Last active
July 15, 2021 14:10
-
-
Save dromanov/0fb8bacff5342a56a690 to your computer and use it in GitHub Desktop.
Demonstration of creation VTK file with unstructured grid using Python low level calls of evtk library.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#! /usr/bin/env python | |
# -*- coding: UTF-8 -*- | |
from evtk.vtk import VtkFile, VtkUnstructuredGrid, VtkTriangle, VtkVertex | |
import numpy as np | |
from copy import deepcopy | |
""" | |
UnstructuredGrid | |
================ | |
Each 'UnstructuredGrid' piece specifies a set of points and cells independently | |
from the other pieces. The points are described explicitly by the 'Points' | |
element. The cells are described explicitly by the 'Cells' element. | |
<VTKFile type=”UnstructuredGrid” ...> | |
<UnstructuredGrid> | |
<Piece NumberOfPoints=”#” NumberOfCells=”#”> | |
<PointData>...</PointData> | |
<CellData>...</CellData> | |
<Points>...</Points> | |
<Cells>...</Cells> | |
</Piece> | |
</UnstructuredGrid> | |
</VTKFile> | |
Every dataset describes the data associated with its points and cells with | |
'PointData' and 'CellData' XML elements as follows: | |
<PointData Scalars=”Temperature” Vectors=”Velocity”> | |
<DataArray Name=”Velocity” .../> | |
<DataArray Name=”Temperature” .../> | |
<DataArray Name=”Pressure” .../> | |
</PointData> | |
VTK allows an arbitrary number of data arrays to be associated with the points | |
and cells of a dataset. Each data array is described by a 'DataArray' element | |
which, among other things, gives each array a name. The following attributes of | |
'PointData' and 'CellData' are used to specify the active arrays by name: | |
'Scalars' — The name of the active scalars array, if any. | |
'Vectors' — The name of the active vectors array, if any. | |
'Normals' — The name of the active normals array, if any. | |
'Tensors' — The name of the active tensors array, if any. | |
'TCoords' — The name of the active texture coordinates array, if any. | |
Points | |
====== | |
The 'Points' element explicitly defines coordinates for each point | |
individually. It contains one 'DataArray' element describing an array with | |
three components per value, each specifying the coordinates of one point. | |
<Points> | |
<DataArray NumberOfComponents=”3” .../> | |
</Points> | |
Coordinates | |
=========== | |
The 'Coordinates' element defines point coordinates for an extent by specifying | |
the ordinate along each axis for each integer value in the extent’s range. It | |
contains three 'DataArray' elements describing the ordinates along the | |
x-y-z axes, respectively. | |
<Coordinates> | |
<DataArray .../> | |
<DataArray .../> | |
<DataArray .../> | |
</Coordinates> | |
Verts, Lines, Strips, and Polys | |
=============================== | |
The 'Verts', 'Lines', 'Strips', and 'Polys' elements define cells explicitly by | |
specifying point connectivity. Cell types are implicitly known by the type of | |
element in which they are specified. Each element contains two 'DataArray' | |
elements. The first array specifies the point connectivity. All the cells’ | |
point lists are concatenated together. The second array specifies the offset | |
into the connectivity array for the end of each cell. | |
<Verts> | |
<DataArray type=”Int32” Name=”connectivity” .../> | |
<DataArray type=”Int32” Name=”offsets” .../> | |
</Verts> | |
Cells | |
===== | |
The 'Cells' element defines cells explicitly by specifying point connectivity | |
and cell types. It contains three 'DataArray' elements. The first array | |
specifies the point connectivity. All the cells’ point lists are concatenated | |
