mirror of
https://github.com/searxng/searxng
synced 2024-11-03 09:40:20 +00:00
commit
d669da81fb
@ -1,8 +0,0 @@
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.. _autodetect search language:
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======================
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Search language plugin
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======================
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.. automodule:: searx.plugins.autodetect_search_language
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:members:
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@ -1,97 +0,0 @@
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# SPDX-License-Identifier: AGPL-3.0-or-later
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# lint: pylint
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"""Plugin to detect the search language from the search query.
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The language detection is done by using the fastText_ library (`python
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fasttext`_). fastText_ distributes the `language identification model`_, for
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reference:
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- `FastText.zip: Compressing text classification models`_
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- `Bag of Tricks for Efficient Text Classification`_
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The `language identification model`_ support the language codes (ISO-639-3)::
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af als am an ar arz as ast av az azb ba bar bcl be bg bh bn bo bpy br bs bxr
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ca cbk ce ceb ckb co cs cv cy da de diq dsb dty dv el eml en eo es et eu fa
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fi fr frr fy ga gd gl gn gom gu gv he hi hif hr hsb ht hu hy ia id ie ilo io
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is it ja jbo jv ka kk km kn ko krc ku kv kw ky la lb lez li lmo lo lrc lt lv
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mai mg mhr min mk ml mn mr mrj ms mt mwl my myv mzn nah nap nds ne new nl nn
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no oc or os pa pam pfl pl pms pnb ps pt qu rm ro ru rue sa sah sc scn sco sd
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sh si sk sl so sq sr su sv sw ta te tg th tk tl tr tt tyv ug uk ur uz vec vep
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vi vls vo wa war wuu xal xmf yi yo yue zh
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The `language identification model`_ is harmonized with the SearXNG's language
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(locale) model. General conditions of SearXNG's locale model are:
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a. SearXNG's locale of a query is passed to the
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:py:obj:`searx.locales.get_engine_locale` to get a language and/or region
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code that is used by an engine.
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b. SearXNG and most of the engines do not support all the languages from
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language model and there might be also a discrepancy in the ISO-639-3 and
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ISO-639-2 handling (:py:obj:`searx.locales.get_engine_locale`). Further
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more, in SearXNG the locales like ``zh-TH`` (``zh-CN``) are mapped to
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``zh_Hant`` (``zh_Hans``).
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Conclusion: This plugin does only auto-detect the languages a user can select in
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the language menu (:py:obj:`supported_langs`).
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SearXNG's locale of a query comes from (*highest wins*):
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1. The ``Accept-Language`` header from user's HTTP client.
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2. The user select a locale in the preferences.
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3. The user select a locale from the menu in the query form (e.g. ``:zh-TW``)
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4. This plugin is activated in the preferences and the locale (only the language
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code / none region code) comes from the fastText's language detection.
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Conclusion: There is a conflict between the language selected by the user and
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the language from language detection of this plugin. For example, the user
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explicitly selects the German locale via the search syntax to search for a term
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that is identified as an English term (try ``:de-DE thermomix``, for example).
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.. hint::
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To SearXNG maintainers; please take into account: under some circumstances
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the auto-detection of the language of this plugin could be detrimental to
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users expectations. Its not recommended to activate this plugin by
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default. It should always be the user's decision whether to activate this
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plugin or not.
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.. _fastText: https://fasttext.cc/
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.. _python fasttext: https://pypi.org/project/fasttext/
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.. _language identification model: https://fasttext.cc/docs/en/language-identification.html
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.. _Bag of Tricks for Efficient Text Classification: https://arxiv.org/abs/1607.01759
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.. _`FastText.zip: Compressing text classification models`: https://arxiv.org/abs/1612.03651
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"""
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from flask_babel import gettext
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import babel
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from searx.utils import detect_language
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from searx.languages import language_codes
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name = gettext('Autodetect search language')
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description = gettext('Automatically detect the query search language and switch to it.')
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preference_section = 'general'
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default_on = False
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supported_langs = set()
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"""Languages supported by most searxng engines (:py:obj:`searx.languages.language_codes`)."""
