From 9925a209503cc41e37a1c032548a5fd8fd8ea362 Mon Sep 17 00:00:00 2001 From: ArtikusHG Date: Tue, 22 Nov 2022 22:25:13 +0200 Subject: [PATCH 1/2] [mod] new plugin: Autodetect search language --- requirements.txt | 1 + searx/data/lid.176.ftz | Bin 0 -> 938013 bytes searx/plugins/autodetect_search_language.py | 19 +++++++++++++++++++ searx/settings.yml | 1 + 4 files changed, 21 insertions(+) create mode 100755 searx/data/lid.176.ftz create mode 100644 searx/plugins/autodetect_search_language.py diff --git a/requirements.txt b/requirements.txt index e503a961d..b5efb8d59 100644 --- a/requirements.txt +++ b/requirements.txt @@ -16,3 +16,4 @@ setproctitle==1.3.2 redis==4.4.0 markdown-it-py==2.1.0 typing_extensions==4.4.0 +fasttext==0.9.2 diff --git a/searx/data/lid.176.ftz b/searx/data/lid.176.ftz new file mode 100755 index 0000000000000000000000000000000000000000..1fb85b357b22f67f019567f0e7003f4d49bda7a0 GIT binary patch literal 938013 zcmZU+378yJ^}l~a6qH>MQ4mp%nK+SZ`OwV+84PD(cnIOn2 z`@RUWL)iDQ1p)z?AiGW!CF}_b2&ljp6j{{Yd#dlJhX3=Q=LyvNxz$_MUCuq{+*=Q9 zI%~&u&1^&deI@++>z5nHUxNJ~XvdterLDpL*W_P;e>+Ut;@#JG{m$MWZeccwe|MlA zed2}R=YO`|_5NS8J$6j@vj5xe8GjF672DU2`Du1&#fts;;famos8X;C2gfv^6xro# zjA|UGk+tlXy`foLv9m7uZg_EO7xZn`I38MTdmQtv#&IF8+Ew2T&>y9CN9V?kk~$x; z*Bcv!mn^Z3ri9}{F}9aC3DA*LZM`@BLhv{A(9j*W(K8z~h&Ma=!u1=+N7Q5MoD-l> zv`;TsuTfC1*hPnhUmz^;wP${;tPps28tY4act^bDnMR(bpPp zG~Rmd4TmG=&7CyLW}O|dFR9q?PY*D7rEPskIPRz>Wh=h5cH<2Sk!|wuT8-mk$tK+q zjwe()t@eumg}Ob~8jib)sm=M-=K_?AHCy@n0L8Rs8$BCf#j*D4(s0}z+uzFJxRuZGLQj*$k&wE?suPf?{ZOuRCl-i2l2Uu~u zUHEJ`?(ZtLciEA@7RFrL=4%5L;&bC_RV(#4c=gvz8a2W zYWMeE3eX#sifu{FHW&&*!q58XnE+9rz3^y$W;L?)ejRA&;h|+Va#^5CY#ZDaj>}PE zH{TGTD=JuRk zRZ`owBT${9R}T#^HMUds3&$hv&L8WXvK_KVI4;vKJTfXkZ&bBi1Z{qejvpC{I*L^) zRiAL=q?XpXqipZ3LUFAtE>`XMZv{*`?ToL5)-TwOPoSMhj$;$#&Xy->S4N&j2;*xO8B^+E9^i#zUpUo% zc5|RDCPTYaYcac$i8;D3i#0Te-(g+dDGe9xSdXO;H&`sNxf9C zF=qs%5)aseCk7f?GIXEqa8#g#Z(Ft7eikrlOK8)l9vSe6deNRv1Mn4hwI3ycxY71z zIY4KeRH8Cn^z*2bYECWx*N+3XMP2k(ukI1BQndNI zhhuNLf7u~Gxo97c4#!bPjVrb8_5tU5r~lT7Kq<}tNWq8^bLr!b+Afq0-Az~a_Ev!^ zd~~^9i|D_%{dUmWXmXP`3s6dI#HM=bT|>*Vmp{F6erjsR3yPImV!vEJ6xD0(_RiM= zBz=6@uYFbTbC13B<#5cHLQDMf8UY7yw6FfBVTKvqXJ^Gq{|Z>ax;Xux0s4!jlD+m} zAUb>A|K$(#!iBc}+u^uOg}?8w0frv1o;Sns*fGsJ+g75Lx39d@244?ly?mwlf`#?6 zEnO8#3Q!qa2FX!to1c8n!wp*SL)Dzj*KZawz!Y+2e ziakL6F)OzX?TUzShJ?12ED~`E@w1@rA7X zNFaxImIfGlVCW96${7y?W`u6H1MUvwt*_~>05r{t{pIFBeUVMjae-m;k{d!nwb;o> z)Gtij*qtdVC6&&@3by67;pCw^SDZGq)b70|aMEjM>)3B<#csVi6m=9!Wt%FBD>Yi@ zlpGm954tLxi4o0bUVM4L6&KN1*S<7RTExVD`B#C4vKo!?@lz>D-Oj%_l+GyH)#rud zdP?X1%sGMlyOr(c(*pLE=u<8hRiZR0jJ8it4W&MU*z=-#IkF}}Ibrl$bxJs~RP2fE z{a*wcy4{wZ7>*}%B`y*asBS+vPOllf(#||K0Asez6VO5KVyk~1iWs%-u#=7ov}(}> ztFAq1m>1H+&r)Gj8L;mk8P1$cQ<%9>?_aOdAAL(m)wjP6gt8ia?7@OkRO2=`2~!_Z zC-;Xl2On(X{(QF{5bL03Kdc2RM_44ws)1(N)klQG3H8o87wdy0Fg<>3&xwZa@mpzA z%b~O{!Ek-KJ5YbITCm54DYh#Gyy($lIF0U~hP$b-!bMru70Qx=RdrmbSN+82J40D1 zYI8nZ+*h<86+&4#qGO)a9;i3!jIIChKpjlbR{bQUnM0Nq%rS!+xrxlBT9L|_QXa4QI^+riI*0ggVtdXTdOYD!$fqRM!#vLNwh;b|})&^{XH1E;uhB4v%fjFwB z_U?