# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright 2023-2024 TotalEnergies.
# SPDX-FileContributor: Martin Lemay, Paloma Martinez, Romain Baville
import logging
import numpy as np
import numpy.typing as npt
import pandas as pd # type: ignore[import-untyped]
import vtkmodules.util.numpy_support as vnp
from typing import Optional, Union, Any
from vtkmodules.util.numpy_support import vtk_to_numpy
from vtkmodules.vtkCommonCore import vtkDataArray, vtkPoints
from vtkmodules.vtkCommonDataModel import ( vtkUnstructuredGrid, vtkFieldData, vtkMultiBlockDataSet, vtkDataSet,
vtkCompositeDataSet, vtkDataObject, vtkPointData, vtkCellData, vtkPolyData,
vtkCell )
from vtkmodules.vtkFiltersCore import vtkCellCenters
from geos.mesh.utils.multiblockHelpers import getBlockElementIndexesFlatten
from geos.utils.pieceEnum import Piece
__doc__ = """
ArrayHelpers module contains several utilities methods to get information on arrays in VTK meshes.
There are two types of functions:
- Getters
- Checks
The getter functions:
- get the vtk or data array of an attribute (dataset and vtkFieldData only)
- get the component names of an attribute
- get the number of components of an attribute
- get the piece of an attribute
- get the values of an attribute as data frame (polyData only)
- get the vtk type of an attribute
- get the set of attributes on one piece of a mesh
- get the attribute and they number of component on one piece of a mesh
- get all the cells dimension of a mesh
- get the GlobalIds array on one piece of a mesh
- get the cell center coordinates of a mesh
- get the mapping between cells or points shared by two meshes
The check functions:
- check if an attribute is on a mesh
- check if at least one attribute from a list of attributes is on a mesh (dataset only)
- check if an attribute is global (multiblock dataset only)
- check if a value is a value of an attribute
"""
[docs]
def getCellDimension( mesh: Union[ vtkMultiBlockDataSet, vtkDataSet ] ) -> set[ int ]:
"""Get the set of the different cells dimension of a mesh.
Args:
mesh (Union[vtkMultiBlockDataSet, vtkDataSet]): The input mesh with the cells dimension to get.
Returns:
set[int]: The set of the different cells dimension in the input mesh.
"""
cellDim: set[ int ] = set()
if isinstance( mesh, vtkDataSet ):
cellIter = mesh.NewCellIterator()
cellIter.InitTraversal()
while not cellIter.IsDoneWithTraversal():
cellDim.add( cellIter.GetCellDimension() )
cellIter.GoToNextCell()
elif isinstance( mesh, vtkMultiBlockDataSet ):
listDataSetFlattenIds: list[ int ] = getBlockElementIndexesFlatten( mesh )
for dataSetFlattenId in listDataSetFlattenIds:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( dataSetFlattenId ) )
cellDim.update( getCellDimension( dataSet ) )
else:
raise TypeError( "The input mesh must be a vtkMultiBlockDataSet or a vtkDataSet." )
return cellDim
[docs]
def computeElementMapping(
meshFrom: Union[ vtkDataSet, vtkMultiBlockDataSet ],
meshTo: Union[ vtkDataSet, vtkMultiBlockDataSet ],
piece: Piece,
) -> dict[ int, npt.NDArray ]:
"""Compute the map of points/cells between the source mesh and the final mesh.
If the source mesh is a vtkDataSet, its flat index (flatIdDataSetFrom) is set to 0.
If the final mesh is a vtkDataSet, its flat index (flatIdDataSetTo) is set to 0.
The elementMap is a dictionary where:
- Keys are the flat index of all the datasets of the final mesh.
- Items are arrays of size (nb elements in datasets of the final mesh, 2).
