diff --git a/tests/test_dtifit.py b/tests/test_dtifit.py
index 9e9f80ac07808fc5343ebabae4e3e974e5162225..00fc058ffca6dabc4f70a0e15459748681d0d539 100644
--- a/tests/test_dtifit.py
+++ b/tests/test_dtifit.py
@@ -169,12 +169,12 @@ def test_DTIFitTensor():
l2file = op.join(testdir, 'dti_L2.nii')
l3file = op.join(testdir, 'dti_L3.nii')
- v1 = tests.make_random_image(v1file, (5, 5, 5, 3)).get_data()
- v2 = tests.make_random_image(v2file, (5, 5, 5, 3)).get_data()
- v3 = tests.make_random_image(v3file, (5, 5, 5, 3)).get_data()
- l1 = tests.make_random_image(l1file, (5, 5, 5)) .get_data()
- l2 = tests.make_random_image(l2file, (5, 5, 5)) .get_data()
- l3 = tests.make_random_image(l3file, (5, 5, 5)) .get_data()
+ v1 = np.asanyarray(tests.make_random_image(v1file, (5, 5, 5, 3)).dataobj)
+ v2 = np.asanyarray(tests.make_random_image(v2file, (5, 5, 5, 3)).dataobj)
+ v3 = np.asanyarray(tests.make_random_image(v3file, (5, 5, 5, 3)).dataobj)
+ l1 = np.asanyarray(tests.make_random_image(l1file, (5, 5, 5)) .dataobj)
+ l2 = np.asanyarray(tests.make_random_image(l2file, (5, 5, 5)) .dataobj)
+ l3 = np.asanyarray(tests.make_random_image(l3file, (5, 5, 5)) .dataobj)
dtiobj = dtifit.DTIFitTensor(testdir)
diff --git a/tests/test_ensure.py b/tests/test_ensure.py
index 961377d39b841b52cb6d804deff119021edd526c..a8ce2e68bec571c5f3dde218ade22355e51cf664 100644
--- a/tests/test_ensure.py
+++ b/tests/test_ensure.py
@@ -27,7 +27,7 @@ def test_ensureIsImage():
for l in loaded:
assert isinstance(l, nib.nifti1.Nifti1Image)
- assert np.all(img.get_data() == l.get_data())
+ assert np.all(np.asanyarray(img.dataobj) == np.asanyarray(l.dataobj))
l = None
loaded = None
diff --git a/tests/test_image.py b/tests/test_image.py
index 3bb77d01a3d8f6e7d559fc79796db7097c04615e..9686f8739d7aacaf94898f80a433affc9d094311 100644
--- a/tests/test_image.py
+++ b/tests/test_image.py
@@ -823,7 +823,7 @@ def _test_Image_changeData(imgtype):
img.register('name3', onDataRange, 'dataRange')
# Calculate the actual data range
- data = img.nibImage.get_data()
+ data = np.asanyarray(img.nibImage.dataobj)
dmin = data.min()
dmax = data.max()
drange = dmax - dmin
@@ -1135,7 +1135,7 @@ def _test_Image_init_xform(imgtype):
# an image created off a
# header should have
# identical sform/qform
- fimg = fslimage.Image(img.get_data(), header=img.header)
+ fimg = fslimage.Image(np.asanyarray(img.dataobj), header=img.header)
fsform, fsform_code = fimg.header.get_sform(True)
fqform, fqform_code = fimg.header.get_qform(True)
@@ -1153,7 +1153,7 @@ def _test_Image_init_xform(imgtype):
# set to that xform,
# qform to None, and
# and codes set to (s2, q0)
- fimg = fslimage.Image(img.get_data(), xform=sform)
+ fimg = fslimage.Image(np.asanyarray(img.dataobj), xform=sform)
fsform, fsform_code = fimg.header.get_sform(True)
fqform, fqform_code = fimg.header.get_qform(True)
@@ -1174,7 +1174,7 @@ def _test_Image_init_xform(imgtype):
rxform = affine.compose(np.random.random(3),
np.random.random(3),
np.random.random(3))
- fimg = fslimage.Image(img.get_data(),
+ fimg = fslimage.Image(np.asanyarray(img.dataobj),
header=img.header,
xform=rxform)
diff --git a/tests/test_imagewrapper.py b/tests/test_imagewrapper.py
