions(std::vector<unsigned>{_nType}, std::vector<unsigned>{_nClasses});
}
bool CDenseMDMatrix::SetDimensions(unsigned _nType1, unsigned _nClasses1, unsigned _nType2, unsigned _nClasses2)
{
return SetDimensions(std::vector<unsigned>{_nType1, _nType2}, std::vector<unsigned>{_nClasses1, _nClasses2});
}
bool CDenseMDMatrix::SetDimensions(unsigned _nType1, unsigned _nClasses1, unsigned _nType2, unsigned _nClasses2, unsigned _nType3, unsigned _nClasses3)
{
return SetDimensions(std::vector<unsigned>{_nType1, _nType2, _nType3}, std::vector<unsigned>{_nClasses1, _nClasses2, _nClasses3});
}
bool CDenseMDMatrix::SetDimensions(const std::vector<unsigned>& _vTypes, const std::vector<unsigned>& _vClasses)
{
if (_vTypes.empty() || _vClasses.empty()) return false; // wrong size of _vDimensions or _vClasses
if (!CheckDuplicates(_vTypes)) return false; // duplicates in dimensions
if (_vTypes.size() != _vClasses.size()) return false; // wrong size of _vDimensions or _vClasses
for (size_t i = 0; i < _vClasses.size(); ++i) // wrong number of classes
if (_vClasses[i] == 0)
return false;
if (!m_vDimensions.empty()) // remove old data
Clear();
// save dimension parameters
m_vDimensions = _vTypes;
m_vClasses = _vClasses;
// allocate memory
size_t nSize = 1;
for (size_t i = 0; i < _vClasses.size(); ++i)
nSize *= _vClasses[i];
m_vData.resize(nSize, 0);
return true;
}
std::vector<unsigned> CDenseMDMatrix::GetDimensions() const
{
return m_vDimensions;
}
std::vector<unsigned> CDenseMDMatrix::GetClasses() const
{
return m_vClasses;
}
size_t CDenseMDMatrix::GetDimensionsNumber() const
{
return m_vDimensions.size();
}
void CDenseMDMatrix::Clear()
{
m_vDimensions.clear();
m_vClasses.clear();
m_vData.clear();
}
void CDenseMDMatrix::ClearData()
{
std::fill(m_vData.begin(), m_vData.end(), 0);
}
const double* CDenseMDMatrix::GetDataPtr() const
{
return m_vData.data();
}
double* CDenseMDMatrix::GetDataPtr()
{
return m_vData.data();
}
size_t CDenseMDMatrix::GetDataLength() const
{
return m_vData.size();
}
double CDenseMDMatrix::GetValue(unsigned _nDim, unsigned _nCoord) const
{
return GetValue(std::vector<unsigned>{_nDim}, std::vector<unsigned>{_nCoord});
}
double CDenseMDMatrix::GetValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2) const
{
return GetValue(std::vector<unsigned>{_nDim1, _nDim2}, std::vector<unsigned>{_nCoord1, _nCoord2});
}
double CDenseMDMatrix::GetValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2, unsigned _nDim3, unsigned _nCoord3) const
{
return GetValue(std::vector<unsigned>{_nDim1, _nDim2, _nDim3}, std::vector<unsigned>{_nCoord1, _nCoord2, _nCoord3});
}
double CDenseMDMatrix::GetValue(const std::vector<unsigned>& _vCoords) const
{
return GetValue( m_vDimensions, _vCoords );
}
double CDenseMDMatrix::GetValue(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords) const
{
if (_vDims.size() > m_vDimensions.size()) return -1; // _vDims has wrong size
if (_vDims.size() != _vCoords.size()) return -1; // wrong size of _vDims or _vCoords
return GetValueRecursive(_vDims, _vCoords);
}
std::vector<double> CDenseMDMatrix::GetVectorValue(unsigned _nDim) const
{
std::vector<double> vRes;