For each element (idElementTo) of each dataset (flatIdDataSetTo) of the final mesh,
if the coordinates of an element (idElementFrom) of one dataset (flatIdDataSetFrom) of the source mesh
are the same as the coordinates of the element of the final mesh,
elementMap[flatIdDataSetTo][idElementTo] = [flatIdDataSetFrom, idElementFrom]
else, elementMap[flatIdDataSetTo][idElementTo] = [-1, -1].
For cells, the coordinates of the points in the cell are compared.
If one of the two meshes is a surface and the other a volume, all the points of the surface must be points of the volume.
Args:
meshFrom (Union[vtkDataSet, vtkMultiBlockDataSet]): The source mesh with the element to map.
meshTo (Union[vtkDataSet, vtkMultiBlockDataSet]): The final mesh with the reference element coordinates.
piece (Piece): The element to map.
Returns:
elementMap (dict[int, npt.NDArray[np.int64]]): The map of points/cells between the two meshes.
"""
if piece not in [ Piece.CELLS, Piece.POINTS ]:
raise ValueError( f"Only { Piece.POINTS.value } or { Piece.CELLS.value } can be mapped." )
elementMap: dict[ int, npt.NDArray ] = {}
if isinstance( meshTo, vtkDataSet ):
nbElementsTo: int = meshTo.GetNumberOfPoints() if piece == Piece.POINTS else meshTo.GetNumberOfCells()
elementMap[ 0 ] = np.full( ( nbElementsTo, 2 ), -1, np.int64 )
if isinstance( meshFrom, vtkDataSet ):
idElementsFromFund: list[ int ] = []
nbElementsFrom: int = meshFrom.GetNumberOfPoints() if piece == Piece.POINTS else meshFrom.GetNumberOfCells()
for idElementTo in range( nbElementsTo ):
typeElemTo: int
coordElementTo: set[ tuple[ float, ...] ] = set()
if piece == Piece.POINTS:
typeElemTo = 0
coordElementTo.add( meshTo.GetPoint( idElementTo ) )
else:
cellTo: vtkCell = meshTo.GetCell( idElementTo )
typeElemTo = cellTo.GetCellType()
# Get the coordinates of each points of the cell.
nbPointsTo: int = cellTo.GetNumberOfPoints()
cellPointsTo: vtkPoints = cellTo.GetPoints()
for idPointTo in range( nbPointsTo ):
coordElementTo.add( cellPointsTo.GetPoint( idPointTo ) )
idElementFrom: int = 0
elementFromFund: bool = False
while idElementFrom < nbElementsFrom and not elementFromFund:
# Test if the element of the source mesh is already mapped.
if idElementFrom not in idElementsFromFund:
typeElemFrom: int
coordElementFrom: set[ tuple[ float, ...] ] = set()
if piece == Piece.POINTS:
typeElemFrom = 0
coordElementFrom.add( meshFrom.GetPoint( idElementFrom ) )
else:
cellFrom: vtkCell = meshFrom.GetCell( idElementFrom )
typeElemFrom = cellFrom.GetCellType()
