primitive
¶
Module dedicated for basic primitive.
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Convex hulls in N dimensions. |
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Version numbering for anarchists and software realists. |
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Return angles for Cartesian 3D coordinates x, y, and z. |
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Triangulate a set of vertices on the sphere. |
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Return corrected triangles. |
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Join two or more pathname components, inserting ‘/’ as needed. |
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Return vertices and triangle for a box geometry. |
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Return vertices and triangles for a cylinder. |
Return vertices and triangle for a square frustum prism. |
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Return vertices and triangles for icosahedron. |
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Return vertices and triangle for an octagonal prism. |
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Return vertices and triangle for rhombicuboctahedron geometry. |
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Provide vertices and triangles of the spheres. |
Return vertices and triangles for a square geometry. |
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Return vertices and triangle for star geometry. |
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Provide vertices and triangles of a superquadrics. |
Return vertices and triangles for a tetrahedron. |
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Return vertices and triangle for a regular triangular prism. |
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Repeat Vertices and triangles of a specific primitive shape. |
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Repeat Vertices and triangles of a specific primitive function. |
ConvexHull
¶
-
class
fury.primitive.
ConvexHull
(points, incremental=False, qhull_options=None)¶ Bases:
scipy.spatial.qhull._QhullUser
Convex hulls in N dimensions.
New in version 0.12.0.
- Parameters
points (ndarray of floats, shape (npoints, ndim)) – Coordinates of points to construct a convex hull from
incremental (bool, optional) – Allow adding new points incrementally. This takes up some additional resources.
qhull_options (str, optional) – Additional options to pass to Qhull. See Qhull manual for details. (Default: “Qx” for ndim > 4 and “” otherwise) Option “Qt” is always enabled.
-
points
¶ Coordinates of input points.
- Type
ndarray of double, shape (npoints, ndim)
-
vertices
¶ Indices of points forming the vertices of the convex hull. For 2-D convex hulls, the vertices are in counterclockwise order. For other dimensions, they are in input order.
- Type
ndarray of ints, shape (nvertices,)
-
simplices
¶ Indices of points forming the simplical facets of the convex hull.
- Type
ndarray of ints, shape (nfacet, ndim)
-
neighbors
¶ Indices of neighbor facets for each facet. The kth neighbor is opposite to the kth vertex. -1 denotes no neighbor.
- Type
ndarray of ints, shape (nfacet, ndim)
-
equations
¶ [normal, offset] forming the hyperplane equation of the facet (see Qhull documentation for more).
- Type
ndarray of double, shape (nfacet, ndim+1)
-
coplanar
¶ Indices of coplanar points and the corresponding indices of the nearest facets and nearest vertex indices. Coplanar points are input points which were not included in the triangulation due to numerical precision issues.
If option “Qc” is not specified, this list is not computed.
- Type
ndarray of int, shape (ncoplanar, 3)
-
good
¶ A one-dimensional Boolean array indicating which facets are good. Used with options that compute good facets, e.g. QGn and QG-n. Good facets are defined as those that are visible (n) or invisible (-n) from point n, where n is the nth point in ‘points’. The ‘good’ attribute may be used as an index into ‘simplices’ to return the good (visible) facets: simplices[good]. A facet is visible from the outside of the hull only, and neither coplanarity nor degeneracy count as cases of visibility.
If a “QGn” or “QG-n” option is not specified, None is returned.
New in version 1.3.0.
- Type
ndarray of bool or None
-
area
¶ Surface area of the convex hull when input dimension > 2. When input points are 2-dimensional, this is the perimeter of the convex hull.
New in version 0.17.0.
- Type
-
volume
¶ Volume of the convex hull when input dimension > 2. When input points are 2-dimensional, this is the area of the convex hull.
New in version 0.17.0.
- Type
- Raises
QhullError – Raised when Qhull encounters an error condition, such as geometrical degeneracy when options to resolve are not enabled.
ValueError – Raised if an incompatible array is given as input.
Notes
The convex hull is computed using the Qhull library.
