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sergey/app
...
maxim/deve
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20
.build/Dockerfile
Normal file
20
.build/Dockerfile
Normal file
@@ -0,0 +1,20 @@
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|||||||
|
FROM python:3.9-slim-buster AS deps
|
||||||
|
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||||||
|
RUN apt-get update && \
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||||||
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apt-get install -y build-essential git curl python3-dev libatlas3-base libatlas-base-dev liblapack-dev libxml2 libxml2-dev libffi6 libffi-dev musl-dev libxslt-dev
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||||||
|
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||||||
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FROM deps AS testable
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ARG REPORT_PATH
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VOLUME ["/var/mailgun", "/etc/mailgun/ssl", ${REPORT_PATH}]
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|
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||||||
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ADD . /app
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WORKDIR /app
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COPY wheel/* /wheel/
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RUN mkdir -p ${REPORT_PATH}
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||||||
|
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|
RUN python ./setup.py build bdist_wheel -d /wheel && \
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pip install --no-deps /wheel/*
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|
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ENTRYPOINT ["/bin/sh", "/app/run_tests.sh"]
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3
.gitignore
vendored
3
.gitignore
vendored
@@ -54,3 +54,6 @@ _trial_temp
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|||||||
|
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||||||
# OSX
|
# OSX
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||||||
.DS_Store
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.DS_Store
|
||||||
|
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||||||
|
# vim-backup
|
||||||
|
*.bak
|
||||||
|
|||||||
@@ -5,3 +5,10 @@ include classifier
|
|||||||
include LICENSE
|
include LICENSE
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include MANIFEST.in
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include MANIFEST.in
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include README.rst
|
include README.rst
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include talon/signature/data/train.data
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include talon/signature/data/classifier
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include talon/signature/data/classifier_01.npy
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include talon/signature/data/classifier_02.npy
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include talon/signature/data/classifier_03.npy
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|
include talon/signature/data/classifier_04.npy
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|
include talon/signature/data/classifier_05.npy
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||||||
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16
README.rst
16
README.rst
@@ -129,6 +129,22 @@ start using it for talon.
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.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
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.. _EDRM: http://www.edrm.net/resources/data-sets/edrm-enron-email-data-set
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||||||
.. _forge: https://github.com/mailgun/forge
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.. _forge: https://github.com/mailgun/forge
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Training on your dataset
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------------------------
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|
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talon comes with a pre-processed dataset and a pre-trained classifier. To retrain the classifier on your own dataset of raw emails, structure and annotate them in the same way the `forge`_ project does. Then do:
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.. code:: python
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from talon.signature.learning.dataset import build_extraction_dataset
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from talon.signature.learning import classifier as c
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build_extraction_dataset("/path/to/your/P/folder", "/path/to/talon/signature/data/train.data")
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c.train(c.init(), "/path/to/talon/signature/data/train.data", "/path/to/talon/signature/data/classifier")
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|
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||||||
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Note that for signature extraction you need just the folder with the positive samples with annotated signature lines (P folder).
|
||||||
|
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||||||
|
.. _forge: https://github.com/mailgun/forge
|
||||||
|
|
||||||
Research
|
Research
|
||||||
--------
|
--------
|
||||||
|
|||||||
11
requirements.txt
Normal file
11
requirements.txt
Normal file
@@ -0,0 +1,11 @@
|
|||||||
|
chardet>=1.0.1
|
||||||
|
cchardet>=0.3.5
|
||||||
|
cssselect
|
||||||
|
html5lib
|
||||||
|
joblib
|
||||||
|
lxml>=2.3.3
|
||||||
|
numpy
|
||||||
|
regex>=1
|
||||||
|
scikit-learn>=1.0.0
|
||||||
|
scipy
|
||||||
|
six>=1.10.0
|
||||||
4
run_tests.sh
Executable file
4
run_tests.sh
Executable file
@@ -0,0 +1,4 @@
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#!/usr/bin/env bash
|
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|
set -ex
|
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|
REPORT_PATH="${REPORT_PATH:-./}"
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nosetests --with-xunit --with-coverage --cover-xml --cover-xml-file $REPORT_PATH/coverage.xml --xunit-file=$REPORT_PATH/nosetests.xml --cover-package=talon .
|
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31
setup.py
31
setup.py
@@ -19,17 +19,17 @@ class InstallCommand(install):
|
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if self.no_ml:
|
if self.no_ml:
|
||||||
dist = self.distribution
|
dist = self.distribution
|
||||||
dist.packages=find_packages(exclude=[
|
dist.packages=find_packages(exclude=[
|
||||||
'tests',
|
"tests",
|
||||||
'tests.*',
|
"tests.*",
|
||||||
'talon.signature',
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"talon.signature",
|
||||||
'talon.signature.*',
|
"talon.signature.*",
|
||||||
])
|
])
|
||||||
for not_required in ['numpy', 'scipy', 'scikit-learn==0.16.1']:
|
for not_required in ["numpy", "scipy", "scikit-learn==0.24.1"]:
|
||||||
dist.install_requires.remove(not_required)
|
dist.install_requires.remove(not_required)
|
||||||
|
|
||||||
|
|
||||||
setup(name='talon',
|
setup(name='talon',
|
||||||
version='1.4.5',
|
version='1.6.0',
|
||||||
description=("Mailgun library "
|
description=("Mailgun library "
|
||||||
"to extract message quotations and signatures."),
|
"to extract message quotations and signatures."),
|
||||||
long_description=open("README.rst").read(),
|
long_description=open("README.rst").read(),
|
||||||
@@ -44,20 +44,21 @@ setup(name='talon',
|
|||||||
include_package_data=True,
|
include_package_data=True,
|
||||||
zip_safe=True,
|
zip_safe=True,
|
||||||
install_requires=[
|
install_requires=[
|
||||||
"lxml>=2.3.3",
|
"lxml",
|
||||||
"regex>=1",
|
"regex",
|
||||||
"numpy",
|
"numpy",
|
||||||
"scipy",
|
"scipy",
|
||||||
"scikit-learn>=0.16.1", # pickled versions of classifier, else rebuild
|
"scikit-learn>=1.0.0",
|
||||||
'chardet>=1.0.1',
|
"chardet",
|
||||||
'cchardet>=0.3.5',
|
"cchardet",
|
||||||
'cssselect',
|
"cssselect",
|
||||||
'six>=1.10.0',
|
"six",
|
||||||
'html5lib'
|
"html5lib",
|
||||||
|
"joblib",
|
||||||
],
|
],
|
||||||
tests_require=[
|
tests_require=[
|
||||||
"mock",
|
"mock",
|
||||||
"nose>=1.2.1",
|
"nose",
|
||||||
"coverage"
|
"coverage"
|
||||||
]
|
]
|
||||||
)
|
)
|
||||||
|
|||||||
@@ -87,23 +87,24 @@ def cut_gmail_quote(html_message):
|
|||||||
|
|
||||||
def cut_microsoft_quote(html_message):
|
def cut_microsoft_quote(html_message):
|
||||||
''' Cuts splitter block and all following blocks. '''
|
''' Cuts splitter block and all following blocks. '''
|
||||||
|
#use EXSLT extensions to have a regex match() function with lxml
|
||||||
|
ns = {"re": "http://exslt.org/regular-expressions"}
|
||||||
|
|
||||||
|
#general pattern: @style='border:none;border-top:solid <color> 1.0pt;padding:3.0pt 0<unit> 0<unit> 0<unit>'
|
||||||
|
#outlook 2007, 2010 (international) <color=#B5C4DF> <unit=cm>
|
||||||
|
#outlook 2007, 2010 (american) <color=#B5C4DF> <unit=pt>
|
||||||
|
#outlook 2013 (international) <color=#E1E1E1> <unit=cm>
|
||||||
|
#outlook 2013 (american) <color=#E1E1E1> <unit=pt>
|
||||||
|
#also handles a variant with a space after the semicolon
|
||||||
splitter = html_message.xpath(
|
splitter = html_message.xpath(
|
||||||
#outlook 2007, 2010 (international)
|
#outlook 2007, 2010, 2013 (international, american)
|
||||||
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
|
"//div[@style[re:match(., 'border:none; ?border-top:solid #(E1E1E1|B5C4DF) 1.0pt; ?"