# Get the coordinates of each points of the face.
nbPointsFrom: int = cellFrom.GetNumberOfPoints()
cellPointsFrom: vtkPoints = cellFrom.GetPoints()
for idPointFrom in range( nbPointsFrom ):
coordElementFrom.add( cellPointsFrom.GetPoint( idPointFrom ) )
pointShared: bool = True
if typeElemTo == typeElemFrom:
if coordElementTo != coordElementFrom:
pointShared = False
else:
if nbPointsTo < nbPointsFrom:
if not coordElementTo.issubset( coordElementFrom ):
pointShared = False
else:
if not coordElementTo.issuperset( coordElementFrom ):
pointShared = False
if pointShared:
elementMap[ 0 ][ idElementTo ] = [ 0, idElementFrom ]
elementFromFund = True
idElementsFromFund.append( idElementFrom )
idElementFrom += 1
elif isinstance( meshFrom, vtkMultiBlockDataSet ):
listDataSetFromIds: list[ int ] = getBlockElementIndexesFlatten( meshFrom )
for dataSetFromId in listDataSetFromIds:
dataSetFrom: vtkDataSet = vtkDataSet.SafeDownCast( meshFrom.GetDataSet( dataSetFromId ) )
dataSetFromMap: npt.NDArray = computeElementMapping( dataSetFrom, meshTo, piece )[ 0 ]
for idElementTo in range( nbElementsTo ):
if -1 in elementMap[ 0 ][ idElementTo ] and -1 not in dataSetFromMap[ idElementTo ]:
elementMap[ 0 ][ idElementTo ] = [ dataSetFromId, dataSetFromMap[ idElementTo ][ 1 ] ]
elif isinstance( meshTo, vtkMultiBlockDataSet ):
listDataSetToFlattenIds: list[ int ] = getBlockElementIndexesFlatten( meshTo )
for dataSetToFlattenId in listDataSetToFlattenIds:
dataSetTo: vtkDataSet = vtkDataSet.SafeDownCast( meshTo.GetDataSet( dataSetToFlattenId ) )
elementMap[ dataSetToFlattenId ] = computeElementMapping( meshFrom, dataSetTo, piece )[ 0 ]
return elementMap
[docs]
def hasArray( mesh: vtkUnstructuredGrid, arrayNames: list[ str ] ) -> bool:
"""Checks if input mesh contains at least one of input data arrays.
Args:
mesh (vtkUnstructuredGrid): An unstructured mesh.
arrayNames (list[str]): List of array names.
Returns:
bool: True if at least one array is found, else False.
"""
for piece in [ Piece.CELLS, Piece.POINTS, Piece.FIELD ]:
for arrayName in arrayNames:
if isAttributeInObject( mesh, arrayName, piece ):
logging.error( f"The mesh contains the array named '{ arrayName }'." )
return True
return False
[docs]
def getAttributePieceInfo(
mesh: Union[ vtkDataSet, vtkMultiBlockDataSet ],
attributeName: str,
) -> Piece:
"""Get the attribute piece.
Args:
mesh (Union[vtkDataSet, vtkMultiBlockDataSet]): The mesh with the attribute.
attributeName (str): The name of the attribute.
Returns:
Piece: The piece of the attribute.
"""
if isAttributeInObject( mesh, attributeName, Piece.FIELD ):
return Piece.FIELD
elif isAttributeInObject( mesh, attributeName, Piece.BOTH ):
return Piece.BOTH
elif isAttributeInObject( mesh, attributeName, Piece.POINTS ):
return Piece.POINTS
elif isAttributeInObject( mesh, attributeName, Piece.CELLS ):
return Piece.CELLS
else:
return Piece.NONE
[docs]
def checkValidValuesInObject(
mesh: vtkMultiBlockDataSet | vtkDataSet,
attributeName: str,
listValues: list[ Any ],
piece: Piece,
) -> tuple[ list[ Any ], list[ Any ] ]:
"""Check if each value is valid, ie if that value is a data of the mesh attribute.
Args:
mesh (vtkMultiBlockDataSet | vtkDataSet): The mesh to check.
attributeName (str): The name of the attribute with the data.
listValues (list[Any]): The list of values to check.
piece (Piece): The piece of the attribute.
Returns:
tuple[list[Any], list[Any]]: Tuple containing the list of valid values and the list of the invalid ones.
Raises:
TypeError: The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet.
AttributeError: The attribute must be global for multiblock dataset.