Examples
Convex hull of a random set of points:
>>> from scipy.spatial import ConvexHull, convex_hull_plot_2d >>> points = np.random.rand(30, 2) # 30 random points in 2-D >>> hull = ConvexHull(points)
Plot it:
>>> import matplotlib.pyplot as plt >>> plt.plot(points[:,0], points[:,1], 'o') >>> for simplex in hull.simplices: ... plt.plot(points[simplex, 0], points[simplex, 1], 'k-')
We could also have directly used the vertices of the hull, which for 2-D are guaranteed to be in counterclockwise order:
>>> plt.plot(points[hull.vertices,0], points[hull.vertices,1], 'r--', lw=2) >>> plt.plot(points[hull.vertices[0],0], points[hull.vertices[0],1], 'ro') >>> plt.show()
Facets visible from a point:
Create a square and add a point above the square.
>>> generators = np.array([[0.2, 0.2], ... [0.2, 0.4], ... [0.4, 0.4], ... [0.4, 0.2], ... [0.3, 0.6]])
Call ConvexHull with the QG option. QG4 means compute the portions of the hull not including point 4, indicating the facets that are visible from point 4.
>>> hull = ConvexHull(points=generators, ... qhull_options='QG4')
The “good” array indicates which facets are visible from point 4.
>>> print(hull.simplices) [[1 0] [1 2] [3 0] [3 2]] >>> print(hull.good) [False True False False]
Now plot it, highlighting the visible facets.
>>> fig = plt.figure() >>> ax = fig.add_subplot(1,1,1) >>> for visible_facet in hull.simplices[hull.good]: ... ax.plot(hull.points[visible_facet, 0], ... hull.points[visible_facet, 1], ... color='violet', ... lw=6) >>> convex_hull_plot_2d(hull, ax=ax) <Figure size 640x480 with 1 Axes> # may vary >>> plt.show()
References
- Qhull
-
__init__
()¶
-
add_points
¶ Process a set of additional new points.
- Parameters
points (ndarray) – New points to add. The dimensionality should match that of the initial points.
restart (bool, optional) – Whether to restart processing from scratch, rather than adding points incrementally.
- Raises
QhullError – Raised when Qhull encounters an error condition, such as geometrical degeneracy when options to resolve are not enabled.
See also
close
Notes
You need to specify
incremental=True
when constructing the object to be able to add points incrementally. Incremental addition of points is also not possible after close has been called.
-
property
points
-
property
vertices
LooseVersion
¶
-
class
fury.primitive.
LooseVersion
(vstring=None)[source]¶ Bases:
distutils.version.Version
Version numbering for anarchists and software realists. Implements the standard interface for version number classes as described above. A version number consists of a series of numbers, separated by either periods or strings of letters. When comparing version numbers, the numeric components will be compared numerically, and the alphabetic components lexically. The following are all valid version numbers, in no particular order:
1.5.1 1.5.2b2 161 3.10a 8.02 3.4j 1996.07.12 3.2.pl0 3.1.1.6 2g6 11g 0.960923 2.2beta29 1.13++ 5.5.kw 2.0b1pl0
In fact, there is no such thing as an invalid version number under this scheme; the rules for comparison are simple and predictable, but may not always give the results you want (for some definition of “want”).
-
component_re
= re.compile('(\\d+ | [a-z]+ | \\.)', re.VERBOSE)¶
-
cart2sphere¶
-
fury.primitive.
cart2sphere
(x, y, z)[source]¶ Return angles for Cartesian 3D coordinates x, y, and z.
See doc for
sphere2cart
for angle conventions and derivation of the formulae.$0lethetamathrm{(theta)}lepi$ and $-pilephimathrm{(phi)}lepi$
- Parameters
x (array_like) – x coordinate in Cartesian space
y (array_like) – y coordinate in Cartesian space
z (array_like) – z coordinate
- Returns
r (array) – radius
theta (array) – inclination (polar) angle
phi (array) – azimuth angle
faces_from_sphere_vertices¶
fix_winding_order¶
-
fury.primitive.
fix_winding_order
(vertices, triangles, clockwise=False)[source]¶ Return corrected triangles.
Given an ordering of the triangle’s three vertices, a triangle can appear to have a clockwise winding or counter-clockwise winding. Clockwise means that the three vertices, in order, rotate clockwise around the triangle’s center.
- Parameters
vertices (ndarray) – array of vertices corresponding to a shape
triangles (ndarray) – array of triangles corresponding to a shape
clockwise (bool) – triangle order type: clockwise (default) or counter-clockwise.
