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Leo Le Bouter
erp5
Commits
30341500
Commit
30341500
authored
Jun 29, 2017
by
francois
Committed by
Ayush Tiwari
Jul 07, 2017
Browse files
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Plain Diff
erp5_receipt_recognition Update bt5 following merge request advices
parent
a99e746b
Changes
17
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Showing
17 changed files
with
108 additions
and
59 deletions
+108
-59
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt%20Recognition/receipt_convert.xml
...em/portal_types/Receipt%20Recognition/receipt_convert.xml
+1
-1
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt%20Recognition/view.xml
...nTemplateItem/portal_types/Receipt%20Recognition/view.xml
+1
-1
bt5/erp5_receipt_recognition/ExtensionTemplateItem/portal_components/extension.erp5.ReceiptRecognition.py
...em/portal_components/extension.erp5.ReceiptRecognition.py
+91
-39
bt5/erp5_receipt_recognition/ExtensionTemplateItem/portal_components/extension.erp5.ReceiptRecognition.xml
...m/portal_components/extension.erp5.ReceiptRecognition.xml
+1
-4
bt5/erp5_receipt_recognition/PortalTypeAllowedContentTypeTemplateItem/allowed_content_types.xml
...eAllowedContentTypeTemplateItem/allowed_content_types.xml
+1
-1
bt5/erp5_receipt_recognition/PortalTypePropertySheetTemplateItem/property_sheet_list.xml
...rtalTypePropertySheetTemplateItem/property_sheet_list.xml
+1
-1
bt5/erp5_receipt_recognition/PortalTypeTemplateItem/portal_types/Receipt%20Recognition.xml
...alTypeTemplateItem/portal_types/Receipt%20Recognition.xml
+1
-1
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_convertImage.py
...p5_receipt_recognition/ReceiptRecognition_convertImage.py
+4
-4
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_convertImage.xml
...5_receipt_recognition/ReceiptRecognition_convertImage.xml
+1
-1
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_view.xml
...kins/erp5_receipt_recognition/ReceiptRecognition_view.xml
+1
-1
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_view/my_follow_up_title.xml
...ecognition/ReceiptRecognition_view/my_follow_up_title.xml
+0
-0
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_view/my_title.xml
..._receipt_recognition/ReceiptRecognition_view/my_title.xml
+0
-0
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/ReceiptRecognition_view/my_total.xml
..._receipt_recognition/ReceiptRecognition_view/my_total.xml
+0
-0
bt5/erp5_receipt_recognition/bt/template_action_path_list
bt5/erp5_receipt_recognition/bt/template_action_path_list
+2
-2
bt5/erp5_receipt_recognition/bt/template_portal_type_allowed_content_type_list
...gnition/bt/template_portal_type_allowed_content_type_list
+1
-1
bt5/erp5_receipt_recognition/bt/template_portal_type_id_list
bt5/erp5_receipt_recognition/bt/template_portal_type_id_list
+1
-1
bt5/erp5_receipt_recognition/bt/template_portal_type_property_sheet_list
...t_recognition/bt/template_portal_type_property_sheet_list
+1
-1
No files found.
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt/receipt_convert.xml
→
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt
%20Recognition
/receipt_convert.xml
View file @
30341500
...
@@ -77,7 +77,7 @@
...
@@ -77,7 +77,7 @@
<dictionary>
<dictionary>
<item>
<item>
<key>
<string>
text
</string>
</key>
<key>
<string>
text
</string>
</key>
<value>
<string>
string:${object_url}/Receipt
Convers
ion_convertImage
</string>
</value>
<value>
<string>
string:${object_url}/Receipt
Recognit
ion_convertImage
</string>
</value>
</item>
</item>
</dictionary>
</dictionary>
</pickle>
</pickle>
...
...
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt/view.xml
→
bt5/erp5_receipt_recognition/ActionTemplateItem/portal_types/Receipt
%20Recognition
/view.xml
View file @
30341500
...
@@ -77,7 +77,7 @@
...
@@ -77,7 +77,7 @@
<dictionary>
<dictionary>
<item>
<item>
<key>
<string>
text
</string>
</key>
<key>
<string>
text
</string>
</key>
<value>
<string>
string:${object_url}/Receipt_view
</string>
</value>
<value>
<string>
string:${object_url}/Receipt
Recognition
_view
</string>
</value>
</item>
</item>
</dictionary>
</dictionary>
</pickle>
</pickle>
...
...
bt5/erp5_receipt_recognition/ExtensionTemplateItem/portal_components/extension.erp5.ReceiptRecognition.py
View file @
30341500
...
