Files
PoissonRecon/Src/FEMTree.inl
T
mkazhdan 9230936ab4 Version 12.00:
Added functionality to fit a function to set of sample values (PointInterpolant)
Added functionality to sample a function at prescribed locations (AdaptiveTreeVisualization)
2019-07-19 00:25:18 -04:00

1078 lines
49 KiB
C++

/*
Copyright (c) 2006, Michael Kazhdan and Matthew Bolitho
All rights reserved.
Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:
Redistributions of source code must retain the above copyright notice, this list of
conditions and the following disclaimer. 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.
Neither the name of the Johns Hopkins University nor the names of its contributors
may be used to endorse or promote products derived from this software without specific
prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "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 THE COPYRIGHT OWNER OR 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.
*/
#include <functional>
#include <cmath>
#include <climits>
#include "MyMiscellany.h"
/////////////////////
// FEMTreeNodeData //
/////////////////////
FEMTreeNodeData::FEMTreeNodeData( void ){ flags = 0; }
FEMTreeNodeData::~FEMTreeNodeData( void ) { }
/////////////
// FEMTree //
/////////////
template< unsigned int Dim , class Real >
double FEMTree< Dim , Real >::MemoryUsage( void )
{
double mem = double( MemoryInfo::Usage() ) / (1<<20);
_MaxMemoryUsage = std::max< double >( mem , _MaxMemoryUsage );
_LocalMemoryUsage = std::max< double >( mem , _LocalMemoryUsage );
return mem;
}
template< unsigned int Dim , class Real > FEMTree< Dim , Real >::FEMTree( size_t blockSize ) : _nodeInitializer( *this )
{
if( blockSize )
{
nodeAllocators.resize( std::thread::hardware_concurrency() );
for( size_t i=0 ; i<nodeAllocators.size() ; i++ )
{
nodeAllocators[i] = new Allocator< FEMTreeNode >();
nodeAllocators[i]->set( blockSize );
}
}
_nodeCount = 0;
_tree = FEMTreeNode::NewBrood( nodeAllocators.size() ? nodeAllocators[0] : NULL , _nodeInitializer );
_tree->template initChildren< false >( nodeAllocators.size() ? nodeAllocators[0] : NULL , _nodeInitializer ) , _spaceRoot = _tree->children;
int offset[Dim];
for( int d=0 ; d<Dim ; d++ ) offset[d] = 0;
RegularTreeNode< Dim , FEMTreeNodeData , depth_and_offset_type >::ResetDepthAndOffset( _spaceRoot , 0 , offset );
_depthOffset = 0;
memset( _femSigs1 , -1 , sizeof( _femSigs1 ) );
memset( _femSigs2 , -1 , sizeof( _femSigs2 ) );
memset( _refinableSigs , -1 , sizeof( _refinableSigs ) );
}
template< unsigned int Dim , class Real >
FEMTree< Dim , Real >::FEMTree( FILE* fp , XForm< Real , Dim+1 > &xForm , size_t blockSize ) : _nodeInitializer( *this )
{
if( blockSize )
{
nodeAllocators.resize( std::thread::hardware_concurrency() );
for( size_t i=0 ; i<nodeAllocators.size() ; i++ )
{
nodeAllocators[i] = new Allocator< FEMTreeNode >();
nodeAllocators[i]->set( blockSize );
}
}
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[0] : NULL;
if( fp )
{
if( fread( xForm.coords , sizeof( Real ) , (Dim+1)*(Dim+1) , fp )!=(Dim+1)*(Dim+1) ) ERROR_OUT( "Failed to read transform" );
if( fread( &_depthOffset , sizeof( int ) , 1 , fp )!=1 ) ERROR_OUT( "Failed to read depth offset" );
_tree = FEMTreeNode::NewBrood( nodeAllocator , _nodeInitializer );
_tree->read( fp , nodeAllocator , _nodeInitializer );
_maxDepth = _tree->maxDepth() - _depthOffset;
_spaceRoot = _tree->children;
if( _depthOffset>1 )
{
_spaceRoot = _tree->children + (1<<Dim)-1;
for( int d=1 ; d<_depthOffset ; d++ )
if( !_spaceRoot->children ) ERROR_OUT( "Expected children" );
else _spaceRoot = _spaceRoot->children;
}
_sNodes.set( *_tree , NULL );
}
else
{
_tree = FEMTreeNode::NewBrood( nodeAllocator , _nodeInitializer );
_tree->template initChildren< false >( nodeAllocator , _nodeInitializer ) , _spaceRoot = _tree->children;
int offset[Dim];
for( int d=0 ; d<Dim ; d++ ) offset[d] = 0;
RegularTreeNode< Dim , FEMTreeNodeData , depth_and_offset_type >::ResetDepthAndOffset( _spaceRoot , 0 , offset );
_depthOffset = 0;
}
}
template< unsigned int Dim , class Real > void FEMTree< Dim , Real >::write( FILE* fp , XForm< Real , Dim+1 > xForm ) const
{
fwrite( xForm.coords , sizeof( Real ) , (Dim+1)*(Dim+1) , fp );
fwrite( &_depthOffset , sizeof( int ) , 1 , fp );
_tree->write( fp );
}
template< unsigned int Dim , class Real >
const RegularTreeNode< Dim , FEMTreeNodeData , depth_and_offset_type >* FEMTree< Dim , Real >::leaf( Point< Real , Dim > p ) const
{
if( !_InBounds( p ) ) return NULL;
Point< Real , Dim > center;
for( int d=0 ; d<Dim ; d++ ) center[d] = (Real)0.5;
Real width = Real(1.0);
FEMTreeNode* node = _spaceRoot;
while( node->children )
{
int cIndex = FEMTreeNode::ChildIndex( center , p );
node = node->children + cIndex;
width /= 2;
for( int d=0 ; d<Dim ; d++ )
if( (cIndex>>d) & 1 ) center[d] += width/2;
else center[d] -= width/2;
}
return node;
}
template< unsigned int Dim , class Real >
template< bool ThreadSafe >
RegularTreeNode< Dim , FEMTreeNodeData , depth_and_offset_type >* FEMTree< Dim , Real >::_leaf( Allocator< FEMTreeNode > *nodeAllocator , Point< Real , Dim > p , LocalDepth maxDepth )
{
if( !_InBounds( p ) ) return NULL;
Point< Real , Dim > center;
for( int d=0 ; d<Dim ; d++ ) center[d] = (Real)0.5;
Real width = Real(1.0);
FEMTreeNode* node = _spaceRoot;
LocalDepth d = _localDepth( node );
while( ( d<0 && node->children ) || ( d>=0 && d<maxDepth ) )
{
if( !node->children ) node->template initChildren< ThreadSafe >( nodeAllocator , _nodeInitializer );
int cIndex = FEMTreeNode::ChildIndex( center , p );
node = node->children + cIndex;
d++;
width /= 2;
for( int d=0 ; d<Dim ; d++ )
if( (cIndex>>d) & 1 ) center[d] += width/2;
else center[d] -= width/2;
}
return node;
}