`WX{i5d3da-5akc1n(WX+mnEw8KbSN&x9W}dV`#_N!h?j`cdSus+3PlB8_3a$I zn*V&eP&BP|;!JyQoBYIHrhB(+9dO^MQje+wR*}$CN%|``{s*BvDz!1tUGlwv^!8lQ zgM~d&x1F)&a9P>9L^C4q6khtSKBrz9uxqynR2jS`v1>$bKG;E`^6I4**X&E1=kHog z>Yd!0?*ySh^LRlpbTu!2(8g~T3R|kS$EM+UR(mb+ma)w@gV3JUvd1?G$W0rtqeR}{ z#I~n!U!U5XxN$hOTBlO&AWFS`Y$j?+ZN@jkd6*`heBurp1zxr2HagT*i;lCKHweg()#uA zN^Ggv3SSG<&n&|}SUXS};|VC(imwD7yscs6Oh5JL&y8XZPlzgp7*Ivrm`L_ z=wnp-iJ*P;((5BTP&ln@Tj{t=@9;gr%&1nx@Gsf2Pr`dvu!Ar7cYw4ufamIG!eXVp zR4;hH{ZmQ3#lib+jHs0tKl^cbF@0#s9u=j%aeI+_w(6gHZ{97o>put>)fd=q0{k(R z9{cFMP}avd`Lcj3MCUy1@1d-ewDa}MdWrp-K1!;R%l9cSQzp60yd-mB|df#HfP8F1j)~sW!ak{7_ zZ-(>sjqN-gV-IsxFMlHxMddbI{(68u`m38)>&^MGa|J#TC?xjys!&*syNUzMFMD4L zLPxQJN8&p|9~h+4Vb%i&B+re^!~ zOM$wIyzC)SA*qb0+4;g0i|;othBF!D?IA(Q9c%x2Arwt#4A@`L6BQzRXJshDe{=cs z;kYNNRP3}r1sc4u#zd%FNTnz-fUPf1V}20V?x8=1^Sk-^w)(k19f`YNg+9#L(q{vuw1nLRbgspAcayGq zCKQ*v`Y#v7T>Yg_g`(y$W9(u<=2xkRO7%)7X0+`lp%Y{C`+_uUkM}8^1j3RW7}NQ! 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rS}aLkY&CQU@j&(DOM}FaQtA@cMT`r5IiB|N_#gXx{GW~Y{|^5JY)liS literal 0 HcmV?d00001 diff --git a/searx/plugins/autodetect_search_language.py b/searx/plugins/autodetect_search_language.py new file mode 100644 index 000000000..3bcb80098 --- /dev/null +++ b/searx/plugins/autodetect_search_language.py @@ -0,0 +1,19 @@ +import fasttext +import os +from flask_babel import gettext + +name = gettext('Autodetect search language') +description = gettext('Automatically detect the query search language and switch to it.') +preference_section = 'general' +default_on = False + + +fasttext.FastText.eprint = lambda x: None +model = fasttext.load_model(os.path.dirname(os.path.realpath(__file__)) + '/../data/lid.176.ftz') + + +def pre_search(request, search): + lang = model.predict(search.search_query.query, k=1) + if lang[1][0] >= 0.3: + search.search_query.lang = lang[0][0].split('__label__')[1] + return True diff --git a/searx/settings.yml b/searx/settings.yml index 21793124d..9dc2199e5 100644 --- a/searx/settings.yml +++ b/searx/settings.yml @@ -196,6 +196,7 @@ outgoing: # - 'Open Access DOI rewrite' # - 'Vim-like hotkeys' # - 'Tor check plugin' +# - 'Autodetect search language' # Configuration of the "Hostname replace" plugin: # From ed901ab18edddcfd566ac37ddb1b429969ccc2ad Mon Sep 17 00:00:00 2001 From: Markus Heiser Date: Sat, 10 Dec 2022 16:20:09 +0100 Subject: [PATCH 2/2] [mod] improve 'Autodetect search language' plugin - Add documentation to the plugin - Harmonize FastText language model with SearXNG's language model Reosurces:: import fasttext # --> +10 MB fasttext.load_model(str(data_dir / 'lid.176.ftz')) # --> +4MB Suggested-by: @dalf - To speed up and simplify the deployment use fasttext-wheel instead of fasttext - Building numpy on the Alpine Linux of docker-images takes ages --> install py3-numpy from Alpines package manager (apk) - Alpine Linux on docker-images (musl libc) do not support fasttext-wheel (gnu libc) --> patch Dockerfile and build from fastetxt: sed -i s/fasttext-wheel/fasttext/ requirements.txt Signed-off-by: Markus Heiser --- Dockerfile | 3 + ...arx.plugins.autodetect_search_language.rst | 8 ++ requirements.txt | 2 +- searx/plugins/autodetect_search_language.py | 112 ++++++++++++++++-- searx/settings.yml | 3 + 5 files changed, 119 insertions(+), 9 deletions(-) create mode 100644 docs/src/searx.plugins.autodetect_search_language.rst diff --git a/Dockerfile b/Dockerfile index 66f58395d..ece20c86b 100644 --- a/Dockerfile +++ b/Dockerfile @@ -36,6 +36,7 @@ RUN apk add --no-cache -t build-dependencies \ su-exec \ python3 \ py3-pip \ + py3-numpy \ libxml2 \ libxslt \ openssl \ @@ -43,6 +44,8 @@ RUN apk add --no-cache -t build-dependencies \ uwsgi \ uwsgi-python3 \ brotli \ + && pip3 install --no-cache setuptools wheel \ + && sed -i s/fasttext-wheel/fasttext/ requirements.txt \ && pip3 install --no-cache -r requirements.txt \ && apk del build-dependencies \ && rm -rf /root/.cache diff --git a/docs/src/searx.plugins.autodetect_search_language.rst b/docs/src/searx.plugins.autodetect_search_language.rst new file mode 100644 index 000000000..7b66a6bf3 --- /dev/null +++ b/docs/src/searx.plugins.autodetect_search_language.rst @@ -0,0 +1,8 @@ +.. _autodetect search language: + +====================== +Search language plugin +====================== + +.. automodule:: searx.plugins.autodetect_search_language + :members: diff --git a/requirements.txt b/requirements.txt index b5efb8d59..de48aea00 100644 --- a/requirements.txt +++ b/requirements.txt @@ -16,4 +16,4 @@ setproctitle==1.3.2 redis==4.4.0 markdown-it-py==2.1.0 typing_extensions==4.4.0 -fasttext==0.9.2 +fasttext-wheel==0.9.2 diff --git a/searx/plugins/autodetect_search_language.py b/searx/plugins/autodetect_search_language.py index 3bcb80098..034668041 100644 --- a/searx/plugins/autodetect_search_language.py +++ b/searx/plugins/autodetect_search_language.py @@ -1,19 +1,115 @@ -import fasttext -import os +# SPDX-License-Identifier: AGPL-3.0-or-later +# lint: pylint +"""Plugin to detect the search language from the search query. + +The language detection is done by using 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 + +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. SearXNG and most of the engines do not support all the languages from + language model and there might be also a discrepancy in the ISO-639-3 and + ISO-639-2 handling (:py:obj:`searx.locales.get_engine_locale`). Further + more, in SearXNG the locales like ``zh-TH`` (``zh-CN``) are mapped to + ``zh_Hant`` (``zh_Hans``). + +Conclusion: This plugin does only auto-detect the languages a user can select in +the language menu (:py:obj:`supported_langs`). + +SearXNG's locale of a query comes from (*highest wins*): + +1. The ``Accept-Language`` header from user's HTTP client. +2. The user select a locale in the preferences. +3. The user select a locale from the menu in the query form (e.g. ``:zh-TW``) +4. This plugin is activated in the preferences and the locale (only the language + code / none region code) comes from the fastText's language detection. + +Conclusion: There is