mirror of
https://github.com/ail-project/ail-framework.git
synced 2024-11-10 08:38:28 +00:00
chg: [Language] replace pycld3 by gcld3 + clean text before language detection
This commit is contained in:
terrtia
parent
d6d67f6a4c
commit
1c46bb4296
5 changed files with 123 additions and 106 deletions
|
|
@ -2,9 +2,11 @@
|
|||
# -*-coding:UTF-8 -*
|
||||
|
||||
import os
|
||||
import re
|
||||
import sys
|
||||
import html2text
|
||||
|
||||
import cld3
|
||||
import gcld3
|
||||
from libretranslatepy import LibreTranslateAPI
|
||||
|
||||
sys.path.append(os.environ['AIL_BIN'])
|
||||
|
|
@ -259,6 +261,91 @@ class LanguageDetector:
|
|||
def get_translator_instance():
|
||||
return TRANSLATOR_URL
|
||||
|
||||
def _get_html2text(content, ignore_links=False):
|
||||
h = html2text.HTML2Text()
|
||||
h.ignore_links = ignore_links
|
||||
h.ignore_images = ignore_links
|
||||
return h.handle(content)
|
||||
|
||||
def _clean_text_to_translate(content, html=False, keys_blocks=True):
|
||||
if html:
|
||||
content = _get_html2text(content, ignore_links=True)
|
||||
|
||||
# REMOVE URLS
|
||||
regex = r'\b(?:http://|https://)?(?:[a-zA-Z\d-]{,63}(?:\.[a-zA-Z\d-]{,63})+)(?:\:[0-9]+)*(?:/(?:$|[a-zA-Z0-9\.\,\?\'\\\+&%\$#\=~_\-]+))*\b'
|
||||
url_regex = re.compile(regex)
|
||||
urls = url_regex.findall(content)
|
||||
urls = sorted(urls, key=len, reverse=True)
|
||||
for url in urls:
|
||||
content = content.replace(url, '')
|
||||
|
||||
# REMOVE PGP Blocks
|
||||
if keys_blocks:
|
||||
regex_pgp_public_blocs = r'-----BEGIN PGP PUBLIC KEY BLOCK-----[\s\S]+?-----END PGP PUBLIC KEY BLOCK-----'
|
||||
regex_pgp_signature = r'-----BEGIN PGP SIGNATURE-----[\s\S]+?-----END PGP SIGNATURE-----'
|
||||
regex_pgp_message = r'-----BEGIN PGP MESSAGE-----[\s\S]+?-----END PGP MESSAGE-----'
|
||||
re.compile(regex_pgp_public_blocs)
|
||||
re.compile(regex_pgp_signature)
|
||||
re.compile(regex_pgp_message)
|
||||
res = re.findall(regex_pgp_public_blocs, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
res = re.findall(regex_pgp_signature, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
res = re.findall(regex_pgp_message, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
return content
|
||||
|
||||
|
||||
class LanguagesDetector:
|
||||
|
||||
def __init__(self, nb_langs=3, min_proportion=0.2, min_probability=0.7, min_len=0):
|
||||
self.lt = LibreTranslateAPI(get_translator_instance())
|
||||
try:
|
||||
self.lt.languages()
|
||||
except Exception:
|
||||
self.lt = None
|
||||
self.detector = gcld3.NNetLanguageIdentifier(min_num_bytes=0, max_num_bytes=1000)
|
||||
self.nb_langs = nb_langs
|
||||
self.min_proportion = min_proportion
|
||||
self.min_probability = min_probability
|
||||
self.min_len = min_len
|
||||
|
||||
def detect_gcld3(self, content):
|
||||
languages = []
|
||||
content = _clean_text_to_translate(content, html=True)
|
||||
if self.min_len > 0:
|
||||
if len(content) < self.min_len:
|
||||
return languages
|
||||
for lang in self.detector.FindTopNMostFreqLangs(content, num_langs=self.nb_langs):
|
||||
if lang.proportion >= self.min_proportion and lang.probability >= self.min_probability and lang.is_reliable:
|
||||
languages.append(lang.language)
|
||||
return languages
|
||||
|
||||
def detect_libretranslate(self, content):
|
||||
languages = []
|
||||
try:
|
||||
# [{"confidence": 0.6, "language": "en"}]
|
||||
resp = self.lt.detect(content)
|
||||
except: # TODO ERROR MESSAGE
|
||||
resp = []
|
||||
if resp:
|
||||
for language in resp:
|
||||
if language.confidence >= self.min_probability:
|
||||
languages.append(language)
|
||||
return languages
|
||||
|
||||
def detect(self, content):
|
||||
# gcld3
|
||||
if len(content) >= 200 or not self.lt:
|
||||
language = self.detect_gcld3(content)
|
||||
# libretranslate
|
||||
else:
|
||||
language = self.detect_libretranslate(content)
|
||||
return language
|
||||
|
||||
class LanguageTranslator:
|
||||
|
||||
def __init__(self):
|
||||
|
|
@ -273,9 +360,15 @@ class LanguageTranslator:
|
|||
print(e)
|
||||
return languages
|
||||
|
||||
def detect_cld3(self, content):
|
||||
for lang in cld3.get_frequent_languages(content, num_langs=1):
|
||||
return lang.language
|
||||
def detect_gcld3(self, content):
|
||||
content = _clean_text_to_translate(content, html=True)
|
||||
detector = gcld3.NNetLanguageIdentifier(min_num_bytes=0, max_num_bytes=1000)
|
||||
lang = detector.FindLanguage(content)
|
||||
# print(lang.language)
|
||||
# print(lang.is_reliable)
|
||||
# print(lang.proportion)
|
||||
# print(lang.probability)
|
||||
return lang.language
|
||||
|
||||
def detect_libretranslate(self, content):
|
||||
try:
|
||||
|
|
@ -285,10 +378,10 @@ class LanguageTranslator:
|
|||
if language:
|
||||
return language[0].get('language')
|
||||
|
||||
def detect(self, content): # TODO replace by gcld3
|
||||
# cld3
|
||||
def detect(self, content):
|
||||
# gcld3
|
||||
if len(content) >= 200:
|
||||
language = self.detect_cld3(content)
|
||||
language = self.detect_gcld3(content)
|
||||
# libretranslate
|
||||
else:
|
||||
language = self.detect_libretranslate(content)
|
||||
|
|
@ -313,18 +406,22 @@ class LanguageTranslator:
|
|||
translation = None
|
||||
return translation
|
||||
|
||||
try:
|
||||
LIST_LANGUAGES = LanguageTranslator().languages()
|
||||
except Exception as e:
|
||||
print(e)
|
||||
LIST_LANGUAGES = []
|
||||
|
||||
LIST_LANGUAGES = []
|
||||
def get_translation_languages():
|
||||
global LIST_LANGUAGES
|
||||
if not LIST_LANGUAGES:
|
||||
try:
|
||||
LIST_LANGUAGES = LanguageTranslator().languages()
|
||||
except Exception as e:
|
||||
print(e)
|
||||
LIST_LANGUAGES = []
|
||||
return LIST_LANGUAGES
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
t_content = ''
|
||||
# t_content = ''
|
||||
langg = LanguageTranslator()
|
||||
# langg = LanguagesDetector()
|
||||
# lang.translate(t_content, source='ru')
|
||||
langg.languages()
|
||||
|
|
|
|||
|
|
@ -7,7 +7,6 @@ import magic
|
|||
import os
|
||||
import re
|
||||
import sys
|
||||
import cld3
|
||||
import html2text
|
||||
|
||||
from io import BytesIO
|
||||
|
|
@ -23,6 +22,7 @@ from lib.ail_core import get_ail_uuid, rreplace
|
|||
from lib.objects.abstract_object import AbstractObject
|
||||
from lib.ConfigLoader import ConfigLoader
|
||||
from lib import item_basic
|
||||
from lib.Language import LanguagesDetector
|
||||
from lib.data_retention_engine import update_obj_date, get_obj_date_first
|
||||
from packages import Date
|
||||
|
||||
|
|
@ -338,21 +338,10 @@ class Item(AbstractObject):
|
|||
nb_line += 1
|
||||
return {'nb': nb_line, 'max_length': max_length}
|
||||
|
||||