|
||||||
"padding:3.0pt 0cm 0cm 0cm']|"
|
"padding:3.0pt 0(in|cm) 0(in|cm) 0(in|cm)')]]|"
|
||||||
#outlook 2007, 2010 (american)
|
|
||||||
"//div[@style='border:none;border-top:solid #B5C4DF 1.0pt;"
|
|
||||||
"padding:3.0pt 0in 0in 0in']|"
|
|
||||||
#outlook 2013 (international)
|
|
||||||
"//div[@style='border:none;border-top:solid #E1E1E1 1.0pt;"
|
|
||||||
"padding:3.0pt 0cm 0cm 0cm']|"
|
|
||||||
#outlook 2013 (american)
|
|
||||||
"//div[@style='border:none;border-top:solid #E1E1E1 1.0pt;"
|
|
||||||
"padding:3.0pt 0in 0in 0in']|"
|
|
||||||
#windows mail
|
#windows mail
|
||||||
"//div[@style='padding-top: 5px; "
|
"//div[@style='padding-top: 5px; "
|
||||||
"border-top-color: rgb(229, 229, 229); "
|
"border-top-color: rgb(229, 229, 229); "
|
||||||
"border-top-width: 1px; border-top-style: solid;']"
|
"border-top-width: 1px; border-top-style: solid;']"
|
||||||
|
, namespaces=ns
|
||||||
)
|
)
|
||||||
|
|
||||||
if splitter:
|
if splitter:
|
||||||
|
|||||||
@@ -6,23 +6,22 @@ original messages (without quoted messages)
|
|||||||
"""
|
"""
|
||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
import regex as re
|
|
||||||
import logging
|
import logging
|
||||||
from copy import deepcopy
|
from copy import deepcopy
|
||||||
|
|
||||||
from lxml import html, etree
|
import regex as re
|
||||||
|
from lxml import etree, html
|
||||||
from talon.utils import (get_delimiter, html_tree_to_text,
|
|
||||||
html_document_fromstring)
|
|
||||||
from talon import html_quotations
|
|
||||||
from six.moves import range
|
from six.moves import range
|
||||||
import six
|
|
||||||
|
|
||||||
|
from talon import html_quotations
|
||||||
|
from talon.utils import (get_delimiter, html_document_fromstring,
|
||||||
|
html_tree_to_text)
|
||||||
|
|
||||||
log = logging.getLogger(__name__)
|
log = logging.getLogger(__name__)
|
||||||
|
|
||||||
|
|
||||||
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+$", re.I | re.M)
|
RE_FWD = re.compile("^[-]+[ ]*Forwarded message[ ]*[-]+\s*$", re.I | re.M)
|
||||||
|
|
||||||
RE_ON_DATE_SMB_WROTE = re.compile(
|
RE_ON_DATE_SMB_WROTE = re.compile(
|
||||||
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
|
u'(-*[>]?[ ]?({0})[ ].*({1})(.*\n){{0,2}}.*({2}):?-*)'.format(
|
||||||
@@ -38,6 +37,8 @@ RE_ON_DATE_SMB_WROTE = re.compile(
|
|||||||
'Op',
|
'Op',
|
||||||
# German
|
# German
|
||||||
'Am',
|
'Am',
|
||||||
|
# Portuguese
|
||||||
|
'Em',
|
||||||
# Norwegian
|
# Norwegian
|
||||||
u'På',
|
u'På',
|
||||||
# Swedish, Danish
|
# Swedish, Danish
|
||||||
@@ -64,6 +65,8 @@ RE_ON_DATE_SMB_WROTE = re.compile(
|
|||||||
'schreef','verzond','geschreven',
|
'schreef','verzond','geschreven',
|
||||||
# German
|
# German
|
||||||
'schrieb',
|
'schrieb',
|
||||||
|
# Portuguese
|
||||||
|
'escreveu',
|
||||||
# Norwegian, Swedish
|
# Norwegian, Swedish
|
||||||
'skrev',
|
'skrev',
|
||||||
# Vietnamese
|
# Vietnamese
|
||||||
@@ -90,7 +93,7 @@ RE_ON_DATE_WROTE_SMB = re.compile(
|
|||||||
)
|
)
|
||||||
|
|
||||||
RE_QUOTATION = re.compile(
|
RE_QUOTATION = re.compile(
|
||||||
r'''
|
r"""
|
||||||
(
|
(
|
||||||
# quotation border: splitter line or a number of quotation marker lines
|
# quotation border: splitter line or a number of quotation marker lines
|
||||||
(?:
|
(?:
|
||||||
@@ -108,10 +111,10 @@ RE_QUOTATION = re.compile(
|
|||||||
|
|
||||||
# after quotations should be text only or nothing at all
|
# after quotations should be text only or nothing at all
|
||||||
[te]*$
|
[te]*$
|
||||||
''', re.VERBOSE)
|
""", re.VERBOSE)
|
||||||
|
|
||||||
RE_EMPTY_QUOTATION = re.compile(
|
RE_EMPTY_QUOTATION = re.compile(
|
||||||
r'''
|
r"""
|
||||||
(
|
(
|
||||||
# quotation border: splitter line or a number of quotation marker lines
|
# quotation border: splitter line or a number of quotation marker lines
|
||||||
(?:
|
(?:
|
||||||
@@ -121,7 +124,7 @@ RE_EMPTY_QUOTATION = re.compile(
|
|||||||
)
|
)
|
||||||
)
|
)
|
||||||
e*
|
e*
|
||||||
''', re.VERBOSE)
|
""", re.VERBOSE)
|
||||||
|
|
||||||
# ------Original Message------ or ---- Reply Message ----
|
# ------Original Message------ or ---- Reply Message ----
|
||||||
# With variations in other languages.
|
# With variations in other languages.
|
||||||
@@ -135,13 +138,17 @@ RE_ORIGINAL_MESSAGE = re.compile(u'[\s]*[-]+[ ]*({})[ ]*[-]+'.format(
|
|||||||
'Oprindelig meddelelse',
|
'Oprindelig meddelelse',
|
||||||
))), re.I)
|
))), re.I)
|
||||||
|
|
||||||
RE_FROM_COLON_OR_DATE_COLON = re.compile(u'(_+\r?\n)?[\s]*(:?[*]?{})[\s]?:[*]?.*'.format(
|
RE_FROM_COLON_OR_DATE_COLON = re.compile(u'((_+\r?\n)?[\s]*:?[*]?({})[\s]?:([^\n$]+\n){{1,2}}){{2,}}'.format(
|
||||||
u'|'.join((
|
u'|'.join((
|
||||||
# "From" in different languages.
|
# "From" in different languages.
|
||||||
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
|
'From', 'Van', 'De', 'Von', 'Fra', u'Från',
|
||||||
# "Date" in different languages.
|
# "Date" in different languages.
|
||||||
'Date', 'Datum', u'Envoyé', 'Skickat', 'Sendt',
|
'Date', '[S]ent', 'Datum', u'Envoyé', 'Skickat', 'Sendt', 'Gesendet',
|
||||||
))), re.I)
|
# "Subject" in different languages.
|
||||||
|
'Subject', 'Betreff', 'Objet', 'Emne', u'Ämne',
|
||||||
|
# "To" in different languages.
|
||||||
|
'To', 'An', 'Til', u'À', 'Till'
|
||||||
|
))), re.I | re.M)
|
||||||
|
|
||||||
# ---- John Smith wrote ----
|
# ---- John Smith wrote ----
|
||||||
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
|
RE_ANDROID_WROTE = re.compile(u'[\s]*[-]+.*({})[ ]*[-]+'.format(
|
||||||
@@ -185,9 +192,6 @@ RE_PARENTHESIS_LINK = re.compile("\(https?://")
|
|||||||
|
|
||||||
SPLITTER_MAX_LINES = 6
|
SPLITTER_MAX_LINES = 6
|
||||||
MAX_LINES_COUNT = 1000
|
MAX_LINES_COUNT = 1000
|
||||||
# an extensive research shows that exceeding this limit
|
|
||||||
# leads to excessive processing time
|
|
||||||
MAX_HTML_LEN = 2794202
|
|
||||||
|
|
||||||
QUOT_PATTERN = re.compile('^>+ ?')
|
QUOT_PATTERN = re.compile('^>+ ?')
|
||||||
NO_QUOT_LINE = re.compile('^[^>].*[\S].*')
|
NO_QUOT_LINE = re.compile('^[^>].*[\S].*')
|
||||||
@@ -286,7 +290,7 @@ def process_marked_lines(lines, markers, return_flags=[False, -1, -1]):
|
|||||||
# inlined reply
|
# inlined reply
|
||||||
# use lookbehind assertions to find overlapping entries e.g. for 'mtmtm'
|
# use lookbehind assertions to find overlapping entries e.g. for 'mtmtm'
|
||||||
# both 't' entries should be found
|
# both 't' entries should be found
|
||||||
for inline_reply in re.finditer('(?<=m)e*((?:t+e*)+)m', markers):
|
for inline_reply in re.finditer('(?<=m)e*(t[te]*)m', markers):
|
||||||
# long links could break sequence of quotation lines but they shouldn't
|
# long links could break sequence of quotation lines but they shouldn't
|
||||||
# be considered an inline reply
|
# be considered an inline reply
|
||||||
links = (
|
links = (
|
||||||
@@ -338,9 +342,6 @@ def _replace_link_brackets(msg_body):
|
|||||||
|
|
||||||
Converts msg_body into a unicode
|
Converts msg_body into a unicode
|
||||||
"""
|
"""
|
||||||
if isinstance(msg_body, bytes):
|
|
||||||
msg_body = msg_body.decode('utf8')
|
|
||||||
|
|
||||||
def link_wrapper(link):
|
def link_wrapper(link):
|
||||||
newline_index = msg_body[:link.start()].rfind("\n")
|
newline_index = msg_body[:link.start()].rfind("\n")
|
||||||
if msg_body[newline_index + 1] == ">":
|
if msg_body[newline_index + 1] == ">":
|
||||||
@@ -380,8 +381,6 @@ def postprocess(msg_body):
|
|||||||
|
|
||||||
def extract_from_plain(msg_body):
|
def extract_from_plain(msg_body):
|
||||||
"""Extracts a non quoted message from provided plain text."""
|
"""Extracts a non quoted message from provided plain text."""
