1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279
|
try:
from . import generic as g
except BaseException:
import generic as g
class GraphTest(g.unittest.TestCase):
def setUp(self):
self.engines = []
try:
self.engines.append("scipy")
except BaseException:
pass
try:
self.engines.append("networkx")
except BaseException:
pass
def test_soup(self):
# a soup of random triangles, with no adjacent pairs
soup = g.get_mesh("soup.stl")
assert len(soup.face_adjacency) == 0
assert len(soup.face_adjacency_radius) == 0
assert len(soup.face_adjacency_edges) == 0
assert len(soup.face_adjacency_convex) == 0
assert len(soup.face_adjacency_unshared) == 0
assert len(soup.face_adjacency_angles) == 0
assert len(soup.facets) == 0
def test_components(self):
# a soup of random triangles, with no adjacent pairs
soup = g.get_mesh("soup.stl")
# a mesh with multiple watertight bodies
mult = g.get_mesh("cycloidal.ply")
# a mesh with a single watertight body
sing = g.get_mesh("featuretype.STL")
# mesh with a single tetrahedron
tet = g.get_mesh("tet.ply")
for engine in self.engines:
# without requiring watertight the split should be into every face
split = soup.split(only_watertight=False, engine=engine)
assert len(split) == len(soup.faces)
# with watertight there should be an empty list
split = soup.split(only_watertight=True, engine=engine)
assert len(split) == 0
split = mult.split(only_watertight=False, engine=engine)
assert len(split) >= 119
split = mult.split(only_watertight=True, engine=engine)
assert len(split) >= 117
# random triangles should have no facets
facets = g.trimesh.graph.facets(mesh=soup, engine=engine)
assert len(facets) == 0
facets = g.trimesh.graph.facets(mesh=mult, engine=engine)
assert all(len(i) >= 2 for i in facets)
assert len(facets) >= 8654
split = sing.split(only_watertight=False, engine=engine)
assert len(split) == 1
assert split[0].is_watertight
assert split[0].is_winding_consistent
split = sing.split(only_watertight=True, engine=engine)
assert len(split) == 1
assert split[0].is_watertight
assert split[0].is_winding_consistent
# single tetrahedron
assert tet.is_volume
assert tet.body_count == 1
# regardless of method or flag we should have one body result
split = tet.split(only_watertight=True, engine=engine)
assert len(split) == 1
split = tet.split(only_watertight=False, engine=engine)
assert len(split) == 1
def test_vertex_adjacency_graph(self):
f = g.trimesh.graph.vertex_adjacency_graph
# a mesh with a single watertight body
sing = g.get_mesh("featuretype.STL")
vert_adj_g = f(sing)
assert len(sing.vertices) == len(vert_adj_g)
def test_engine_time(self):
for mesh in g.get_meshes():
tic = [g.time.time()]
for engine in self.engines:
mesh.split(engine=engine, only_watertight=False)
g.trimesh.graph.facets(mesh=mesh, engine=engine)
tic.append(g.time.time())
diff = g.np.abs(g.np.diff(tic))
if diff.min() > 0.0:
diff /= diff.min()
g.log.info(
"graph engine on %s (scale %f sec):\n%s",
mesh.metadata["file_name"],
diff.min(),
str(g.np.column_stack((self.engines, diff))),
)
def test_smoothed(self):
