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FEAT: adding new image processing functions from 3.1 · arrayfire/arrayfire-python@dc83b49 · GitHub

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Commit dc83b49

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pavanky
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FEAT: adding new image processing functions from 3.1
- wrap - unwrap - sat - ycbcr2rgb - rgb2ycbcr Added missing enums
1 parent 15c078a commit dc83b49

4 files changed

Lines changed: 269 additions & 2 deletions

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‎arrayfire/image.py‎

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Original file line numberDiff line numberDiff line change
@@ -893,3 +893,226 @@ def color_space(image, to_type, from_type):
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safe_call(backend.get().af_color_space(ct.pointer(output.arr), image.arr,
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to_type.value, from_type.value))
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return output
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def unwrap(image, wx, wy, sx, sy, px=0, py=0, is_column=True):
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"""
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Unrwap an image into an array.
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Parameters
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----------
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image : af.Array
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A multi dimensional array specifying an image or batch of images.
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wx : Integer.
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Block window size along the first dimension.
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wy : Integer.
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Block window size along the second dimension.
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sx : Integer.
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Stride along the first dimension.
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sy : Integer.
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Stride along the second dimension.
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px : Integer. Optional. Default: 0
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Padding along the first dimension.
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py : Integer. Optional. Default: 0
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Padding along the second dimension.
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is_column : Boolean. Optional. Default: True.
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Specifies if the patch should be laid along row or columns.
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Returns
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-------
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out : af.Array
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A multi dimensional array contianing the image patches along specified dimension.
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Examples
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--------
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>>> import arrayfire as af
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>>> a = af.randu(6, 6)
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>>> af.display(a)
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[6 6 1 1]
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0.4107 0.3775 0.0901 0.8060 0.0012 0.9250
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0.8224 0.3027 0.5933 0.5938 0.8703 0.3063
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0.9518 0.6456 0.1098 0.8395 0.5259 0.9313
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0.1794 0.5591 0.1046 0.1933 0.1443 0.8684
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0.4198 0.6600 0.8827 0.7270 0.3253 0.6592
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0.0081 0.0764 0.1647 0.0322 0.5081 0.4387
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>>> b = af.unwrap(a, 2, 2, 2, 2)
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>>> af.display(b)
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[4 9 1 1]
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0.4107 0.9518 0.4198 0.0901 0.1098 0.8827 0.0012 0.5259 0.3253
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0.8224 0.1794 0.0081 0.5933 0.1046 0.1647 0.8703 0.1443 0.5081
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0.3775 0.6456 0.6600 0.8060 0.8395 0.7270 0.9250 0.9313 0.6592
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0.3027 0.5591 0.0764 0.5938 0.1933 0.0322 0.3063 0.8684 0.4387
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"""
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out = Array()
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safe_call(backend.get().af_unwrap(ct.pointer(out.arr), image.arr,
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ct.c_longlong(wx), ct.c_longlong(wy),
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ct.c_longlong(sx), ct.c_longlong(sy),
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ct.c_longlong(px), ct.c_longlong(py),
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is_column))
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return out
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def wrap(a, ox, oy, wx, wy, sx, sy, px=0, py=0, is_column=True):
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"""
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Wrap an array into an image.
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Parameters
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----------
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a : af.Array
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A multi dimensional array containing patches of images.
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wx : Integer.
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Block window size along the first dimension.
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wy : Integer.
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Block window size along the second dimension.
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sx : Integer.
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Stride along the first dimension.
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sy : Integer.
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Stride along the second dimension.