|
||||||
stripped_text = msg_body
|
|
||||||
|
|
||||||
delimiter = get_delimiter(msg_body)
|
delimiter = get_delimiter(msg_body)
|
||||||
msg_body = preprocess(msg_body, delimiter)
|
msg_body = preprocess(msg_body, delimiter)
|
||||||
# don't process too long messages
|
# don't process too long messages
|
||||||
@@ -413,22 +412,27 @@ def extract_from_html(msg_body):
|
|||||||
|
|
||||||
Returns a unicode string.
|
Returns a unicode string.
|
||||||
"""
|
"""
|
||||||
if isinstance(msg_body, six.text_type):
|
if msg_body.strip() == "":
|
||||||
msg_body = msg_body.encode('utf8')
|
return msg_body
|
||||||
elif not isinstance(msg_body, bytes):
|
|
||||||
msg_body = msg_body.encode('ascii')
|
|
||||||
|
|
||||||
result = _extract_from_html(msg_body)
|
msg_body = msg_body.replace("\r\n", "\n")
|
||||||
if isinstance(result, bytes):
|
# Cut out xml and doctype tags to avoid conflict with unicode decoding.
|
||||||
result = result.decode('utf8')
|
msg_body = re.sub(r"\<\?xml.+\?\>|\<\!DOCTYPE.+]\>", "", msg_body)
|
||||||
|
html_tree = html_document_fromstring(msg_body)
|
||||||
|
if html_tree is None:
|
||||||
|
return msg_body
|
||||||
|
|
||||||
|
result = extract_from_html_tree(html_tree)
|
||||||
|
if not result:
|
||||||
|
return msg_body
|
||||||
|
|
||||||
return result
|
return result
|
||||||
|
|
||||||
|
|
||||||
def _extract_from_html(msg_body):
|
def extract_from_html_tree(html_tree):
|
||||||
"""
|
"""
|
||||||
Extract not quoted message from provided html message body
|
Extract not quoted message from provided parsed html tree using tags and
|
||||||
using tags and plain text algorithm.
|
plain text algorithm.
|
||||||
|
|
||||||
Cut out the 'blockquote', 'gmail_quote' tags.
|
Cut out the 'blockquote', 'gmail_quote' tags.
|
||||||
Cut Microsoft quotations.
|
Cut Microsoft quotations.
|
||||||
@@ -441,15 +445,6 @@ def _extract_from_html(msg_body):
|
|||||||
then checking deleted checkpoints,
|
then checking deleted checkpoints,
|
||||||
then deleting necessary tags.
|
then deleting necessary tags.
|
||||||
"""
|
"""
|
||||||
if msg_body.strip() == b'':
|
|
||||||
return msg_body
|
|
||||||
|
|
||||||
msg_body = msg_body.replace(b'\r\n', b'\n')
|
|
||||||
html_tree = html_document_fromstring(msg_body)
|
|
||||||
|
|
||||||
if html_tree is None:
|
|
||||||
return msg_body
|
|
||||||
|
|
||||||
cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or
|
cut_quotations = (html_quotations.cut_gmail_quote(html_tree) or
|
||||||
html_quotations.cut_zimbra_quote(html_tree) or
|
html_quotations.cut_zimbra_quote(html_tree) or
|
||||||
html_quotations.cut_blockquote(html_tree) or
|
html_quotations.cut_blockquote(html_tree) or
|
||||||
@@ -467,7 +462,7 @@ def _extract_from_html(msg_body):
|
|||||||
|
|
||||||
# Don't process too long messages
|
# Don't process too long messages
|
||||||
if len(lines) > MAX_LINES_COUNT:
|
if len(lines) > MAX_LINES_COUNT:
|
||||||
return msg_body
|
return None
|
||||||
|
|
||||||
# Collect checkpoints on each line
|
# Collect checkpoints on each line
|
||||||
line_checkpoints = [
|
line_checkpoints = [
|
||||||
@@ -486,7 +481,7 @@ def _extract_from_html(msg_body):
|
|||||||
lines_were_deleted, first_deleted, last_deleted = return_flags
|
lines_were_deleted, first_deleted, last_deleted = return_flags
|
||||||
|
|
||||||
if not lines_were_deleted and not cut_quotations:
|
if not lines_were_deleted and not cut_quotations:
|
||||||
return msg_body
|
return None
|
||||||
|
|
||||||
if lines_were_deleted:
|
if lines_were_deleted:
|
||||||
#collect checkpoints from deleted lines
|
#collect checkpoints from deleted lines
|
||||||
@@ -500,9 +495,73 @@ def _extract_from_html(msg_body):
|
|||||||
)
|
)
|
||||||
|
|
||||||
if _readable_text_empty(html_tree_copy):
|
if _readable_text_empty(html_tree_copy):
|
||||||
return msg_body
|
return None
|
||||||
|
|
||||||
return html.tostring(html_tree_copy)
|
# NOTE: We remove_namespaces() because we are using an HTML5 Parser, HTML
|
||||||
|
# parsers do not recognize namespaces in HTML tags. As such the rendered
|
||||||
|
# HTML tags are no longer recognizable HTML tags. Example: <o:p> becomes
|
||||||
|
# <oU0003Ap>. When we port this to golang we should look into using an
|
||||||
|
# XML Parser NOT and HTML5 Parser since we do not know what input a
|
||||||
|
# customer will send us. Switching to a common XML parser in python
|
||||||
|
# opens us up to a host of vulnerabilities.
|
||||||
|
# See https://docs.python.org/3/library/xml.html#xml-vulnerabilities
|
||||||
|
#
|
||||||
|
# The down sides to removing the namespaces is that customers might
|
||||||
|
# judge the XML namespaces important. If that is the case then support
|
||||||
|
# should encourage customers to preform XML parsing of the un-stripped
|
||||||
|
# body to get the full unmodified XML payload.
|
||||||
|
#
|
||||||
|
# Alternatives to this approach are
|
||||||
|
# 1. Ignore the U0003A in tag names and let the customer deal with it.
|
||||||
|
# This is not ideal, as most customers use stripped-html for viewing
|
||||||
|
# emails sent from a recipient, as such they cannot control the HTML
|
||||||
|
# provided by a recipient.
|
||||||
|
# 2. Preform a string replace of 'U0003A' to ':' on the rendered HTML
|
||||||
|
# string. While this would solve the issue simply, it runs the risk
|
||||||
|
# of replacing data outside the <tag> which might be essential to
|
||||||
|
# the customer.
|
||||||
|
remove_namespaces(html_tree_copy)
|
||||||
|
s = html.tostring(html_tree_copy, encoding="ascii")
|
||||||
|
if not s:
|
||||||
|
return None
|
||||||
|
|
||||||
|
return s.decode("ascii")
|
||||||
|
|
||||||
|
|
||||||
|
def remove_namespaces(root):
|
||||||
|
"""
|
||||||
|
Given the root of an HTML document iterate through all the elements
|
||||||
|
and remove any namespaces that might have been provided and remove
|
||||||
|
any attributes that contain a namespace
|
||||||
|
|
||||||
|
<html xmlns:o="urn:schemas-microsoft-com:office:office">
|
||||||
|
becomes
|
||||||
|
<html>
|
||||||
|
|
||||||
|
<o:p>Hi</o:p>
|
||||||
|
becomes
|
||||||
|
<p>Hi</p>
|
||||||
|
|
||||||
|
Start tags do NOT have a namespace; COLON characters have no special meaning.
|
||||||
|
if we don't remove the namespace the parser translates the tag name into a
|
||||||
|
unicode representation. For example <o:p> becomes <oU0003Ap>
|
||||||
|
|
||||||
|
See https://www.w3.org/TR/2011/WD-html5-20110525/syntax.html#start-tags
|
||||||
|
|
||||||
|
|
||||||
|
"""
|
||||||
|
for child in root.iter():
|
||||||
|
for key, value in child.attrib.items():
|
||||||
|
# If the attribute includes a colon
|
||||||
|
if key.rfind("U0003A") != -1:
|
||||||
|
child.attrib.pop(key)
|
||||||
|
|
||||||
|
# If the tag includes a colon
|
||||||
|
idx = child.tag.rfind("U0003A")
|
||||||
|
if idx != -1:
|
||||||
|
child.tag = child.tag[idx+6:]
|
||||||
|
|
||||||
|
return root
|
||||||
|
|
||||||
|
|
||||||
def split_emails(msg):
|
def split_emails(msg):
|
||||||
@@ -557,7 +616,6 @@ def _correct_splitlines_in_headers(markers, lines):
|
|||||||
updated_markers = ""
|
updated_markers = ""
|
||||||
i = 0
|
i = 0
|
||||||
in_header_block = False
|
in_header_block = False
|
||||||
|
|
||||||
for m in markers:
|
for m in markers:
|
||||||
# Only set in_header_block flag when we hit an 's' and line is a header
|
# Only set in_header_block flag when we hit an 's' and line is a header
|
||||||
if m == 's':
|
if m == 's':
|
||||||
@@ -586,10 +644,10 @@ def _readable_text_empty(html_tree):
|
|||||||
|
|
||||||
|
|
||||||
def is_splitter(line):
|
def is_splitter(line):
|
||||||
'''
|
"""
|
||||||
Returns Matcher object if provided string is a splitter and
|
Returns Matcher object if provided string is a splitter and
|
||||||
None otherwise.
