DAMASK_EICMD/python/damask/ktv.py

222 lines
7.1 KiB
Python

import os
import pandas as pd
import numpy as np
import vtk
from vtk.util.numpy_support import numpy_to_vtk as np_to_vtk
from . import table
from . import version
class VTK:
"""
Spatial visualization (and potentially manipulation).
High-level interface to VTK.
"""
def __init__(self,geom):
"""
Set geometry and topology.
Parameters
----------
geom : subclass of vtk.vtkDataSet
Description of geometry and topology. Valid types are vtk.vtkRectilinearGrid,
vtk.vtkUnstructuredGrid, or vtk.vtkPolyData.
"""
self.geom = geom
@staticmethod
def from_rectilinearGrid(grid,size,origin=np.zeros(3)):
"""
Create VTK of type vtk.vtkRectilinearGrid.
This is the common type for results from the grid solver.
Parameters
----------
grid : numpy.ndarray of shape (3) of np.dtype = int
Number of cells.
size : numpy.ndarray of shape (3)
Physical length.
origin : numpy.ndarray of shape (3), optional
Spatial origin.
"""
coordArray = [vtk.vtkDoubleArray(),vtk.vtkDoubleArray(),vtk.vtkDoubleArray()]
for dim in [0,1,2]:
coords = np.linspace(origin[dim],origin[dim]+size[dim],grid[dim]+1)
coordArray[dim].SetArray(np_to_vtk(coords),grid[dim]+1,1)
geom = vtk.vtkRectilinearGrid()
geom.SetDimensions(*(grid+1))
geom.SetXCoordinates(coordArray[0])
geom.SetYCoordinates(coordArray[1])
geom.SetZCoordinates(coordArray[2])
return VTK(geom)
@staticmethod
def from_unstructuredGrid(nodes,connectivity,cell_type):
"""
Create VTK of type vtk.vtkUnstructuredGrid.
This is the common type for results from FEM solvers.
Parameters
----------
nodes : numpy.ndarray of shape (:,3)
Spatial position of the nodes.
connectivity : numpy.ndarray of np.dtype = int
Cell connectivity (0-based), first dimension determines #Cells, second dimension determines #Nodes/Cell.
cell_type : str
Name of the vtk.vtkCell subclass. Tested for TRIANGLE, QUAD, and HEXAHEDRON.
"""
vtk_nodes = vtk.vtkPoints()
vtk_nodes.SetData(np_to_vtk(nodes))
cells = vtk.vtkCellArray()
cells.SetNumberOfCells(connectivity.shape[0])
T = np.concatenate((np.ones((connectivity.shape[0],1),dtype=np.int64)*connectivity.shape[1],
connectivity),axis=1).ravel()
cells.SetCells(connectivity.shape[0],np_to_vtk(T, deep=True, array_type=vtk.VTK_ID_TYPE))
geom = vtk.vtkUnstructuredGrid()
geom.SetPoints(vtk_nodes)
geom.SetCells(eval('vtk.VTK_{}'.format(cell_type.split('_',1)[-1].upper())),cells)
return VTK(geom)
@staticmethod
def from_polyData(points):
"""
Create VTK of type vtk.polyData.
This is the common type for point-wise data.
Parameters
----------
points : numpy.ndarray of shape (:,3)
Spatial position of the points.
"""
vtk_points= vtk.vtkPoints()
vtk_points.SetData(np_to_vtk(points))
vertices = vtk.vtkCellArray()
vertices.SetNumberOfCells(points.shape[0])
T = np.concatenate((np.ones((points.shape[0],1),dtype=np.int64),
np.arange(points.shape[0],dtype=np.int64).reshape(-1,1)),axis=1).ravel()
vertices.SetCells(points.shape[0],np_to_vtk(T, deep=True, array_type=vtk.VTK_ID_TYPE))
geom = vtk.vtkPolyData()
geom.SetPoints(vtk_points)
geom.SetVerts(vertices)
return VTK(geom)
@staticmethod
def from_file(fname,dataset_type=None):
"""
Create VTK from file.
Parameters
----------
fname : str
Filename for reading. Valid extensions are .vtk, .vtr, .vtu, and .vtp.
dataset_type : str, optional
Name of the vtk.vtkDataSet subclass when opening an .vtk file. Valid types are vtkRectilinearGrid,
vtkUnstructuredGrid, and vtkPolyData.
"""
ext = os.path.splitext(fname)[1]
if ext == '.vtk':
reader = vtk.vtkGenericDataObjectReader()
reader.SetFileName(fname)
reader.Update()
if 'rectilineargrid' in dataset_type.lower():
geom = reader.GetRectilinearGridOutput()
elif 'unstructuredgrid' in dataset_type.lower():
geom = reader.GetUnstructuredGridOutput()
elif 'polydata' in dataset_type.lower():
geom = reader.GetPolyDataOutput()
else:
raise TypeError('Unknown dataset type for vtk file {}'.format(dataset_type))
else:
if ext == '.vtr':
reader = vtk.vtkXMLRectilinearGridReader()
elif ext == '.vtu':
reader = vtk.vtkXMLUnstructuredGridReader()
elif ext == '.vtp':
reader = vtk.vtkXMLPolyDataReader()
else:
raise TypeError('Unknown file extension {}'.format(ext))
reader.SetFileName(fname)
reader.Update()
geom = reader.GetOutput()
return VTK(geom)
# ToDo: If extension is given, check for consistency.
def write(self,fname):
"""
Write to file.
Parameters
----------
fname : str
Filename for writing.
"""
if (isinstance(self.geom,vtk.vtkRectilinearGrid)):
writer = vtk.vtkXMLRectilinearGridWriter()
elif(isinstance(self.geom,vtk.vtkUnstructuredGrid)):
writer = vtk.vtkXMLUnstructuredGridWriter()
elif(isinstance(self.geom,vtk.vtkPolyData)):
writer = vtk.vtkXMLPolyDataWriter()
writer.SetFileName('{}.{}'.format(os.path.splitext(fname)[0],
writer.GetDefaultFileExtension()))
writer.SetCompressorTypeToZLib()
writer.SetDataModeToBinary()
writer.SetInputData(self.geom)
writer.Write()
# Check https://blog.kitware.com/ghost-and-blanking-visibility-changes/ for missing data
# Needs support for pd.DataFrame and/or table
def add(self,data,label=None):
"""Add data to either cells or points."""
N_points = self.geom.GetNumberOfPoints()
N_cells = self.geom.GetNumberOfCells()
if isinstance(data,np.ndarray):
d = np_to_vtk(num_array=data.reshape(data.shape[0],-1),deep=True)
d.SetName(label)
if data.shape[0] == N_cells:
self.geom.GetCellData().AddArray(d)
elif data.shape[0] == N_points:
self.geom.GetPointData().AddArray(d)
elif isinstance(data,pd.DataFrame):
pass
elif isinstance(data,table):
pass
def __repr__(self):
"""ASCII representation of the VTK data."""
writer = vtk.vtkDataSetWriter()
writer.SetHeader('# DAMASK.VTK v{}'.format(version))
writer.WriteToOutputStringOn()
writer.SetInputData(self.geom)
writer.Write()
return writer.GetOutputString()