together. The second array specifies the offset into the connectivity array | |
for the end of each cell. The third array specifies the type of each cell. | |
(Note: the cell types are defined in Figure 2 and Figure 3.) | |
<Cells> | |
<DataArray type=”Int32” Name=”connectivity” .../> | |
<DataArray type=”Int32” Name=”offsets” .../> | |
<DataArray type=”UInt8” Name=”types” .../> | |
</Cells> | |
All of the data and geometry specifications use 'DataArray' elements to | |
describe their actual content as follows: | |
DataArray | |
========= | |
The 'DataArray' element stores a sequence of values of one type. There may be | |
one or more components per value. | |
<DataArray type=”Float32” Name=”vectors” NumberOfComponents=”3” | |
format=”appended” offset=”0”/> | |
<DataArray type=”Float32” Name=”scalars” format=”binary”> | |
bAAAAAAAAAAAAIA/AAAAQAAAQEAAAIBA... </DataArray> | |
<DataArray type=”Int32” Name=”offsets” format=”ascii”> | |
10 20 30 ... </DataArray> | |
The attributes of the 'DataArray' elements are described as follows: | |
type — The data type of a single component of the array. This is one of | |
Int8, UInt8, Int16, UInt16, Int32, UInt32, Int64, UInt64, Float32, | |
Float64. | |
Note: the 64-bit integer types are only supported if | |
VTK_USE_64BIT_IDS is on (a CMake variable—see “CMake” on page 8) or | |
the platform is 64-bit. | |
Name — The name of the array. This is usually a brief description of the | |
data stored in the array. | |
NumberOfComponents — The number of components per value in the array. | |
format — The means by which the data values themselves are stored in the | |
file. This is “ascii”, “binary”, or “appended”. | |
offset — If the format attribute is “appended”, this specifies the offset | |
from the beginning of the appended data section to the beginning | |
of this array’s data. | |
The format attribute chooses among the three ways in which data values can be | |
stored: | |
format=”ascii” — The data are listed in ASCII directly inside the DataArray | |
element. Whitespace is used for separation. | |
format=”binary” — The data are encoded in base64 and listed contiguously | |
inside the DataArray element. | |
Data may also be compressed before encoding in base64. | |
The byte-order of the data matches that specified by | |
the byte_order attribute of the 'VTKFile' element. | |
format=”appended” — The data are stored in the appended data section. | |
Since many 'DataArray' elements may store their data in | |
this section, the 'offset' attribute is used to specify | |
where each DataArray’s data begins. | |
This format ("appended") is the default used by VTK’s writers. | |
The appended data section is stored in an 'AppendedData' element that is nested | |
inside 'VTKFile' after the dataset element: | |
<VTKFile ...> | |
... | |
<AppendedData encoding=”base64”> | |
_QMwEAAAAAAAAA... | |
</AppendedData> | |
</VTKFile> | |
The appended data section begins with the first character after the underscore | |
inside the AppendedData element. The underscore is not part of the data, but is | |
always present. Data in this section is always in binary form, but can be | |
compressed and/or base64 encoded. The byte-order of the data matches that | |
specified by the byte_order attribute of the 'VTKFile' element. Each | |
DataArray’s data are stored contiguously and appended immediately after the | |
previous DataArray’s data without a separator. The DataArray’s offset attribute | |
indicates the file position offset from the first character after the | |
underscore to the beginning its data. | |
""" | |