|
None otherwise.
|
||||||
'''
|
"""
|
||||||
for pattern in SPLITTER_PATTERNS:
|
for pattern in SPLITTER_PATTERNS:
|
||||||
matcher = re.match(pattern, line)
|
matcher = re.match(pattern, line)
|
||||||
if matcher:
|
if matcher:
|
||||||
@@ -597,12 +655,12 @@ def is_splitter(line):
|
|||||||
|
|
||||||
|
|
||||||
def text_content(context):
|
def text_content(context):
|
||||||
'''XPath Extension function to return a node text content.'''
|
"""XPath Extension function to return a node text content."""
|
||||||
return context.context_node.xpath("string()").strip()
|
return context.context_node.xpath("string()").strip()
|
||||||
|
|
||||||
|
|
||||||
def tail(context):
|
def tail(context):
|
||||||
'''XPath Extension function to return a node tail text.'''
|
"""XPath Extension function to return a node tail text."""
|
||||||
return context.context_node.tail or ''
|
return context.context_node.tail or ''
|
||||||
|
|
||||||
|
|
||||||
|
|||||||
@@ -23,17 +23,14 @@ trained against, don't forget to regenerate:
|
|||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
import os
|
import os
|
||||||
|
|
||||||
from . import extraction
|
from talon.signature import extraction
|
||||||
from . extraction import extract #noqa
|
from talon.signature.extraction import extract
|
||||||
from . learning import classifier
|
from talon.signature.learning import classifier
|
||||||
|
|
||||||
|
|
||||||
DATA_DIR = os.path.join(os.path.dirname(__file__), 'data')
|
|
||||||
|
|
||||||
EXTRACTOR_FILENAME = os.path.join(DATA_DIR, 'classifier')
|
|
||||||
EXTRACTOR_DATA = os.path.join(DATA_DIR, 'train.data')
|
|
||||||
|
|
||||||
|
|
||||||
def initialize():
|
def initialize():
|
||||||
extraction.EXTRACTOR = classifier.load(EXTRACTOR_FILENAME,
|
data_dir = os.path.join(os.path.dirname(__file__), 'data')
|
||||||
EXTRACTOR_DATA)
|
extractor_filename = os.path.join(data_dir, 'classifier')
|
||||||
|
extractor_data_filename = os.path.join(data_dir, 'train.data')
|
||||||
|
extraction.EXTRACTOR = classifier.load(extractor_filename,
|
||||||
|
extractor_data_filename)
|
||||||
|
|||||||
1
talon/signature/data/__init__.py
Normal file
1
talon/signature/data/__init__.py
Normal file
@@ -0,0 +1 @@
|
|||||||
|
|
||||||
Binary file not shown.
File diff suppressed because it is too large
Load Diff
@@ -8,7 +8,7 @@ body belongs to the signature.
|
|||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
from numpy import genfromtxt
|
from numpy import genfromtxt
|
||||||
from sklearn.externals import joblib
|
import joblib
|
||||||
from sklearn.svm import LinearSVC
|
from sklearn.svm import LinearSVC
|
||||||
|
|
||||||
|
|
||||||
|
|||||||
@@ -5,21 +5,17 @@
|
|||||||
* regexp's constants used when evaluating signature's features
|
* regexp's constants used when evaluating signature's features
|
||||||
|
|
||||||
"""
|
"""
|
||||||
|
|
||||||
from __future__ import absolute_import
|
|
||||||
import unicodedata
|
import unicodedata
|
||||||
|
|
||||||
import regex as re
|
import regex as re
|
||||||
|
|
||||||
from talon.utils import to_unicode
|
|
||||||
|
|
||||||
from talon.signature.constants import SIGNATURE_MAX_LINES
|
from talon.signature.constants import SIGNATURE_MAX_LINES
|
||||||
|
|
||||||
|
|
||||||
rc = re.compile
|
rc = re.compile
|
||||||
|
|
||||||
RE_EMAIL = rc('\S@\S')
|
RE_EMAIL = rc('\S@\S')
|
||||||
RE_RELAX_PHONE = rc('(\(? ?[\d]{2,3} ?\)?.{,3}?){2,}')
|
RE_RELAX_PHONE = rc('(\(? ?[\d]{2,3} ?\)?.{,3}?){2,}')
|
||||||
RE_URL = rc(r'''https?://|www\.[\S]+\.[\S]''')
|
RE_URL = rc(r"""https?://|www\.[\S]+\.[\S]""")
|
||||||
|
|
||||||
# Taken from:
|
# Taken from:
|
||||||
# http://www.cs.cmu.edu/~vitor/papers/sigFilePaper_finalversion.pdf
|
# http://www.cs.cmu.edu/~vitor/papers/sigFilePaper_finalversion.pdf
|
||||||
@@ -55,7 +51,7 @@ BAD_SENDER_NAMES = [
|
|||||||
|
|
||||||
|
|
||||||
def binary_regex_search(prog):
|
def binary_regex_search(prog):
|
||||||
'''Returns a function that returns 1 or 0 depending on regex search result.
|
"""Returns a function that returns 1 or 0 depending on regex search result.
|
||||||
|
|
||||||
If regular expression compiled into prog is present in a string
|
If regular expression compiled into prog is present in a string
|
||||||
the result of calling the returned function with the string will be 1
|
the result of calling the returned function with the string will be 1
|
||||||
@@ -66,12 +62,12 @@ def binary_regex_search(prog):
|
|||||||
1
|
1
|
||||||
>>> binary_regex_search(re.compile("12"))("34")
|
>>> binary_regex_search(re.compile("12"))("34")
|
||||||
0
|
0
|
||||||
'''
|
"""
|
||||||
return lambda s: 1 if prog.search(s) else 0
|
return lambda s: 1 if prog.search(s) else 0
|
||||||
|
|
||||||
|
|
||||||
def binary_regex_match(prog):
|
def binary_regex_match(prog):
|
||||||
'''Returns a function that returns 1 or 0 depending on regex match result.
|
"""Returns a function that returns 1 or 0 depending on regex match result.
|
||||||
|
|
||||||
If a string matches regular expression compiled into prog
|
If a string matches regular expression compiled into prog
|
||||||
the result of calling the returned function with the string will be 1
|
the result of calling the returned function with the string will be 1
|
||||||
@@ -82,7 +78,7 @@ def binary_regex_match(prog):
|
|||||||
1
|
1
|
||||||
>>> binary_regex_match(re.compile("12"))("3 12")
|
>>> binary_regex_match(re.compile("12"))("3 12")
|
||||||
0
|
0
|
||||||
'''
|
"""
|
||||||
return lambda s: 1 if prog.match(s) else 0
|
return lambda s: 1 if prog.match(s) else 0
|
||||||
|
|
||||||
|
|
||||||
@@ -102,7 +98,7 @@ def flatten_list(list_to_flatten):
|
|||||||
|
|
||||||
|
|
||||||
def contains_sender_names(sender):
|
def contains_sender_names(sender):
|
||||||
'''Returns a functions to search sender\'s name or it\'s part.
|
"""Returns a functions to search sender\'s name or it\'s part.
|
||||||
|
|
||||||
>>> feature = contains_sender_names("Sergey N. Obukhov <xxx@example.com>")
|
>>> feature = contains_sender_names("Sergey N. Obukhov <xxx@example.com>")
|
||||||
>>> feature("Sergey Obukhov")
|
>>> feature("Sergey Obukhov")
|
||||||
@@ -115,7 +111,7 @@ def contains_sender_names(sender):
|
|||||||
1
|
1
|
||||||
>>> contains_sender_names("<serobnic@mail.ru>")("serobnic")
|
>>> contains_sender_names("<serobnic@mail.ru>")("serobnic")
|
||||||
1
|
1
|
||||||
'''
|
"""
|
||||||
names = '( |$)|'.join(flatten_list([[e, e.capitalize()]
|
names = '( |$)|'.join(flatten_list([[e, e.capitalize()]
|
||||||
for e in extract_names(sender)]))
|
for e in extract_names(sender)]))
|
||||||
names = names or sender
|
names = names or sender
|
||||||
@@ -135,20 +131,25 @@ def extract_names(sender):
|
|||||||
>>> extract_names('')
|
>>> extract_names('')
|
||||||
[]
|
[]
|
||||||
"""
|
"""
|
||||||
sender = to_unicode(sender, precise=True)
|
|
||||||
# Remove non-alphabetical characters
|
# Remove non-alphabetical characters
|
||||||
sender = "".join([char if char.isalpha() else ' ' for char in sender])
|
sender = "".join([char if char.isalpha() else ' ' for char in sender])
|
||||||
# Remove too short words and words from "black" list i.e.
|
# Remove too short words and words from "black" list i.e.
|
||||||
# words like `ru`, `gmail`, `com`, `org`, etc.
|
# words like `ru`, `gmail`, `com`, `org`, etc.
|
||||||
sender = [word for word in sender.split() if len(word) > 1 and
|
names = list()
|
||||||
not word in BAD_SENDER_NAMES]
|
for word in sender.split():
|
||||||
# Remove duplicates
|
if len(word) < 2:
|
||||||
names = list(set(sender))
|
continue
|
||||||
|
if word in BAD_SENDER_NAMES:
|
||||||
|
continue
|
||||||
|
if word in names:
|
||||||
|
continue
|
||||||
|
names.append(word)
|
||||||
|
|
||||||
return names
|
return names
|
||||||
|
|
||||||
|
|
||||||
def categories_percent(s, categories):
|
def categories_percent(s, categories):
|
||||||
'''Returns category characters percent.