template< unsigned int Dim , class Real > bool FEMTree< Dim , Real >::_InBounds( Point< Real , Dim > p ){ for( int d=0 ; d<Dim ; d++ ) if( p[d]<0 || p[d]>1 ) return false ; return true; }
template< unsigned int Dim , class Real >
template< unsigned int ... FEMSignatures >
bool FEMTree< Dim , Real >::isValidFEMNode( UIntPack< FEMSignatures ... > , const FEMTreeNode* node ) const
{
if( GetGhostFlag< Dim >( node ) ) return false;
LocalDepth d ; LocalOffset off ; _localDepthAndOffset( node , d , off );
if( d<0 ) return false;
return FEMIntegrator::IsValidFEMNode( UIntPack< FEMSignatures ... >() , d , off );
}
template< unsigned int Dim , class Real >
bool FEMTree< Dim , Real >::isValidSpaceNode( const FEMTreeNode* node ) const
{
if( !node ) return false;
LocalDepth d ; LocalOffset off ; _localDepthAndOffset( node , d , off );
if( d<0 ) return false;
int res = 1<<d;
for( int dd=0 ; dd<Dim ; dd++ ) if( off[dd]<0 || off[dd]>=res ) return false;
return true;
}
template< unsigned int Dim , class Real >
template< bool ThreadSafe , unsigned int ... Degrees >
void FEMTree< Dim , Real >::_setFullDepth( UIntPack< Degrees ... > , Allocator< FEMTreeNode > *nodeAllocator , FEMTreeNode* node , LocalDepth depth )
{
LocalDepth d ; LocalOffset off;
_localDepthAndOffset( node , d , off );
bool refine = d<depth && ( d<0 || !FEMIntegrator::IsOutOfBounds( UIntPack< FEMDegreeAndBType< Degrees , BOUNDARY_FREE >::Signature ... >() , d , off ) );
if( refine )
{
if( !node->children ) node->template initChildren< ThreadSafe >( nodeAllocator , _nodeInitializer );
for( int c=0 ; c<(1<<Dim) ; c++ ) _setFullDepth< ThreadSafe >( UIntPack< Degrees ... >() , nodeAllocator , node->children+c , depth );
}
}
template< unsigned int Dim , class Real >
template< bool ThreadSafe , unsigned int ... Degrees >
void FEMTree< Dim , Real >::_setFullDepth( UIntPack< Degrees ... > , Allocator< FEMTreeNode > *nodeAllocator , LocalDepth depth )
{
if( !_tree->children ) _tree->template initChildren< ThreadSafe >( nodeAllocator , _nodeInitializer );
for( int c=0 ; c<(1<<Dim) ; c++ ) _setFullDepth< ThreadSafe >( UIntPack< Degrees ... >() , nodeAllocator , _tree->children+c , depth );
}
template< unsigned int Dim , class Real >
template< unsigned int ... Degrees >
typename FEMTree< Dim , Real >::LocalDepth FEMTree< Dim , Real >::_getFullDepth( UIntPack< Degrees ... > , const FEMTreeNode* node ) const
{
LocalDepth d ; LocalOffset off;
_localDepthAndOffset( node , d , off );
bool refine = d<0 || !FEMIntegrator::IsOutOfBounds( UIntPack< FEMDegreeAndBType< Degrees , BOUNDARY_FREE >::Signature ... >() , d , off );
if( refine )
{
if( !node->children ) return d;
else
{
LocalDepth depth = INT_MAX;
for( int c=0 ; c<(1<<Dim) ; c++ )
{
LocalDepth d = _getFullDepth( UIntPack< Degrees ... >() , node->children+c );
if( d<depth ) depth = d;
}
return depth;
}
}
else return INT_MAX;
}
template< unsigned int Dim , class Real >
template< unsigned int ... Degrees >
typename FEMTree< Dim , Real >::LocalDepth FEMTree< Dim , Real >::getFullDepth( UIntPack< Degrees ... > ) const
{
if( !_tree->children ) return -1;
LocalDepth depth = INT_MAX;
for( int c=0 ; c<(1<<Dim) ; c++ )
{
LocalDepth d = _getFullDepth( UIntPack< Degrees ... >() , _tree->children+c );
if( d<depth ) depth = d;
}
return depth;
}
template< unsigned int Dim , class Real >
template< unsigned int LeftRadius , unsigned int RightRadius , class ... DenseOrSparseNodeData >
void FEMTree< Dim , Real >::thicken( FEMTreeNode **nodes , size_t nodeCount, DenseOrSparseNodeData* ... data )
{
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[0] : NULL;
std::vector< node_index_type > map( _nodeCount );
for( node_index_type i=0 ; i<_nodeCount ; i++ ) map[i] = i;
{
int d=0 , off[Dim];
for( int d=0 ; d<Dim ; d++ ) off[d] = 0;
FEMTreeNode::ResetDepthAndOffset( _tree , d , off );
}
typename RegularTreeNode< Dim , FEMTreeNodeData , depth_and_offset_type >::template NeighborKey< IsotropicUIntPack< Dim , LeftRadius > , IsotropicUIntPack< Dim , RightRadius > > neighborKey;
neighborKey.set( _tree->maxDepth() );
for( size_t i=0 ; i<nodeCount ; i++ ) neighborKey.template getNeighbors< true , false >( nodes[i] , nodeAllocator , _nodeInitializer );
{
int d=0 , off[Dim];
for( int d=0 ; d<Dim ; d++ ) off[d] = 0;
FEMTreeNode::ResetDepthAndOffset( _spaceRoot , d , off );
}
_reorderDenseOrSparseNodeData( &map[0] , _nodeCount , data ... );
}
template< unsigned int Dim , class Real >
template< unsigned int LeftRadius , unsigned int RightRadius , class IsThickenNode , class ... DenseOrSparseNodeData >
void FEMTree< Dim , Real >::thicken( IsThickenNode F , DenseOrSparseNodeData* ... data )
{
std::vector< FEMTreeNode* > nodes;
for( FEMTreeNode* node=_tree->nextNode() ; node ; node=_tree->nextNode( node ) ) if( IsActiveNode( node ) && F( node ) ) nodes.push_back( node );
thicken< LeftRadius , RightRadius >( &nodes[0] , nodes.size() , data ... );
}
template< unsigned int Dim , class Real >
template< unsigned int DensityDegree >
typename FEMTree< Dim , Real >::template DensityEstimator< DensityDegree >* FEMTree< Dim , Real >::setDensityEstimator( const std::vector< PointSample >& samples , LocalDepth splatDepth , Real samplesPerNode , int coDimension )
{
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[0] : NULL;
LocalDepth maxDepth = _spaceRoot->maxDepth();
splatDepth = std::max< LocalDepth >( 0 , std::min< LocalDepth >( splatDepth , maxDepth ) );
DensityEstimator< DensityDegree >* _density = new DensityEstimator< DensityDegree >( splatDepth , coDimension );
DensityEstimator< DensityDegree >& density = *_density;
PointSupportKey< IsotropicUIntPack< Dim , DensityDegree > > densityKey;
densityKey.set( _localToGlobal( splatDepth ) );
std::vector< node_index_type > sampleMap( nodeCount() , -1 );