index fc78da8460f3f1d7ed20364206d3ef12cbae0934..868245fefd24738197b47c2eab4e3214ffc28837 100644
--- a/tests/test_imagewrapper.py
+++ b/tests/test_imagewrapper.py
@@ -790,7 +790,7 @@ def _test_ImageWrapper_write_out(niters, seed, threaded):
wrapper[tuple(sliceobjs)] = newData
_ImageWraper_busy_wait(wrapper)
- expLo, expHi = coverageDataRange(img.get_data(), cov, slices)
+ expLo, expHi = coverageDataRange(np.asanyarray(img.dataobj), cov, slices)
newLo, newHi = wrapper.dataRange
# print('Old range: {} - {}'.format(clo, chi))
@@ -917,10 +917,10 @@ def _test_ImageWrapper_write_in_overlap(niters, seed, threaded):
print('Expected range: {} - {}'.format(expLo, expHi))
print('New range: {} - {}'.format(newLo, newHi))
- print('Slice min/max: {} - {}'.format(img.get_data()[tuple(sliceobjs)].min(),
- img.get_data()[tuple(sliceobjs)].max()))
- print('Data min/max: {} - {}'.format(img.get_data().min(),
- img.get_data().max()))
+ print('Slice min/max: {} - {}'.format(np.asanyarray(img.dataobj)[tuple(sliceobjs)].min(),
+ np.asanyarray(img.dataobj)[tuple(sliceobjs)].max()))
+ print('Data min/max: {} - {}'.format(np.asanyarray(img.dataobj).min(),
+ np.asanyarray(img.dataobj).max()))
assert np.all(newCov == expCov)
diff --git a/tests/test_immv_imcp.py b/tests/test_immv_imcp.py
index dd1273d78e162a3ee96638cfba4b12850d1b080f..3e324841a118b16482d314251384188b78ad614b 100644
--- a/tests/test_immv_imcp.py
+++ b/tests/test_immv_imcp.py
@@ -14,6 +14,7 @@ import os
import shutil
import tempfile
+import numpy as np
import nibabel as nib
import fsl.utils.imcp as imcp
@@ -31,7 +32,7 @@ def print(*args, **kwargs):
def makeImage(filename):
- return hash(make_random_image(filename).get_data().tobytes())
+ return hash(np.asanyarray(make_random_image(filename).dataobj).tobytes())
def checkImageHash(filename, datahash):
@@ -39,7 +40,7 @@ def checkImageHash(filename, datahash):
"""
img = nib.load(filename)
- assert hash(img.get_data().tobytes()) == datahash
+ assert hash(np.asanyarray(img.dataobj).tobytes()) == datahash
def checkFilesToExpect(files, outdir, outputType, datahashes):
diff --git a/tests/test_mghimage.py b/tests/test_mghimage.py
index f34f635c17759eb9803d34c0405d4a2d93e4a9eb..e2ad7739f4796b41297090d09882d0ef5cac6dfe 100644
--- a/tests/test_mghimage.py
+++ b/tests/test_mghimage.py
@@ -31,7 +31,7 @@ def test_MGHImage():
v2s = nbimg.header.get_vox2ras_tkr()
w2s = affine.concat(v2s, affine.invert(nbimg.affine))
- assert np.all(np.isclose(img[:], nbimg.get_data()))
+ assert np.all(np.isclose(img[:], np.asanyarray(nbimg.dataobj)))
assert np.all(np.isclose(img.voxToWorldMat, nbimg.affine))
assert np.all(np.isclose(img.voxToSurfMat, v2s))
assert np.all(np.isclose(img.surfToVoxMat, affine.invert(v2s)))
@@ -44,7 +44,7 @@ def test_MGHImage():
# Load from an in-memory nibabel object
img = fslmgh.MGHImage(nbimg)
- assert np.all(np.isclose(img[:], nbimg.get_data()))
+ assert np.all(np.isclose(img[:], np.asanyarray(nbimg.dataobj)))
assert np.all(np.isclose(img.voxToWorldMat, nbimg.affine))
assert img.dataSource is None
assert img.mghImageFile is None
diff --git a/tests/test_scripts/test_immv_imcp.py b/tests/test_scripts/test_immv_imcp.py
index 607a7da5d761d69c824f5d85f27751b8bf5a395d..b5a2f595cdbc501b894e7d264fd3fa47467c07df 100644
--- a/tests/test_scripts/test_immv_imcp.py
+++ b/tests/test_scripts/test_immv_imcp.py
@@ -269,7 +269,7 @@ def test_imcp_script_shouldPass(move=False):
for inf in infiles:
img = nib.load(op.join(tindir, inf),
mmap=False)
- imghash = hash(img.get_data().tobytes())
+ imghash = hash(np.asanyarray(img.dataobj).tobytes())
img = None
imageHashes.append(imghash)
diff --git a/tests/test_wrapperutils.py b/tests/test_wrapperutils.py
index 601e9f8ffa25a423d05ae26360708f11ad7eab88..e4ffb90b20b92bf8e830b5d834cc2cf2013f7c12 100644
--- a/tests/test_wrapperutils.py
+++ b/tests/test_wrapperutils.py
@@ -231,8 +231,8 @@ def test_fileOrImage():
@wutils.fileOrImage('img1', 'img2', 'output')
def func(img1, **kwargs):
- img1 = nib.load(img1).get_data()
- img2 = nib.load(kwargs['img2']).get_data()
+ img1 = np.asanyarray(nib.load(img1).dataobj)
+ img2 = np.asanyarraynib.load(kwargs['img2']).dataobj)
output = nib.nifti1.Nifti1Image(img1 * img2, np.eye(4))
nib.save(output, kwargs['output'])
@@ -247,43 +247,43 @@ def test_fileOrImage():
# file file file
func('img1.nii', img2='img2.nii', output='output.nii')
- assert np.all(nib.load('output.nii').get_data() == expected)
+ assert np.all(np.asanyarray(nib.load('output.nii').dataobj) == expected)
os.remove('output.nii')
# file file array
result = func('img1.nii', img2='img2.nii', output=wutils.LOAD)['output']
- assert np.all(result.get_data() == expected)
+ assert np.all(np.asanyarrary(result.dataobj) == expected)
# file array file
func('img1.nii', img2=img2, output='output.nii')
- assert np.all(nib.load('output.nii').get_data() == expected)
+ assert np.all(np.asanyarray(nib.load('output.nii').dataobj) == expected)
os.remove('output.nii')
# file array array
result = func('img1.nii', img2=img2, output=wutils.LOAD)['output']
- assert np.all(result.get_data() == expected)
+ assert np.all(np.asanyarray(result.dataobj) == expected)
# array file file
func(img1, img2='img2.nii', output='output.nii')
- assert np.all(nib.load('output.nii').get_data() == expected)
+ assert np.all(np.asanyarray(nib.load('output.nii').dataobj) == expected)
os.remove('output.nii')
# array file array
result = func(img1, img2='img2.nii', output=wutils.LOAD)['output']
- assert np.all(result.get_data() == expected)
+ assert np.all(np.asanyarray(result.dataobj) == expected)
# array array file
func(img1, img2=img2, output='output.nii')
- assert np.all(nib.load('output.nii').get_data() == expected)
+ assert np.all(np.asanyarray(nib.load('output.nii').dataobj) == expected)
os.remove('output.nii')
# array array array
result = func(img1, img2=img2, output=wutils.LOAD)['output']
- assert np.all(result.get_data() == expected)
+ assert np.all(np.asanyarray(result.dataobj) == expected)
# in-memory image, file, file
result = func(img3, img2='img2.nii', output='output.nii')
- assert np.all(nib.load('output.nii').get_data() == expected)
+ assert np.all(np.asanyarray(nib.load('output.nii').dataobj) == expected)
os.remove('output.nii')
# fslimage, file, load
@@ -307,7 +307,7 @@ def test_fileOrImage():
# nib.image, nib.image, load
result = func(img1, img2=img2, output=wutils.LOAD)['output']
assert isinstance(result, nib.nifti1.Nifti1Image)