|
"""Returns category characters percent.
|
||||||
|
|
||||||
>>> categories_percent("qqq ggg hhh", ["Po"])
|
>>> categories_percent("qqq ggg hhh", ["Po"])
|
||||||
0.0
|
0.0
|
||||||
@@ -160,9 +161,8 @@ def categories_percent(s, categories):
|
|||||||
50.0
|
50.0
|
||||||
>>> categories_percent("s.s,5s", ["Po", "Nd"])
|
>>> categories_percent("s.s,5s", ["Po", "Nd"])
|
||||||
50.0
|
50.0
|
||||||
'''
|
"""
|
||||||
count = 0
|
count = 0
|
||||||
s = to_unicode(s, precise=True)
|
|
||||||
for c in s:
|
for c in s:
|
||||||
if unicodedata.category(c) in categories:
|
if unicodedata.category(c) in categories:
|
||||||
count += 1
|
count += 1
|
||||||
@@ -170,19 +170,18 @@ def categories_percent(s, categories):
|
|||||||
|
|
||||||
|
|
||||||
def punctuation_percent(s):
|
def punctuation_percent(s):
|
||||||
'''Returns punctuation percent.
|
"""Returns punctuation percent.
|
||||||
|
|
||||||
>>> punctuation_percent("qqq ggg hhh")
|
>>> punctuation_percent("qqq ggg hhh")
|
||||||
0.0
|
0.0
|
||||||
>>> punctuation_percent("q,w.")
|
>>> punctuation_percent("q,w.")
|
||||||
50.0
|
50.0
|
||||||
'''
|
"""
|
||||||
return categories_percent(s, ['Po'])
|
return categories_percent(s, ['Po'])
|
||||||
|
|
||||||
|
|
||||||
def capitalized_words_percent(s):
|
def capitalized_words_percent(s):
|
||||||
'''Returns capitalized words percent.'''
|
"""Returns capitalized words percent."""
|
||||||
s = to_unicode(s, precise=True)
|
|
||||||
words = re.split('\s', s)
|
words = re.split('\s', s)
|
||||||
words = [w for w in words if w.strip()]
|
words = [w for w in words if w.strip()]
|
||||||
words = [w for w in words if len(w) > 2]
|
words = [w for w in words if len(w) > 2]
|
||||||
@@ -208,20 +207,26 @@ def many_capitalized_words(s):
|
|||||||
|
|
||||||
|
|
||||||
def has_signature(body, sender):
|
def has_signature(body, sender):
|
||||||
'''Checks if the body has signature. Returns True or False.'''
|
"""Checks if the body has signature. Returns True or False."""
|
||||||
non_empty = [line for line in body.splitlines() if line.strip()]
|
non_empty = [line for line in body.splitlines() if line.strip()]
|
||||||
candidate = non_empty[-SIGNATURE_MAX_LINES:]
|
candidate = non_empty[-SIGNATURE_MAX_LINES:]
|
||||||
upvotes = 0
|
upvotes = 0
|
||||||
|
sender_check = contains_sender_names(sender)
|
||||||
for line in candidate:
|
for line in candidate:
|
||||||
# we check lines for sender's name, phone, email and url,
|
# we check lines for sender's name, phone, email and url,
|
||||||
# those signature lines don't take more then 27 lines
|
# those signature lines don't take more then 27 lines
|
||||||
if len(line.strip()) > 27:
|
if len(line.strip()) > 27:
|
||||||
continue
|
continue
|
||||||
elif contains_sender_names(sender)(line):
|
|
||||||
|
if sender_check(line):
|
||||||
return True
|
return True
|
||||||
elif (binary_regex_search(RE_RELAX_PHONE)(line) +
|
|
||||||
binary_regex_search(RE_EMAIL)(line) +
|
if (binary_regex_search(RE_RELAX_PHONE)(line) +
|
||||||
binary_regex_search(RE_URL)(line) == 1):
|
binary_regex_search(RE_EMAIL)(line) +
|
||||||
|
binary_regex_search(RE_URL)(line) == 1):
|
||||||
upvotes += 1
|
upvotes += 1
|
||||||
|
|
||||||
if upvotes > 1:
|
if upvotes > 1:
|
||||||
return True
|
return True
|
||||||
|
|
||||||
|
return False
|
||||||
|
|||||||
182
talon/utils.py
182
talon/utils.py
@@ -1,110 +1,17 @@
|
|||||||
# coding:utf-8
|
# coding:utf-8
|
||||||
|
from __future__ import annotations
|
||||||
|
|
||||||
from __future__ import absolute_import
|
|
||||||
|
|
||||||
from random import shuffle
|
|
||||||
|
|
||||||
import cchardet
|
|
||||||
import chardet
|
|
||||||
import html5lib
|
import html5lib
|
||||||
import regex as re
|
import regex as re
|
||||||
import six
|
from html5lib import HTMLParser
|
||||||
from lxml.cssselect import CSSSelector
|
from lxml.cssselect import CSSSelector
|
||||||
|
from lxml.etree import _Element
|
||||||
from lxml.html import html5parser
|
from lxml.html import html5parser
|
||||||
|
|
||||||
from talon.constants import RE_DELIMITER
|
from talon.constants import RE_DELIMITER
|
||||||
|
|
||||||
|
|
||||||
def safe_format(format_string, *args, **kwargs):
|
def get_delimiter(msg_body: str) -> str:
|
||||||
"""
|
|
||||||
Helper: formats string with any combination of bytestrings/unicode
|
|
||||||
strings without raising exceptions
|
|
||||||
"""
|
|
||||||
try:
|
|
||||||
if not args and not kwargs:
|
|
||||||
return format_string
|
|
||||||
else:
|
|
||||||
return format_string.format(*args, **kwargs)
|
|
||||||
|
|
||||||
# catch encoding errors and transform everything into utf-8 string
|
|
||||||
# before logging:
|
|
||||||
except (UnicodeEncodeError, UnicodeDecodeError):
|
|
||||||
format_string = to_utf8(format_string)
|
|
||||||
args = [to_utf8(p) for p in args]
|
|
||||||
kwargs = {k: to_utf8(v) for k, v in six.iteritems(kwargs)}
|
|
||||||
return format_string.format(*args, **kwargs)
|
|
||||||
|
|
||||||
# ignore other errors
|
|
||||||
except:
|
|
||||||
return u''
|
|
||||||
|
|
||||||
|
|
||||||
def to_unicode(str_or_unicode, precise=False):
|
|
||||||
"""
|
|
||||||
Safely returns a unicode version of a given string
|
|
||||||
>>> utils.to_unicode('привет')
|
|
||||||
u'привет'
|
|
||||||
>>> utils.to_unicode(u'привет')
|
|
||||||
u'привет'
|
|
||||||
If `precise` flag is True, tries to guess the correct encoding first.
|
|
||||||
"""
|
|
||||||
if not isinstance(str_or_unicode, six.text_type):
|
|
||||||
encoding = quick_detect_encoding(str_or_unicode) if precise else 'utf-8'
|
|
||||||
return six.text_type(str_or_unicode, encoding, 'replace')
|
|
||||||
return str_or_unicode
|
|
||||||
|
|
||||||
|
|
||||||
def detect_encoding(string):
|
|
||||||
"""
|
|
||||||
Tries to detect the encoding of the passed string.
|
|
||||||
|
|
||||||
Defaults to UTF-8.
|
|
||||||
"""
|
|
||||||
assert isinstance(string, bytes)
|
|
||||||
try:
|
|
||||||
detected = chardet.detect(string)
|
|
||||||
if detected:
|
|
||||||
return detected.get('encoding') or 'utf-8'
|
|
||||||
except Exception as e:
|
|
||||||
pass
|
|
||||||
return 'utf-8'
|
|
||||||
|
|
||||||
|
|
||||||
def quick_detect_encoding(string):
|
|
||||||
"""
|
|
||||||
Tries to detect the encoding of the passed string.
|
|
||||||
|
|
||||||
Uses cchardet. Fallbacks to detect_encoding.
|
|
||||||
"""
|
|
||||||
assert isinstance(string, bytes)
|
|
||||||
try:
|
|
||||||
detected = cchardet.detect(string)
|
|
||||||
if detected:
|
|
||||||
return detected.get('encoding') or detect_encoding(string)
|
|
||||||
except Exception as e:
|
|
||||||
pass
|
|
||||||
return detect_encoding(string)
|
|
||||||
|
|
||||||
|
|
||||||
def to_utf8(str_or_unicode):
|
|
||||||
"""
|
|
||||||
Safely returns a UTF-8 version of a given string
|
|
||||||
>>> utils.to_utf8(u'hi')
|
|
||||||
'hi'
|
|
||||||
"""
|
|
||||||
if not isinstance(str_or_unicode, six.text_type):
|
|
||||||
return str_or_unicode.encode("utf-8", "ignore")
|
|
||||||
return str(str_or_unicode)
|
|
||||||
|
|
||||||
|
|
||||||
def random_token(length=7):
|
|
||||||
vals = ("a b c d e f g h i j k l m n o p q r s t u v w x y z "
|
|
||||||
"0 1 2 3 4 5 6 7 8 9").split(' ')
|
|
||||||
shuffle(vals)
|
|
||||||
return ''.join(vals[:length])
|
|
||||||
|
|
||||||
|
|
||||||
def get_delimiter(msg_body):
|
|
||||||
delimiter = RE_DELIMITER.search(msg_body)
|
delimiter = RE_DELIMITER.search(msg_body)
|
||||||
if delimiter:
|
if delimiter:
|
||||||
delimiter = delimiter.group()
|
delimiter = delimiter.group()
|
||||||
@@ -114,7 +21,7 @@ def get_delimiter(msg_body):
|
|||||||
return delimiter
|
return delimiter
|
||||||
|
|
||||||
|
|
||||||
def html_tree_to_text(tree):
|
def html_tree_to_text(tree: _Element) -> str:
|
||||||
for style in CSSSelector('style')(tree):
|
for style in CSSSelector('style')(tree):
|
||||||
style.getparent().remove(style)
|
style.getparent().remove(style)
|
||||||
|
|
||||||
@@ -131,7 +38,7 @@ def html_tree_to_text(tree):
|
|||||||
for el in tree.iter():
|
for el in tree.iter():
|
||||||
el_text = (el.text or '') + (el.tail or '')
|
el_text = (el.text or '') + (el.tail or '')
|
||||||
if len(el_text) > 1:
|
if len(el_text) > 1:
|
||||||
if el.tag in _BLOCKTAGS:
|
if el.tag in _BLOCKTAGS + _HARDBREAKS:
|
||||||
text += "\n"
|
text += "\n"
|
||||||
if el.tag == 'li':
|
if el.tag == 'li':
|
||||||
text += " * "
|
text += " * "
|
||||||
@@ -142,29 +49,26 @@ def html_tree_to_text(tree):
|
|||||||
if href:
|
if href:
|
||||||
text += "(%s) " % href
|
text += "(%s) " % href
|
||||||
|
|
||||||
if el.tag in _HARDBREAKS and text and not text.endswith("\n"):
|
if (el.tag in _HARDBREAKS and text and
|
||||||
|
not text.endswith("\n") and not el_text):
|
||||||
text += "\n"
|
text += "\n"
|
||||||
|
|
||||||
retval = _rm_excessive_newlines(text)
|
text = _rm_excessive_newlines(text)
|
||||||
return _encode_utf8(retval)
|
return text
|
||||||
|
|
||||||
|
|
||||||
def html_to_text(string):
|
def html_to_text(s: str) -> str | None:
|
||||||
"""
|
"""
|
||||||
Dead-simple HTML-to-text converter:
|
Dead-simple HTML-to-text converter:
|
||||||
>>> html_to_text("one<br>two<br>three")
|
>>> html_to_text("one<br>two<br>three")
|
||||||
>>> "one\ntwo\nthree"
|
<<< "one\ntwo\nthree"
|
||||||
|
|
||||||
NOTES:
|
NOTES:
|
||||||
1. the string is expected to contain UTF-8 encoded HTML!
|
1. the string is expected to contain UTF-8 encoded HTML!
|
||||||
2. returns utf-8 encoded str (not unicode)
|
|
||||||
3. if html can't be parsed returns None
|
3. if html can't be parsed returns None
|
||||||
"""
|
"""
|
||||||
if isinstance(string, six.text_type):
|
s = _prepend_utf8_declaration(s)
|
||||||
string = string.encode('utf8')
|
s = s.replace("\n", "")
|
||||||
|
|
||||||
s = _prepend_utf8_declaration(string)
|
|
||||||
s = s.replace(b"\n", b"")
|
|
||||||
tree = html_fromstring(s)
|
tree = html_fromstring(s)
|
||||||
|
|
||||||
if tree is None:
|
if tree is None:
|
||||||
@@ -173,74 +77,46 @@ def html_to_text(string):
|
|||||||
return html_tree_to_text(tree)
|
return html_tree_to_text(tree)
|
||||||
|
|
||||||
|
|
||||||
def html_fromstring(s):
|
def html_fromstring(s: str) -> _Element:
|
||||||
"""Parse html tree from string. Return None if the string can't be parsed.
|
"""Parse html tree from string. Return None if the string can't be parsed.
|
||||||
"""
|
"""
|
||||||
if isinstance(s, six.text_type):
|
return html5parser.fromstring(s, parser=_html5lib_parser())
|
||||||
s = s.encode('utf8')
|
|
||||||
try:
|
|
||||||
if html_too_big(s):
|
|
||||||
return None
|
|
||||||
|
|
||||||
return html5parser.fromstring(s, parser=_html5lib_parser())
|
|
||||||
except Exception:
|
|
||||||
pass
|
|
||||||
|
|
||||||
|
|
||||||
def html_document_fromstring(s):
|
def html_document_fromstring(s: str) -> _Element:
|
||||||
"""Parse html tree from string. Return None if the string can't be parsed.
|
"""Parse html tree from string. Return None if the string can't be parsed.
|
||||||
"""
|
"""
|
||||||
if isinstance(s, six.text_type):
|
return html5parser.document_fromstring(s, parser=_html5lib_parser())
|
||||||
s = s.encode('utf8')
|
|
||||||
try:
|
|
||||||
if html_too_big(s):
|
|
||||||
return None
|
|
||||||
|
|
||||||
return html5parser.document_fromstring(s, parser=_html5lib_parser())
|
|
||||||
except Exception:
|
|
||||||
pass
|
|
||||||
|
|
||||||
|
|
||||||
def cssselect(expr, tree):
|
def cssselect(expr: str, tree: str) -> list[_Element]:
|
||||||
return CSSSelector(expr)(tree)
|
return CSSSelector(expr)(tree)
|
||||||
|
|
||||||
|
|
||||||
def html_too_big(s):
|
def _contains_charset_spec(s: str) -> str:
|
||||||
if isinstance(s, six.text_type):
|
|
||||||
s = s.encode('utf8')
|
|
||||||
return s.count(b'<') > _MAX_TAGS_COUNT
|
|
||||||
|
|
||||||
|
|
||||||
def _contains_charset_spec(s):
|
|
||||||
"""Return True if the first 4KB contain charset spec
|
"""Return True if the first 4KB contain charset spec
|
||||||
"""
|
"""
|
||||||
return s.lower().find(b'html; charset=', 0, 4096) != -1
|
return s.lower().find('html; charset=', 0, 4096) != -1
|
||||||
|
|
||||||
|
|
||||||
def _prepend_utf8_declaration(s):
|
def _prepend_utf8_declaration(s: str) -> str:
|
||||||
"""Prepend 'utf-8' encoding declaration if the first 4KB don't have any
|
"""Prepend 'utf-8' encoding declaration if the first 4KB don't have any
|
||||||
"""
|
"""
|
||||||
return s if _contains_charset_spec(s) else _UTF8_DECLARATION + s
|
return s if _contains_charset_spec(s) else _UTF8_DECLARATION + s
|
||||||
|
|
||||||
|
|
||||||
def _rm_excessive_newlines(s):
|
def _rm_excessive_newlines(s: str) -> str:
|
||||||
"""Remove excessive newlines that often happen due to tons of divs
|
"""Remove excessive newlines that often happen due to tons of divs
|
||||||
"""
|
"""
|
||||||
return _RE_EXCESSIVE_NEWLINES.sub("\n\n", s).strip()
|
return _RE_EXCESSIVE_NEWLINES.sub("\n\n", s).strip()
|
||||||
|
|
||||||
|
|
||||||
def _encode_utf8(s):
|
def _html5lib_parser() -> HTMLParser:
|
||||||
"""Encode in 'utf-8' if unicode
|
|
||||||
"""
|
|
||||||
return s.encode('utf-8') if isinstance(s, six.text_type) else s
|
|
||||||
|
|
||||||
|
|
||||||
def _html5lib_parser():
|
|
||||||
"""
|
"""
|
||||||
html5lib is a pure-python library that conforms to the WHATWG HTML spec
|
html5lib is a pure-python library that conforms to the WHATWG HTML spec
|
||||||
and is not vulnarable to certain attacks common for XML libraries
|
and is not vulnarable to certain attacks common for XML libraries
|
||||||
"""
|
"""
|
||||||
return html5lib.HTMLParser(
|
return HTMLParser(
|
||||||
# build lxml tree
|
# build lxml tree
|