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def pre_search(request, search): # pylint: disable=unused-argument
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lang = detect_language(search.search_query.query, min_probability=0)
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if lang in supported_langs:
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search.search_query.lang = lang
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try:
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search.search_query.locale = babel.Locale.parse(lang)
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except babel.core.UnknownLocaleError:
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pass
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return True
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def init(app, settings): # pylint: disable=unused-argument
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for searxng_locale in language_codes:
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supported_langs.add(searxng_locale[0].split('-')[0])
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return True
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@ -154,7 +154,7 @@ class SearchLanguageSetting(EnumStringSetting):
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"""Available choices may change, so user's value may not be in choices anymore"""
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def _validate_selection(self, selection):
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if selection != '' and not VALID_LANGUAGE_CODE.match(selection):
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if selection != '' and selection != 'auto' and not VALID_LANGUAGE_CODE.match(selection):
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raise ValidationException('Invalid language code: "{0}"'.format(selection))
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def parse(self, data: str):
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@ -104,7 +104,7 @@ class LanguageParser(QueryPartParser):
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break
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# user may set a valid, yet not selectable language
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if VALID_LANGUAGE_CODE.match(value):
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if VALID_LANGUAGE_CODE.match(value) or value == 'auto':
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lang_parts = value.split('-')
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if len(lang_parts) > 1:
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value = lang_parts[0].lower() + '-' + lang_parts[1].upper()
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@ -3,10 +3,12 @@
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# pylint: disable=missing-module-docstring, too-few-public-methods
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import threading
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from copy import copy
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from timeit import default_timer
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from uuid import uuid4
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import flask
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import babel
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from searx import settings
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from searx.answerers import ask
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@ -20,6 +22,7 @@ from searx.network import initialize as initialize_network, check_network_config
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from searx.metrics import initialize as initialize_metrics, counter_inc, histogram_observe_time
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from searx.search.processors import PROCESSORS, initialize as initialize_processors
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from searx.search.checker import initialize as initialize_checker
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from searx.utils import detect_language
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logger = logger.getChild('search')
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@ -37,18 +40,57 @@ def initialize(settings_engines=None, enable_checker=False, check_network=False,
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initialize_checker()
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def replace_auto_language(search_query: SearchQuery):
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"""
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Do nothing except if `search_query.lang` is "auto".
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In this case:
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* the value "auto" is replaced by the detected language of the query.
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The default value is "all" when no language is detected.
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* `search_query.locale` is updated accordingly
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Use :py:obj:`searx.utils.detect_language` with `only_search_languages=True` to keep
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only languages supported by the engines.
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"""
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if search_query.lang != 'auto':
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return
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detected_lang = detect_language(search_query.query, threshold=0.0, only_search_languages=True)
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if detected_lang is None:
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# fallback to 'all' if no language has been detected
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search_query.lang = 'all'
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search_query.locale = None
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return
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search_query.lang = detected_lang
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try:
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search_query.locale = babel.Locale.parse(search_query.lang)
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except babel.core.UnknownLocaleError:
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search_query.locale = None
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class Search:
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"""Search information container"""
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__slots__ = "search_query", "result_container", "start_time", "actual_timeout"
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def __init__(self, search_query: SearchQuery):
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"""Initialize the Search
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search_query is copied
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"""
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# init vars
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super().__init__()
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self.search_query = search_query
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self.result_container = ResultContainer()
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self.start_time = None
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self.actual_timeout = None
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self.search_query = copy(search_query)
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self.update_search_query(self.search_query)
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def update_search_query(self, search_query: SearchQuery):
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"""Update search_query.
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call replace_auto_language to replace the "auto" language
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"""
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replace_auto_language(search_query)
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def search_external_bang(self):
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"""
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@ -109,3 +109,16 @@ class SearchQuery:
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self.external_bang,
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)
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)
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def __copy__(self):
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return SearchQuery(
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self.query,
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self.engineref_list,
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self.lang,