GetVectorValue(std::vector<unsigned>{_nDim}, std::vector<unsigned>(), vRes);
return vRes;
}
bool CDenseMDMatrix::GetVectorValue(unsigned _nDim, std::vector<double>& _vResult) const
{
return GetVectorValue(std::vector<unsigned>{_nDim}, std::vector<unsigned>(), _vResult);
}
bool CDenseMDMatrix::GetVectorValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, std::vector<double>& _vResult) const
{
return GetVectorValue(std::vector<unsigned>{_nDim1, _nDim2}, std::vector<unsigned>{_nCoord1}, _vResult);
}
bool CDenseMDMatrix::GetVectorValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2, unsigned _nDim3, std::vector<double>& _vResult) const
{
return GetVectorValue(std::vector<unsigned>{_nDim1, _nDim2, _nDim3}, std::vector<unsigned>{_nCoord1, _nCoord2}, _vResult);
}
std::vector<double> CDenseMDMatrix::GetVectorValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2, unsigned _nDim3) const
{
return GetVectorValue(std::vector<unsigned>{_nDim1, _nDim2, _nDim3}, std::vector<unsigned>{_nCoord1, _nCoord2});
}
bool CDenseMDMatrix::GetVectorValue(const std::vector<unsigned>& _vCoords, std::vector<double>& _vResult) const
{
return GetVectorValue(m_vDimensions, _vCoords, _vResult);
}
bool CDenseMDMatrix::GetVectorValue(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords, std::vector<double>& _vResult) const
{
if( _vDims.size() > m_vDimensions.size() ) return false; // _vDimType has wrong size
if (_vDims.size() != _vCoords.size() + 1) return false; // _vCoord has wrong size
return GetVectorValueRecursive(_vDims, _vCoords, _vResult);
}
std::vector<double> CDenseMDMatrix::GetVectorValue(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords) const
{
if (_vDims.size() > m_vDimensions.size()) return {}; // _vDimType has wrong size
if (_vDims.size() != _vCoords.size() + 1) return {}; // _vCoord has wrong size
std::vector<double> res;
const bool success = GetVectorValueRecursive(_vDims, _vCoords, res);
if (!success) return {};
return res;
}
bool CDenseMDMatrix::SetValue(unsigned _nCoord, double _dValue)
{
if (m_vDimensions.size() != 1) return false;
return SetValue(m_vDimensions, std::vector<unsigned>{_nCoord}, _dValue);
}
bool CDenseMDMatrix::SetValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nCoord2, double _dValue)
{
if (m_vDimensions.size() != 2) return false;
std::vector<unsigned> vDims{ _nDim1 , 0 };
if (_nDim1 == m_vDimensions[0]) vDims[1] = m_vDimensions[1];
else vDims[1] = m_vDimensions[0];
return SetValue(vDims, std::vector<unsigned>{_nCoord1, _nCoord2}, _dValue);
}
bool CDenseMDMatrix::SetValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2, unsigned _nCoord3, double _dValue)
{
if (m_vDimensions.size() != 3) return false;
if (_nDim1 == _nDim2) return false;
std::vector<unsigned> vDims{ _nDim1 , _nDim2 , 0 };
if (_nDim1 == m_vDimensions[0])
if (_nDim2 == m_vDimensions[1]) vDims[2] = m_vDimensions[2];
else vDims[2] = m_vDimensions[1];
else if (_nDim1 == m_vDimensions[1])
if (_nDim2 == m_vDimensions[0]) vDims[2] = m_vDimensions[2];
else vDims[2] = m_vDimensions[0];
else
if (_nDim2 == m_vDimensions[0]) vDims[2] = m_vDimensions[1];
else vDims[2] = m_vDimensions[0];