a conflict between the language selected by the user and +the language from language detection of this plugin. For example, the user +explicitly selects the German locale via the search syntax to search for a term +that is identified as an English term (try ``:de-DE thermomix``, for example). + +.. hint:: + + To SearXNG maintainers; please take into account: under some circumstances + the auto-detection of the language of this plugin could be detrimental to + users expectations. Its not recommended to activate this plugin by + default. It should always be the user's decision whether to activate this + plugin or not. + +.. _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 + +""" + from flask_babel import gettext +import fasttext +import babel + +from searx.data import data_dir +from searx.languages import language_codes + +# Monkey patch: prevent fasttext from showing a (useless) warning when loading a +# model. +fasttext.FastText.eprint = lambda x: None name = gettext('Autodetect search language') description = gettext('Automatically detect the query search language and switch to it.') preference_section = 'general' default_on = False +lang_model: fasttext.FastText._FastText = None +"""fasttext model to predict laguage of a search term""" -fasttext.FastText.eprint = lambda x: None -model = fasttext.load_model(os.path.dirname(os.path.realpath(__file__)) + '/../data/lid.176.ftz') +supported_langs = set() +"""Languages supported by most searxng engines (:py:obj:`searx.languages.language_codes`).""" -def pre_search(request, search): - lang = model.predict(search.search_query.query, k=1) - if lang[1][0] >= 0.3: - search.search_query.lang = lang[0][0].split('__label__')[1] +def get_model(): + # lazy load, in order to to save memory + global lang_model # pylint: disable=global-statement + if lang_model is None: + lang_model = fasttext.load_model(str(data_dir / 'lid.176.ftz')) + return lang_model + + +def pre_search(request, search): # pylint: disable=unused-argument + prediction = get_model().predict(search.search_query.query, k=1, threshold=0.3) + if prediction: + lang = prediction[0][0].split('__label__')[1] + if lang in supported_langs: + search.search_query.lang = lang + try: + search.search_query.locale = babel.Locale.parse(lang) + except babel.core.UnknownLocaleError: + pass + return True + + +def init(app, settings): # pylint: disable=unused-argument + for searxng_locale in language_codes: + supported_langs.add(searxng_locale[0].split('-')[0]) return True diff --git a/searx/settings.yml b/searx/settings.yml index 9dc2199e5..3e7c2aae4 100644 --- a/searx/settings.yml +++ b/searx/settings.yml @@ -196,6 +196,9 @@ outgoing: # - 'Open Access DOI rewrite' # - 'Vim-like hotkeys' # - 'Tor check plugin' +# # Read the docs before activate: auto-detection of the language could be +# # detrimental to users expectations / users can activate the plugin in the +# # preferences if they want. # - 'Autodetect search language' # Configuration of the "Hostname replace" plugin: