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| author | Alexandre Flament <alex@al-f.net> | 2023-02-20 12:17:38 +0100 |
|---|---|---|
| committer | GitHub <noreply@github.com> | 2023-02-20 12:17:38 +0100 |
| commit | d669da81fbe820df2d97c98560d00dee32979dc9 (patch) | |
| tree | 4cbaf3332893934640c8ff0724bcc2019b579618 /searx/utils.py | |
| parent | 60e181607def7b48185728e1fd395c0036bd65fb (diff) | |
| parent | 0b1444b61eb12a2d23d4c95e2440f24161daaec7 (diff) | |
Merge pull request #2027 from dalf/fix_2018
Add "auto" as a language.
Diffstat (limited to 'searx/utils.py')
| -rw-r--r-- | searx/utils.py | 72 |
1 files changed, 68 insertions, 4 deletions
diff --git a/searx/utils.py b/searx/utils.py index cda336035..e6180906b 100644 --- a/searx/utils.py +++ b/searx/utils.py @@ -53,6 +53,9 @@ _LANG_TO_LC_CACHE: Dict[str, Dict[str, str]] = {} _FASTTEXT_MODEL: Optional["fasttext.FastText._FastText"] = None """fasttext model to predict laguage of a search term""" +SEARCH_LANGUAGE_CODES = frozenset([searxng_locale[0].split('-')[0] for searxng_locale in language_codes]) +"""Languages supported by most searxng engines (:py:obj:`searx.languages.language_codes`).""" + class _NotSetClass: # pylint: disable=too-few-public-methods """Internal class for this module, do not create instance of this class. @@ -637,11 +640,72 @@ def _get_fasttext_model() -> "fasttext.FastText._FastText": return _FASTTEXT_MODEL -def detect_language(text: str, threshold: float = 0.3, min_probability: float = 0.5) -> Optional[str]: - """https://fasttext.cc/docs/en/language-identification.html""" +def detect_language(text: str, threshold: float = 0.3, only_search_languages: bool = False) -> Optional[str]: + """Detect the language of the ``text`` parameter. + + :param str text: The string whose language is to be detected. + + :param float threshold: Threshold filters the returned labels by a threshold + on probability. A choice of 0.3 will return labels with at least 0.3 + probability. + + :param bool only_search_languages: If ``True``, returns only supported + SearXNG search languages. see :py:obj:`searx.languages` + + :rtype: str, None + :returns: + The detected language code or ``None``. See below. + + :raises ValueError: If ``text`` is not a string. + + The language detection is done by using `a fork`_ of the fastText_ library + (`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 + id ie ilo io is it ja jbo jv ka kk km kn ko krc ku kv kw ky la lb lez li + lmo lo lrc lt lv mai mg mhr min mk ml mn mr mrj ms mt mwl my myv mzn nah + nap nds ne new nl nn no oc or os pa pam pfl pl pms pnb ps pt qu rm ro ru + rue sa sah sc scn sco sd 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 vi vls vo wa war wuu xal xmf yi yo yue zh + + 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``. + + .. _a fork: https://github.com/searxng/fasttext-predict + .. _fastText: https://fasttext.cc/ + .. _python fasttext: https://pypi.org/project/fasttext/ + .. _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 + + """ if not isinstance(text, str): raise ValueError('text must a str') r = _get_fasttext_model().predict(text.replace('\n', ' '), k=1, threshold=threshold) - if isinstance(r, tuple) and len(r) == 2 and len(r[0]) > 0 and len(r[1]) > 0 and r[1][0] > min_probability: - return r[0][0].split('__label__')[1] + if isinstance(r, tuple) and len(r) == 2 and len(r[0]) > 0 and len(r[1]) > 0: + language = r[0][0].split('__label__')[1] + if only_search_languages and language not in SEARCH_LANGUAGE_CODES: + return None + return language return None |