# Make sure smoothing is keeping the same number
# of faces.
for name in ["ADIS16480.STL", "featuretype.STL"]:
mesh = g.get_mesh(name)
assert len(mesh.faces) == len(mesh.smooth_shaded.faces)
def test_engines(self):
edges = g.np.arange(10).reshape((-1, 2))
for i in range(0, 20):
check_engines(nodes=g.np.arange(i), edges=edges)
edges = g.np.column_stack((g.np.arange(1, 11), g.np.arange(0, 10)))
for i in range(0, 20):
check_engines(nodes=g.np.arange(i), edges=edges)
def test_watertight(self):
m = g.get_mesh("shared.STL") # NOQA
# assert m.is_watertight
# assert m.is_winding_consistent
# assert m.is_volume
def test_traversals(self):
# Test traversals (BFS+DFS)
# generate some simple test data
simple_nodes = g.np.arange(20)
simple_edges = g.np.column_stack((simple_nodes[:-1], simple_nodes[1:]))
simple_edges = g.np.vstack(
(simple_edges, [[19, 0], [10, 1000], [500, 501]])
).astype(g.np.int64)
all_edges = g.data["edges"]
all_edges.append(simple_edges)
for edges in all_edges:
edges = g.np.array(edges, dtype=g.np.int64)
assert g.trimesh.util.is_shape(edges, (-1, 2))
# collect the new nodes
nodes = g.np.unique(edges)
# the basic BFS/DFS traversal
dfs_basic = g.trimesh.graph.traversals(edges, "dfs")
bfs_basic = g.trimesh.graph.traversals(edges, "bfs")
# check return types
assert all(i.dtype == g.np.int64 for i in dfs_basic)
assert all(i.dtype == g.np.int64 for i in bfs_basic)
# check to make sure traversals visited every node
dfs_set = set(g.np.hstack(dfs_basic))
bfs_set = set(g.np.hstack(bfs_basic))
nodes_set = set(nodes)
assert dfs_set == nodes_set
assert bfs_set == nodes_set
# check traversal filling
# fill_traversals should always include every edge
# regardless of the path so test on bfs/dfs/empty
for traversal in [dfs_basic, bfs_basic, []]:
# disconnect consecutive nodes that are not edges
# and add edges that were left off by jumps
dfs = g.trimesh.graph.fill_traversals(traversal, edges)
# edges that are included in the new separated traversal
inc = g.trimesh.util.vstack_empty(
[g.np.column_stack((i[:-1], i[1:])) for i in dfs]
)
# make a set from edges included in the traversal
inc_set = {
i.tobytes()
for i in g.trimesh.grouping.hashable_rows(g.np.sort(inc, axis=1))
}
# make a set of the source edges we were supposed to include
edge_set = {
i.tobytes()
for i in g.trimesh.grouping.hashable_rows(g.np.sort(edges, axis=1))
}
# we should have exactly the same edges
# after the filled traversal as we started with
assert len(inc) == len(edges)
# every edge should occur exactly once
assert len(inc_set) == len(inc)
# unique edges should be the same
assert inc_set == edge_set
# check all return dtypes
assert all(i.dtype == g.np.int64 for i in dfs)
def test_adjacency(self):
for add_degen in [False, True]:
for name in ["featuretype.STL", "soup.stl"]:
m = g.get_mesh(name)
if add_degen:
# make the first face degenerate
m.faces[0][2] = m.faces[0][0]
# degenerate faces should be filtered
assert g.np.not_equal(*m.face_adjacency.T).all()
# check the various paths of calling face adjacency
a = g.trimesh.graph.face_adjacency(
m.faces.view(g.np.ndarray).copy(), return_edges=False
)
b, be = g.trimesh.graph.face_adjacency(
m.faces.view(g.np.ndarray).copy(), return_edges=True
)
c = g.trimesh.graph.face_adjacency(mesh=m, return_edges=False)
c, ce = g.trimesh.graph.face_adjacency(mesh=m, return_edges=True)
# make sure they all return the expected result
assert g.np.allclose(a, b)
assert g.np.allclose(a, c)
assert len(be) == len(a)
assert len(ce) == len(a)
# package properties to loop through
zips = zip(
m.face_adjacency, m.face_adjacency_edges, m.face_adjacency_unshared
)
for a, e, v in zips:
# get two adjacenct faces as a set
fa = set(m.faces[a[0]])
fb = set(m.faces[a[1]])
# face should be different
assert fa != fb
# shared edge should be in both faces
# removing 2 vertices should leave one
da = fa.difference(e)
db = fb.difference(e)
assert len(da) == 1
assert len(db) == 1
# unshared vertex should be correct
assert da.issubset(v)
assert db.issubset(v)
assert da != db
assert len(v) == 2
def check_engines(edges, nodes):
"""
Make sure connected component graph engines are
returning the exact same values
"""
results = []
engines = [None, "scipy", "networkx"]
for engine in engines:
c = g.trimesh.graph.connected_components(edges, nodes=nodes, engine=engine)
if len(c) > 0:
# check to see if every resulting component
# was in the passed set of nodes
diff = g.np.setdiff1d(g.np.hstack(c), nodes)
assert len(diff) == 0
# store the result as a set of tuples so we can compare
results.append({tuple(sorted(i)) for i in c})
# make sure different engines are returning the same thing
try:
assert all(i == results[0] for i in results[1:])
except BaseException as E:
g.log.debug(results)
raise E
if __name__ == "__main__":
g.trimesh.util.attach_to_log()
g.unittest.main()
|