return SetValue(vDims, std::vector<unsigned>{_nCoord1, _nCoord2, _nCoord3}, _dValue);
}
bool CDenseMDMatrix::SetValue(const std::vector<unsigned>& _vCoords, double _dValue)
{
return SetValue(m_vDimensions, _vCoords, _dValue);
}
bool CDenseMDMatrix::SetValue(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords, double _dValue)
{
size_t index = GetIndex(_vDims, _vCoords);
if ((index == -1) || (index >= m_vData.size()))
return false;
m_vData[index] = _dValue;
return true;
}
bool CDenseMDMatrix::SetVectorValue(const std::vector<double>& _vValue)
{
if (m_vDimensions.size() != 1) return false;
return SetVectorValue( m_vDimensions, std::vector<unsigned>(), _vValue );
}
bool CDenseMDMatrix::SetVectorValue(unsigned _nDim, unsigned _nCoord, const std::vector<double>& _vValue)
{
if (m_vDimensions.size() != 2) return false;
std::vector<unsigned> vDims{ _nDim , 0 };
if (_nDim == m_vDimensions[0]) vDims[1] = m_vDimensions[1];
else vDims[1] = m_vDimensions[0];
return SetVectorValue(vDims, std::vector<unsigned>{_nCoord}, _vValue);
}
bool CDenseMDMatrix::SetVectorValue(unsigned _nDim1, unsigned _nCoord1, unsigned _nDim2, unsigned _nCoord2, const std::vector<double>& _vValue)
{
if (m_vDimensions.size() != 3) return false;
if (_nDim1 == _nDim2) return false;
std::vector<unsigned> vDims{ _nDim1 , _nDim2 , 0 };
if (_nDim1 == m_vDimensions[0])
if (_nDim2 == m_vDimensions[1]) vDims[2] = m_vDimensions[2];
else vDims[2] = m_vDimensions[1];
else if (_nDim1 == m_vDimensions[1])
if (_nDim2 == m_vDimensions[0]) vDims[2] = m_vDimensions[2];
else vDims[2] = m_vDimensions[0];
else
if (_nDim2 == m_vDimensions[0]) vDims[2] = m_vDimensions[1];
else vDims[2] = m_vDimensions[0];
return SetVectorValue(vDims, std::vector<unsigned>{_nCoord1, _nCoord2}, _vValue);
}
bool CDenseMDMatrix::SetVectorValue(const std::vector<unsigned>& _vCoords, const std::vector<double>& _vValue)
{
return SetVectorValue(m_vDimensions, _vCoords, _vValue);
}
bool CDenseMDMatrix::SetVectorValue(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords, const std::vector<double>& _vValue)
{
size_t index;
size_t step;
size_t vecLength;
if (!GetIndexAndStep(_vDims, _vCoords, &index, &step, &vecLength))
return false;
if (vecLength != _vValue.size()) // wrong size of values vector
return false;
for(size_t i=0; i<vecLength; ++i, index += step)
if( index < m_vData.size() )
m_vData[index] = _vValue[i];
return true;
}
bool CDenseMDMatrix::IsNormalized()
{
return (std::accumulate(m_vData.begin(), m_vData.end(), 0.) == 1.);
}
void CDenseMDMatrix::Normalize()
{
::Normalize(m_vData);
}
bool CDenseMDMatrix::CheckDuplicates(const std::vector<unsigned>& _vDims) const
{
for (size_t i = 0; i < _vDims.size() - 1; ++i)
for (size_t j = i + 1; j < _vDims.size(); ++j)
if (_vDims[i] == _vDims[j])
return false;
return true;
}
size_t CDenseMDMatrix::GetIndex(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords) const
{
if (_vDims.size() != m_vDimensions.size()) return -1; // wrong number of dimensions
if (_vDims.size() != _vCoords.size()) return -1; // wrong number of coordinates
if (_vDims.size() == 0) return -1; // empty dimensions set
std::vector<unsigned> vSizes;