# These two functions are taken from original 'evtk.hl' module without changes. | |
def _addDataToFile(vtkFile, cellData, pointData): | |
# Point data | |
if pointData is not None: | |
keys = pointData.keys() | |
vtkFile.openData("Point", scalars=keys[0]) | |
for key in keys: | |
data = pointData[key] | |
vtkFile.addData(key, data) | |
vtkFile.closeData("Point") | |
# Cell data | |
if cellData is not None: | |
keys = cellData.keys() | |
vtkFile.openData("Cell", scalars=keys[0]) | |
for key in keys: | |
data = cellData[key] | |
vtkFile.addData(key, data) | |
vtkFile.closeData("Cell") | |
def _appendDataToFile(vtkFile, cellData, pointData): | |
# Append data to binary section | |
if pointData is not None: | |
keys = pointData.keys() | |
for key in keys: | |
data = pointData[key] | |
vtkFile.appendData(data) | |
if cellData is not None: | |
keys = cellData.keys() | |
for key in keys: | |
data = cellData[key] | |
vtkFile.appendData(data) | |
def triangle_faces_to_VTK(filename, x, y, z, faces, point_data, cell_data): | |
vertices = (x, y, z) | |
w = VtkFile(filename, VtkUnstructuredGrid) | |
w.openGrid() | |
w.openPiece(npoints=len(x), ncells=len(faces)) | |
w.openElement("Points") | |
w.addData("Points", vertices) | |
w.closeElement("Points") | |
# Create some temporary arrays to write grid topology. | |
ncells = len(faces) | |
# Index of last node in each cell. | |
offsets = np.arange(start=3, stop=3*(ncells + 1), step=3, dtype='uint32') | |
# Connectivity as unrolled array. | |
connectivity = faces.reshape(ncells*3).astype('int32') | |
cell_types = np.ones(ncells, dtype='uint8')*VtkTriangle.tid | |
w.openElement("Cells") | |
w.addData("connectivity", connectivity) | |
w.addData("offsets", offsets) | |
w.addData("types", cell_types) | |
w.closeElement("Cells") | |
_addDataToFile(w, cellData=cell_data, pointData=point_data) | |
w.closePiece() | |
w.closeGrid() | |
w.appendData(vertices) | |
w.appendData(connectivity).appendData(offsets).appendData(cell_types) | |
_appendDataToFile(w, cellData=cell_data, pointData=point_data) | |
w.save() | |
return w.getFileName() | |
def pointsToVTK(path, x, y, z, data): | |
""" | |
Export points and associated data as an unstructured grid. | |
PARAMETERS: | |
path: name of the file without extension where data to be saved. | |
x, y, z: 1D arrays with coordinates of the points. | |
data: dictionary {'varname': data_array} of point-data to export. | |
RETURNS: | |
Full path to saved file. | |
""" | |
assert (x.size == y.size == z.size) | |
npoints = x.size | |
# Create some temporary arrays to write grid topology ... | |
# ... index of last node in each cell ... | |
offsets = np.arange(start=1, stop=npoints + 1, dtype='int32') | |
# ... unwinding our triangles into connectivity list. | |
connectivity = np.arange(npoints, dtype='int32') | |
cell_types = np.empty(npoints, dtype='uint8') | |
cell_types[:] = VtkVertex.tid | |
w = VtkFile(path, VtkUnstructuredGrid) | |
w.openGrid() | |
w.openPiece(ncells=npoints, npoints=npoints) | |
w.openElement("Points") | |
w.addData("points", (x, y, z)) | |
w.closeElement("Points") | |
w.openElement("Cells") | |
w.addData("connectivity", connectivity) | |
w.addData("offsets", offsets) | |
w.addData("types", cell_types) | |
w.closeElement("Cells") | |
_addDataToFile(w, cellData=None, pointData=data) | |
w.closePiece() | |
w.closeGrid() | |
w.appendData((x, y, z)) | |
w.appendData(connectivity).appendData(offsets).appendData(cell_types) | |
_appendDataToFile(w, cellData=None, pointData=data) | |
w.save() | |
return w.getFileName() | |
class Level: | |
"""Approximation of the spherical surface made from triangles. | |
It support refinement of the surface to increase detalization uniformly by | |
decreasing face size 4 times on each step. Enumeration of vertices within | |
face is shown below together with the numbers of new vertices introduced | |
during refinement: | |
2 2 | |
* * | |
/ \ . / \ | |
/ \ |\ / \ | |
/ \ +---------+ \ 5 / \ 4 | |
/ \ | * *-------* | |
/ \ +---------+ / / \ / \ | |
/ \ |/ / \ / \ | |
/ \ " / \ / \ | |
*---------------* *-------*-------* | |
0 1 0 3 1 | |
""" | |
def __init__(self, faces, vertices): | |
self.faces = faces | |
self.vertices = vertices | |
def refine(self): | |
"""Returns level with better sampling.""" | |
cache = {} | |
vert = deepcopy(self.vertices) | |
def _(i, j): | |
'''Makes cached middle vertex and returns its index.''' | |
ij = tuple(sorted([i, j])) | |
if ij not in cache: | |
pos = len(vert) | |
v = 0.5*(vert[i] + vert[j]) | |
vert.append(v/np.sqrt(np.inner(v, v))) | |
cache[ij] = pos | |
return cache[ij] | |
f_pos = 0 | |
face = np.zeros([4*len(self.faces), 3], int) | |
for f in self.faces: | |
i, j, k = f | |
face[f_pos+0, :] = [ i, _(i, j), _(i, k)] | |
face[f_pos+1, :] = [_(i, j), j, _(j, k)] | |
face[f_pos+2, :] = [_(i, j), _(j, k), _(i, k)] | |
face[f_pos+3, :] = [ k, _(i, k), _(j, k)] | |
f_pos += 4 | |
return Level(face, vert) | |
class Polyhedron: | |
"""http://student.ulb.ac.be/~claugero/sphere/index.html""" | |
def __init__(self, level=3, base="tetrahedron"): | |
"""Creates set of normals.""" | |
assert level in range(1, 8), "bad level: %s" % level | |
if base == "tetrahedron": | |
s = 1.0/np.sqrt(3.0); | |
verts = [[ s, s, s], [-s, -s, s], | |
[-s, s, -s], [ s, -s, -s]] | |
faces = [[0, 2, 1], [0, 1, 3], [2, 3, 1], [3, 2, 0]] | |
elif base == "octahedron": | |
verts = [[ 0.0, 0.0, -1.0], [ 1.0, 0.0, 0.0], | |
[ 0.0, -1.0, 0.0], [-1.0, 0.0, 0.0], | |
[ 0.0, 1.0, 0.0], [ 0.0, 0.0, 1.0] ] | |
faces = [[0, 1, 2], [0, 2, 3], [0, 3, 4], [0, 4, 1], | |
[5, 2, 1], [5, 3, 2], [5, 4, 3], [5, 1, 4]] | |
elif base == "icosahedron": | |
t = (1 + np.sqrt(5))/2 | |
tau = t/np.sqrt(1 + t*t) | |
one = 1/np.sqrt(1 + t*t) | |
verts = [[ tau, one, 0.0], [-tau, one, 0.0], | |
[-tau, -one, 0.0], [ tau, -one, 0.0], | |
[ one, 0.0, tau], [ one, 0.0, -tau], | |
[-one, 0.0, -tau], [-one, 0.0, tau], | |
[ 0.0, tau, one], [ 0.0, -tau, one], | |
[ 0.0, -tau, -one], [ 0.0, tau, -one]] | |
faces = [[4, 8, 7], [4, 7, 9], [5, 6, 11], [5, 10, 6], | |
[0, 4, 3], [0, 3, 5], [2, 7, 1], [2, 1, 6], | |
[8, 0, 11], [8, 11, 1], [9, 10, 3], [9, 2, 10], | |
[8, 4, 0], [11, 0, 5], [4, 9, 3], [5, 3, 10], | |
[7, 8, 1], [6, 1, 11], [7, 2, 9], [6, 10, 2]] | |
else: | |
raise ValueError("unknown base figure: " + str(base)) | |
self.level = level | |
self.base = base | |
self.tree = [Level(faces=faces, vertices=[np.array(v) for v in verts])] | |
for l in range(1, level + 1): | |
self.tree.append(self.tree[-1].refine()) | |
def get_approximation(self, n): | |
return self.tree[n].faces, self.tree[n].vertices | |
# import ipdb; ipdb.set_trace() | |
arr = np.array | |
sphere = Polyhedron(level=3, base="icosahedron") | |
faces, vertices = sphere.get_approximation(3) | |
x = arr([v[0] for v in vertices]) | |
y = arr([v[1] for v in vertices]) | |
z = arr([v[2] for v in vertices]) | |
cell_scalar = arr([x[i] + x[j] + x[k] for i, j, k in faces]) | |
triangle_faces_to_VTK("demo_sphere", | |
x=x, y=y, z=z, | |
faces=arr(faces), | |
point_data={'s': x*x + y*y, | |
'n': (x, y, z), | |
'v': (-y, x, -np.sin(np.arccos(-1.0)*z))}, | |
cell_data={'rho': cell_scalar}) | |
pointsToVTK("demo_stock", | |
x, y, z, | |
{"rho": x*x + y*y}) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment