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Michiel Cottaar
fslpy
Commits
e6b2518e
Commit
e6b2518e
authored
7 years ago
by
Paul McCarthy
Browse files
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Feat analysis unit tests, and some additions to test utils.
parent
1b4eb785
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tests/__init__.py
+30
-4
30 additions, 4 deletions
tests/__init__.py
tests/test_featanalysis.py
+491
-0
491 additions, 0 deletions
tests/test_featanalysis.py
with
521 additions
and
4 deletions
tests/__init__.py
+
30
−
4
View file @
e6b2518e
...
@@ -15,24 +15,50 @@ import numpy as np
...
@@ -15,24 +15,50 @@ import numpy as np
import
nibabel
as
nib
import
nibabel
as
nib
def
testdir
():
def
testdir
(
contents
=
None
):
"""
Returnsa context manager which creates and returns a temporary
"""
Returnsa context manager which creates and returns a temporary
directory, and then deletes it on exit.
directory, and then deletes it on exit.
"""
"""
if
contents
is
not
None
:
contents
=
[
op
.
join
(
*
c
.
split
(
'
/
'
))
for
c
in
contents
]
print
(
contents
)
class
ctx
(
object
):
class
ctx
(
object
):
def
__init__
(
self
,
contents
):
self
.
contents
=
contents
def
__enter__
(
self
):
def
__enter__
(
self
):
self
.
testdir
=
tempfile
.
mkdtemp
()
self
.
testdir
=
tempfile
.
mkdtemp
()
if
self
.
contents
is
not
None
:
contents
=
[
op
.
join
(
self
.
testdir
,
c
)
for
c
in
self
.
contents
]
make_dummy_files
(
contents
)
return
self
.
testdir
return
self
.
testdir
def
__exit__
(
self
,
*
a
,
**
kwa
):
def
__exit__
(
self
,
*
a
,
**
kwa
):
shutil
.
rmtree
(
self
.
testdir
)
shutil
.
rmtree
(
self
.
testdir
)
return
ctx
()
return
ctx
(
contents
)
def
make_dummy_files
(
paths
):
"""
Creates dummy files for all of the given paths.
"""
for
p
in
paths
:
make_dummy_file
(
p
)
def
make_dummy_file
(
path
):
def
make_dummy_file
(
path
,
contents
=
None
):
"""
Makes a plain text file. Returns a hash of the file contents.
"""
"""
Makes a plain text file. Returns a hash of the file contents.
"""
contents
=
'
{}
\n
'
.
format
(
op
.
basename
(
path
))
dirname
=
op
.
dirname
(
path
)
if
not
op
.
exists
(
dirname
):
os
.
makedirs
(
dirname
)
if
contents
is
None
:
contents
=
'
{}
\n
'
.
format
(
op
.
basename
(
path
))
with
open
(
path
,
'
wt
'
)
as
f
:
with
open
(
path
,
'
wt
'
)
as
f
:
f
.
write
(
contents
)
f
.
write
(
contents
)
...
...
This diff is collapsed.
Click to expand it.
tests/test_featanalysis.py
0 → 100644
+
491
−
0
View file @
e6b2518e
#!/usr/bin/env python
#
# test_featanalysis.py -
#
# Author: Paul McCarthy <pauldmccarthy@gmail.com>
#
import
os
import
os.path
as
op
import
itertools
as
it
import
glob
import
shutil
import
textwrap
import
collections
import
numpy
as
np
import
pytest
import
tests
import
fsl.data.featanalysis
as
featanalysis
import
fsl.data.featdesign
as
featdesign
import
fsl.data.image
as
fslimage
import
fsl.utils.path
as
fslpath
def
test_isFEATImage
():
paths
=
[
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat/filtered_func_data.txt
'
,
'
analysis.feat/design.fsf
'
,
'
analysis.feat/design.mat
'
,
'
analysis.feat/design.con
'
,
'
analysis.bleat/filtered_func_data.nii.gz
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
for
p
in
paths
:
expected
=
p
==
'
analysis.feat/filtered_func_data.nii.gz
'
assert
featanalysis
.
isFEATImage
(
op
.
join
(
testdir
,
p
))
==
expected
def
test_isFEATDir
():
# We need these files for a directory
# to be considered a FEAT directory
paths
=
[
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat/design.fsf
'
,
'
analysis.feat/design.mat
'
,
'
analysis.feat/design.con
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
assert
featanalysis
.
isFEATDir
(
op
.
join
(
testdir
,
'
analysis.feat
'
))
# If the directory does not end in .feat,
# then it's not a feat directory
with
tests
.
testdir
([
p
.
replace
(
'
feat
'
,
'
bleat
'
)
for
p
in
paths
])
as
testdir
:
assert
not
featanalysis
.
isFEATDir
(
op
.
join
(
testdir
,
'
analysis.bleat
'
))
# If the directory doesn't exist, then
# it's not a feat directory
assert
not
featanalysis
.
isFEATDir
(
'
nonexistent.feat
'
)
# If any of the above files are not
# present, it is not a FEAT directory
perms
=
it
.
chain
(
it
.
combinations
(
paths
,
1
),
it
.
combinations
(
paths
,
2
),
it
.
combinations
(
paths
,
3
))
for
p
in
perms
:
with
tests
.
testdir
(
p
)
as
testdir
:
assert
not
featanalysis
.
isFEATDir
(
op
.
join
(
testdir
,
'
analysis.feat
'
))
def
test_hasStats
():
with
tests
.
testdir
([
'
analysis.feat/stats/zstat1.nii.gz
'
])
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
assert
featanalysis
.
hasStats
(
featdir
)
with
tests
.
testdir
([
'
analysis.feat/stats/zstat1.txt
'
])
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
assert
not
featanalysis
.
hasStats
(
featdir
)
def
test_hasMelodicDir
():
paths
=
[
'
analysis.feat/filtered_func_data.ica/melodic_IC.nii.gz
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
assert
featanalysis
.
hasMelodicDir
(
featdir
)
def
test_getAnalysisDir
():
paths
=
[
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat/design.fsf
'
,
'
analysis.feat/design.mat
'
,
'
analysis.feat/design.con
'
]
testpaths
=
[
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat/stats/zstat1.nii.gz
'
,
'
analysis.feat/logs/feat4_post
'
,
'
analysis.feat/.ramp.gif
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
expected
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
t
in
testpaths
:
t
=
op
.
join
(
testdir
,
t
)
assert
featanalysis
.
getAnalysisDir
(
t
)
==
expected
def
test_getTopLevelAnalysisDir
():
testcases
=
[
(
'
analysis.feat/filtered_func_data.ica/melodic_IC.nii.gz
'
,
'
analysis.feat
'
),
(
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat
'
),
(
'
analysis.gfeat/cope1.feat/stats/zstat1.nii.gz
'
,
'
analysis.gfeat
'
),
(
'
filtered_func_data.ica/melodic_mix
'
,
'
filtered_func_data.ica
'
),
(
'
rest.ica/filtered_func_data.ica/melodic_IC.nii.gz
'
,
'
rest.ica
'
)
]
for
path
,
expected
in
testcases
:
assert
featanalysis
.
getTopLevelAnalysisDir
(
path
)
==
expected
def
test_getReportFile
():
testcases
=
[([
'
analysis.feat/report.html
'
],
True
),
([
'
analysis.feat/filtered_func_data.nii.gz
'
],
False
)]
for
paths
,
expected
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
if
expected
:
expected
=
op
.
join
(
featdir
,
'
report.html
'
)
else
:
expected
=
None
assert
featanalysis
.
getReportFile
(
featdir
)
==
expected
def
test_loadContrasts
():
# (design.con contents, expected names, expected vectors)
goodtests
=
[
(
"""
/ContrastName1 c1
/ContrastName2 c2
/ContrastName3 c3
/NumContrasts 3
/Matrix
1 0 0
0 1 0
0 0 1
"""
,
[
'
c1
'
,
'
c2
'
,
'
c3
'
],
[[
1
,
0
,
0
],
[
0
,
1
,
0
],
[
0
,
0
,
1
]]),
(
"""
/NumContrasts 2
/Matrix
1 0 0 0
0 1 0 0
"""
,
[
'
1
'
,
'
2
'
],
[[
1
,
0
,
0
,
0
],
[
0
,
1
,
0
,
0
]]),
(
"""
/NumContrasts 1
/ContrastName1 My contrast
/Matrix
5
"""
,
[
'
My contrast
'
],
[[
5
]])
]
badtests
=
[
"""
/Matrix
1 0 0
0 1 0
"""
,
"""
/NumContrasts 2
/Matrix
1 0
0 1 1
"""
,
"""
/NumContrasts 3
/Matrix
1 0 0
0 1 1
"""
,
]
with
pytest
.
raises
(
Exception
):
featanalysis
.
loadContrasts
(
'
no file
'
)
with
tests
.
testdir
()
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
contents
,
expnames
,
expvectors
in
goodtests
:
designcon
=
op
.
join
(
featdir
,
'
design.con
'
)
tests
.
make_dummy_file
(
designcon
,
textwrap
.
dedent
(
contents
).
strip
())
result
=
featanalysis
.
loadContrasts
(
featdir
)
assert
result
[
0
]
==
expnames
assert
result
[
1
]
==
expvectors
for
contents
in
badtests
:
designcon
=
op
.
join
(
featdir
,
'
design.con
'
)
tests
.
make_dummy_file
(
designcon
,
textwrap
.
dedent
(
contents
).
strip
())
with
pytest
.
raises
(
Exception
):
featanalysis
.
loadContrasts
(
featdir
)
def
test_loadSettings
():
contents
=
"""
set random_setting true
any lines that don
'
t start with
"
set
"
should be ignored
# regardless of whether they are commented or not
set fmri(blah) 0.66
set something
"
quoted
"
set somethingelse
'
quotedagain
'
set fmri_thing(no) none
# set comment commented out
set athing with spaces in the value
"""
expected
=
collections
.
OrderedDict
((
(
'
random_setting
'
,
'
true
'
),
(
'
blah
'
,
'
0.66
'
),
(
'
something
'
,
'
quoted
'
),
(
'
somethingelse
'
,
'
quotedagain
'
),
(
'
fmri_thing(no)
'
,
'
none
'
),
(
'
athing
'
,
'
with spaces in the value
'
),
))
contents
=
textwrap
.
dedent
(
contents
).
strip
()
with
pytest
.
raises
(
Exception
):
featanalysis
.
loadSettings
(
'
no file
'
)
with
tests
.
testdir
()
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
tests
.
make_dummy_file
(
op
.
join
(
featdir
,
'
design.fsf
'
),
contents
)
result
=
featanalysis
.
loadSettings
(
featdir
)
assert
result
==
expected
def
test_loadDesign
():
datadir
=
op
.
join
(
op
.
dirname
(
__file__
),
'
testdata
'
,
'
test_feat
'
)
featdir
=
op
.
join
(
datadir
,
'
1stlevel_1.feat
'
)
settings
=
featanalysis
.
loadSettings
(
featdir
)
design
=
featanalysis
.
loadDesign
(
featdir
,
settings
)
assert
isinstance
(
design
,
featdesign
.
FEATFSFDesign
)
assert
len
(
design
.
getEVs
())
==
10
assert
design
.
getDesign
().
shape
==
(
45
,
10
)
def
test_getThresholds
():
datadir
=
op
.
join
(
op
.
dirname
(
__file__
),
'
testdata
'
,
'
test_feat
'
)
featdir
=
op
.
join
(
datadir
,
'
1stlevel_1.feat
'
)
settings
=
featanalysis
.
loadSettings
(
featdir
)
thresholds
=
featanalysis
.
getThresholds
(
settings
)
assert
np
.
isclose
(
thresholds
[
'
p
'
],
0.05
)
assert
np
.
isclose
(
thresholds
[
'
z
'
],
2.3
)
def
test_isFirstLevelAnalysis
():
datadir
=
op
.
join
(
op
.
dirname
(
__file__
),
'
testdata
'
,
'
test_feat
'
)
featdirs
=
[
'
1stlevel_1.feat
'
,
'
1stlevel_2.feat
'
,
'
1stlevel_3.feat
'
,
'
2ndlevel_1.gfeat
'
,
'
2ndlevel_2.gfeat
'
]
for
featdir
in
featdirs
:
expected
=
featdir
.
startswith
(
'
1
'
)
featdir
=
op
.
join
(
datadir
,
featdir
)
settings
=
featanalysis
.
loadSettings
(
featdir
)
assert
featanalysis
.
isFirstLevelAnalysis
(
settings
)
==
expected
def
test_loadClusterResults
():
datadir
=
op
.
join
(
op
.
dirname
(
__file__
),
'
testdata
'
,
'
test_feat
'
)
featdirs
=
[
'
1stlevel_1.feat
'
,
'
1stlevel_2.feat
'
,
'
1stlevel_3.feat
'
,
'
2ndlevel_1.gfeat/cope1.feat
'
,
'
2ndlevel_1.gfeat/cope2.feat
'
,
'
2ndlevel_2.gfeat/cope1.feat
'
,
'
2ndlevel_2.gfeat/cope2.feat
'
]
ncontrasts
=
[
2
,
2
,
2
,
1
,
1
,
1
,
1
]
nclusters
=
[[
1
,
5
],
[
2
,
2
],
[
3
,
5
],
[
7
],
[
1
],
[
10
],
[
27
]]
with
pytest
.
raises
(
Exception
):
featanalysis
.
loadClusterResults
(
'
notafeatdir
'
)
for
i
,
featdir
in
enumerate
(
featdirs
):
firstlevel
=
featdir
.
startswith
(
'
1
'
)
featdir
=
op
.
join
(
datadir
,
featdir
)
with
tests
.
testdir
()
as
testdir
:
# For higher level analyses, the
# loadClusterResults function peeks
# at the FEAT input data file
# header, so we have to generate it.
newfeatdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
shutil
.
copytree
(
op
.
join
(
datadir
,
featdir
),
newfeatdir
)
featdir
=
newfeatdir
if
not
firstlevel
:
datafile
=
op
.
join
(
featdir
,
'
filtered_func_data.nii.gz
'
)
data
=
np
.
random
.
randint
(
1
,
10
,
(
91
,
109
,
91
))
xform
=
np
.
array
([[
-
2
,
0
,
0
,
90
],
[
0
,
2
,
0
,
-
126
],
[
0
,
0
,
2
,
-
72
],
[
0
,
0
,
0
,
1
]])
fslimage
.
Image
(
data
,
xform
=
xform
).
save
(
datafile
)
settings
=
featanalysis
.
loadSettings
(
featdir
)
for
c
in
range
(
ncontrasts
[
i
]):
clusters
=
featanalysis
.
loadClusterResults
(
featdir
,
settings
,
c
)
assert
len
(
clusters
)
==
nclusters
[
i
][
c
]
# Test calling the function on a feat dir
# which doesn't have any cluster results
if
i
==
len
(
featdirs
)
-
1
:
for
clustfile
in
glob
.
glob
(
op
.
join
(
featdir
,
'
cluster*txt
'
)):
os
.
remove
(
clustfile
)
assert
featanalysis
.
loadClusterResults
(
featdir
,
settings
,
0
)
is
None
def
test_getDataFile
():
paths
=
[
'
analysis.feat/filtered_func_data.nii.gz
'
,
'
analysis.feat/design.fsf
'
,
'
analysis.feat/design.mat
'
,
'
analysis.feat/design.con
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
expect
=
op
.
join
(
featdir
,
'
filtered_func_data.nii.gz
'
)
assert
featanalysis
.
getDataFile
(
featdir
)
==
expect
paths
=
[
'
analysis.feat/filtered_func_data.txt
'
,
'
analysis.feat/design.fsf
'
,
'
analysis.feat/design.mat
'
,
'
analysis.feat/design.con
'
]
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
with
pytest
.
raises
(
fslpath
.
