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docker-python/tests/test_dipy.py at master · HpcDataLab/docker-python · GitHub
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import
unittest
import
os
.
path
import
numpy
as
np
import
numpy
.
testing
as
npt
import
tempfile
from
dipy
.
core
.
graph
import
Graph
from
dipy
.
denoise
.
enhancement_kernel
import
EnhancementKernel
from
dipy
.
tracking
.
fbcmeasures
import
FBCMeasures
from
dipy
.
core
.
sphere
import
Sphere
from
dipy
.
viz
import
window
,
actor
class
TestDipy
(
unittest
.
TestCase
):
def
test_scene
(
self
):
xyz
=
10
*
np
.
random
.
rand
(
100
,
3
)
colors
=
np
.
random
.
rand
(
100
,
4
)
radii
=
np
.
random
.
rand
(
100
)
+
0.5
sphere_actor
=
actor
.
sphere
(
centers
=
xyz
,
colors
=
colors
,
radii
=
radii
)
scene
=
window
.
Scene
()
scene
.
add
(
sphere_actor
)
self
.
assertEqual
((
0
,
0
),
scene
.
GetSize
())
def
test_graph
(
self
):
g
=
Graph
()
g
.
add_node
(
'a'
,
5
)
g
.
add_node
(
'b'
,
6
)
self
.
assertEqual
(
2
,
len
(
g
.
node
))
# From: https://github.com/nipy/dipy/blob/51234a4437638535ff8f6e5819e14ccf7e1d1483/dipy/tracking/tests/test_fbc.py
def
test_fbc
(
self
):
"""Test the FBC measures on a set of fibers"""
# Generate two fibers of 10 points
streamlines
=
[]
for
i
in
range
(
2
):
fiber
=
np
.
zeros
((
10
,
3
))
for
j
in
range
(
10
):
fiber
[
j
,
0
]
=
j
fiber
[
j
,
1
]
=
i
*
0.2
fiber
[
j
,
2
]
=
0
streamlines
.
append
(
fiber
)
# Create lookup table.
# A fixed set of orientations is used to guarantee deterministic results
D33
=
1.0
D44
=
0.04
t
=
1
sphere
=
Sphere
(
xyz
=
np
.
array
([[
0.82819078
,
0.51050355
,
0.23127074
],
[
-
0.10761926
,
-
0.95554309
,
0.27450957
],
[
0.4101745
,
-
0.07154038
,
0.90919682
],
[
-
0.75573448
,
0.64854889
,
0.09082809
],
[
-
0.56874549
,
0.01377562
,
0.8223982
]]))
k
=
EnhancementKernel
(
D33
,
D44
,
t
,
orientations
=
sphere
,
force_recompute
=
True
)
# run FBC
fbc
=
FBCMeasures
(
streamlines
,
k
,
verbose
=
True
)
# get FBC values
fbc_sl_orig
,
clrs_orig
,
rfbc_orig
=
\
fbc
.
get_points_rfbc_thresholded
(
0
,
emphasis
=
0.01
)
# check mean RFBC against tested value
npt
.
assert_almost_equal
(
np
.
mean
(
rfbc_orig
),
1.0500466494329224
)
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