# TODO RENAME ME
|
||||
def get_languages(self, min_len=600, num_langs=3, min_proportion=0.2, min_probability=0.7):
|
||||
all_languages = []
|
||||
## CLEAN CONTENT ##
|
||||
content = self.get_html2text_content(ignore_links=True)
|
||||
content = remove_all_urls_from_content(self.id, item_content=content) ##########################################
|
||||
# REMOVE USELESS SPACE
|
||||
content = ' '.join(content.split())
|
||||
#- CLEAN CONTENT -#
|
||||
#print(content)
|
||||
#print(len(content))
|
||||
if len(content) >= min_len: # # TODO: # FIXME: check num langs limit
|
||||
for lang in cld3.get_frequent_languages(content, num_langs=num_langs):
|
||||
if lang.proportion >= min_proportion and lang.probability >= min_probability and lang.is_reliable:
|
||||
all_languages.append(lang)
|
||||
return all_languages
|
||||
ld = LanguagesDetector(nb_langs=num_langs, min_proportion=min_proportion, min_probability=min_probability, min_len=min_len)
|
||||
return ld.detect(self.get_content())
|
||||
|
||||
def get_mimetype(self, content=None):
|
||||
if not content:
|
||||
|
|
@ -677,24 +666,6 @@ def remove_all_urls_from_content(item_id, item_content=None):
|
|||
|
||||
return item_content
|
||||
|
||||
def get_item_languages(item_id, min_len=600, num_langs=3, min_proportion=0.2, min_probability=0.7):
|
||||
all_languages = []
|
||||
|
||||
## CLEAN CONTENT ##
|
||||
content = get_item_content_html2text(item_id, ignore_links=True)
|
||||
content = remove_all_urls_from_content(item_id, item_content=content)
|
||||
|
||||
# REMOVE USELESS SPACE
|
||||
content = ' '.join(content.split())
|
||||
#- CLEAN CONTENT -#
|
||||
|
||||
#print(content)
|
||||
#print(len(content))
|
||||
if len(content) >= min_len:
|
||||
for lang in cld3.get_frequent_languages(content, num_langs=num_langs):
|
||||
if lang.proportion >= min_proportion and lang.probability >= min_probability and lang.is_reliable:
|
||||
all_languages.append(lang)
|
||||
return all_languages
|
||||
|
||||
# API
|
||||
# def get_item(request_dict):
|
||||
|
|
@ -945,13 +916,13 @@ def create_item(obj_id, obj_metadata, io_content):
|
|||
# delete_item(child_id)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
# if __name__ == '__main__':
|
||||
# content = 'test file content'
|
||||
# duplicates = {'tests/2020/01/02/test.gz': [{'algo':'ssdeep', 'similarity':75}, {'algo':'tlsh', 'similarity':45}]}
|
||||
#
|
||||
# item = Item('tests/2020/01/02/test_save.gz')
|
||||
# item = Item('tests/2020/01/02/test_save.gz')
|
||||
# item.create(content, _save=False)
|
||||
filters = {'date_from': '20230101', 'date_to': '20230501', 'sources': ['crawled', 'submitted'], 'start': ':submitted/2023/04/28/submitted_2b3dd861-a75d-48e4-8cec-6108d41450da.gz'}
|
||||
gen = get_all_items_objects(filters=filters)
|
||||
for obj_id in gen:
|
||||
print(obj_id.id)
|
||||
# filters = {'date_from': '20230101', 'date_to': '20230501', 'sources': ['crawled', 'submitted'], 'start': ':submitted/2023/04/28/submitted_2b3dd861-a75d-48e4-8cec-6108d41450da.gz'}
|
||||
# gen = get_all_items_objects(filters=filters)
|
||||
# for obj_id in gen:
|
||||
# print(obj_id.id)
|
||||
|
|
|
|||
|
|
@ -4,8 +4,6 @@
|
|||
import os
|
||||
import re
|
||||
import sys
|
||||
import cld3
|
||||
import html2text
|
||||
|
||||
from datetime import datetime
|
||||
|
||||