PathError
):
assert
featanalysis
.
getDataFile
(
featdir
)
def
test_getMelodicFile
():
testcases
=
[
([
'
analysis.feat/filtered_func_data.ica/melodic_IC.nii.gz
'
],
True
),
([
'
analysis.feat/filtered_func_data.ica/melodic_IC.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
icadir
=
op
.
join
(
featdir
,
'
filtered_func_data.ica
'
)
expect
=
op
.
join
(
icadir
,
'
melodic_IC.nii.gz
'
)
if
shouldPass
:
assert
featanalysis
.
getMelodicFile
(
featdir
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getMelodicFile
(
featdir
)
def
test_getResidualFile
():
testcases
=
[
([
'
analysis.feat/stats/res4d.nii.gz
'
],
True
),
([
'
analysis.feat/stats/res4d.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
expect
=
op
.
join
(
featdir
,
'
stats
'
,
'
res4d.nii.gz
'
)
if
shouldPass
:
assert
featanalysis
.
getResidualFile
(
featdir
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getResidualFile
(
featdir
)
def
test_getPEFile
():
testcases
=
[
([
'
analysis.feat/stats/pe1.nii.gz
'
,
'
analysis.feat/stats/pe2.nii.gz
'
],
True
),
([
'
analysis.feat/stats/pe1.nii.gz
'
],
True
),
([
'
analysis.feat/stats/pe0.nii.gz
'
],
False
),
([
'
analysis.feat/stats/pe1.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
pei
in
range
(
len
(
paths
)):
expect
=
op
.
join
(
featdir
,
'
stats
'
,
'
pe{}.nii.gz
'
.
format
(
pei
+
1
))
if
shouldPass
:
assert
featanalysis
.
getPEFile
(
featdir
,
pei
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getPEFile
(
featdir
,
pei
)
def
test_getCOPEFile
():
testcases
=
[
([
'
analysis.feat/stats/cope1.nii.gz
'
,
'
analysis.feat/stats/cope2.nii.gz
'
],
True
),
([
'
analysis.feat/stats/cope1.nii.gz
'
],
True
),
([
'
analysis.feat/stats/cope0.nii.gz
'
],
False
),
([
'
analysis.feat/stats/cope1.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
ci
in
range
(
len
(
paths
)):
expect
=
op
.
join
(
featdir
,
'
stats
'
,
'
cope{}.nii.gz
'
.
format
(
ci
+
1
))
if
shouldPass
:
assert
featanalysis
.
getCOPEFile
(
featdir
,
ci
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getCOPEFile
(
featdir
,
ci
)
def
test_getZStatFile
():
testcases
=
[
([
'
analysis.feat/stats/zstat1.nii.gz
'
,
'
analysis.feat/stats/zstat2.nii.gz
'
],
True
),
([
'
analysis.feat/stats/zstat1.nii.gz
'
],
True
),
([
'
analysis.feat/stats/zstat0.nii.gz
'
],
False
),
([
'
analysis.feat/stats/zstat1.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
zi
in
range
(
len
(
paths
)):
expect
=
op
.
join
(
featdir
,
'
stats
'
,
'
zstat{}.nii.gz
'
.
format
(
zi
+
1
))
if
shouldPass
:
assert
featanalysis
.
getZStatFile
(
featdir
,
zi
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getZStatFile
(
featdir
,
zi
)
def
test_getClusterMaskFile
():
testcases
=
[
([
'
analysis.feat/cluster_mask_zstat1.nii.gz
'
,
'
analysis.feat/cluster_mask_zstat2.nii.gz
'
],
True
),
([
'
analysis.feat/cluster_mask_zstat1.nii.gz
'
],
True
),
([
'
analysis.feat/cluster_mask_zstat0.nii.gz
'
],
False
),
([
'
analysis.feat/cluster_mask_zstat1.txt
'
],
False
),
]
for
paths
,
shouldPass
in
testcases
:
with
tests
.
testdir
(
paths
)
as
testdir
:
featdir
=
op
.
join
(
testdir
,
'
analysis.feat
'
)
for
ci
in
range
(
len
(
paths
)):
expect
=
op
.
join
(
featdir
,
'
cluster_mask_zstat{}.nii.gz
'
.
format
(
ci
+
1
))
if
shouldPass
:
assert
featanalysis
.
getClusterMaskFile
(
featdir
,
ci
)
==
expect
else
:
with
pytest
.
raises
(
fslpath
.
PathError
):
featanalysis
.
getClusterMaskFile
(
featdir
,
ci
)
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