- assert np.all(result.get_data()[:] == expected)
+ assert np.all(np.asanyarray(result.dataobj)[:] == expected)
def test_fileOrThing_sequence():
@@ -357,7 +357,7 @@ def test_fileOrThing_outprefix():
@wutils.fileOrImage('img', outprefix='output_base')
def basefunc(img, output_base):
- img = nib.load(img).get_data()
+ img = np.asanyarray(nib.load(img).dataobj)
out1 = nib.nifti1.Nifti1Image(img * 5, np.eye(4))
out2 = nib.nifti1.Nifti1Image(img * 10, np.eye(4))
@@ -368,31 +368,31 @@ def test_fileOrThing_outprefix():
with tempdir.tempdir() as td:
img = nib.nifti1.Nifti1Image(np.array([[1, 2], [3, 4]]), np.eye(4))
- exp1 = img.get_data() * 5
- exp2 = img.get_data() * 10
+ exp1 = np.asanyarray(img.dataobj) * 5
+ exp2 = np.asanyarray(img.dataobj) * 10
nib.save(img, 'img.nii')
basefunc('img.nii', 'myout')
- assert np.all(nib.load('myout_times5.nii.gz') .get_data() == exp1)
- assert np.all(nib.load('myout_times10.nii.gz').get_data() == exp2)
+ assert np.all(np.asanyarray(nib.load('myout_times5.nii.gz') .dataobj) == exp1)
+ assert np.all(np.asanyarray(nib.load('myout_times10.nii.gz').dataobj) == exp2)
cleardir(td, 'myout*')
basefunc(img, 'myout')
- assert np.all(nib.load('myout_times5.nii.gz') .get_data() == exp1)
- assert np.all(nib.load('myout_times10.nii.gz').get_data() == exp2)
+ assert np.all(np.asanyarray(nib.load('myout_times5.nii.gz') .dataobj) == exp1)
+ assert np.all(np.asanyarray(nib.load('myout_times10.nii.gz').dataobj) == exp2)
cleardir(td, 'myout*')
res = basefunc(img, 'myout', myout_times5=wutils.LOAD)
- assert np.all(res['myout_times5'].get_data() == exp1)
+ assert np.all(np.asanyarray(res['myout_times5'].dataobj) == exp1)
cleardir(td, 'myout*')
res = basefunc(img, 'myout', myout_times10=wutils.LOAD)
- assert np.all(res['myout_times10'].get_data() == exp2)
+ assert np.all(np.asanyarray(res['myout_times10'].dataobj) == exp2)
cleardir(td, 'myout*')
res = basefunc(img, 'myout', myout=wutils.LOAD)
- assert np.all(res['myout_times5'] .get_data() == exp1)
- assert np.all(res['myout_times10'].get_data() == exp2)
+ assert np.all(np.asanyarray(res['myout_times5'] .dataobj) == exp1)
+ assert np.all(np.asanyarray(res['myout_times10'].dataobj) == exp2)
cleardir(td, 'myout*')
@@ -402,7 +402,7 @@ def test_fileOrThing_outprefix_differentTypes():
def func(img, outpref):
img = nib.load(img)
- img = nib.nifti1.Nifti1Image(img.get_data() * 2, np.eye(4))
+ img = nib.nifti1.Nifti1Image(np.asanyarray(img.dataobj) * 2, np.eye(4))
text = '1234567890'
nib.save(img, '{}_image.nii.gz' .format(outpref))
@@ -412,23 +412,23 @@ def test_fileOrThing_outprefix_differentTypes():
with tempdir.tempdir() as td:
img = nib.nifti1.Nifti1Image(np.array([[1, 2], [3, 4]]), np.eye(4))
- expi = img.get_data() * 2
+ expi = np.asanyarray(img.dataobj) * 2
expt = '1234567890'
func(img, 'myout')
- assert np.all(nib.load('myout_image.nii.gz') .get_data() == expi)
+ assert np.all(np.asanyarray(nib.load('myout_image.nii.gz') .dataobj) == expi)
with open('myout_text.txt', 'rt') as f:
assert f.read().strip() == expt
cleardir(td, 'myout*')
res = func(img, 'myout', myout_image=wutils.LOAD)
assert list(res.keys()) == ['myout_image']
- assert np.all(res['myout_image'].get_data() == expi)
+ assert np.all(np.asanyarray(res['myout_image'].dataobj) == expi)