ThreadPool::Parallel_for( 0 , samples.size() , [&]( unsigned int , size_t i ){ if( samples[i].sample.weight>0 ) sampleMap[ samples[i].node->nodeData.nodeIndex ] = (node_index_type)i; } );
std::function< ProjectiveData< Point< Real , Dim > , Real > ( FEMTreeNode* ) > SetDensity = [&] ( FEMTreeNode* node )
{
ProjectiveData< Point< Real , Dim > , Real > sample;
LocalDepth d = _localDepth( node );
node_index_type idx = node->nodeData.nodeIndex;
if( node->children )
for( int c=0 ; c<(1<<Dim) ; c++ )
{
ProjectiveData< Point< Real , Dim > , Real > s = SetDensity( node->children + c );
if( d<=splatDepth && s.weight>0 )
{
Point< Real , Dim > p = s.data / s.weight;
Real w = s.weight / samplesPerNode;
_addWeightContribution< true >( nodeAllocator , density , node , p , densityKey , w );
}
sample += s;
}
else if( idx<(node_index_type)sampleMap.size() && sampleMap[idx]!=-1 )
{
sample = samples[ sampleMap[ idx ] ].sample;
if( d<=splatDepth && sample.weight>0 )
{
Point< Real , Dim > p = sample.data / sample.weight;
Real w = sample.weight / samplesPerNode;
_addWeightContribution< true >( nodeAllocator , density , node , p , densityKey , w );
}
}
return sample;
};
SetDensity( _spaceRoot );
MemoryUsage();
return _density;
}
template< unsigned int Dim , class Real >
template< unsigned int ... DataSigs , unsigned int DensityDegree , class InData , class OutData >
SparseNodeData< OutData , UIntPack< DataSigs ... > > FEMTree< Dim , Real >::setDataField( UIntPack< DataSigs ... > , const std::vector< PointSample >& samples , const std::vector< InData >& data , const DensityEstimator< DensityDegree >* density , Real& pointWeightSum , std::function< bool ( InData , OutData& ) > ConversionFunction , std::function< Real ( InData ) > BiasFunction )
{
std::function< bool ( InData , OutData & , Real & ) > ConversionAndBiasFunction = [&]( InData in , OutData &out , Real &bias )
{
if( ConversionFunction( in , out ) )
{
bias = BiasFunction( in );
return true;
}
else return false;
};
return setDataField( UIntPack< DataSigs ... >() , samples , data , density , pointWeightSum , ConversionAndBiasFunction );
}
template< unsigned int Dim , class Real >
template< unsigned int ... DataSigs , unsigned int DensityDegree , class InData , class OutData >
SparseNodeData< OutData , UIntPack< DataSigs ... > > FEMTree< Dim , Real >::setDataField( UIntPack< DataSigs ... > , const std::vector< PointSample >& samples , const std::vector< InData >& data , const DensityEstimator< DensityDegree >* density , Real& pointWeightSum , std::function< bool ( InData , OutData & , Real & ) > ConversionAndBiasFunction )
{
LocalDepth maxDepth = _spaceRoot->maxDepth();
typedef PointSupportKey< IsotropicUIntPack< Dim , DensityDegree > > DensityKey;
typedef UIntPack< FEMSignature< DataSigs >::Degree ... > DataDegrees;
typedef PointSupportKey< UIntPack< FEMSignature< DataSigs >::Degree ... > > DataKey;
std::vector< DensityKey > densityKeys( ThreadPool::NumThreads() );
std::vector< DataKey > dataKeys( ThreadPool::NumThreads() );
bool oneKey = DensityDegree==DataDegrees::Min() && DensityDegree==DataDegrees::Max();
for( size_t i=0 ; i<densityKeys.size() ; i++ ) densityKeys[i].set( _localToGlobal( maxDepth ) );
if( !oneKey ) for( size_t i=0 ; i<dataKeys.size() ; i++ ) dataKeys[i].set( _localToGlobal( maxDepth ) );
Real weightSum = 0;
pointWeightSum = 0;
SparseNodeData< OutData , UIntPack< DataSigs ... > > dataField;
Real _pointWeightSum = 0;
ThreadPool::Parallel_for( 0 , samples.size() , [&]( unsigned int thread , size_t i )
{
DensityKey& densityKey = densityKeys[ thread ];
DataKey& dataKey = dataKeys[ thread ];
const ProjectiveData< Point< Real , Dim > , Real >& sample = samples[i].sample;
if( sample.weight>0 )
{
Point< Real , Dim > p = sample.data / sample.weight;
InData in = data[i] / sample.weight;
OutData out;
Real depthBias;
if( !_InBounds(p) ) WARN( "Point sample is out of bounds" );
else if( ConversionAndBiasFunction( in , out , depthBias ) )
{
AddAtomic( weightSum , sample.weight );
out *= sample.weight;
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[ thread ] : NULL;
#if defined( __GNUC__ ) && __GNUC__ < 5
#warning "you've got me gcc version<5"
if( density ) AddAtomic( _pointWeightSum , _splatPointData< true , true , DensityDegree , OutData >( nodeAllocator , *density , p , out , dataField , densityKey , oneKey ? *( (DataKey*)&densityKey ) : dataKey , 0 , maxDepth , Dim , depthBias ) * sample.weight );
#else // !__GNUC__ || __GNUC__ >=5
if( density ) AddAtomic( _pointWeightSum , _splatPointData< true , true , DensityDegree , OutData , DataSigs ... >( nodeAllocator , *density , p , out , dataField , densityKey , oneKey ? *( (DataKey*)&densityKey ) : dataKey , 0 , maxDepth , Dim , depthBias ) * sample.weight );
#endif // __GNUC__ || __GNUC__ < 4
else
{
Real width = (Real)( 1.0 / ( 1<<maxDepth ) );
#if defined( __GNUC__ ) && __GNUC__ < 5
#warning "you've got me gcc version<5"
_splatPointData< true , true , OutData >( nodeAllocator , _leaf< true >( nodeAllocator , p , maxDepth ) , p , out / (Real)pow( width , Dim ) , dataField , oneKey ? *( (DataKey*)&densityKey ) : dataKey );
#else // !__GNUC__ || __GNUC__ >=5
_splatPointData< true , true , OutData , DataSigs ... >( nodeAllocator , _leaf< true >( nodeAllocator , p , maxDepth ) , p , out / (Real)pow( width , Dim ) , dataField , oneKey ? *( (DataKey*)&densityKey ) : dataKey );
#endif // __GNUC__ || __GNUC__ < 4
AddAtomic( _pointWeightSum , sample.weight );
}
}
}
}
);
pointWeightSum = _pointWeightSum / weightSum;
MemoryUsage();
return dataField;
}
template< unsigned int Dim , class Real >
template< unsigned int DataSig , bool CreateNodes , unsigned int DensityDegree , class Data >
SparseNodeData< Data , IsotropicUIntPack< Dim , DataSig > > FEMTree< Dim , Real >::setSingleDepthDataField( const std::vector< PointSample >& samples , const std::vector< Data >& sampleData , const DensityEstimator< DensityDegree >* density )
