Commit 7699acb7 authored by francois's avatar francois

erp5_data_analysis_request Create ticket for document analysis

This bt is composed of 3 modules. Once an image is loaded inside erp5,
one can create a follow-up to a new data analysis request ticket that
will launch document conversion and recognition upon the read text.
parent 30341500
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# -*- coding: utf-8 -*-
"""
Extension that clean or/and improve images
"""
# pylint: disable=unpacking-non-sequence
# Pylint is confused by ocropy.
import matplotlib.image as mpimg
import StringIO
import numpy as np
import scipy.ndimage as ndi
from matplotlib import pylab
from scipy import stats
import ocrolib
def convertImageToNumpyArray(image):
"""
Take an image and convert it into a string then
into a numpy array
"""
image_as_string = StringIO.StringIO(image)
# XXX We should be able to find which format is the image
return mpimg.imread(image_as_string, format = 'JPG')
def convertToGreyscale(image):
"""
Function that take a three dimension numpy array
representing a RGB picture and return a two dimension
numpy array of this picture in greyscale with values between
0 and 1
--------------------------------
@args:
- image: 3 dimension numpy array from a RGB picture with
values between 0 and 255
@return:
grey: 2 dimension numpy array with values between 0 and 1
--------------------------------
The greyscale conversion makes it easier multiple operations
like Edge or text recognition.
"""
return image.astype(float).sum(axis = -1) / 3. / 255
def getEstimatedSkewAngle(image, angle_list):
"""
Function that estimate at which angle the image is the most
straight
-------------------------------
@args:
- image: 2d array
Represent the greyscale original image
- angle_list: float list
Represent the list of angles that will be tested in the
function
@return:
a: float
Represent the value of the angle (in degrees) for which the
image is the less skew
-------------------------------
This function is needed to get a better segmentation (since the
segmentation is done horizontally). It calculate the mean of each
line in the picture then calculate the variance, and return the
angle value for which the variance is the highest.
"""
estimates = []
for angle in angle_list:
mean = np.mean(ndi.interpolation.rotate(
image, angle, order = 0, mode = 'constant'), axis = 1)
variance = np.var(mean)
estimates.append((variance, angle))
_, angle = max(estimates)
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 cropImage(image):
"""
Function that perform cropping and flattening -- Removing
homogenous background and small extremes-- on an image.
-------------------------------
@args:
grey: 2D array
Represent the original greyscale image
@return:
flat: 2D array
Represent the original image cropped and flattened
-------------------------------
This function reduce the size of the image and clear noise from
homogenous background
"""
# Calculate coordinate to crop the image, can be done in another
# function to improve readability
mask = ndi.gaussian_filter(
image, 7.0) < 0.9 * np.amax(image)
coords = np.argwhere(mask)
# Bounding box of kept pixels.
x_min, y_min = coords.min(axis = 0)
x_max, y_max = coords.max(axis = 0)
return image[x_min - 10 : x_max + 10, y_min - 10 : y_max + 10]
def sharpenImage(image):
"""
Function that enhance angles on a picture by doing an approximation
of laplacian after a gaussian blur
-------------------------------
@args:
- image: 2D array
Represent a greyscale image
@return:
- 2D array
Represent a binarized image
-------------------------------
Enhacing edged help for the recognition
"""
gaussian_image = ndi.gaussian_filter(image, 1)
# Applying a Gaussian filter with a small sigma and substracting
# it from the "original" image allow to do an approximation of
# Laplacian.
blurred_gaussian = ndi.gaussian_filter(gaussian_image, 3)
# Add the scaled Laplacian to the smoothed image to sharpen its edges
return 1.5 * gaussian_image - blurred_gaussian
def binarizeImage(image):
"""
Fontion that take a flattened image and binarize it to make OCR
easier
-------------------------------
@args:
- flattened_image: 2D array
Represent a greyscale image
@return:
- anon: 2D array
Represent a binarized image
-------------------------------
Binarized image is needed to get text boundaries and make text
easier to distinguish from background.
"""
# Estimate low and high threshold
low = stats.scoreatpercentile(image.ravel(), 5)
high = stats.scoreatpercentile(image.ravel(), 70)
# rescale the image to enhance differences
sharpened = (image - low) / (high - low)
sharpened = np.clip(sharpened, 0, 1)
# Binarization
return sharpened > 0.7
# XXX A function that only compute the scale could be extracted from this.
# This might not be the extension this function should be in.
def removeObjects(binarized):
"""
This function identify objects as contigunious spot of white on a
black image and remove the bigger and smaller ones.
---------------------------
@args:
binarized: 2D array
Represent the inversed color binarized picture from which
objects bigger than the mean will be taken from.
@return:
binarized: 2D array
"cleaned" array
scale: double
Represent the size of the mean object
---------------------------
This function improve line detection and "clean" the image.
A coefficient could be added to the function to change the value of
height and width of the deleted object, or to choose only horizontal
or vertical objects.
"""
labels, n = ocrolib.morph.label(binarized)
objects = ocrolib.morph.find_objects(labels)
# Calculate the median of all objects
bysize = sorted(objects, key = ocrolib.sl.area)
scalemap = np.zeros(binarized.shape)
for sub_object in bysize:
if np.amax(scalemap[sub_object]) > 0:
continue
scalemap[sub_object] = ocrolib.sl.area(sub_object) ** 0.5
scale = ndi.median(scalemap[(scalemap > 3) & (scalemap < 100)])
# Take the mesurement of small objects
sums = ndi.measurements.sum(binarized, labels, range(n + 1))
sums = sums[labels]
# Find all objects and remove big ones
for i, b in enumerate(objects):
if (ocrolib.sl.width(b) > scale * 8) \
or (ocrolib.sl.height(b) > scale * 8):
labels[b][labels[b] == i + 1] = 0
# Recreate an array without big objects
binarized = np.array(labels != 0, 'B')
# Remove small objects from this image
binarized = np.minimum(binarized, 1 - (sums > 0) * (sums < scale))
return binarized, scale
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<role>Assignor</role>
<role>Associate</role>
<role>Auditor</role>
<role>Author</role>
<role>Manager</role>
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<permission type='tuple'>
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<role>Assignor</role>
<role>Associate</role>
<role>Auditor</role>
<role>Author</role>
<role>Manager</role>
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<role>Assignor</role>
<role>Associate</role>
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<role>Author</role>
<role>Manager</role>
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<permission type='tuple'>
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<role>Author</role>
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<role>Manager</role>
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<role>Manager</role>
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<permission type='tuple'>
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<role>Assignor</role>
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<role>Auditor</role>
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<role>Assignor</role>
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\ No newline at end of file
<module>
<id>document_analysis_request_module</id>
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<permission type='tuple'>
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<role>Assignor</role>
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<permission type='tuple'>
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<role>Assignor</role>
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<role>Manager</role>
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<permission type='tuple'>
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<role>Author</role>
<role>Manager</role>
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<permission type='tuple'>
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<role>Author</role>
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<permission type='tuple'>
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<permission type='tuple'>
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<role>Assignor</role>
<role>Associate</role>
<role>Auditor</role>
<role>Author</role>
<role>Manager</role>
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<permission type='tuple'>
<name>Delete objects</name>
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<role>Manager</role>
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<permission type='tuple'>
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<role>Assignor</role>
<role>Associate</role>
<role>Auditor</role>
<role>Author</role>
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<permission type='tuple'>
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<permission type='tuple'>
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<role>Manager</role>
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<portal_type>Document Analysis Request Module</portal_type>
<title>Document Analysis Requests</title>
</module>
\ No newline at end of file
<module>
<id>document_conversion_module</id>
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<permission type='tuple'>
<name>Access Transient Objects</name>
<role>Assignee</role>
<role>Assignor</role>
<role>Associate</role>
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<permission type='tuple'>
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<role>Assignor</role>
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<permission type='tuple'>
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<permission type='tuple'>
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<role>Assignor</role>
<role>Associate</role>
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<role>Author</role>
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<permission type='tuple'>
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<role>Assignor</role>
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\ No newline at end of file