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px : Integer. Optional. Default: 0
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Padding along the first dimension.
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py : Integer. Optional. Default: 0
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Padding along the second dimension.
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is_column : Boolean. Optional. Default: True.
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Specifies if the patch should be laid along row or columns.
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Returns
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-------
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out : af.Array
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A multi dimensional array contianing the images.
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Examples
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--------
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>>> import arrayfire as af
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>>> a = af.randu(6, 6)
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>>> af.display(a)
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[6 6 1 1]
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0.4107 0.3775 0.0901 0.8060 0.0012 0.9250
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0.8224 0.3027 0.5933 0.5938 0.8703 0.3063
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0.9518 0.6456 0.1098 0.8395 0.5259 0.9313
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0.1794 0.5591 0.1046 0.1933 0.1443 0.8684
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0.4198 0.6600 0.8827 0.7270 0.3253 0.6592
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0.0081 0.0764 0.1647 0.0322 0.5081 0.4387
1017+
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>>> b = af.unwrap(a, 2, 2, 2, 2)
1019+
>>> af.display(b)
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1021+
[4 9 1 1]
1022+
0.4107 0.9518 0.4198 0.0901 0.1098 0.8827 0.0012 0.5259 0.3253
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0.8224 0.1794 0.0081 0.5933 0.1046 0.1647 0.8703 0.1443 0.5081
1024+
0.3775 0.6456 0.6600 0.8060 0.8395 0.7270 0.9250 0.9313 0.6592
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0.3027 0.5591 0.0764 0.5938 0.1933 0.0322 0.3063 0.8684 0.4387
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>>> af.display(c)
1028+
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[6 6 1 1]
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0.4107 0.3775 0.0901 0.8060 0.0012 0.9250
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0.8224 0.3027 0.5933 0.5938 0.8703 0.3063
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0.9518 0.6456 0.1098 0.8395 0.5259 0.9313
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0.1794 0.5591 0.1046 0.1933 0.1443 0.8684
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0.4198 0.6600 0.8827 0.7270 0.3253 0.6592
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0.0081 0.0764 0.1647 0.0322 0.5081 0.4387
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1038+
"""
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out = Array()
1041+
safe_call(backend.get().af_wrap(ct.pointer(out.arr), a.arr,
1042+
ct.c_longlong(ox), ct.c_longlong(oy),
1043+
ct.c_longlong(wx), ct.c_longlong(wy),
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ct.c_longlong(sx), ct.c_longlong(sy),
1045+
ct.c_longlong(px), ct.c_longlong(py),
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is_column))
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return out
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def sat(image):
1050+
"""
1051+
Summed Area Tables
1052+
1053+
Parameters
1054+
----------
1055+
image : af.Array
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A multi dimensional array specifying image or batch of images
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Returns
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-------
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out : af.Array
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A multi dimensional array containing the summed area table of input image
1062+
"""
1063+
1064+
out = Array()
1065+
safe_call(backend.get().af_sat(ct.pointer(out.arr), image.arr))
1066+
return out
1067+
1068+
def ycbcr2rgb(image, standard=YCC_STD.BT_601):
1069+
"""
1070+
YCbCr to RGB colorspace conversion.
1071+
1072+
Parameters
1073+
----------
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1075+
image : af.Array
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A multi dimensional array containing an image or batch of images in YCbCr format.
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1078+
standard: YCC_STD. optional. default: YCC_STD.BT_601
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- Specifies the YCbCr format.
1080+
- Can be one of YCC_STD.BT_601, YCC_STD.BT_709, and YCC_STD.BT_2020.
1081+
1082+
Returns
1083+
--------
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out : af.Array
1086+
A multi dimensional array containing an image or batch of images in RGB format
1087+
1088+
"""
1089+
1090+
out = Array()
1091+
safe_call(backend.get().af_ycbcr2rgb(ct.pointer(out.arr), image.arr, standard.value))
1092+
return out
1093+
1094+
def rgb2ycbcr(image, standard=YCC_STD.BT_601):
1095+
"""
1096+
RGB to YCbCr colorspace conversion.
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1098+
Parameters
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----------
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image : af.Array
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A multi dimensional array containing an image or batch of images in RGB format.
1103+
1104+
standard: YCC_STD. optional. default: YCC_STD.BT_601
1105+
- Specifies the YCbCr format.
1106+
- Can be one of YCC_STD.BT_601, YCC_STD.BT_709, and YCC_STD.BT_2020.
1107+
1108+
Returns
1109+
--------
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1111+
out : af.Array
1112+
A multi dimensional array containing an image or batch of images in YCbCr format
1113+
1114+
"""
1115+
1116+
out = Array()
1117+
safe_call(backend.get().af_rgb2ycbcr(ct.pointer(out.arr), image.arr, standard.value))
1118+
return out

‎arrayfire/library.py‎

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Original file line numberDiff line numberDiff line change
@@ -108,6 +108,7 @@ class ERR(_Enum):
108108
# 300-399 Errors for missing software features
109109
NOT_SUPPORTED = _Enum_Type(301)
110110
NOT_CONFIGURED = _Enum_Type(302)
111+
NONFREE = _Enum_Type(303)
111112