"""
validValues: list[ Any ] = []
invalidValues: list[ Any ] = []
if isinstance( mesh, vtkDataSet ):
attributeNpArray = getArrayInObject( mesh, attributeName, piece )
for value in listValues:
if value in attributeNpArray:
validValues.append( value )
else:
invalidValues.append( value )
elif isinstance( mesh, vtkMultiBlockDataSet ):
if not isAttributeGlobal( mesh, attributeName, piece ):
raise AttributeError( f"The attribute { attributeName } must be global." )
listFlatIdDataSet: list[ int ] = getBlockElementIndexesFlatten( mesh )
for flatIdDataSet in listFlatIdDataSet:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( flatIdDataSet ) )
# Get the valid values of the dataset.
validValuesDataSet: list[ Any ] = checkValidValuesInObject( dataSet, attributeName, listValues, piece )[ 0 ]
# Keep the new true values.
for value in validValuesDataSet:
if value not in validValues:
validValues.append( value )
# Get the false indexes.
for value in listValues:
if value not in validValues:
invalidValues.append( value )
else:
raise TypeError( "Input mesh must be a vtkDataSet or vtkMultiBlockDataSet." )
return ( validValues, invalidValues )
[docs]
def getNumpyGlobalIdsArray( data: Union[ vtkCellData, vtkPointData ] ) -> npt.NDArray:
"""Get a numpy array of the GlobalIds if it exist.
Args:
data (Union[ vtkCellData, vtkPointData ]): Cell or point array.
Returns:
(npt.NDArray): The numpy array of GlobalIds.
Raises:
TypeError: The data entered is not a vtkFieldDate object.
AttributeError: There is no GlobalIds in the given data.
"""
if not isinstance( data, vtkFieldData ):
raise TypeError( f"data '{ data }' entered is not a vtkFieldData object." )
global_ids: Optional[ vtkDataArray ] = data.GetGlobalIds()
if global_ids is None:
raise AttributeError( "There is no GlobalIds in the given fieldData." )
return vtk_to_numpy( global_ids )
[docs]
def getNumpyArrayByName( data: Union[ vtkCellData, vtkPointData ], name: str, sorted: bool = False ) -> npt.NDArray:
"""Get the numpy array of a given vtkDataArray found by its name.
If sorted is selected, this allows the option to reorder the values wrt GlobalIds. If not GlobalIds was found,
no reordering will be perform.
Args:
data (Union[vtkCellData, vtkPointData]): Vtk field data.
name (str): Array name to sort.
sorted (bool, optional): Sort the output array with the help of GlobalIds. Defaults to False.
Returns:
npt.NDArray: Sorted array.
Raises:
AttributeError: There is no array with the given name in the data.
"""
if not data.HasArray( name ):
raise AttributeError( f"There is no array named { name } in the given fieldData." )
npArray: npt.NDArray = vtk_to_numpy( data.GetArray( name ) )
if sorted and ( data.IsA( "vtkCellData" ) or data.IsA( "vtkPointData" ) ):
globalids: npt.NDArray = getNumpyGlobalIdsArray( data )
npArray = npArray[ np.argsort( globalids ) ]
return npArray
[docs]
def getAttributeSet( mesh: Union[ vtkMultiBlockDataSet, vtkDataSet ], piece: Piece ) -> set[ str ]:
"""Get the set of all attributes from an mesh on points or on cells.
Args:
mesh (Union[vtkMultiBlockDataSet, vtkDataSet]): Mesh where to find the attributes.
piece (Piece): The piece of the attributes to get.
Returns:
set[str]: Set of attribute names present in input mesh.
"""
dictAttributes: dict[ str, int ] = getAttributesWithNumberOfComponents( mesh, piece )
attributeSet: set[ str ] = set( dictAttributes.keys() )
return attributeSet
[docs]
def getAttributesWithNumberOfComponents(
mesh: Union[ vtkMultiBlockDataSet, vtkCompositeDataSet, vtkDataSet, vtkDataObject ],
piece: Piece,
) -> dict[ str, int ]:
"""Get the dictionary of all attributes from object on points or cells.
Args:
mesh (vtkMultiBlockDataSet | vtkDataSet): Mesh where to find the attributes.
piece (Piece): The piece of the attributes to get.
Returns:
dict[str, int]: Dictionary where keys are the names of the attributes and values the number of components.