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self.safesearch,
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self.pageno,
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self.time_range,
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self.timeout_limit,
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self.external_bang,
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self.engine_data,
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)
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@ -18,7 +18,7 @@ searx_dir = abspath(dirname(__file__))
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logger = logging.getLogger('searx')
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OUTPUT_FORMATS = ['html', 'csv', 'json', 'rss']
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LANGUAGE_CODES = ['all'] + list(l[0] for l in languages)
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LANGUAGE_CODES = ['all', 'auto'] + list(l[0] for l in languages)
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SIMPLE_STYLE = ('auto', 'light', 'dark')
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CATEGORIES_AS_TABS = {
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'general': {},
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@ -1,5 +1,9 @@
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<select class="language" id="language" name="language" aria-label="{{ _('Search language') }}">{{- '' -}}
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<option value="all" {% if current_language == 'all' %}selected="selected"{% endif %}>{{ _('Default language') }}</option>
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<option value="auto" {% if current_language == 'auto' %}selected="selected"{% endif %}>
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{{- _('Auto-detect') -}}
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{%- if current_language == 'auto' %} ({{ search_language }}){%- endif -%}
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</option>
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{%- for lang_id,lang_name,country_name,english_name,flag in language_codes | sort(attribute=1) -%}
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<option value="{{ lang_id }}" {% if lang_id == current_language %}selected="selected"{% endif %}>
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{% if flag %}{{ flag }} {% endif%} {{- lang_name }} {% if country_name %}({{ country_name }}) {% endif %}
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@ -116,12 +116,15 @@
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<p class="value">{{- '' -}}
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<select name='language' aria-labelledby="pref_language" aria-describedby="desc_language">{{- '' -}}
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<option value="all" {% if current_language == 'all' %}selected="selected"{% endif %}>{{ _('Default language') }}</option>
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<option value="auto" {% if current_language == 'auto' %}selected="selected"{% endif %}>{{ _('Auto-detect') }}</option>
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{%- for lang_id,lang_name,country_name,english_name,flag in language_codes | sort(attribute=1) -%}
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<option value="{{ lang_id }}" {% if lang_id == current_language %}selected="selected"{% endif %}>{% if flag %}{{ flag }} {% endif%} {{- lang_name }} {% if country_name %}({{ country_name }}) {% endif %}</option>
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{%- endfor -%}
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</select>{{- '' -}}
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</p>
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<div class="description" id="desc_language">{{ _('What language do you prefer for search?') }}</div>
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<div class="description" id="desc_language">
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{{- _('What language do you prefer for search?') }} {{ _('Choose Auto-detect to let SearXNG detect the language of your query.') -}}
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</div>
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</fieldset>
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{% endif %}
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{% if 'autocomplete' not in locked_preferences %}
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@ -53,6 +53,9 @@ _LANG_TO_LC_CACHE: Dict[str, Dict[str, str]] = {}
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_FASTTEXT_MODEL: Optional["fasttext.FastText._FastText"] = None
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"""fasttext model to predict laguage of a search term"""
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SEARCH_LANGUAGE_CODES = frozenset([searxng_locale[0].split('-')[0] for searxng_locale in language_codes])
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"""Languages supported by most searxng engines (:py:obj:`searx.languages.language_codes`)."""
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class _NotSetClass: # pylint: disable=too-few-public-methods
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"""Internal class for this module, do not create instance of this class.
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@ -637,11 +640,72 @@ def _get_fasttext_model() -> "fasttext.FastText._FastText":
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return _FASTTEXT_MODEL
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def detect_language(text: str, threshold: float = 0.3, min_probability: float = 0.5) -> Optional[str]:
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"""https://fasttext.cc/docs/en/language-identification.html"""
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def detect_language(text: str, threshold: float = 0.3, only_search_languages: bool = False) -> Optional[str]:
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"""Detect the language of the ``text`` parameter.
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:param str text: The string whose language is to be detected.
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:param float threshold: Threshold filters the returned labels by a threshold
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on probability. A choice of 0.3 will return labels with at least 0.3
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probability.
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:param bool only_search_languages: If ``True``, returns only supported
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SearXNG search languages. see :py:obj:`searx.languages`
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:rtype: str, None
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:returns:
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The detected language code or ``None``. See below.
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:raises ValueError: If ``text`` is not a string.
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|
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The language detection is done by using `a fork`_ of the fastText_ library
|
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(`python fasttext`_). fastText_ distributes the `language identification
|
||||
model`_, for reference:
|
||||
|
||||
- `FastText.zip: Compressing text classification models`_
|
||||
- `Bag of Tricks for Efficient Text Classification`_
|
||||
|
||||
The `language identification model`_ support the language codes
|
||||
(ISO-639-3)::
|
||||
|
||||
af als am an ar arz as ast av az azb ba bar bcl be bg bh bn bo bpy br bs
|
||||
bxr ca cbk ce ceb ckb co cs cv cy da de diq dsb dty dv el eml en eo es
|
||||
et eu fa fi fr frr fy ga gd gl gn gom gu gv he hi hif hr hsb ht hu hy ia
|
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id ie ilo io is it ja jbo jv ka kk km kn ko krc ku kv kw ky la lb lez li
|
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lmo lo lrc lt lv mai mg mhr min mk ml mn mr mrj ms mt mwl my myv mzn nah
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nap nds ne new nl nn no oc or os pa pam pfl pl pms pnb ps pt qu rm ro ru
|
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rue sa sah sc scn sco sd sh si sk sl so sq sr su sv sw ta te tg th tk tl
|
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tr tt tyv ug uk ur uz vec vep vi vls vo wa war wuu xal xmf yi yo yue zh
|
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|
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By using ``only_search_languages=True`` the `language identification model`_
|
||||
is harmonized with the SearXNG's language (locale) model. General
|
||||
conditions of SearXNG's locale model are:
|
||||
|
||||
a. SearXNG's locale of a query is passed to the
|
||||
:py:obj:`searx.locales.get_engine_locale` to get a language and/or region
|
||||
code that is used by an engine.