{
LocalDepth maxDepth = _spaceRoot->maxDepth();
PointSupportKey< IsotropicUIntPack< Dim , DensityDegree > > densityKey;
PointSupportKey< IsotropicUIntPack< Dim , FEMSignature< DataSig >::Degree > > dataKey;
densityKey.set( _localToGlobal( maxDepth ) ) , dataKey.set( _localToGlobal( maxDepth ) );
SparseNodeData< Data , IsotropicUIntPack< Dim , DataSig > > dataField;
for( node_index_type i=0 ; i<samples.size() ; i++ )
{
const ProjectiveData< Point< Real , Dim > , Real >& sample = samples[i].sample;
const Data& data = sampleData[i];
Point< Real , Dim > p = sample.weight==0 ? sample.data : sample.data / sample.weight;
if( !_InBounds(p) )
{
WARN( "Point is out of bounds" );
continue;
}
if( density ) _splatPointData< CreateNodes , false , DensityDegree , DataSig >( *density , p , data * sample.weight , dataField , densityKey , dataKey , 0 , maxDepth , Dim );
else _splatPointData< CreateNodes , false , DataSig >( leaf( p , maxDepth ) , p , data * sample.weight , dataField , dataKey );
}
MemoryUsage();
return dataField;
}
template< unsigned int Dim , class Real >
template< unsigned int DataSig , bool CreateNodes , unsigned int DensityDegree , class Data >
SparseNodeData< ProjectiveData< Data , Real > , IsotropicUIntPack< Dim , DataSig > > FEMTree< Dim , Real >::setMultiDepthDataField( const std::vector< PointSample >& samples , std::vector< Data >& sampleData , const DensityEstimator< DensityDegree >* density , bool nearest )
{
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[0] : NULL;
LocalDepth maxDepth = _spaceRoot->maxDepth();
PointSupportKey< IsotropicUIntPack< Dim , DensityDegree > > densityKey;
PointSupportKey< IsotropicUIntPack< Dim , FEMSignature< DataSig >::Degree > > dataKey;
densityKey.set( _localToGlobal( maxDepth ) ) , dataKey.set( _localToGlobal( maxDepth ) );
SparseNodeData< ProjectiveData< Data , Real > , IsotropicUIntPack< Dim , DataSig > > dataField;
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const ProjectiveData< Point< Real , Dim > , Real >& sample = samples[i].sample;
const Data& data = sampleData[i];
Point< Real , Dim > p = sample.weight==0 ? sample.data : sample.data / sample.weight;
if( !_InBounds(p) )
{
WARN( "Point is out of bounds" );
continue;
}
if( nearest ) _nearestMultiSplatPointData< DensityDegree >( density , (FEMTreeNode*)samples[i].node , p , ProjectiveData< Data , Real >( data , sample.weight ) , dataField , densityKey , 2 );
else _multiSplatPointData< CreateNodes , false , DensityDegree >( nodeAllocator , density , (FEMTreeNode*)samples[i].node , p , ProjectiveData< Data , Real >( data , sample.weight ) , dataField , densityKey , dataKey , 2 );
}
MemoryUsage();
return dataField;
}
template< unsigned int Dim , class Real >
template< unsigned int MaxDegree , class HasDataFunctor , class ... DenseOrSparseNodeData >
void FEMTree< Dim , Real >::finalizeForMultigrid( LocalDepth fullDepth , const HasDataFunctor F , DenseOrSparseNodeData* ... data )
{
Allocator< FEMTreeNode > *nodeAllocator = nodeAllocators.size() ? nodeAllocators[0] : NULL;
_depthOffset = 1;
while( _localInset( 0 ) + BSplineEvaluationData< FEMDegreeAndBType< MaxDegree >::Signature >::Begin( 0 )<0 || _localInset( 0 ) + BSplineEvaluationData< FEMDegreeAndBType< MaxDegree >::Signature >::End( 0 )>(1<<_depthOffset) )
{
// +-+-+-+-+-+-+-+-+
// | | | | | | | | |
// +-+-+-+-+-+-+-+-+
// | | | | | | | | |
// +-+-+-+-+ +-+-+-+-+-+-+-+-+
// | | | | | | | | | | | | | |
// +-+-+ +-+-+-+-+ +-+-+-+-+-+-+-+-+
// |*| | | | | | | | | | | | | | | |
// +-o-+ -> +-+-o-+-+ -> +-+-+-+-o-+-+-+-+
// | | | | | |*| | | | | | |*| | | |
// +-+-+ +-+-+-+-+ +-+-+-+-+-+-+-+-+
// | | | | | | | | | | | | | |
// +-+-+-+-+ +-+-+-+-+-+-+-+-+
// | | | | | | | | |
// +-+-+-+-+-+-+-+-+
// | | | | | | | | |
// +-+-+-+-+-+-+-+-+
FEMTreeNode* newSpaceRootParent = FEMTreeNode::NewBrood( nodeAllocator , _nodeInitializer );
FEMTreeNode* oldSpaceRootParent = _spaceRoot->parent;
int corner = _depthOffset<=1 ? (1<<Dim)-1 : 0;
newSpaceRootParent[corner].children = _spaceRoot;
oldSpaceRootParent->children = newSpaceRootParent;
for( int c=0 ; c<(1<<Dim) ; c++ ) _spaceRoot[c].parent = newSpaceRootParent + corner , newSpaceRootParent[c].parent = oldSpaceRootParent;
_depthOffset++;
}
int d=0 , off[Dim];
for( int d=0 ; d<Dim ; d++ ) off[d] = 0;
FEMTreeNode::ResetDepthAndOffset( _tree , d , off );
_maxDepth = _spaceRoot->maxDepth();
// Make the low-resolution part of the tree be complete
fullDepth = std::max< LocalDepth >( 0 , std::min< LocalDepth >( _maxDepth , fullDepth ) );
_setFullDepth< false >( IsotropicUIntPack< Dim , MaxDegree >() , nodeAllocator , fullDepth );
// Clear all the flags and make everything that is not low-res a ghost node
for( FEMTreeNode* node=_tree->nextNode() ; node ; node=_tree->nextNode( node ) ) node->nodeData.flags = 0 , SetGhostFlag< Dim >( node , _localDepth( node )>fullDepth );
// Set the ghost nodes for the high-res part of the tree
_clipTree( F , fullDepth );
const int OverlapRadius = -BSplineOverlapSizes< MaxDegree , MaxDegree >::OverlapStart;
int maxDepth = _tree->maxDepth( );
typedef typename FEMTreeNode::template NeighborKey< IsotropicUIntPack< Dim , OverlapRadius > , IsotropicUIntPack< Dim , OverlapRadius > > NeighborKey;
std::vector< NeighborKey > neighborKeys( ThreadPool::NumThreads() );
for( int i=0 ; i<neighborKeys.size() ; i++ ) neighborKeys[i].set( _localToGlobal( _maxDepth-1 ) );
for( LocalDepth d=_maxDepth-1 ; d>=0 ; d-- )
{
std::vector< FEMTreeNode* > nodes;
auto NodeTerminationLambda = [&]( const FEMTreeNode *node ){ return _localDepth( node )==d; };