Raises:
ValueError: The piece must be cells or points only
AttributeError: One attribute of the mesh is null.
TypeError: Input mesh must be a vtkDataSet or vtkMultiBlockDataSet.
"""
attributes: dict[ str, int ] = {}
if isinstance( mesh, ( vtkMultiBlockDataSet, vtkCompositeDataSet ) ):
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( mesh )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( blockIndex ) )
blockAttributes: dict[ str, int ] = getAttributesWithNumberOfComponents( dataSet, piece )
for attributeName, nbComponents in blockAttributes.items():
if attributeName not in attributes:
attributes[ attributeName ] = nbComponents
elif isinstance( mesh, vtkDataSet ):
data: Union[ vtkPointData, vtkCellData ]
if piece == Piece.POINTS:
data = mesh.GetPointData()
elif piece == Piece.CELLS:
data = mesh.GetCellData()
else:
raise ValueError( f"The attribute piece must be { Piece.POINTS.value } or { Piece.CELLS.value }." )
nbAttributes: int = data.GetNumberOfArrays()
for i in range( nbAttributes ):
attributeName = data.GetArrayName( i )
attribute: vtkDataArray = data.GetArray( attributeName )
if attribute is None:
raise AttributeError( f"The attribute { attributeName } is null" )
nbComponents = attribute.GetNumberOfComponents()
attributes[ attributeName ] = nbComponents
else:
raise TypeError( "Input mesh must be a vtkDataSet or vtkMultiBlockDataSet." )
return attributes
[docs]
def isAttributeInObject( mesh: Union[ vtkMultiBlockDataSet, vtkDataSet ], attributeName: str, piece: Piece ) -> bool:
"""Check if an attribute is in the input mesh for the given piece.
Args:
mesh (vtkMultiBlockDataSet | vtkDataSet): Input mesh.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
bool: True if the attribute is on the mesh, False otherwise.
Raises:
TypeError: The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet.
"""
if isinstance( mesh, vtkDataSet ):
if piece == Piece.FIELD:
return bool( mesh.GetFieldData().HasArray( attributeName ) )
elif piece == Piece.POINTS:
return bool( mesh.GetPointData().HasArray( attributeName ) )
elif piece == Piece.CELLS:
return bool( mesh.GetCellData().HasArray( attributeName ) )
elif piece == Piece.BOTH:
onPoints: int = mesh.GetPointData().HasArray( attributeName )
onCells: int = mesh.GetCellData().HasArray( attributeName )
return onCells == onPoints == 1
elif isinstance( mesh, vtkMultiBlockDataSet ):
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( mesh )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( blockIndex ) )
if isAttributeInObject( dataSet, attributeName, piece ):
return True
else:
raise TypeError( "Input mesh must be a vtkDataSet or vtkMultiBlockDataSet." )
return False
[docs]
def isAttributeGlobal( multiBlockDataSet: vtkMultiBlockDataSet, attributeName: str, piece: Piece ) -> bool:
"""Check if an attribute is global in the input multiBlockDataSet.
Args:
multiBlockDataSet (vtkMultiBlockDataSet): Input multiBlockDataSet.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
bool: True if the attribute is global, False if not.
"""
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( multiBlockDataSet )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( multiBlockDataSet.GetDataSet( blockIndex ) )
if not isAttributeInObject( dataSet, attributeName, piece ):
return False
return True
[docs]
def getArrayInObject( dataSet: vtkDataSet, attributeName: str, piece: Piece ) -> npt.NDArray[ Any ]:
"""Return the numpy array corresponding to input attribute name in the mesh.
Args:
dataSet (vtkDataSet): Input dataSet.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
NDArray[Any]: The numpy array corresponding to input attribute name.