112113
# 400-499 Errors for missing hardware features
113114
NO_DBL = _Enum_Type(401)
@@ -147,6 +148,7 @@ class INTERP(_Enum):
147148
LINEAR = _Enum_Type(1)
148149
BILINEAR = _Enum_Type(2)
149150
CUBIC = _Enum_Type(3)
151+
LOWER = _Enum_Type(4)
150152

151153
class PAD(_Enum):
152154
"""
@@ -227,13 +229,23 @@ class MATCH(_Enum):
227229
"""
228230
SHD = _Enum_Type(8)
229231

232+
233+
class YCC_STD(_Enum):
234+
"""
235+
YCC Standard formats
236+
"""
237+
BT_601 = _Enum_Type(601)
238+
BT_709 = _Enum_Type(709)
239+
BT_2020 = _Enum_Type(2020)
240+
230241
class CSPACE(_Enum):
231242
"""
232243
Colorspace formats
233244
"""
234245
GRAY = _Enum_Type(0)
235246
RGB = _Enum_Type(1)
236247
HSV = _Enum_Type(2)
248+
YCbCr= _Enum_Type(3)
237249

238250
class MATPROP(_Enum):
239251
"""
@@ -320,3 +332,21 @@ class COLORMAP(_Enum):
320332
MOOD = _Enum_Type(4)
321333
HEAT = _Enum_Type(5)
322334
BLUE = _Enum_Type(6)
335+
336+
class IMAGE_FORMAT(_Enum):
337+
"""
338+
Image Formats
339+
"""
340+
BMP = _Enum_Type(0)
341+
ICO = _Enum_Type(1)
342+
JPEG = _Enum_Type(2)
343+
JNG = _Enum_Type(3)
344+
PNG = _Enum_Type(13)
345+
PPM = _Enum_Type(14)
346+
PPMRAW = _Enum_Type(15)
347+
TIFF = _Enum_Type(18)
348+
PSD = _Enum_Type(20)
349+
HDR = _Enum_Type(26)
350+
EXR = _Enum_Type(29)
351+
JP2 = _Enum_Type(31)
352+
RAW = _Enum_Type(34)

‎arrayfire/vision.py‎

Lines changed: 4 additions & 2 deletions
Original file line numberDiff line numberDiff line change
@@ -202,7 +202,7 @@ def nearest_neighbour(query, database, dim = 0, num_nearest = 1, match_type=MATC
202202
safe_call(backend.get().af_nearest_neighbour(ct.pointer(idx.arr), ct.pointer(dist.arr),
203203
query.arr, database.arr,
204204
ct.c_longlong(dim), ct.c_longlong(num_nearest),
205-
match_type))
205+
match_type.value))
206206
return index, dist
207207

208208
def match_template(image, template, match_type = MATCH.SAD):
@@ -228,7 +228,9 @@ def match_template(image, template, match_type = MATCH.SAD):
228228
229229
"""
230230
out = Array()
231-
safe_call(backend.get().af_match_template(ct.pointer(out.arr), image.arr, template.arr, match_type))
231+
safe_call(backend.get().af_match_template(ct.pointer(out.arr),
232+
image.arr, template.arr,
233+
match_type.value))
232234
return out
233235

234236
def susan(image, radius=3, diff_thr=32, geom_thr=10, feature_ratio=0.05, edge=3):

‎tests/simple/image.py‎

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Original file line numberDiff line numberDiff line change
@@ -64,4 +64,16 @@ def simple_image(verbose = False):
6464

6565
display_func(af.color_space(a, af.CSPACE.RGB, af.CSPACE.GRAY))
6666

67+
a = af.randu(6,6)
68+
b = af.unwrap(a, 2, 2, 2, 2)
69+
c = af.wrap(b, 6, 6, 2, 2, 2, 2)
70+
display_func(a)
71+
display_func(b)
72+
display_func(c)
73+
display_func(af.sat(a))
74+
75+
a = af.randu(10,10,3)
76+
display_func(af.rgb2ycbcr(a))
77+
display_func(af.ycbcr2rgb(a))
78+
6779
_util.tests['image'] = simple_image

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