- Returns
corrected_triangles – The corrected order of the vert parameter
- Return type
ndarray
pjoin¶
-
fury.primitive.
pjoin
(a, *p)¶ Join two or more pathname components, inserting ‘/’ as needed. If any component is an absolute path, all previous path components will be discarded. An empty last part will result in a path that ends with a separator.
prim_box¶
prim_cylinder¶
prim_frustum¶
prim_icosahedron¶
prim_octagonalprism¶
prim_rhombicuboctahedron¶
prim_sphere¶
-
fury.primitive.
prim_sphere
(name='symmetric362', gen_faces=False)[source]¶ Provide vertices and triangles of the spheres.
- Parameters
name (str) – which sphere - one of: * ‘symmetric362’ * ‘symmetric642’ * ‘symmetric724’ * ‘repulsion724’ * ‘repulsion100’ * ‘repulsion200’
gen_faces (bool, optional) – If True, triangulate a set of vertices on the sphere to get the faces. Otherwise, we load the saved faces from a file. Default: False
- Returns
vertices (ndarray) – vertices coords that composed our sphere
triangles (ndarray) – triangles that composed our sphere
Examples
>>> import numpy as np >>> from fury.primitive import prim_sphere >>> verts, faces = prim_sphere('symmetric362') >>> verts.shape == (362, 3) True >>> faces.shape == (720, 3) True
prim_square¶
prim_star¶
prim_superquadric¶
-
fury.primitive.
prim_superquadric
(roundness=(1, 1), sphere_name='symmetric362')[source]¶ Provide vertices and triangles of a superquadrics.
- Parameters
- Returns
vertices (ndarray) – vertices coords that composed our sphere
triangles (ndarray) – triangles that composed our sphere
Examples
>>> import numpy as np >>> from fury.primitive import prim_superquadric >>> verts, faces = prim_superquadric(roundness=(1, 1)) >>> verts.shape == (362, 3) True >>> faces.shape == (720, 3) True
prim_tetrahedron¶
prim_triangularprism¶
repeat_primitive¶
-
fury.primitive.
repeat_primitive
(vertices, faces, centers, directions=None, colors=(1, 0, 0), scales=1, have_tiled_verts=False)[source]¶ Repeat Vertices and triangles of a specific primitive shape.
It could be seen as a glyph.
- Parameters
vertices (ndarray) – vertices coords to duplicate at the centers positions
triangles (ndarray) – triangles that composed our shape to duplicate
centers (ndarray, shape (N, 3)) – Superquadrics positions
directions (ndarray, shape (N, 3) or tuple (3,), optional) – The orientation vector of the cone.
colors (ndarray (N,3) or (N, 4) or tuple (3,) or tuple (4,)) – RGB or RGBA (for opacity) R, G, B and A should be at the range [0, 1]
scales (ndarray, shape (N) or (N,3) or float or int, optional) – The height of the cone.
have_tiled_verts (bool) – option to control if we need to duplicate vertices of a shape or not
- Returns
big_vertices (ndarray) – Expanded vertices at the centers positions
big_triangles (ndarray) – Expanded triangles that composed our shape to duplicate
big_colors (ndarray) – Expanded colors applied to all vertices/faces
big_centers (ndarray) – Expanded centers for all vertices/faces
repeat_primitive_function¶
-
fury.primitive.
repeat_primitive_function
(func, centers, func_args=[], directions=(1, 0, 0), colors=(1, 0, 0), scales=1)[source]¶ Repeat Vertices and triangles of a specific primitive function.
It could be seen as a glyph. The primitive function should generate and return vertices and faces
- Parameters
func (callable) – primitive functions
centers (ndarray, shape (N, 3)) – Superquadrics positions
func_args (args) – primitive functions arguments/parameters
directions (ndarray, shape (N, 3) or tuple (3,), optional) – The orientation vector of the cone.
colors (ndarray (N,3) or (N, 4) or tuple (3,) or tuple (4,)) – RGB or RGBA (for opacity) R, G, B and A should be at the range [0, 1]
scales (ndarray, shape (N) or (N,3) or float or int, optional) – The height of the cone.
- Returns
big_vertices (ndarray) – Expanded vertices at the centers positions
big_triangles (ndarray) – Expanded triangles that composed our shape to duplicate
big_colors (ndarray) – Expanded colors applied to all vertices/faces