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<item>Document Analysis</item>
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\ No newline at end of file
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<portal_type id="Document conversion Module">
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\ No newline at end of file
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<portal_type id="Document Conversion">
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</property_sheet_list>
\ No newline at end of file
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<pickle>
<global name="PersistentMapping" module="Persistence.mapping"/>
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<pickle>
<dictionary>
<item>
<key> <string>data</string> </key>
<value>
<dictionary>
<item>
<key> <string>short_title</string> </key>
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<persistent> <string encoding="base64">AAAAAAAAAAM=</string> </persistent>
</value>
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<persistent> <string encoding="base64">AAAAAAAAAAQ=</string> </persistent>
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</item>
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<record id="3" aka="AAAAAAAAAAM=">
<pickle>
<global name="TranslationInformation" module="Products.ERP5Type.TranslationProviderBase"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>domain_name</string> </key>
<value> <string>erp5_ui</string> </value>
</item>
<item>
<key> <string>property_name</string> </key>
<value> <string>short_title</string> </value>
</item>
</dictionary>
</pickle>
</record>
<record id="4" aka="AAAAAAAAAAQ=">
<pickle>
<global name="TranslationInformation" module="Products.ERP5Type.TranslationProviderBase"/>
</pickle>
<pickle>
<dictionary>
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<key> <string>domain_name</string> </key>
<value> <string>erp5_ui</string> </value>
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<item>
<key> <string>property_name</string> </key>
<value> <string>title</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<workflow_chain>
<chain>
<type>Document Analysis</type>
<workflow>edit_workflow</workflow>
</chain>
<chain>
<type>Document Analysis Request</type>
<workflow>edit_workflow</workflow>
</chain>
</workflow_chain>
\ No newline at end of file
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="Folder" module="OFS.Folder"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>erp5_document_analysis_request</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis Request</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_doSelect</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>edit_order</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
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<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
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<key> <string>bottom</string> </key>
<value>
<list>
<string>listbox</string>
</list>
</value>
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<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentAnalysisModule_viewDocumentAnalysisList</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>DocumentAnalysisModule_viewDocumentAnalysisList</string> </value>
</item>
<item>
<key> <string>pt</string> </key>
<value> <string>form_list</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis</string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
<item>
<key> <string>update_action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>update_action_title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>columns</string>
<string>selection_name</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>listbox</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>columns</string> </key>
<value>
<list>
<tuple>
<string>title</string>
<string>Title</string>
</tuple>
<tuple>
<string>state</string>
<string>State</string>
</tuple>
<tuple>
<string>follow_up_reference</string>
<string>Follow Up</string>
</tuple>
</list>
</value>
</item>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_list_mode_listbox</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>portal_type</string> </key>
<value>
<list>
<tuple>
<string>Document Analysis</string>
<string>Document Analysis</string>
</tuple>
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</value>
</item>
<item>
<key> <string>selection_name</string> </key>
<value> <string>document_analysis_module_selection</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_doSelect</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
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<item>
<key> <string>edit_order</string> </key>
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<value> <string>UTF-8</string> </value>
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<item>
<key> <string>enctype</string> </key>
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</item>
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<key> <string>group_list</string> </key>
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<key> <string>bottom</string> </key>
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<string>listbox</string>
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<key> <string>center</string> </key>
<value>
<list/>
</value>
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<key> <string>hidden</string> </key>
<value>
<list/>
</value>
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<key> <string>left</string> </key>
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<list/>
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<key> <string>right</string> </key>
<value>
<list/>
</value>
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</value>
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<key> <string>id</string> </key>
<value> <string>DocumentAnalysisRequestModule_viewDocumentAnalysisRequestList</string> </value>
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<value> <string>POST</string> </value>
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<key> <string>name</string> </key>
<value> <string>DocumentAnalysisRequestModule_viewDocumentAnalysisRequestList</string> </value>
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<value> <string>form_list</string> </value>
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<value> <int>4</int> </value>
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<value> <string>UTF-8</string> </value>
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<value> <int>0</int> </value>
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<value> <string></string> </value>
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<value> <string></string> </value>
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<?xml version="1.0"?>
<ZopeData>
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<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
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<value>
<list>
<string>columns</string>
<string>selection_name</string>
<string>sort</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>listbox</string> </value>
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<item>
<key> <string>message_values</string> </key>
<value>
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<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
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</dictionary>
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<key> <string>overrides</string> </key>
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<key> <string>form_id</string> </key>
<value> <string></string> </value>
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<key> <string>tales</string> </key>
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<key> <string>field_id</string> </key>
<value> <string></string> </value>
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<key> <string>form_id</string> </key>
<value> <string></string> </value>
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<dictionary>
<item>
<key> <string>columns</string> </key>
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<tuple>
<string>title</string>
<string>Title</string>
</tuple>
<tuple>
<string>reference</string>
<string>Reference</string>
</tuple>
<tuple>
<string>creation_date</string>
<string>Date</string>
</tuple>
</list>
</value>
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<value> <string>my_list_mode_listbox</string> </value>
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<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>portal_type</string> </key>
<value>
<list>
<tuple>
<string>Document Analysis Request</string>
<string>Document Analysis Request</string>
</tuple>
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<tuple>
<string>Date</string>
<string>asc</string>
</tuple>
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</value>
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<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis Requests</string> </value>
</item>
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</ZopeData>
import time, random
# Set document analysis request reference value
reference = time.strftime("%Y/%m/%d-%H%M-", time.gmtime()) + str(random.randint(10000, 99999))
context.setReference(reference)
follow_up_path = context.getPath()[6:]
# Set activity tag then launch Document analysis.
portal = context.getPortalObject()
tag = "document_analysis_request_" + reference
context.defaultActivateParameterDict({'tag': tag}, placeless=True)
portal.portal_activities.activate(after_tag=tag).DocumentAnalysis_createAnalysis(follow_up_path)
container.document_conversion_module.newContent(
follow_up = follow_up_path
)
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="PythonScript" module="Products.PythonScripts.PythonScript"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>Script_magic</string> </key>
<value> <int>3</int> </value>
</item>
<item>
<key> <string>_bind_names</string> </key>
<value>
<object>
<klass>
<global name="NameAssignments" module="Shared.DC.Scripts.Bindings"/>
</klass>
<tuple/>
<state>
<dictionary>
<item>
<key> <string>_asgns</string> </key>
<value>
<dictionary>
<item>
<key> <string>name_container</string> </key>
<value> <string>container</string> </value>
</item>
<item>
<key> <string>name_context</string> </key>
<value> <string>context</string> </value>
</item>
<item>
<key> <string>name_m_self</string> </key>
<value> <string>script</string> </value>
</item>
<item>
<key> <string>name_subpath</string> </key>
<value> <string>traverse_subpath</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</state>
</object>
</value>
</item>
<item>
<key> <string>_params</string> </key>
<value> <string>**kw</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentAnalysisRequest_init</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_edit</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>edit_order</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
</item>
<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
<item>
<key> <string>bottom</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list>
<string>my_title</string>
<string>my_reference</string>
</list>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentAnalysisRequest_view</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>DocumentAnalysisRequest_view</string> </value>
</item>
<item>
<key> <string>pt</string> </key>
<value> <string>form_view</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis Request</string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
<item>
<key> <string>update_action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>update_action_title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>id</string> </key>
<value> <string>my_reference</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_view_mode_reference</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
portal = context.getPortalObject()
analysis_request = portal.restrictedTraverse(follow_up)
object_list = analysis_request.Base_getRelatedObjectList()
image = None
for item in object_list:
if item.getPortalType() == "Image":
image = item
image_as_array = container.DocumentCleaning_convertImageToNumpyArray(image.getData())
## From there, a classification algorithm could be run to figure how the image
## should be treated
text = container.TextRecognition_getReceiptValue(image_as_array)
container.document_analysis_module.newContent(
follow_up = follow_up,
extracted_text = text
)
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="PythonScript" module="Products.PythonScripts.PythonScript"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>Script_magic</string> </key>
<value> <int>3</int> </value>
</item>
<item>
<key> <string>_bind_names</string> </key>
<value>
<object>
<klass>
<global name="NameAssignments" module="Shared.DC.Scripts.Bindings"/>
</klass>
<tuple/>
<state>
<dictionary>
<item>
<key> <string>_asgns</string> </key>
<value>
<dictionary>
<item>
<key> <string>name_container</string> </key>
<value> <string>container</string> </value>
</item>
<item>
<key> <string>name_context</string> </key>
<value> <string>context</string> </value>
</item>
<item>
<key> <string>name_m_self</string> </key>
<value> <string>script</string> </value>
</item>
<item>
<key> <string>name_subpath</string> </key>
<value> <string>traverse_subpath</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</state>
</object>
</value>
</item>
<item>
<key> <string>_params</string> </key>
<value> <string>follow_up, **kw</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentAnalysis_createAnalysis</string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_edit</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>edit_order</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
</item>
<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
<item>
<key> <string>bottom</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list>
<string>my_title</string>
<string>my_follow_up_reference</string>
<string>my_document_url</string>
<string>my_extracted_text</string>
</list>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentAnalysis_view</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>DocumentAnalysis_view</string> </value>
</item>
<item>
<key> <string>pt</string> </key>
<value> <string>form_view</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis</string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
<item>
<key> <string>update_action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>update_action_title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_document_url</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_link_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Extracted URL</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>default</string>
<string>description</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_extracted_text</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>default</string> </key>
<value> <string>No text found on this document</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string>Text extracted from original picture</string> </value>
</item>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_text_area_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Extracted Text</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>portal_type</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_follow_up_reference</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_relation_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>portal_type</string> </key>
<value>
<list>
<tuple>
<string>Document Analysis Request</string>
<string>Document Analysis Request</string>
</tuple>
</list>
</value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Analysis Request</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>binarizeImage</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_binarizeImage</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>convertImageToNumpyArray</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_convertImageToNumpyArray</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>convertToGreyscale</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_convertToGreyscale</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>cropImage</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_cropImage</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>getEstimatedSkewAngle</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_getEstimatedSkewAngle</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>removeBackground</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_removeBackground</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>removeObjects</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_removeObjects</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>removeBackground</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>DocumentCleaning</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentCleaning_sharpenImage</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_edit</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>edit_order</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
</item>
<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
<item>
<key> <string>bottom</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list>
<string>my_title</string>
<string>my_follow_up_reference</string>
<string>my_conversion_url_template</string>
<string>my_conversion_link</string>
</list>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentConversion_view</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>DocumentConversion_view</string> </value>
</item>
<item>
<key> <string>pt</string> </key>
<value> <string>form_view</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Conversion</string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
<item>
<key> <string>update_action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>update_action_title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_conversion_link</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_link_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Conversion link</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_conversion_url_template</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_link_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Template URL</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>portal_type</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_follow_up_reference</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_relation_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>portal_type</string> </key>
<value>
<list>
<tuple>
<string>Document Analysis Request</string>
<string>Document Analysis Request</string>
</tuple>
</list>
</value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Analysis Request</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>my_title</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_string_field</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Title</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ERP5 Form" module="erp5.portal_type"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_objects</string> </key>
<value>
<tuple/>
</value>
</item>
<item>
<key> <string>action</string> </key>
<value> <string>Base_doSelect</string> </value>
</item>
<item>
<key> <string>description</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>edit_order</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>enctype</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>group_list</string> </key>
<value>
<list>
<string>left</string>
<string>right</string>
<string>center</string>
<string>bottom</string>
<string>hidden</string>
</list>
</value>
</item>
<item>
<key> <string>groups</string> </key>
<value>
<dictionary>
<item>
<key> <string>bottom</string> </key>
<value>
<list>
<string>listbox</string>
</list>
</value>
</item>
<item>
<key> <string>center</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>hidden</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>left</string> </key>
<value>
<list/>
</value>
</item>
<item>
<key> <string>right</string> </key>
<value>
<list/>
</value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>DocumentconversionModule_viewDocumentConversionList</string> </value>
</item>
<item>
<key> <string>method</string> </key>
<value> <string>POST</string> </value>
</item>
<item>
<key> <string>name</string> </key>
<value> <string>DocumentconversionModule_viewConvertedDocumentList</string> </value>
</item>
<item>
<key> <string>pt</string> </key>
<value> <string>form_list</string> </value>
</item>
<item>
<key> <string>row_length</string> </key>
<value> <int>4</int> </value>
</item>
<item>
<key> <string>stored_encoding</string> </key>
<value> <string>UTF-8</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Conversions</string> </value>
</item>
<item>
<key> <string>unicode_mode</string> </key>
<value> <int>0</int> </value>
</item>
<item>
<key> <string>update_action</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>update_action_title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ProxyField" module="Products.ERP5Form.ProxyField"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>delegated_list</string> </key>
<value>
<list>
<string>columns</string>
<string>selection_name</string>
<string>title</string>
</list>
</value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>listbox</string> </value>
</item>
<item>
<key> <string>message_values</string> </key>
<value>
<dictionary>
<item>
<key> <string>external_validator_failed</string> </key>
<value> <string>The input failed the external validator.</string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>overrides</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>tales</string> </key>
<value>
<dictionary>
<item>
<key> <string>field_id</string> </key>
<value> <string></string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</value>
</item>
<item>
<key> <string>values</string> </key>
<value>
<dictionary>
<item>
<key> <string>columns</string> </key>
<value>
<list>
<tuple>
<string>title</string>
<string>Title</string>
</tuple>
<tuple>
<string>state</string>
<string>State</string>
</tuple>
<tuple>
<string>follow_up_reference</string>
<string>Follow Up</string>
</tuple>
</list>
</value>
</item>
<item>
<key> <string>field_id</string> </key>
<value> <string>my_list_mode_listbox</string> </value>
</item>
<item>
<key> <string>form_id</string> </key>
<value> <string>Base_viewFieldLibrary</string> </value>
</item>
<item>
<key> <string>portal_type</string> </key>
<value>
<list>
<tuple>
<string>Converted Document</string>
<string>Converted Document</string>
</tuple>
</list>
</value>
</item>
<item>
<key> <string>selection_name</string> </key>
<value> <string>document_conversion_module_selection</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string>Document Conversions</string> </value>
</item>
</dictionary>
</value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
<?xml version="1.0"?>
<ZopeData>
<record id="1" aka="AAAAAAAAAAE=">
<pickle>
<global name="ExternalMethod" module="Products.ExternalMethod.ExternalMethod"/>
</pickle>
<pickle>
<dictionary>
<item>
<key> <string>_function</string> </key>
<value> <string>getReceiptValue</string> </value>
</item>
<item>
<key> <string>_module</string> </key>
<value> <string>TextRecognition</string> </value>
</item>
<item>
<key> <string>id</string> </key>
<value> <string>TextRecognition_getReceiptValue</string> </value>
</item>
<item>
<key> <string>title</string> </key>
<value> <string></string> </value>
</item>
</dictionary>
</pickle>
</record>
</ZopeData>
Document Analysis Module | view
Document Analysis Request Module | view
Document Analysis Request | view
Document Analysis | view
Document Conversion | view
Document conversion Module | view
\ No newline at end of file
extension.erp5.DocumentCleaning
extension.erp5.TextRecognition
\ No newline at end of file
document_analysis_module
document_analysis_request_module
document_conversion_module
\ No newline at end of file
Document Analysis Module | Document Analysis
Document Analysis Request Module | Document Analysis Request
Document conversion Module | Document Conversion
\ No newline at end of file
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