for( FEMTreeNode* node=_tree->nextNode( NodeTerminationLambda , NULL ) ; node ; node=_tree->nextNode( NodeTerminationLambda , node ) ) if( _localDepth( node )==d && IsActiveNode< Dim >( node->children ) ) nodes.push_back( node );
ThreadPool::Parallel_for( 0 , nodes.size() , [&]( unsigned int thread , size_t i )
{
NeighborKey& neighborKey = neighborKeys[ thread ];
FEMTreeNode* node = nodes[i];
neighborKey.template getNeighbors< true , true >( node , nodeAllocators.size() ? nodeAllocators[ thread ] : NULL , _nodeInitializer );
Pointer( FEMTreeNode* ) nodes = neighborKey.neighbors[ _localToGlobal(d) ].neighbors().data;
unsigned int size = neighborKey.neighbors[ _localToGlobal(d) ].neighbors.Size;
for( unsigned int i=0 ; i<size ; i++ ) SetGhostFlag< Dim >( nodes[i] , false );
}
);
}
std::vector< node_index_type > map;
_sNodes.set( *_tree , &map );
_setSpaceValidityFlags();
for( FEMTreeNode* node=_tree->nextNode() ; node ; node=_tree->nextNode( node ) ) if( !IsActiveNode< Dim >( node ) ) node->nodeData.nodeIndex = -1;
_reorderDenseOrSparseNodeData( &map[0] , _sNodes.size() , data ... );
MemoryUsage();
}
template< unsigned int Dim , class Real >
void FEMTree< Dim , Real >::_setSpaceValidityFlags( void ) const
{
ThreadPool::Parallel_for( 0 , _sNodes.size() , [&]( unsigned int , size_t i )
{
const unsigned char MASK = ~( FEMTreeNodeData::SPACE_FLAG );
_sNodes.treeNodes[i]->nodeData.flags &= MASK;
if( isValidSpaceNode( _sNodes.treeNodes[i] ) ) _sNodes.treeNodes[i]->nodeData.flags |= FEMTreeNodeData::SPACE_FLAG;
}
);
}
template< unsigned int Dim , class Real >
template< unsigned int ... FEMSigs1 >
void FEMTree< Dim , Real >::_setFEM1ValidityFlags( UIntPack< FEMSigs1 ... > ) const
{
bool needToReset;
unsigned int femSigs1[] = { FEMSigs1 ... };
{
static std::mutex m;
std::lock_guard< std::mutex > lock( m );
needToReset = memcmp( femSigs1 , _femSigs1 , sizeof( _femSigs1 ) )!=0;
if( needToReset ) memcpy( _femSigs1 , femSigs1 , sizeof( _femSigs1 ) );
}
if( needToReset )
for( node_index_type i=0 ; i<(node_index_type)_sNodes.size() ; i++ )
{
const unsigned char MASK = ~( FEMTreeNodeData::FEM_FLAG_1 );
_sNodes.treeNodes[i]->nodeData.flags &= MASK;
if( isValidFEMNode( UIntPack< FEMSigs1 ... >() , _sNodes.treeNodes[i] ) ) _sNodes.treeNodes[i]->nodeData.flags |= FEMTreeNodeData::FEM_FLAG_1;
}
}
template< unsigned int Dim , class Real >
template< unsigned int ... FEMSigs2 >
void FEMTree< Dim , Real >::_setFEM2ValidityFlags( UIntPack< FEMSigs2 ... > ) const
{
bool needToReset;
unsigned int femSigs2[] = { FEMSigs2 ... };
{
static std::mutex m;
std::lock_guard< std::mutex > lock(m);
needToReset = memcmp( femSigs2 , _femSigs2 , sizeof( _femSigs2 ) )!=0;
if( needToReset ) memcpy( _femSigs2 , femSigs2 , sizeof( _femSigs2 ) );
}
if( needToReset )
for( node_index_type i=0 ; i<(node_index_type)_sNodes.size() ; i++ )
{
const unsigned char MASK = ~( FEMTreeNodeData::FEM_FLAG_2 );
_sNodes.treeNodes[i]->nodeData.flags &= MASK;
if( isValidFEMNode( UIntPack< FEMSigs2 ... >() , _sNodes.treeNodes[i] ) ) _sNodes.treeNodes[i]->nodeData.flags |= FEMTreeNodeData::FEM_FLAG_2;
}
}
template< unsigned int Dim , class Real >
template< unsigned int ... FEMSigs >
void FEMTree< Dim , Real >::_setRefinabilityFlags( UIntPack< FEMSigs ... > ) const
{
bool needToReset;
unsigned int refinableSigs[] = { FEMSigs ... };
{
static std::mutex m;
std::lock_guard< std::mutex > lock(m);
needToReset = memcmp( refinableSigs , _refinableSigs , sizeof( _refinableSigs ) )!=0;
if( needToReset ) memcpy( _refinableSigs , refinableSigs , sizeof( _refinableSigs ) );
}
if( needToReset )
{
typedef typename FEMTreeNode::template ConstNeighborKey< UIntPack< ( - BSplineSupportSizes< FEMSignature< FEMSigs >::Degree >::UpSampleStart ) ... > , UIntPack< BSplineSupportSizes< FEMSignature< FEMSigs >::Degree >::UpSampleEnd ... > > UpSampleKey;
typedef typename FEMTreeNode::template ConstNeighbors< UIntPack< BSplineSupportSizes< FEMSignature< FEMSigs >::Degree >::UpSampleSize ... > > UpSampleNeighbors;
static const int UpSampleStart[] = { BSplineSupportSizes< FEMSignature< FEMSigs >::Degree >::UpSampleStart ... };
std::vector< UpSampleKey > neighborKeys( ThreadPool::NumThreads() );
for( size_t i=0 ; i<neighborKeys.size() ; i++ ) neighborKeys[i].set( _localToGlobal( _maxDepth ) );
for( int d=0 ; d<_maxDepth ; d++ )
ThreadPool::Parallel_for( _sNodesBegin(d) , _sNodesEnd(d) , [&]( unsigned int thread , size_t i )
{
UpSampleKey& neighborKey = neighborKeys[ thread ];
// Clear the refinability flag
const unsigned char MASK = ~( FEMTreeNodeData::REFINABLE_FLAG );
_sNodes.treeNodes[i]->nodeData.flags &= MASK;
LocalDepth d ; LocalOffset pOff;
_localDepthAndOffset( _sNodes.treeNodes[i] , d , pOff );
// Get the supporting child neighbors
neighborKey.getNeighbors( _sNodes.treeNodes[i] );
UpSampleNeighbors neighbors;
neighborKey.getChildNeighbors( 0 , _localToGlobal( d ) , neighbors );
// Check if the child neighbors exist (i.e. that the children nodes are not ghost-nodes if they correspond to valid coefficients)
bool refinable = true;
LocalOffset cOff;
WindowLoop< Dim >::Run
(
IsotropicUIntPack< Dim , 0 >() , UIntPack< BSplineSupportSizes< FEMSignature< FEMSigs >::Degree >::UpSampleSize ... >() ,
[&]( int d , int i ){ cOff[d] = pOff[d]*2 + UpSampleStart[d] + i; } ,
[&]( const FEMTreeNode* node ){ if( GetGhostFlag< Dim >( node ) && FEMIntegrator::IsValidFEMNode( UIntPack< FEMSigs ... >() , d+1 , cOff ) ) refinable = false; } ,
neighbors.neighbors()
);
if( refinable ) _sNodes.treeNodes[i]->nodeData.flags |= FEMTreeNodeData::REFINABLE_FLAG;
}
);
}
}
template< unsigned int Dim , class Real >
template< class HasDataFunctor >
void FEMTree< Dim , Real >::_clipTree( const HasDataFunctor& f , LocalDepth fullDepth )
{
std::vector< FEMTreeNode * > nodes;
auto NodeTerminationLambda = [&]( const FEMTreeNode *node ){ return _localDepth( node )==fullDepth; };