"""
vtkArray: vtkDataArray = getVtkArrayInObject( dataSet, attributeName, piece )
npArray: npt.NDArray[ Any ] = vnp.vtk_to_numpy( vtkArray ) # type: ignore[no-untyped-call]
return npArray
[docs]
def getVtkArrayTypeInObject( mesh: Union[ vtkDataSet, vtkMultiBlockDataSet ], attributeName: str, piece: Piece ) -> int:
"""Return VTK type of requested array from input mesh.
Args:
mesh (Union[vtkDataSet, vtkMultiBlockDataSet]): Input mesh.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
int: The type of the vtk array corresponding to input attribute name.
Raises:
AttributeError: The attribute 'attributeName' is not in the mesh.
TypeError: The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet.
"""
if isinstance( mesh, vtkDataSet ):
array: vtkDataArray = getVtkArrayInObject( mesh, attributeName, piece )
vtkArrayType: int = array.GetDataType()
return vtkArrayType
elif isinstance( mesh, vtkMultiBlockDataSet ):
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( mesh )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( blockIndex ) )
try:
return getVtkArrayTypeInObject( dataSet, attributeName, piece )
except Exception:
continue
raise AttributeError( f"The attribute { attributeName } is not in input mesh." )
else:
raise TypeError( "Input object must be a vtkDataSet or vtkMultiBlockDataSet." )
[docs]
def getVtkArrayInObject( dataSet: vtkDataSet, attributeName: str, piece: Piece ) -> vtkDataArray:
"""Return the array corresponding to input attribute name in the mesh.
Args:
dataSet (vtkDataSet): Input mesh with the attribute to get.
attributeName (str): Name of the attribute to get.
piece (Piece): The piece of the attribute to get.
Returns:
vtkDataArray: The vtk array corresponding to input attribute name.
Raises:
ValueError: The piece must be cells, points or fields.
AttributeError: The attribute 'attributeName' is not in the mesh.
"""
if not isAttributeInObject( dataSet, attributeName, piece ):
raise AttributeError( f"The attribute { attributeName } is not in input mesh." )
dataArray: vtkDataArray
if piece == Piece.POINTS:
dataArray = dataSet.GetPointData().GetArray( attributeName )
elif piece == Piece.CELLS:
dataArray = dataSet.GetCellData().GetArray( attributeName )
elif piece == Piece.FIELD:
dataArray = dataSet.GetFieldData().GetArray( attributeName )
else:
raise ValueError(
f"The attribute piece must be { Piece.FIELD.value }, { Piece.POINTS.value } or { Piece.CELLS.value }." )
return dataArray
[docs]
def getNumberOfComponents(
mesh: Union[ vtkMultiBlockDataSet, vtkCompositeDataSet, vtkDataSet ],
attributeName: str,
piece: Piece,
) -> int:
"""Get the number of components of the attribute 'attributeName' in the mesh for a given piece.
Args:
mesh (vtkMultiBlockDataSet | vtkCompositeDataSet | vtkDataSet): Mesh where the attribute is.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
int: Number of components.
Raises:
AttributeError: The attribute 'attributeName' is not in the mesh for the given piece.
TypeError: The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet.
ValueError: The attribute's piece must be 'cells', 'points' or 'field'.
"""
nbComponents: int = 0
if isinstance( mesh, vtkDataSet ):
array: vtkDataArray = getVtkArrayInObject( mesh, attributeName, piece )
nbComponents = array.GetNumberOfComponents()
elif isinstance( mesh, ( vtkMultiBlockDataSet, vtkCompositeDataSet ) ):
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( mesh )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( blockIndex ) )
try:
return getNumberOfComponents( dataSet, attributeName, piece )
except ValueError as e:
raise e
except AttributeError:
continue
raise AttributeError( f"The attribute '{ attributeName }' is not in the mesh for the given piece { piece }." )
else:
raise TypeError( "The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet." )
return nbComponents
[docs]
def getComponentNames(
mesh: Union[ vtkMultiBlockDataSet, vtkCompositeDataSet, vtkDataSet, vtkDataObject ],
attributeName: str,
piece: Piece,
) -> tuple[ str, ...]:
"""Get the name of the components of the attribute 'attributeName' in a mesh.