std::vector<unsigned> vCoords;
for (size_t i = 0; i < m_vDimensions.size(); ++i)
{
unsigned iDim;
for (iDim = 0; iDim < _vDims.size(); ++iDim)
if (m_vDimensions[i] == _vDims[iDim])
{
if (_vCoords[iDim] >= m_vClasses[i]) // wrong coordinate
return -1;
vSizes.push_back(m_vClasses[i]);
vCoords.push_back(_vCoords[iDim]);
break;
}
if (iDim == _vDims.size()) // dimension #i wasn't defined in _vDims
return -1;
}
std::vector<unsigned>::reverse_iterator iterCoord = vCoords.rbegin();
std::vector<unsigned>::reverse_iterator iterSize = vSizes.rbegin();
unsigned index = *iterCoord;
++iterCoord;
++iterSize;
for (size_t i = 0; i < _vDims.size() - 1; ++i, ++iterSize, ++iterCoord)
index = index * *iterSize + *iterCoord;
return index;
}
bool CDenseMDMatrix::GetIndexAndStep(const std::vector<unsigned>& _vDims, const std::vector<unsigned>& _vCoords, size_t* _pResIndex, size_t* _pResStep, size_t* _pResVecLength) const
{
if (_vDims.size() != m_vDimensions.size()) return false; // wrong number of dimensions
if (_vDims.size() != _vCoords.size() + 1) return false; // wrong number of coordinates
if (_vDims.size() == 0) return false; // empty dimensions set
std::vector<size_t> vSizes;
std::vector<size_t> vCoords;
size_t iVect = 0;
size_t nStep = 1;
bool bFlagOk = true;
for (size_t i = 0; i < m_vDimensions.size(); ++i)
{
unsigned iDim;
for (iDim = 0; iDim < _vDims.size(); ++iDim)
{
if (m_vDimensions[i] == _vDims[iDim])
{
vSizes.push_back(m_vClasses[i]);
if (iDim < _vCoords.size())
{
if (m_vClasses[i] <= _vCoords[iDim]) // wrong coordinate
return false;
vCoords.push_back(_vCoords[iDim]);
}
if (bFlagOk)
{
if (_vDims[iDim] != _vDims.back())
nStep *= m_vClasses[i];
else
{
bFlagOk = false;
iVect = i;
}
}
break;
}
}
if (iDim == _vDims.size())
return false;
}
vCoords.insert(vCoords.begin() + iVect, 0);
std::vector<size_t>::reverse_iterator iterCoord = vCoords.rbegin();
std::vector<size_t>::reverse_iterator iterSize = vSizes.rbegin();
size_t index = *iterCoord;
++iterCoord;
++iterSize;
for (size_t i = 0; i < _vDims.size() - 1; ++i, ++iterSize, ++iterCoord)
index = index * *iterSize + *iterCoord;
*_pResIndex = index;
*_pResStep = nStep;
*_pResVecLength = vSizes.at(iVect);
return true;
}
double CDenseMDMatrix::GetValueRecursive(std::vector<unsigned> _vDims, std::vector<unsigned> _vCoords) const
{
if (_vDims.size() < m_vDimensions.size() - 1) // add dimension and call GetValueRecursive for each class recursively
{
size_t index = 0;
for (size_t i = 0; i < m_vDimensions.size(); ++i)
{
std::vector<unsigned>::iterator res = std::find(_vDims.begin(), _vDims.end(), m_vDimensions.at(i));
if (res == _vDims.end())
{
_vDims.push_back(m_vDimensions[i]);
index = i;
break;
}
}
double dRes = 0;
_vCoords.push_back(0);
for (unsigned i = 0; i < m_vClasses[index]; ++i)
{
dRes += GetValueRecursive(_vDims, _vCoords);
_vCoords.back()++;
}
return dRes;
}
else if (_vDims.size() == m_vDimensions.size() - 1) // add dim and return sum of the vector
{
for (size_t i = 0; i < m_vDimensions.size(); ++i)
{
std::vector<unsigned>::iterator res = std::find(_vDims.begin(), _vDims.end(), m_vDimensions[i]);
if (res == _vDims.end())
{
_vDims.push_back(m_vDimensions[i]);