@@ -6,6 +6,8 @@ to work inside erp5 and adapt to receipt binaries and with more
...
@@ -6,6 +6,8 @@ to work inside erp5 and adapt to receipt binaries and with more
explanation
explanation
https://github.com/tmbdev/ocropy
https://github.com/tmbdev/ocropy
"""
"""
# pylint: disable=unpacking-non-sequence
# Pylint is confused by ocropy.
import
numpy
as
np
import
numpy
as
np
import
scipy.ndimage
as
ndi
import
scipy.ndimage
as
ndi
...
@@ -14,9 +16,10 @@ from matplotlib import pylab
...
@@ -14,9 +16,10 @@ from matplotlib import pylab
import
matplotlib.image
as
mpimg
import
matplotlib.image
as
mpimg
import
scipy.stats
as
stats
import
scipy.stats
as
stats
import
re
import
re
import
cPickle
import
ocrolib
import
ocrolib
def
getReceiptValue
(
self
,
image_data
):
def
getReceiptValue
(
self
,
image_data
,
model_name
=
"en-default.pyrnn"
):
"""
"""
Function called from an erp5 script through externalMethod
Function called from an erp5 script through externalMethod
that take an image and its name and save its binarized
that take an image and its name and save its binarized
...
@@ -27,20 +30,46 @@ def getReceiptValue(self, image_data):
...
@@ -27,20 +30,46 @@ def getReceiptValue(self, image_data):
Represent the erp5 object from which externalmethods or module
Represent the erp5 object from which externalmethods or module
objects can be called
objects can be called
- image_data:
- image_data:
base64 r
epresentation of the image to analyse
R
epresentation of the image to analyse
@return:
@return:
-
ret
: float
-
anon
: float
Represent total value paid on the receipt
Represent total value paid on the receipt
----------------------------
----------------------------
This function return the total value of the receipt in euros.
This function look for euros only and return a price with a two digit
precison like "135.79" or "43,89".
"""
"""
image_as_string
=
StringIO
.
StringIO
(
image_data
)
image_as_string
=
StringIO
.
StringIO
(
image_data
)
image_as_array
=
mpimg
.
imread
(
image_as_string
,
format
=
'JPG'
)
image_as_array
=
mpimg
.
imread
(
image_as_string
,
format
=
'JPG'
)
line_list
,
cleared
=
getLinesFromPicture
(
image_as_array
)
line_list
,
cleared
=
getLinesFromPicture
(
image_as_array
)
# Start the neural network
# Start the neural network
network
,
lnorm
=
initRnnModel
()
network
,
lnorm
=
initRnnModel
(
model_name
)
return
findReceiptValue
(
line_list
,
cleared
,
network
,
lnorm
)
def
findReceiptValue
(
line_list
,
cleared
,
network
,
lnorm
):
"""
Function that run the neural network through the receipt and extract
meaningfull value
-----------------------------
@args:
- lines: array list
Represent lines of text that will be extracted
from the image
- cleared:2D array
Represent binarized image cropped and cleaned,
from which we will extract text lines
- network: lstm object
Represent the trained neural net
- lnorm: method from lstm object
Represent the size of the lstm object. Is used to scale the objects
to recognize from original size to the average network object.
@return:
- anon: float
Represent total value paid on the receipt
-----------------------------
This function can bemodified to add more field to detect. It might be
possible to run a classification neural net on the result.
"""
value_list
=
[]
value_list
=
[]
tofind
=
r"(EUR)|€|(TOT)"
tofind
=
r"(EUR)|€|(TOT)"
for
_
,
line
in
enumerate
(
line_list
):
for
_
,
line
in
enumerate
(
line_list
):
...
@@ -54,9 +83,28 @@ def getReceiptValue(self, image_data):
...
@@ -54,9 +83,28 @@ def getReceiptValue(self, image_data):
value_list
+=
[
float
(
char
.
replace
(
','
,
'.'
))
for
char
in
number
]
value_list
+=
[
float
(
char
.
replace
(
','
,
'.'
))
for
char
in
number
]
except
ValueError
:
except
ValueError
:
pass
pass
return
round
(
max
(
value_list
),
2
)
return
round
(
max
(
value_list
),
2
)
def
getRnnModelFromDataStream
(
self
,
model_name
=
"en-default.pyrnn"
):
"""
This function load a neural network from a dataStream
----------------------------
@args:
- model_name: string, default: en-default.pyrnn
Id of the object in data_stream_module that contain the rnn model
@return:
- network: lstm object
Represent the trained neural net
- lnorm: method from lstm object
Represent the size of the lstm object. Is used to scale the objects
to recognize from original size to the average network object.