for( FEMTreeNode* temp=_tree->nextNode( NodeTerminationLambda , NULL ) ; temp ; temp=_tree->nextNode( NodeTerminationLambda , temp ) ) if( _localDepth( temp )==fullDepth ) nodes.push_back( temp );
ThreadPool::Parallel_for( 0 , nodes.size() , [&]( unsigned int , size_t i )
{
for( FEMTreeNode* node=nodes[i]->nextNode() ; node ; node=nodes[i]->nextNode(node) ) if( node->children )
{
bool hasData = false;
for( int c=0 ; c<(1<<Dim) && !hasData ; c++ ) hasData |= f( node->children + c );
for( int c=0 ; c<(1<<Dim) ; c++ ) SetGhostFlag< Dim >( node->children+c , !hasData );
}
}
);
}
template< unsigned int Dim , class Real >
template< typename T , typename Data , unsigned int PointD , typename ConstraintDual , typename SystemDual >
void FEMTree< Dim , Real >::_ExactPointAndDataInterpolationInfo< T , Data , PointD , ConstraintDual , SystemDual >::_init( const class FEMTree< Dim , Real >& tree , const std::vector< PointSample >& samples , ConstPointer( Data ) sampleData , bool noRescale )
{
_sampleSpan.resize( tree.nodesSize() );
ThreadPool::Parallel_for( 0 , tree.nodesSize() , [&]( unsigned int , size_t i ){ _sampleSpan[i] = std::pair< node_index_type , node_index_type >( 0 , 0 ); } );
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) ) _sampleSpan[ leaf->nodeData.nodeIndex ].second++;
}
_iData.resize( samples.size() );
std::function< void ( FEMTreeNode* , node_index_type & ) > SetRange = [&] ( FEMTreeNode* node , node_index_type &start )
{
std::pair< node_index_type , node_index_type >& span = _sampleSpan[ node->nodeData.nodeIndex ];
if( tree._isValidSpaceNode( node->children ) )
{
for( int c=0 ; c<(1<<Dim) ; c++ ) SetRange( node->children + c , start );
span.first = _sampleSpan[ node->children[0 ].nodeData.nodeIndex ].first;
span.second = _sampleSpan[ node->children[ (1<<Dim)-1 ].nodeData.nodeIndex ].second;
}
else
{
span.second = start + span.second - span.first;
span.first = start;
start += span.second - span.first;
}
};
node_index_type start = 0;
SetRange( tree._spaceRoot , start );
for( FEMTreeNode* node=tree._spaceRoot->nextNode() ; node ; node=tree._spaceRoot->nextNode(node) )
if( tree._isValidSpaceNode( node ) && !tree._isValidSpaceNode( node->children ) ) _sampleSpan[ node->nodeData.nodeIndex ].second = _sampleSpan[ node->nodeData.nodeIndex ].first;
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) )
{
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
DualPointAndDataInfo< Dim , Real , Data , T , PointD >& _pData = _iData[ _sampleSpan[ leaf->nodeData.nodeIndex ].second++ ];
_pData.pointInfo.position = pData.data;
_pData.pointInfo.weight = pData.weight;
_pData.pointInfo.dualValues = _constraintDual( pData.data/pData.weight , sampleData[i]/pData.weight ) * pData.weight;
_pData.data = sampleData[i];
}
}
ThreadPool::Parallel_for( 0 , _iData.size() , [&]( unsigned int , size_t i )
{
Real w = _iData[i].pointInfo.weight;
_iData[i] /= w;
if( noRescale ) _iData[i].pointInfo.weight = w;
else _iData[i].pointInfo.weight = w * ( 1<<tree._maxDepth );
_iData[i].pointInfo.dualValues *= _iData[i].pointInfo.weight;
}
);
}
template< unsigned int Dim , class Real >
template< typename T , unsigned int PointD , typename ConstraintDual , typename SystemDual >
void FEMTree< Dim , Real >::ExactPointInterpolationInfo< T , PointD , ConstraintDual , SystemDual >::_init( const class FEMTree< Dim , Real >& tree , const std::vector< PointSample >& samples , bool noRescale )
{
_sampleSpan.resize( tree.nodesSize() );
ThreadPool::Parallel_for( 0 , tree.nodesSize() , [&]( unsigned int , size_t i ){ _sampleSpan[i] = std::pair< node_index_type , node_index_type >( 0 , 0 ); } );
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) ) _sampleSpan[ leaf->nodeData.nodeIndex ].second++;
}
_iData.resize( samples.size() );
std::function< void ( FEMTreeNode* , node_index_type & ) > SetRange = [&] ( FEMTreeNode* node , node_index_type &start )
{
std::pair< node_index_type , node_index_type >& span = _sampleSpan[ node->nodeData.nodeIndex ];
if( tree._isValidSpaceNode( node->children ) )
{
for( int c=0 ; c<(1<<Dim) ; c++ ) SetRange( node->children + c , start );
span.first = _sampleSpan[ node->children[0 ].nodeData.nodeIndex ].first;
span.second = _sampleSpan[ node->children[ (1<<Dim)-1 ].nodeData.nodeIndex ].second;
}
else
{
span.second = start + span.second - span.first;
span.first = start;
start += span.second - span.first;
}
};
node_index_type start=0;
SetRange( tree._spaceRoot , start );
for( FEMTreeNode* node=tree._spaceRoot->nextNode() ; node ; node=tree._spaceRoot->nextNode(node) )
if( tree._isValidSpaceNode( node ) && !tree._isValidSpaceNode( node->children ) ) _sampleSpan[ node->nodeData.nodeIndex ].second = _sampleSpan[ node->nodeData.nodeIndex ].first;
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) )
{
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
DualPointInfo< Dim , Real , T , PointD >& _pData = _iData[ _sampleSpan[ leaf->nodeData.nodeIndex ].second++ ];
_pData.position = pData.data;
_pData.dualValues = _constraintDual( pData.data/pData.weight ) * pData.weight;
_pData.weight = pData.weight;
}
}
ThreadPool::Parallel_for( 0 , _iData.size() , [&]( unsigned int , size_t i )
{
Real w = _iData[i].weight;
_iData[i] /= w;
if( noRescale ) _iData[i].weight = w;
else _iData[i].weight = w * ( 1<<tree._maxDepth );
_iData[i].dualValues *= _iData[i].weight;
}
);
}
template< unsigned int Dim , class Real >
template< unsigned int PointD , typename ConstraintDual , typename SystemDual >
void FEMTree< Dim , Real >::ExactPointInterpolationInfo< double , PointD , ConstraintDual , SystemDual >::_init( const class FEMTree< Dim , Real >& tree , const std::vector< PointSample >& samples , bool noRescale )
{
_sampleSpan.resize( tree.nodesSize() );
ThreadPool::Parallel_for( 0 , tree.nodesSize() , [&]( unsigned int , size_t i ){ _sampleSpan[i] = std::pair< node_index_type , node_index_type >( 0 , 0 ); } );
for( node_index_type i=0 ; i<samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) ) _sampleSpan[ leaf->nodeData.nodeIndex ].second++;
}
_iData.resize( samples.size() );
std::function< void ( FEMTreeNode* , node_index_type & ) > SetRange = [&] ( FEMTreeNode *node , node_index_type &start )
{
std::pair< node_index_type , node_index_type >& span = _sampleSpan[ node->nodeData.nodeIndex ];
if( tree._isValidSpaceNode( node->children ) )
{
for( int c=0 ; c<(1<<Dim) ; c++ ) SetRange( node->children + c , start );
span.first = _sampleSpan[ node->children[0 ].nodeData.nodeIndex ].first;
span.second = _sampleSpan[ node->children[ (1<<Dim)-1 ].nodeData.nodeIndex ].second;
}
else
{
span.second = start + span.second - span.first;
span.first = start;
start += span.second - span.first;
}
};
node_index_type start = 0;
SetRange( tree._spaceRoot , start );
for( FEMTreeNode* node=tree._spaceRoot->nextNode() ; node ; node=tree._spaceRoot->nextNode(node) )
if( tree._isValidSpaceNode( node ) && !tree._isValidSpaceNode( node->children ) ) _sampleSpan[ node->nodeData.nodeIndex ].second = _sampleSpan[ node->nodeData.nodeIndex ].first;
for( node_index_type i=0 ; i<samples.size() ; i++ )
{
const FEMTreeNode* leaf = samples[i].node;
while( leaf && !tree._isValidSpaceNode( leaf ) ) leaf = leaf->parent;
if( leaf && tree._isValidSpaceNode( leaf ) )
{
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
DualPointInfo< Dim , Real , T , PointD >& _pData = _iData[ _sampleSpan[ leaf->nodeData.nodeIndex ].second++ ];
_pData.position = pData.data;
_pData.dualValues = _constraintDual( pData.data/pData.weight ) * pData.weight;
_pData.weight = pData.weight;
}
}
ThreadPool::Parallel_for( 0 , _iData.size() , [&]( unsigned int , size_t i )
{
Real w = _iData[i].weight;
_iData[i] /= w;
if( noRescale ) _iData[i].weight = w;
else _iData[i].weight = w * ( 1<<tree._maxDepth );
_iData[i].dualValues *= _iData[i].weight;
}
);
}
template< unsigned int Dim , class Real >
template< typename T >
bool FEMTree< Dim , Real >::_setInterpolationInfoFromChildren( FEMTreeNode* node , SparseNodeData< T , IsotropicUIntPack< Dim , FEMTrivialSignature > >& interpolationInfo ) const
{
if( IsActiveNode< Dim >( node->children ) )
{
bool hasChildData = false;
T t = {};
for( int c=0 ; c<(1<<Dim) ; c++ )
if( _setInterpolationInfoFromChildren( node->children + c , interpolationInfo ) )
{
t += interpolationInfo[ node->children + c ];
hasChildData = true;
}
if( hasChildData && IsActiveNode< Dim >( node ) ) interpolationInfo[ node ] += t;
return hasChildData;
}
else return interpolationInfo( node )!=NULL;
}
template< unsigned int Dim , class Real >
template< typename T , unsigned int PointD , typename ConstraintDual >
SparseNodeData< DualPointInfo< Dim , Real , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > FEMTree< Dim , Real >::_densifyInterpolationInfoAndSetDualConstraints( const std::vector< PointSample >& samples , ConstraintDual constraintDual , int adaptiveExponent ) const
{
SparseNodeData< DualPointInfo< Dim , Real , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > iInfo;
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* node = samples[i].node;
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
while( !IsActiveNode< Dim >( node ) ) node = node->parent;
if( pData.weight )
{
DualPointInfo< Dim , Real , T , PointD >& _pData = iInfo[node];
_pData.position += pData.data;
_pData.weight += pData.weight;
_pData.dualValues += constraintDual( pData.data/pData.weight ) * pData.weight;
}
}
// Set the interior values
_setInterpolationInfoFromChildren( _spaceRoot , iInfo );
ThreadPool::Parallel_for( 0 , iInfo.size() , [&]( unsigned int , size_t i )
{
Real w = iInfo[i].weight;
iInfo[i] /= w ; iInfo[i].weight = w;
}
);
LocalDepth maxDepth = _spaceRoot->maxDepth();
// Set the average position and scale the weights
for( const FEMTreeNode* node=_tree->nextNode() ; node ; node=_tree->nextNode(node) ) if( IsActiveNode< Dim >( node ) )
{
DualPointInfo< Dim , Real , T , PointD >* pData = iInfo( node );
if( pData )
{
int e = _localDepth( node ) * adaptiveExponent - ( maxDepth ) * (adaptiveExponent-1);
if( e<0 ) pData->weight /= Real( 1<<(-e) );
else pData->weight *= Real( 1<< e );
pData->dualValues *= pData->weight;
}
}
return iInfo;
}
template< unsigned int Dim , class Real >
template< typename T , typename Data , unsigned int PointD , typename ConstraintDual >
SparseNodeData< DualPointAndDataInfo< Dim , Real , Data , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > FEMTree< Dim , Real >::_densifyInterpolationInfoAndSetDualConstraints( const std::vector< PointSample >& samples , ConstPointer( Data ) sampleData , ConstraintDual constraintDual , int adaptiveExponent ) const
{
SparseNodeData< DualPointAndDataInfo< Dim , Real , Data , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > iInfo;
for( node_index_type i=0 ; i<(node_index_type)samples.size() ; i++ )
{
const FEMTreeNode* node = samples[i].node;
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
while( !IsActiveNode< Dim >( node ) ) node = node->parent;
if( pData.weight )
{
DualPointAndDataInfo< Dim , Real , Data , T , PointD >& _pData = iInfo[node];
_pData.pointInfo.position += pData.data;
_pData.pointInfo.dualValues += constraintDual( pData.data/pData.weight , sampleData[i]/pData.weight ) * pData.weight;
_pData.pointInfo.weight += pData.weight;
_pData.data += sampleData[i];
}
}
// Set the interior values
_setInterpolationInfoFromChildren( _spaceRoot , iInfo );
ThreadPool::Parallel_for( 0 , iInfo.size() , [&]( unsigned int , size_t i )
{
Real w = iInfo[i].pointInfo.weight;
iInfo[i] /= w ; iInfo[i].pointInfo.weight = w;
}
);
LocalDepth maxDepth = _spaceRoot->maxDepth();
// Set the average position and scale the weights
for( const FEMTreeNode* node=_tree->nextNode() ; node ; node=_tree->nextNode(node) ) if( IsActiveNode< Dim >( node ) )
{
DualPointAndDataInfo< Dim , Real , Data , T , PointD >* pData = iInfo( node );
if( pData )
{
int e = _localDepth( node ) * adaptiveExponent - ( maxDepth ) * (adaptiveExponent-1);
if( e<0 ) pData->pointInfo.weight /= Real( 1<<(-e) );
else pData->pointInfo.weight *= Real( 1<< e );
pData->pointInfo.dualValues *= pData->pointInfo.weight;
}
}
return iInfo;
}
template< unsigned int Dim , class Real >
template< typename T , unsigned int PointD , typename ConstraintDual >
SparseNodeData< DualPointInfoBrood< Dim , Real , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > FEMTree< Dim , Real >::_densifyChildInterpolationInfoAndSetDualConstraints( const std::vector< PointSample >& samples , ConstraintDual constraintDual , bool noRescale ) const
{
SparseNodeData< DualPointInfoBrood< Dim , Real , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > iInfo;
for( node_index_type i=0 ; i<samples.size() ; i++ )
{
const FEMTreeNode* node = samples[i].node;
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
while( !IsActiveNode< Dim >( node ) ) node = node->parent;
if( pData.weight )
{
DualPointInfoBrood< Dim , Real , T , PointD >& _pData = iInfo[node];
Point< Real , Dim > p = pData.data/pData.weight;
int cIdx = _childIndex( node , p );
_pData[cIdx].position += pData.data;
_pData[cIdx].weight += pData.weight;
_pData[cIdx].dualValues += constraintDual( p ) * pData.weight;
}
}
// Set the interior values
_setInterpolationInfoFromChildren( _spaceRoot , iInfo );
ThreadPool::Parallel_for( 0 , iInfo.size() , [&]( unsigned int , size_t i )
{
iInfo[i].finalize();
for( size_t c=0 ; c<iInfo[i].size() ; c++ )
{
iInfo[i][c].position /= iInfo[i][c].weight;
if( !noRescale )
{
iInfo[i][c].weight *= ( 1<<_maxDepth );
iInfo[i][c].dualValues *= ( 1<<_maxDepth );
}
}
}
);
return iInfo;
}
template< unsigned int Dim , class Real >
template< typename T , typename Data , unsigned int PointD , typename ConstraintDual >
SparseNodeData< DualPointAndDataInfoBrood< Dim , Real , Data , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > FEMTree< Dim , Real >::_densifyChildInterpolationInfoAndSetDualConstraints( const std::vector< PointSample >& samples , ConstPointer( Data ) sampleData , ConstraintDual constraintDual , bool noRescale ) const
{
SparseNodeData< DualPointAndDataInfoBrood< Dim , Real , Data , T , PointD > , IsotropicUIntPack< Dim , FEMTrivialSignature > > iInfo;
for( node_index_type i=0 ; i<samples.size() ; i++ )
{
const FEMTreeNode* node = samples[i].node;
const ProjectiveData< Point< Real , Dim > , Real >& pData = samples[i].sample;
while( !IsActiveNode< Dim >( node ) ) node = node->parent;
if( pData.weight )
{
DualPointAndDataInfoBrood< Dim , Real , Data , T , PointD >& _pData = iInfo[node];
Point< Real , Dim > p = pData.data/pData.weight;
int cIdx = _childIndex( node , p );
_pData[cIdx].pointInfo.position += pData.data;
_pData[cIdx].pointInfo.dualValues += constraintDual( p , sampleData[i]/pData.weight ) * pData.weight;
_pData[cIdx].pointInfo.weight += pData.weight;
_pData[cIdx].data += sampleData[i];
}
}
// Set the interior values
_setInterpolationInfoFromChildren( _spaceRoot , iInfo );
ThreadPool::Parallel_for( 0 , iInfo.size() , [&]( unsigned int , size_t i )
{
iInfo[i].finalize();
for( size_t c=0 ; c<iInfo[i].size() ; c++ )
{
iInfo[i][c].pointInfo.position /= iInfo[i][c].pointInfo.weight;
iInfo[i][c].data /= iInfo[i][c].pointInfo.weight;
if( !noRescale )
{
iInfo[i][c].pointInfo.weight *= ( 1<<_maxDepth );
iInfo[i][c].pointInfo.dualValues *= ( 1<<_maxDepth );
iInfo[i][c].data *= ( 1<<_maxDepth );
}
}
}
);
return iInfo;
}
template< unsigned int Dim , class Real >
std::vector< node_index_type > FEMTree< Dim , Real >::merge( FEMTree* tree )
{
std::vector< node_index_type > map;
if( _depthOffset!=tree->_depthOffset ) ERROR_OUT( "depthOffsets don't match: %d != %d" , _depthOffset , tree->_depthOffset );
// Compute the next available index
node_index_type nextIndex = 0;
for( const FEMTreeNode* node=_tree->nextNode() ; node!=NULL ; node=_tree->nextNode( node ) ) nextIndex = std::max< node_index_type >( nextIndex , node->nodeData.nodeIndex+1 );
// Set the size of the map
{
node_index_type mapSize = 0;
for( const FEMTreeNode* node=tree->_tree->nextNode() ; node!=NULL ; node=tree->_tree->nextNode( node ) ) mapSize = std::max< node_index_type >( mapSize , node->nodeData.nodeIndex+1 );
map.resize( mapSize );
}
std::function< void ( FEMTreeNode* , FEMTreeNode* , std::vector< node_index_type > & , node_index_type & ) > MergeNodes = [&]( FEMTreeNode* node1 , FEMTreeNode* node2 , std::vector< node_index_type > &map , node_index_type &nextIndex )
{
if( node1 && node2 )
{
if( node2->nodeData.nodeIndex>=0 )
{
if( node1->nodeData.nodeIndex<0 ) node1->nodeData.nodeIndex = nextIndex++;
map[ node2->nodeData.nodeIndex ] = node1->nodeData.nodeIndex;
}
if( node1->children && node2->children ) for( int c=0 ; c<(1<<Dim) ; c++ ) MergeNodes( node1->children+c , node2->children+c , map , nextIndex );
else if( node2->children )
{
for( int c=0 ; c<(1<<Dim) ; c++ ) MergeNodes( NULL , node2->children+c , map , nextIndex );
node1->children = node2->children;
node2->children = NULL;
for( int c=0 ; c<(1<<Dim) ; c++ ) node1->children[c].parent = node1;
}
}
else if( node2 )
{
if( node2->nodeData.nodeIndex>=0 ){ map[ node2->nodeData.nodeIndex ] = nextIndex ; node2->nodeData.nodeIndex = nextIndex++; }
if( node2->children ) for( int c=0 ; c<(1<<Dim) ; c++ ) MergeNodes( NULL , node2->children+c , map , nextIndex );
}
};
MergeNodes( _tree , tree->_tree , map , nextIndex );
return map;
}