cleardir(td, 'myout*')
res = func(img, 'myout', myout=wutils.LOAD)
assert list(res.keys()) == ['myout_image']
- assert np.all(res['myout_image'].get_data() == expi)
+ assert np.all(np.asanyarray(res['myout_image'].dataobj) == expi)
cleardir(td, 'myout*')
res = func(img, 'myout', myout_text=wutils.LOAD)
@@ -445,8 +445,8 @@ def test_fileOrThing_outprefix_directory():
@wutils.fileOrImage('img', outprefix='outpref')
def func(img, outpref):
img = nib.load(img)
- img2 = nib.nifti1.Nifti1Image(img.get_data() * 2, np.eye(4))
- img4 = nib.nifti1.Nifti1Image(img.get_data() * 4, np.eye(4))
+ img2 = nib.nifti1.Nifti1Image(np.asanyarray(img.dataobj) * 2, np.eye(4))
+ img4 = nib.nifti1.Nifti1Image(np.asanyarray(img.dataobj) * 4, np.eye(4))
outdir = op.abspath('{}_imgs'.format(outpref))
@@ -457,8 +457,8 @@ def test_fileOrThing_outprefix_directory():
with tempdir.tempdir() as td:
img = nib.nifti1.Nifti1Image(np.array([[1, 2], [3, 4]]), np.eye(4))
- exp2 = img.get_data() * 2
- exp4 = img.get_data() * 4
+ exp2 = np.asanyarray(img.dataobj) * 2
+ exp4 = np.asanyarray(img.dataobj) * 4
res = func(img, 'myout')
assert len(res) == 0
@@ -469,17 +469,17 @@ def test_fileOrThing_outprefix_directory():
res = func(img, 'myout', myout_imgs=wutils.LOAD)
assert len(res) == 2
- assert np.all(res[op.join('myout_imgs', 'img2')].get_data() == exp2)
- assert np.all(res[op.join('myout_imgs', 'img4')].get_data() == exp4)
+ assert np.all(np.asanyarray(res[op.join('myout_imgs', 'img2')].dataobj) == exp2)
+ assert np.all(np.asanyarray(res[op.join('myout_imgs', 'img4')].dataobj) == exp4)
res = func(img, 'myout', **{op.join('myout_imgs', 'img2') : wutils.LOAD})
assert len(res) == 1
- assert np.all(res[op.join('myout_imgs', 'img2')].get_data() == exp2)
+ assert np.all(np.asanyarray(res[op.join('myout_imgs', 'img2')].dataobj) == exp2)
res = func(img, 'myout', **{op.join('myout_imgs', 'img') : wutils.LOAD})
assert len(res) == 2
- assert np.all(res[op.join('myout_imgs', 'img2')].get_data() == exp2)
- assert np.all(res[op.join('myout_imgs', 'img4')].get_data() == exp4)
+ assert np.all(np.asanyarray(res[op.join('myout_imgs', 'img2')].dataobj) == exp2)
+ assert np.all(np.asanyarray(res[op.join('myout_imgs', 'img4')].dataobj) == exp4)
os.mkdir('foo')
res = func(img, op.join('foo', 'myout'))
@@ -492,8 +492,8 @@ def test_fileOrThing_outprefix_directory():
os.mkdir('foo')
res = func(img, op.join('foo', 'myout'), **{op.join('foo', 'myout') : wutils.LOAD})
assert len(res) == 2
- assert np.all(res[op.join('foo', 'myout_imgs', 'img2')].get_data() == exp2)
- assert np.all(res[op.join('foo', 'myout_imgs', 'img4')].get_data() == exp4)
+ assert np.all(np.asanyarray(res[op.join('foo', 'myout_imgs', 'img2')].dataobj) == exp2)
+ assert np.all(np.asanyarray(res[op.join('foo', 'myout_imgs', 'img4')].dataobj) == exp4)
def test_chained_fileOrImageAndArray():
@@ -503,7 +503,7 @@ def test_chained_fileOrImageAndArray():
image = nib.load(image)
array = np.loadtxt(array)
- outimg = nib.nifti1.Nifti1Image(image.get_data() * 2, np.eye(4))
+ outimg = nib.nifti1.Nifti1Image(np.asanyarray(image.dataobj) * 2, np.eye(4))
np.savetxt(outarray, array * 2)
outimg.to_filename(outimage)