||||||
html5lib.treebuilders.getTreeBuilder("lxml"),
|
html5lib.treebuilders.getTreeBuilder("lxml"),
|
||||||
# remove namespace value from inside lxml.html.html5paser element tag
|
# remove namespace value from inside lxml.html.html5paser element tag
|
||||||
@@ -250,14 +126,10 @@ def _html5lib_parser():
|
|||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
_UTF8_DECLARATION = (b'<meta http-equiv="Content-Type" content="text/html;'
|
_UTF8_DECLARATION = ('<meta http-equiv="Content-Type" content="text/html;'
|
||||||
b'charset=utf-8">')
|
'charset=utf-8">')
|
||||||
|
|
||||||
_BLOCKTAGS = ['div', 'p', 'ul', 'li', 'h1', 'h2', 'h3']
|
_BLOCKTAGS = ['div', 'p', 'ul', 'li', 'h1', 'h2', 'h3']
|
||||||
_HARDBREAKS = ['br', 'hr', 'tr']
|
_HARDBREAKS = ['br', 'hr', 'tr']
|
||||||
|
|
||||||
_RE_EXCESSIVE_NEWLINES = re.compile("\n{2,10}")
|
_RE_EXCESSIVE_NEWLINES = re.compile("\n{2,10}")
|
||||||
|
|
||||||
# an extensive research shows that exceeding this limit
|
|
||||||
# might lead to excessive processing time
|
|
||||||
_MAX_TAGS_COUNT = 419
|
|
||||||
|
|||||||
3
test-requirements.txt
Normal file
3
test-requirements.txt
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
coverage
|
||||||
|
mock
|
||||||
|
nose>=1.2.1
|
||||||
@@ -4,13 +4,17 @@ from __future__ import absolute_import
|
|||||||
|
|
||||||
# noinspection PyUnresolvedReferences
|
# noinspection PyUnresolvedReferences
|
||||||
import re
|
import re
|
||||||
|
from unittest.mock import Mock, patch
|
||||||
|
|
||||||
|
from nose.tools import assert_false, assert_true, eq_, ok_
|
||||||
|
|
||||||
|
from tests.fixtures import (OLK_SRC_BODY_SECTION,
|
||||||
|
REPLY_QUOTATIONS_SHARE_BLOCK,
|
||||||
|
REPLY_SEPARATED_BY_HR)
|
||||||
from talon import quotations, utils as u
|
from talon import quotations, utils as u
|
||||||
from . import *
|
|
||||||
from .fixtures import *
|
|
||||||
|
|
||||||
RE_WHITESPACE = re.compile("\s")
|
RE_WHITESPACE = re.compile(r"\s")
|
||||||
RE_DOUBLE_WHITESPACE = re.compile("\s")
|
RE_DOUBLE_WHITESPACE = re.compile(r"\s")
|
||||||
|
|
||||||
|
|
||||||
def test_quotation_splitter_inside_blockquote():
|
def test_quotation_splitter_inside_blockquote():
|
||||||
@@ -165,7 +169,7 @@ def test_unicode_in_reply():
|
|||||||
|
|
||||||
<blockquote>
|
<blockquote>
|
||||||
Quote
|
Quote
|
||||||
</blockquote>""".encode("utf-8")
|
</blockquote>"""
|
||||||
|
|
||||||
eq_("<html><head></head><body>Reply  Text<br><div><br></div>"
|
eq_("<html><head></head><body>Reply  Text<br><div><br></div>"
|
||||||
"</body></html>",
|
"</body></html>",
|
||||||
@@ -313,7 +317,6 @@ def extract_reply_and_check(filename):
|
|||||||
msg_body = f.read()
|
msg_body = f.read()
|
||||||
reply = quotations.extract_from_html(msg_body)
|
reply = quotations.extract_from_html(msg_body)
|
||||||
plain_reply = u.html_to_text(reply)
|
plain_reply = u.html_to_text(reply)
|
||||||
plain_reply = plain_reply.decode('utf8')
|
|
||||||
|
|
||||||
eq_(RE_WHITESPACE.sub('', "Hi. I am fine.\n\nThanks,\nAlex"),
|
eq_(RE_WHITESPACE.sub('', "Hi. I am fine.\n\nThanks,\nAlex"),
|
||||||
RE_WHITESPACE.sub('', plain_reply))
|
RE_WHITESPACE.sub('', plain_reply))
|
||||||
@@ -390,18 +393,6 @@ def test_gmail_forwarded_msg():
|
|||||||
eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted))
|
eq_(RE_WHITESPACE.sub('', msg_body), RE_WHITESPACE.sub('', extracted))
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, '_MAX_TAGS_COUNT', 4)
|
|
||||||
def test_too_large_html():
|
|
||||||
msg_body = 'Reply' \
|
|
||||||
'<div class="gmail_quote">' \
|
|
||||||
'<div class="gmail_quote">On 11-Apr-2011, at 6:54 PM, Bob <bob@example.com> wrote:' \
|
|
||||||
'<div>Test</div>' \
|
|
||||||
'</div>' \
|
|
||||||
'</div>'
|
|
||||||
eq_(RE_WHITESPACE.sub('', msg_body),
|
|
||||||
RE_WHITESPACE.sub('', quotations.extract_from_html(msg_body)))
|
|
||||||
|
|
||||||
|
|
||||||
def test_readable_html_empty():
|
def test_readable_html_empty():
|
||||||
msg_body = """
|
msg_body = """
|
||||||
<blockquote>
|
<blockquote>
|
||||||
@@ -424,3 +415,23 @@ def test_readable_html_empty():
|
|||||||
def test_bad_html():
|
def test_bad_html():
|
||||||
bad_html = "<html></html>"
|
bad_html = "<html></html>"
|
||||||
eq_(bad_html, quotations.extract_from_html(bad_html))
|
eq_(bad_html, quotations.extract_from_html(bad_html))
|
||||||
|
|
||||||
|
|
||||||
|
def test_remove_namespaces():
|
||||||
|
msg_body = """
|
||||||
|
<html xmlns:o="urn:schemas-microsoft-com:office:office" xmlns="http://www.w3.org/TR/REC-html40">
|
||||||
|
<body>
|
||||||
|
<o:p>Dear Sir,</o:p>
|
||||||
|
<o:p>Thank you for the email.</o:p>
|
||||||
|
<blockquote>thing</blockquote>
|
||||||
|
</body>
|
||||||
|
</html>
|
||||||
|
"""
|
||||||
|
|
||||||
|
rendered = quotations.extract_from_html(msg_body)
|
||||||
|
|
||||||
|
assert_true("<p>" in rendered)
|
||||||
|
assert_true("xmlns" in rendered)
|
||||||
|
|
||||||
|
assert_true("<o:p>" not in rendered)
|
||||||
|
assert_true("<xmlns:o>" not in rendered)
|
||||||
|
|||||||
@@ -453,7 +453,8 @@ def test_link_closed_with_quotation_marker_on_new_line():
|
|||||||
msg_body = '''8.45am-1pm
|
msg_body = '''8.45am-1pm
|
||||||
|
|
||||||
From: somebody@example.com
|
From: somebody@example.com
|
||||||
|
Date: Wed, 16 May 2012 00:15:02 -0600
|
||||||
|
|
||||||
<http://email.example.com/c/dHJhY2tpbmdfY29kZT1mMDdjYzBmNzM1ZjYzMGIxNT
|
<http://email.example.com/c/dHJhY2tpbmdfY29kZT1mMDdjYzBmNzM1ZjYzMGIxNT
|
||||||
> <bob@example.com <mailto:bob@example.com> >
|
> <bob@example.com <mailto:bob@example.com> >
|
||||||
|
|
||||||
@@ -494,7 +495,9 @@ def test_from_block_starts_with_date():
|
|||||||
msg_body = """Blah
|
msg_body = """Blah
|
||||||
|
|
||||||
Date: Wed, 16 May 2012 00:15:02 -0600
|
Date: Wed, 16 May 2012 00:15:02 -0600
|
||||||
To: klizhentas@example.com"""
|
To: klizhentas@example.com
|
||||||
|
|
||||||
|
"""
|
||||||
eq_('Blah', quotations.extract_from_plain(msg_body))
|
eq_('Blah', quotations.extract_from_plain(msg_body))
|
||||||
|
|
||||||
|
|
||||||
@@ -564,11 +567,12 @@ def test_mark_message_lines():
|
|||||||
# next line should be marked as splitter
|
# next line should be marked as splitter
|
||||||
'_____________',
|
'_____________',
|
||||||
'From: foo@bar.com',
|
'From: foo@bar.com',
|
||||||
|
'Date: Wed, 16 May 2012 00:15:02 -0600',
|
||||||
'',
|
'',
|
||||||
'> Hi',
|
'> Hi',
|
||||||
'',
|
'',
|
||||||
'Signature']
|
'Signature']
|
||||||
eq_('tessemet', quotations.mark_message_lines(lines))
|
eq_('tesssemet', quotations.mark_message_lines(lines))
|
||||||
|
|
||||||
lines = ['Just testing the email reply',
|
lines = ['Just testing the email reply',
|
||||||
'',
|
'',
|
||||||
@@ -807,7 +811,7 @@ def test_split_email():
|
|||||||
>
|
>
|
||||||
>
|
>
|
||||||
"""
|
"""
|
||||||
expected_markers = "stttttsttttetesetesmmmmmmssmmmmmmsmmmmmmmm"
|
expected_markers = "stttttsttttetesetesmmmmmmsmmmmmmmmmmmmmmmm"
|
||||||
markers = quotations.split_emails(msg)
|
markers = quotations.split_emails(msg)
|
||||||
eq_(markers, expected_markers)
|
eq_(markers, expected_markers)
|
||||||
|
|
||||||
@@ -822,4 +826,16 @@ The user experience was unparallelled. Please continue production. I'm sending p
|
|||||||
that this line is intact."""
|
that this line is intact."""