break;
}
}
std::vector<double> vRes;
if (!GetVectorValue(_vDims, _vCoords, vRes))
return 0;
double dRes = 0;
for (size_t i = 0; i < vRes.size(); ++i)
dRes += vRes[i];
return dRes;
}
else if (_vDims.size() == m_vDimensions.size()) // just return the value
{
size_t index = GetIndex(_vDims, _vCoords);
if ((index != -1) && (index < m_vData.size()))
return m_vData[index];
}
return 0;
}
bool CDenseMDMatrix::GetVectorValueRecursive(std::vector<unsigned> _vDims, std::vector<unsigned> _vCoords, std::vector<double>& _pResult) const
{
if( _vDims.size() < m_vDimensions.size() ) // add dimension and call GetVectorValueRecursive for each class recursively
{
// find index of dimension that corresponds to a last element of _vDims
size_t index = 0;
for(size_t i=0; i<m_vDimensions.size(); ++i )
if( m_vDimensions[i] == _vDims.back() )
{
index = i;
break;
}
for(size_t i=0; i<m_vDimensions.size(); ++i )
{
std::vector<unsigned>::iterator res = std::find( _vDims.begin(), _vDims.end(), m_vDimensions[i] );
if( res == _vDims.end() )
{
_vDims.push_back( m_vDimensions[i] );
break;
}
}
_vCoords.push_back( 0 );
_pResult.clear();
for(size_t i=0; i<m_vClasses[index]; ++i )
{
std::vector<double> vTemp;
_pResult.push_back( 0 );
if( GetVectorValueRecursive( _vDims, _vCoords, vTemp ) )
for(size_t j=0; j<vTemp.size(); ++j )
_pResult.back() += vTemp[j];
_vCoords.back()++;
}
return true;
}
else if( _vDims.size() == m_vDimensions.size() ) // just return the vector value
{
size_t index;
size_t nStep;
size_t nVecLength;
if( !GetIndexAndStep( _vDims, _vCoords, &index, &nStep, &nVecLength ) )
return false;
_pResult.resize( nVecLength );
for (size_t i = 0; i < nVecLength; ++i)
if( index < m_vData.size() )
{
_pResult[i] = m_vData[index];
index += nStep;
}
return true;
}
return false;
}
CDenseMDMatrix CDenseMDMatrix::operator+(const CDenseMDMatrix& _matrix)
{
if (m_vDimensions.size() != _matrix.m_vDimensions.size())
return CDenseMDMatrix();
for (size_t i = 0; i < m_vDimensions.size(); ++i)
if ((m_vDimensions[i] != _matrix.m_vDimensions[i]) || (m_vClasses[i] != _matrix.m_vClasses[i]))
return CDenseMDMatrix();
CDenseMDMatrix sum;
sum.SetDimensions(m_vDimensions, m_vClasses);
std::transform(m_vData.begin(), m_vData.end(), _matrix.m_vData.begin(), sum.m_vData.begin(), std::plus<>());
return sum;
}
CDenseMDMatrix CDenseMDMatrix::operator-(const CDenseMDMatrix& _matrix)
{
if (m_vDimensions.size() != _matrix.m_vDimensions.size())
return CDenseMDMatrix();
for (unsigned i = 0; i < m_vDimensions.size(); ++i)
if ((m_vDimensions[i] != _matrix.m_vDimensions[i]) || (m_vClasses[i] != _matrix.m_vClasses[i]))
return CDenseMDMatrix();
CDenseMDMatrix diff;
diff.SetDimensions(m_vDimensions, m_vClasses);
std::transform(m_vData.begin(), m_vData.end(), _matrix.m_vData.begin(), diff.m_vData.begin(), std::minus<>());
return diff;
}
CDenseMDMatrix CDenseMDMatrix::operator*(double _dFactor)
{
CDenseMDMatrix prod;
prod.SetDimensions(m_vDimensions, m_vClasses);
std::transform(m_vData.begin(), m_vData.end(), prod.m_vData.begin(), [_dFactor](const double v) { return v * _dFactor; });
return prod;
}
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