----------------------------
WARNING: This function present a security issue and should NOT be called with
an user-defined model name (see cpickle security issue)
"""
network
=
cPickle
.
loads
(
self
.
data_stream_module
[
model_name
].
getData
())
lnorm
=
getattr
(
network
,
"lnorm"
,
None
)
return
network
,
lnorm
def
initRnnModel
(
model_name
=
"en-default.pyrnn"
):
def
initRnnModel
(
model_name
=
"en-default.pyrnn"
):
"""
"""
...
@@ -65,7 +113,7 @@ def initRnnModel(model_name = "en-default.pyrnn"):
...
@@ -65,7 +113,7 @@ def initRnnModel(model_name = "en-default.pyrnn"):
----------------------------
----------------------------
@args:
@args:
- model_name: string, default: en-default.pyrnn
- model_name: string, default: en-default.pyrnn
Id of the object in
data_stream_module
that contain the rnn model
Id of the object in
the filesystem
that contain the rnn model
@return:
@return:
- network: lstm object
- network: lstm object
Represent the trained neural net
Represent the trained neural net
...
@@ -108,8 +156,8 @@ def getLinesFromPicture(image_as_array):
...
@@ -108,8 +156,8 @@ def getLinesFromPicture(image_as_array):
independant picture
independant picture
"""
"""
grey_image
=
convertGreyscale
(
image_as_array
)
grey_image
=
convertGreyscale
(
image_as_array
)
flattened_image
=
imageTransformation
(
grey_image
)
cropped_image
=
cropImage
(
grey_image
)
binarized_image
=
imageBinarization
(
flatten
ed_image
)
binarized_image
=
imageBinarization
(
cropp
ed_image
)
binary
=
1
-
binarized_image
binary
=
1
-
binarized_image
cleaned
,
scale
=
removeObjects
(
binary
)
cleaned
,
scale
=
removeObjects
(
binary
)
angle
=
getEstimatedSkewAngle
(
cleaned
,
np
.
linspace
(
-
4
,
4
,
24
))
angle
=
getEstimatedSkewAngle
(
cleaned
,
np
.
linspace
(
-
4
,
4
,
24
))
...
@@ -293,26 +341,6 @@ def removeObjects(binarized):
...
@@ -293,26 +341,6 @@ def removeObjects(binarized):
binarized
=
np
.
minimum
(
binarized
,
1
-
(
sums
>
0
)
*
(
sums
<
scale
))
binarized
=
np
.
minimum
(
binarized
,
1
-
(
sums
>
0
)
*
(
sums
<
scale
))
return
binarized
,
scale
return
binarized
,
scale
def
getImageWhitelevel
(
image
):
"""
Function that help flatten the image by estimating locals
whitelevels. This remove local extremes and give an image with
homogenous background and no details
------------------------------
@args:
- image: 2D array
Represent a greyscale image
@return:
- white_image: 2D array
Represent a greyscale image with no local extreme
------------------------------
This function result will be substracted from the original image
to make that only local extremes stand out.
"""
white_image
=
ndi
.
filters
.
percentile_filter
(
image
,
50
,
size
=
(
80
,
2
))
white_image
=
ndi
.
filters
.
percentile_filter
(
white_image
,
50
,
size
=
(
2
,
80
))
return
white_image
def
getEstimatedSkewAngle
(
image
,
angle_list
):
def
getEstimatedSkewAngle
(
image
,
angle_list
):
"""
"""
Function that estimate at which angle the image is the most
Function that estimate at which angle the image is the most
...
@@ -343,8 +371,37 @@ def getEstimatedSkewAngle(image, angle_list):
...
@@ -343,8 +371,37 @@ def getEstimatedSkewAngle(image, angle_list):
_
,
angle
=
max
(
estimates
)
_
,
angle
=
max
(
estimates
)
return
angle
return
angle
def
removeBackground
(
image
,
percentile
=
50
):
"""
Function that help flatten the image by estimating locals
whitelevels. This remove local extremes and give an image with
homogenous background and no details
------------------------------
@args:
- image: 2D array
Represent a greyscale image
- percentile: integer between -100 and 100
A percentile filter with a value of 50 is basically a
median filter, value of 0 is a minimum filter and with
a value of 100 a maximum filter
@return:
- 2D array
Represent a greyscale image with no local extreme
------------------------------
The filter result will be substracted from the original image
to make that only local extremes stand out.
A Kuwahara filter might give better results.