|
|
@ -184,14 +182,6 @@ class Message(AbstractObject):
|
|||
"""
|
||||
return self._set_field('translated', translation) # translation by hash ??? -> avoid translating multiple time
|
||||
|
||||
def get_html2text_content(self, content=None, ignore_links=False):
|
||||
if not content:
|
||||
content = self.get_content()
|
||||
h = html2text.HTML2Text()
|
||||
h.ignore_links = ignore_links
|
||||
h.ignore_images = ignore_links
|
||||
return h.handle(content)
|
||||
|
||||
# def get_ail_2_ail_payload(self):
|
||||
# payload = {'raw': self.get_gzip_content(b64=True)}
|
||||
# return payload
|
||||
|
|
@ -287,48 +277,6 @@ class Message(AbstractObject):
|
|||
# meta['encoding'] = None
|
||||
return meta
|
||||
|
||||
def _languages_cleaner(self, content=None):
|
||||
if not content:
|
||||
content = self.get_content()
|
||||
# REMOVE URLS
|
||||
regex = r'\b(?:http://|https://)?(?:[a-zA-Z\d-]{,63}(?:\.[a-zA-Z\d-]{,63})+)(?:\:[0-9]+)*(?:/(?:$|[a-zA-Z0-9\.\,\?\'\\\+&%\$#\=~_\-]+))*\b'
|
||||
url_regex = re.compile(regex)
|
||||
urls = url_regex.findall(content)
|
||||
urls = sorted(urls, key=len, reverse=True)
|
||||
for url in urls:
|
||||
content = content.replace(url, '')
|
||||
# REMOVE PGP Blocks
|
||||
regex_pgp_public_blocs = r'-----BEGIN PGP PUBLIC KEY BLOCK-----[\s\S]+?-----END PGP PUBLIC KEY BLOCK-----'
|
||||
regex_pgp_signature = r'-----BEGIN PGP SIGNATURE-----[\s\S]+?-----END PGP SIGNATURE-----'
|
||||
regex_pgp_message = r'-----BEGIN PGP MESSAGE-----[\s\S]+?-----END PGP MESSAGE-----'
|
||||
re.compile(regex_pgp_public_blocs)
|
||||
re.compile(regex_pgp_signature)
|
||||
re.compile(regex_pgp_message)
|
||||
res = re.findall(regex_pgp_public_blocs, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
res = re.findall(regex_pgp_signature, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
res = re.findall(regex_pgp_message, content)
|
||||
for it in res:
|
||||
content = content.replace(it, '')
|
||||
return content
|
||||
|
||||
def detect_languages(self, min_len=600, num_langs=3, min_proportion=0.2, min_probability=0.7):
|
||||
languages = []
|
||||
## CLEAN CONTENT ##
|
||||
content = self.get_html2text_content(ignore_links=True)
|
||||
content = self._languages_cleaner(content=content)
|
||||
# REMOVE USELESS SPACE
|
||||
content = ' '.join(content.split())
|
||||
# - CLEAN CONTENT - #
|
||||
if len(content) >= min_len:
|
||||
for lang in cld3.get_frequent_languages(content, num_langs=num_langs):
|
||||
if lang.proportion >= min_proportion and lang.probability >= min_probability and lang.is_reliable:
|
||||
languages.append(lang)
|
||||
return languages
|
||||
|
||||
# def translate(self, content=None): # TODO translation plugin
|
||||
# # TODO get text language
|
||||
# if not content:
|
||||
|
|
|
|||
|
|
@ -31,7 +31,8 @@ class Languages(AbstractModule):
|
|||
if obj.is_crawled():
|
||||
domain = Domain(obj.get_domain())
|
||||
for lang in obj.get_languages(min_probability=0.8):
|
||||
domain.add_language(lang.language)
|
||||
print(lang)
|
||||
domain.add_language(lang)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
|
|
|
|||
|
|
@ -42,7 +42,7 @@ scrapy>2.0.0
|
|||
scrapy-splash>=0.7.2
|
||||
|
||||
# Languages
|
||||
pycld3>0.20
|
||||
gcld3
|
||||
libretranslatepy
|
||||
|
||||
#Graph
|
||||
|
|
|
|||
Loading…
Reference in a new issue