Args:
mesh (vtkDataSet | vtkMultiBlockDataSet | vtkCompositeDataSet | vtkDataObject): Mesh where the attribute is.
attributeName (str): Name of the attribute.
piece (Piece): The piece of the attribute.
Returns:
tuple[str,...]: Names of the components.
Raises:
AttributeError: The attribute 'attributeName' is not in the mesh for the given piece.
TypeError: The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet.
ValueError: The attribute's piece must be 'cells', 'points' or 'field'.
"""
componentNames: list[ str ] = []
if isinstance( mesh, vtkDataSet ):
array: vtkDataArray = getVtkArrayInObject( mesh, attributeName, piece )
if array.GetNumberOfComponents() > 1:
componentNames += [ array.GetComponentName( i ) for i in range( array.GetNumberOfComponents() ) ]
elif isinstance( mesh, ( vtkMultiBlockDataSet, vtkCompositeDataSet ) ):
elementaryBlockIndexes: list[ int ] = getBlockElementIndexesFlatten( mesh )
for blockIndex in elementaryBlockIndexes:
dataSet: vtkDataSet = vtkDataSet.SafeDownCast( mesh.GetDataSet( blockIndex ) )
try:
return getComponentNames( dataSet, attributeName, piece )
except ValueError as e:
raise e
except AttributeError:
continue
raise AttributeError( f"The attribute '{ attributeName }' is not in the mesh for the given piece { piece }." )
else:
raise TypeError( "The mesh has to be inherited from vtkMultiBlockDataSet or vtkDataSet." )
return tuple( componentNames )
[docs]
def getAttributeValuesAsDF( surface: vtkPolyData,
attributeNames: tuple[ str, ...],
piece: Piece = Piece.CELLS ) -> pd.DataFrame:
"""Get attribute values from input surface.
Args:
surface (vtkPolyData): Mesh where to get attribute values.
attributeNames (tuple[str,...]): Tuple of attribute names to get the values.
piece (Piece): The piece of the attribute.
Defaults to Piece.CELLS
Returns:
pd.DataFrame: DataFrame containing property names as columns.
"""
nbRows: int
if piece == Piece.POINTS:
nbRows = surface.GetNumberOfPoints()
elif piece == Piece.CELLS:
nbRows = surface.GetNumberOfCells()
else:
raise ValueError( f"The attribute piece must be { Piece.POINTS.value } or { Piece.CELLS.value }." )
data: pd.DataFrame = pd.DataFrame( np.full( ( nbRows, len( attributeNames ) ), np.nan ), columns=attributeNames )
for attributeName in attributeNames:
if not isAttributeInObject( surface, attributeName, piece ):
logging.warning( f"Attribute {attributeName} is not in the mesh." )
continue
array: npt.NDArray[ np.float64 ] = getArrayInObject( surface, attributeName, piece )
if len( array.shape ) > 1:
for i in range( array.shape[ 1 ] ):
data[ attributeName + f"_{ i }" ] = array[ :, i ]
data.drop( columns=[ attributeName ], inplace=True )
else:
data[ attributeName ] = array
return data
[docs]
def computeCellCenterCoordinates( mesh: vtkDataSet ) -> vtkDataArray:
"""Get the coordinates of Cell center.
Args:
mesh (vtkDataSet): Input surface.
Returns:
vtkPoints: Cell center coordinates.
"""
assert mesh is not None, "Surface is undefined."
filter: vtkCellCenters = vtkCellCenters()
filter.SetInputDataObject( mesh )
filter.Update()
output: vtkUnstructuredGrid = filter.GetOutputDataObject( 0 )
assert output is not None, "Cell center output is undefined."
pts: vtkPoints = output.GetPoints()
assert pts is not None, "Cell center points are undefined."
return pts.GetData()