|
||||||
|
|
||||||
parsed = quotations.extract_from_plain(msg_body)
|
parsed = quotations.extract_from_plain(msg_body)
|
||||||
eq_(msg_body, parsed.decode('utf8'))
|
eq_(msg_body, parsed)
|
||||||
|
|
||||||
|
|
||||||
|
def test_appointment_2():
|
||||||
|
msg_body = """Invitation for an interview:
|
||||||
|
|
||||||
|
Date: Wednesday 3, October 2011
|
||||||
|
Time: 7 : 00am
|
||||||
|
Address: 130 Fox St
|
||||||
|
|
||||||
|
Please bring in your ID."""
|
||||||
|
parsed = quotations.extract_from_plain(msg_body)
|
||||||
|
eq_(msg_body, parsed)
|
||||||
|
|||||||
@@ -2,9 +2,6 @@
|
|||||||
|
|
||||||
from __future__ import absolute_import
|
from __future__ import absolute_import
|
||||||
|
|
||||||
import cchardet
|
|
||||||
import six
|
|
||||||
|
|
||||||
from talon import utils as u
|
from talon import utils as u
|
||||||
from . import *
|
from . import *
|
||||||
|
|
||||||
@@ -15,58 +12,6 @@ def test_get_delimiter():
|
|||||||
eq_('\n', u.get_delimiter('abc'))
|
eq_('\n', u.get_delimiter('abc'))
|
||||||
|
|
||||||
|
|
||||||
def test_unicode():
|
|
||||||
eq_(u'hi', u.to_unicode('hi'))
|
|
||||||
eq_(type(u.to_unicode('hi')), six.text_type)
|
|
||||||
eq_(type(u.to_unicode(u'hi')), six.text_type)
|
|
||||||
eq_(type(u.to_unicode('привет')), six.text_type)
|
|
||||||
eq_(type(u.to_unicode(u'привет')), six.text_type)
|
|
||||||
eq_(u"привет", u.to_unicode('привет'))
|
|
||||||
eq_(u"привет", u.to_unicode(u'привет'))
|
|
||||||
# some latin1 stuff
|
|
||||||
eq_(u"Versión", u.to_unicode(u'Versi\xf3n'.encode('iso-8859-2'), precise=True))
|
|
||||||
|
|
||||||
|
|
||||||
def test_detect_encoding():
|
|
||||||
eq_('ascii', u.detect_encoding(b'qwe').lower())
|
|
||||||
ok_(u.detect_encoding(
|
|
||||||
u'Versi\xf3n'.encode('iso-8859-2')).lower() in [
|
|
||||||
'iso-8859-1', 'iso-8859-2'])
|
|
||||||
eq_('utf-8', u.detect_encoding(u'привет'.encode('utf8')).lower())
|
|
||||||
# fallback to utf-8
|
|
||||||
with patch.object(u.chardet, 'detect') as detect:
|
|
||||||
detect.side_effect = Exception
|
|
||||||
eq_('utf-8', u.detect_encoding('qwe'.encode('utf8')).lower())
|
|
||||||
|
|
||||||
|
|
||||||
def test_quick_detect_encoding():
|
|
||||||
eq_('ascii', u.quick_detect_encoding(b'qwe').lower())
|
|
||||||
ok_(u.quick_detect_encoding(
|
|
||||||
u'Versi\xf3n'.encode('windows-1252')).lower() in [
|
|
||||||
'windows-1252', 'windows-1250'])
|
|
||||||
eq_('utf-8', u.quick_detect_encoding(u'привет'.encode('utf8')).lower())
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(cchardet, 'detect')
|
|
||||||
@patch.object(u, 'detect_encoding')
|
|
||||||
def test_quick_detect_encoding_edge_cases(detect_encoding, cchardet_detect):
|
|
||||||
cchardet_detect.return_value = {'encoding': 'ascii'}
|
|
||||||
eq_('ascii', u.quick_detect_encoding(b"qwe"))
|
|
||||||
cchardet_detect.assert_called_once_with(b"qwe")
|
|
||||||
|
|
||||||
# fallback to detect_encoding
|
|
||||||
cchardet_detect.return_value = {}
|
|
||||||
detect_encoding.return_value = 'utf-8'
|
|
||||||
eq_('utf-8', u.quick_detect_encoding(b"qwe"))
|
|
||||||
|
|
||||||
# exception
|
|
||||||
detect_encoding.reset_mock()
|
|
||||||
cchardet_detect.side_effect = Exception()
|
|
||||||
detect_encoding.return_value = 'utf-8'
|
|
||||||
eq_('utf-8', u.quick_detect_encoding(b"qwe"))
|
|
||||||
ok_(detect_encoding.called)
|
|
||||||
|
|
||||||
|
|
||||||
def test_html_to_text():
|
def test_html_to_text():
|
||||||
html = """<body>
|
html = """<body>
|
||||||
<p>Hello world!</p>
|
<p>Hello world!</p>
|
||||||
@@ -80,11 +25,11 @@ Haha
|
|||||||
</p>
|
</p>
|
||||||
</body>"""
|
</body>"""
|
||||||
text = u.html_to_text(html)
|
text = u.html_to_text(html)
|
||||||
eq_(b"Hello world! \n\n * One! \n * Two \nHaha", text)
|
eq_("Hello world! \n\n * One! \n * Two \nHaha", text)
|
||||||
eq_(u"привет!", u.html_to_text("<b>привет!</b>").decode('utf8'))
|
eq_(u"привет!", u.html_to_text("<b>привет!</b>"))
|
||||||
|
|
||||||
html = '<body><br/><br/>Hi</body>'
|
html = '<body><br/><br/>Hi</body>'
|
||||||
eq_(b'Hi', u.html_to_text(html))
|
eq_('Hi', u.html_to_text(html))
|
||||||
|
|
||||||
html = """Hi
|
html = """Hi
|
||||||
<style type="text/css">
|
<style type="text/css">
|
||||||
@@ -104,60 +49,23 @@ font: 13px 'Lucida Grande', Arial, sans-serif;
|
|||||||
|
|
||||||
}
|
}
|
||||||
</style>"""
|
</style>"""
|
||||||
eq_(b'Hi', u.html_to_text(html))
|
eq_('Hi', u.html_to_text(html))
|
||||||
|
|
||||||
html = """<div>
|
html = """<div>
|
||||||
<!-- COMMENT 1 -->
|
<!-- COMMENT 1 -->
|
||||||
<span>TEXT 1</span>
|
<span>TEXT 1</span>
|
||||||
<p>TEXT 2 <!-- COMMENT 2 --></p>
|
<p>TEXT 2 <!-- COMMENT 2 --></p>
|
||||||
</div>"""
|
</div>"""
|
||||||
eq_(b'TEXT 1 \nTEXT 2', u.html_to_text(html))
|
eq_('TEXT 1 \nTEXT 2', u.html_to_text(html))
|
||||||
|
|
||||||
|
|
||||||
def test_comment_no_parent():
|
def test_comment_no_parent():
|
||||||
s = b'<!-- COMMENT 1 --> no comment'
|
s = '<!-- COMMENT 1 --> no comment'
|
||||||
d = u.html_document_fromstring(s)
|
d = u.html_document_fromstring(s)
|
||||||
eq_(b"no comment", u.html_tree_to_text(d))
|
eq_("no comment", u.html_tree_to_text(d))
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u.html5parser, 'fromstring', Mock(side_effect=Exception()))
|
|
||||||
def test_html_fromstring_exception():
|
|
||||||
eq_(None, u.html_fromstring("<html></html>"))
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, 'html_too_big', Mock())
|
|
||||||
@patch.object(u.html5parser, 'fromstring')
|
|
||||||
def test_html_fromstring_too_big(fromstring):
|
|
||||||
eq_(None, u.html_fromstring("<html></html>"))
|
|
||||||
assert_false(fromstring.called)
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u.html5parser, 'document_fromstring')
|
|
||||||
def test_html_document_fromstring_exception(document_fromstring):
|
|
||||||
document_fromstring.side_effect = Exception()
|
|
||||||
eq_(None, u.html_document_fromstring("<html></html>"))
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, 'html_too_big', Mock())
|
|
||||||
@patch.object(u.html5parser, 'document_fromstring')
|
|
||||||
def test_html_document_fromstring_too_big(document_fromstring):
|
|
||||||
eq_(None, u.html_document_fromstring("<html></html>"))
|
|
||||||
assert_false(document_fromstring.called)
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, 'html_fromstring', Mock(return_value=None))
|
@patch.object(u, 'html_fromstring', Mock(return_value=None))
|
||||||
def test_bad_html_to_text():
|
def test_bad_html_to_text():
|
||||||
bad_html = "one<br>two<br>three"
|
bad_html = "one<br>two<br>three"
|
||||||
eq_(None, u.html_to_text(bad_html))
|
eq_(None, u.html_to_text(bad_html))
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, '_MAX_TAGS_COUNT', 3)
|
|
||||||
def test_html_too_big():
|
|
||||||
eq_(False, u.html_too_big("<div></div>"))
|
|
||||||
eq_(True, u.html_too_big("<div><span>Hi</span></div>"))
|
|
||||||
|
|
||||||
|
|
||||||
@patch.object(u, '_MAX_TAGS_COUNT', 3)
|
|
||||||
def test_html_to_text():
|
|
||||||
eq_(b"Hello", u.html_to_text("<div>Hello</div>"))
|
|
||||||
eq_(None, u.html_to_text("<div><span>Hi</span></div>"))
|
|
||||||
|
|||||||
Reference in New Issue
Block a user