|
||||
|
||||
b. Most of SearXNG's engines do not support all the languages from `language
|
||||
identification model`_ and there is also a discrepancy in the ISO-639-3
|
||||
(fastext) and ISO-639-2 (SearXNG)handling. Further more, in SearXNG the
|
||||
locales like ``zh-TH`` (``zh-CN``) are mapped to ``zh_Hant``
|
||||
(``zh_Hans``) while the `language identification model`_ reduce both to
|
||||
``zh``.
|
||||
|
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.. _a fork: https://github.com/searxng/fasttext-predict
|
||||
.. _fastText: https://fasttext.cc/
|
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.. _python fasttext: https://pypi.org/project/fasttext/
|
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.. _language identification model: https://fasttext.cc/docs/en/language-identification.html
|
||||
.. _Bag of Tricks for Efficient Text Classification: https://arxiv.org/abs/1607.01759
|
||||
.. _`FastText.zip: Compressing text classification models`: https://arxiv.org/abs/1612.03651
|
||||
|
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"""
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if not isinstance(text, str):
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raise ValueError('text must a str')
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r = _get_fasttext_model().predict(text.replace('\n', ' '), k=1, threshold=threshold)
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if isinstance(r, tuple) and len(r) == 2 and len(r[0]) > 0 and len(r[1]) > 0 and r[1][0] > min_probability:
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return r[0][0].split('__label__')[1]
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if isinstance(r, tuple) and len(r) == 2 and len(r[0]) > 0 and len(r[1]) > 0:
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language = r[0][0].split('__label__')[1]
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if only_search_languages and language not in SEARCH_LANGUAGE_CODES:
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return None
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return language
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return None
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||||
|
@ -63,7 +63,7 @@ def parse_lang(preferences: Preferences, form: Dict[str, str], raw_text_query: R
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query_lang = preferences.get_value('language')
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# check language
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if not VALID_LANGUAGE_CODE.match(query_lang):
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if not VALID_LANGUAGE_CODE.match(query_lang) and query_lang != 'auto':
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raise SearxParameterException('language', query_lang)
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||||
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return query_lang
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|
@ -810,6 +810,9 @@ def search():
|
||||
)
|
||||
)
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||||
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# search_query.lang contains the user choice (all, auto, en, ...)
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# when the user choice is "auto", search.search_query.lang contains the detected language
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# otherwise it is equals to search_query.lang
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return render(
|
||||
# fmt: off
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||||
'results.html',
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||||
@ -834,6 +837,11 @@ def search():
|
||||
settings['search']['languages'],
|
||||
fallback=request.preferences.get_value("language")
|
||||
),
|
||||
search_language = match_language(
|
||||
search.search_query.lang,
|
||||
settings['search']['languages'],
|
||||
fallback=request.preferences.get_value("language")
|
||||
),
|
||||
timeout_limit = request.form.get('timeout_limit', None)
|
||||
# fmt: on
|
||||
)
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|
@ -91,6 +91,17 @@ class TestLanguageParser(SearxTestCase):
|
||||
self.assertIn('all', query.languages)
|
||||
self.assertFalse(query.specific)
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||||
|
||||
def test_auto_language_code(self):
|
||||
language = 'auto'
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||||
query_text = 'una consulta'
|
||||
full_query = ':' + language + ' ' + query_text
|
||||
query = RawTextQuery(full_query, [])
|
||||
|
||||
self.assertEqual(query.getFullQuery(), full_query)
|
||||
self.assertEqual(len(query.query_parts), 1)
|
||||
self.assertIn('auto', query.languages)
|
||||
self.assertFalse(query.specific)
|
||||
|
||||
def test_invalid_language_code(self):
|
||||
language = 'not_a_language'
|
||||
query_text = 'the query'
|
||||
|
@ -1,5 +1,7 @@
|
||||
# -*- coding: utf-8 -*-
|
||||
|
||||
from copy import copy
|
||||
|
||||
import searx.search
|
||||
from searx.search import SearchQuery, EngineRef
|
||||
from searx import settings
|
||||
@ -34,6 +36,11 @@ class SearchQueryTestCase(SearxTestCase):
|
||||
self.assertEqual(s, s)
|
||||
self.assertNotEqual(s, t)
|
||||
|
||||
def test_copy(self):
|
||||
s = SearchQuery('test', [EngineRef('bing', 'general')], 'all', 0, 1, None, None, None)
|
||||
t = copy(s)
|
||||
self.assertEqual(s, t)
|
||||
|
||||
|
||||
class SearchTestCase(SearxTestCase):
|
||||
@classmethod
|
||||
|
Loading…
Reference in New Issue
Block a user