"""
# Reduce extreme differences in the greyscale image
image
=
image
-
pylab
.
amin
(
image
)
image
/=
pylab
.
amax
(
image
)
white_image
=
ndi
.
filters
.
percentile_filter
(
image
,
percentile
,
size
=
(
80
,
2
))
white_image
=
ndi
.
filters
.
percentile_filter
(
white_image
,
percentile
,
size
=
(
2
,
80
))
# Get the difference between the whiteleveled image and the
# original one and put them betewwn 0 an 1
return
np
.
clip
(
image
-
white_image
+
1
,
0
,
1
)
def
imageTransformation
(
grey
):
def
cropImage
(
image
):
"""
"""
Function that perform cropping and flattening -- Removing
Function that perform cropping and flattening -- Removing
homogenous background and small extremes-- on an image.
homogenous background and small extremes-- on an image.
...
@@ -360,22 +417,17 @@ def imageTransformation(grey):
...
@@ -360,22 +417,17 @@ def imageTransformation(grey):
homogenous background
homogenous background
"""
"""
# Reduce extreme differences in the greyscale image
# Reduce extreme differences in the greyscale image
image
=
grey
-
pylab
.
amin
(
grey
)
white_image
=
removeBackground
(
image
)
image
/=
pylab
.
amax
(
image
)
white_image
=
getImageWhitelevel
(
image
)
# Get the difference between the whiteleveled image and the
# original one and put them betewwn 0 an 1
flat
=
np
.
clip
(
image
-
white_image
+
1
,
0
,
1
)
# Calculate coordinate to crop the image, can be done in another
# Calculate coordinate to crop the image, can be done in another
# function to improve readability
# function to improve readability
mask
=
ndi
.
gaussian_filter
(
mask
=
ndi
.
gaussian_filter
(
flat
,
7.0
)
<
0.9
*
np
.
amax
(
flat
)
white_image
,
7.0
)
<
0.9
*
np
.
amax
(
white_image
)
coords
=
np
.
argwhere
(
mask
)
coords
=
np
.
argwhere
(
mask
)
# Bounding box of kept pixels.
# Bounding box of kept pixels.
x_min
,
y_min
=
coords
.
min
(
axis
=
0
)
x_min
,
y_min
=
coords
.
min
(
axis
=
0
)
x_max
,
y_max
=
coords
.
max
(
axis
=
0
)
x_max
,
y_max
=
coords
.
max
(
axis
=
0
)
return
flat
[
x_min
-
10
:
x_max
+
10
,
y_min
-
10
:
y_max
+
10
]
return
white_image
[
x_min
-
10
:
x_max
+
10
,
y_min
-
10
:
y_max
+
10
]
def
imageBinarization
(
flattened_image
):
def
imageBinarization
(
flattened_image
):
...
...
bt5/erp5_receipt_recognition/ExtensionTemplateItem/portal_components/extension.erp5.ReceiptRecognition.xml
View file @
30341500
...
@@ -45,10 +45,7 @@
...
@@ -45,10 +45,7 @@
<item>
<item>
<key>
<string>
text_content_warning_message
</string>
</key>
<key>
<string>
text_content_warning_message
</string>
</key>
<value>
<value>
<tuple>
<tuple/>
<string>
W:243, 2: Attempting to unpack a non-sequence defined at line 181 of scipy.ndimage.measurements (unpacking-non-sequence)
</string>
<string>
W:272, 2: Attempting to unpack a non-sequence defined at line 181 of scipy.ndimage.measurements (unpacking-non-sequence)
</string>
</tuple>
</value>
</value>
</item>
</item>
<item>
<item>
...
...
bt5/erp5_receipt_recognition/PortalTypeAllowedContentTypeTemplateItem/allowed_content_types.xml
View file @
30341500
<allowed_content_type_list>
<allowed_content_type_list>
<portal_type
id=
"Receipt Recognition Module"
>
<portal_type
id=
"Receipt Recognition Module"
>
<item>
Receipt
</item>
<item>
Receipt
Recognition
</item>
</portal_type>
</portal_type>
</allowed_content_type_list>
</allowed_content_type_list>
\ No newline at end of file
bt5/erp5_receipt_recognition/PortalTypePropertySheetTemplateItem/property_sheet_list.xml
View file @
30341500
<property_sheet_list>
<property_sheet_list>
<portal_type
id=
"Receipt"
>
<portal_type
id=
"Receipt
Recognition
"
>
<item>
Document
</item>
<item>
Document
</item>
</portal_type>
</portal_type>
</property_sheet_list>
</property_sheet_list>
\ No newline at end of file
bt5/erp5_receipt_recognition/PortalTypeTemplateItem/portal_types/Receipt.xml
→
bt5/erp5_receipt_recognition/PortalTypeTemplateItem/portal_types/Receipt
%20Recognition
.xml
View file @
30341500
...
@@ -28,7 +28,7 @@
...
@@ -28,7 +28,7 @@
</item>
</item>
<item>
<item>
<key>
<string>
id
</string>
</key>
<key>
<string>
id
</string>
</key>
<value>
<string>
Receipt
</string>
</value>
<value>
<string>
Receipt
Recognition
</string>
</value>
</item>
</item>
<item>
<item>
<key>
<string>
init_script
</string>
</key>
<key>
<string>
init_script
</string>
</key>
...
...
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Convers
ion_convertImage.py
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognit
ion_convertImage.py
View file @
30341500
...
@@ -2,17 +2,17 @@ image = context.getFollowUpValue()
...
@@ -2,17 +2,17 @@ image = context.getFollowUpValue()
if
image
is
not
None
:
if
image
is
not
None
:
try
:
try
:
total
=
container
.
ReceiptRecognition_getReceiptValue
(
image
.
getData
())
total
=
container
.
ReceiptRecognition_getReceiptValue
(
image
.
getData
())
m
sg
=
"Total found"
m
essage
=
"Total found"
context
.
edit
(
context
.
edit
(
total
=
total
,
total
=
total
,
)
)
except
ValueError
as
e
:
except
ValueError
as
e
:
m
sg
=
"Could not find value, please submit it manually"
m
essage
=
"Could not find value, please submit it manually"
else
:
else
:
m
sg
=
"Cannot find the image"
m
essage
=
"Cannot find the image"
if
batch_mode
:
if
batch_mode
:
return
return
context
.
Base_redirect
(
context
.
Base_redirect
(
'view'
,
keep_items
=
dict
(
portal_status_message
=
m
sg
,
my_source
=
"test"
))
'view'
,
keep_items
=
dict
(
portal_status_message
=
m
essage
,
my_source
=
"test"
))
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Convers
ion_convertImage.xml
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognit
ion_convertImage.xml
View file @
30341500
...
@@ -54,7 +54,7 @@
...
@@ -54,7 +54,7 @@
</item>
</item>
<item>
<item>
<key>
<string>
id
</string>
</key>
<key>
<string>
id
</string>
</key>
<value>
<string>
Receipt
Convers
ion_convertImage
</string>
</value>
<value>
<string>
Receipt
Recognit
ion_convertImage
</string>
</value>
</item>
</item>
</dictionary>
</dictionary>
</pickle>
</pickle>
...
...
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt_view.xml
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognition
_view.xml
View file @
30341500
...
@@ -89,7 +89,7 @@
...
@@ -89,7 +89,7 @@
</item>
</item>
<item>
<item>
<key>
<string>
id
</string>
</key>
<key>
<string>
id
</string>
</key>
<value>
<string>
Receipt_view
</string>
</value>
<value>
<string>
Receipt
Recognition
_view
</string>
</value>
</item>
</item>
<item>
<item>
<key>
<string>
method
</string>
</key>
<key>
<string>
method
</string>
</key>
...
...
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt_view/my_follow_up_title.xml
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognition
_view/my_follow_up_title.xml
View file @
30341500
File moved
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt_view/my_title.xml
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognition
_view/my_title.xml
View file @
30341500
File moved
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt_view/my_total.xml
→
bt5/erp5_receipt_recognition/SkinTemplateItem/portal_skins/erp5_receipt_recognition/Receipt
Recognition
_view/my_total.xml
View file @
30341500
File moved
bt5/erp5_receipt_recognition/bt/template_action_path_list
View file @
30341500
Receipt Recognition Module | view
Receipt Recognition Module | view
Receipt | receipt_convert
Receipt Recognition | receipt_convert
Receipt | view
Receipt Recognition | view
\ No newline at end of file
\ No newline at end of file
bt5/erp5_receipt_recognition/bt/template_portal_type_allowed_content_type_list
View file @
30341500
Receipt Recognition Module | Receipt
Receipt Recognition Module | Receipt Recognition
\ No newline at end of file
\ No newline at end of file
bt5/erp5_receipt_recognition/bt/template_portal_type_id_list
View file @
30341500
Receipt
Receipt
Recognition
Receipt Recognition Module
Receipt Recognition Module
\ No newline at end of file
bt5/erp5_receipt_recognition/bt/template_portal_type_property_sheet_list
View file @
30341500
Receipt | Document
Receipt Recognition | Document
\ No newline at end of file
\ No newline at end of file
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