@@ -511,7 +511,7 @@ def test_chained_fileOrImageAndArray():
image = nib.nifti1.Nifti1Image(np.array([[1, 2], [ 3, 4]]), np.eye(4))
array = np.array([[5, 6, 7, 8]])
- expimg = nib.nifti1.Nifti1Image(image.get_data() * 2, np.eye(4))
+ expimg = nib.nifti1.Nifti1Image(np.asanyarray(image.dataobj) * 2, np.eye(4))
exparr = array * 2
with tempdir.tempdir():
@@ -520,31 +520,31 @@ def test_chained_fileOrImageAndArray():
np.savetxt('array.txt', array)
func('image.nii', 'array.txt', 'outimg.nii', 'outarr.txt')
- assert np.all(nib.load('outimg.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('outimg.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('outarr.txt') == exparr)
func('image.nii', array, 'outimg.nii', 'outarr.txt')
- assert np.all(nib.load('outimg.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('outimg.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('outarr.txt') == exparr)
func( image, 'array.txt', 'outimg.nii', 'outarr.txt')
- assert np.all(nib.load('outimg.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('outimg.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('outarr.txt') == exparr)
func( image, array, 'outimg.nii', 'outarr.txt')
- assert np.all(nib.load('outimg.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('outimg.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('outarr.txt') == exparr)
res = func(image, array, wutils.LOAD, 'outarr.txt')
- assert np.all(res['outimage'].get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(res['outimage'].dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('outarr.txt') == exparr)
res = func(image, array, 'outimg.nii', wutils.LOAD)
- assert np.all(nib.load('outimg.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('outimg.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(res['outarray'] == exparr)
res = func(image, array, wutils.LOAD, wutils.LOAD)
- assert np.all(res['outimage'].get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(res['outimage'].dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(res['outarray'] == exparr)
@@ -561,7 +561,7 @@ def test_fileOrThing_chained_outprefix():
image = nib.load(image)
array = np.loadtxt(array)
- outimg = nib.nifti1.Nifti1Image(image.get_data() * 2, np.eye(4))
+ outimg = nib.nifti1.Nifti1Image(np.asanyarray(image.dataobj) * 2, np.eye(4))
outarr = array * 2
np.savetxt('{}_array.txt'.format(out), outarr)
@@ -570,17 +570,17 @@ def test_fileOrThing_chained_outprefix():
image = nib.nifti1.Nifti1Image(np.array([[1, 2], [ 3, 4]]), np.eye(4))
array = np.array([[5, 6, 7, 8]])
- expimg = nib.nifti1.Nifti1Image(image.get_data() * 2, np.eye(4))
+ expimg = nib.nifti1.Nifti1Image(np.asanyarray(image.dataobj) * 2, np.eye(4))
exparr = array * 2
with tempdir.tempdir():
func(image, array, 'myout')
- assert np.all(nib.load('myout_image.nii').get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(nib.load('myout_image.nii').dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(np.loadtxt('myout_array.txt') == exparr)
res = func(image, array, wutils.LOAD)
- assert np.all(res['out_image'].get_data() == expimg.get_data())
+ assert np.all(np.asanyarray(res['out_image'].dataobj) == np.asanyarray(expimg.dataobj))
assert np.all(res['out_array'] == exparr)