{"id":53722,"date":"2019-12-08T00:00:00","date_gmt":"2019-12-07T21:00:00","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/kompaniya-mozilla-predstavila-dvizhok-raspoznavaniya-rechi-deepspeech-0-6"},"modified":"2020-02-18T14:01:39","modified_gmt":"2020-02-18T11:01:39","slug":"kompaniya-mozilla-predstavila-dvizhok-raspoznavaniya-rechi-deepspeech-0-6","status":"publish","type":"post","link":"https:\/\/prohoster.info\/et\/blog\/news\/kompaniya-mozilla-predstavila-dvizhok-raspoznavaniya-rechi-deepspeech-0-6","title":{"rendered":"Firma Mozilla esitles k\u00f5netuvastuse mootorit DeepSpeech 0.6.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><noindex><a rel=\"nofollow\" href=\"https:\/\/hacks.mozilla.org\/2019\/12\/deepspeech-0-6-mozillas-speech-to-text-engine\/\">Esitletud<\/a><\/noindex> Mozilla arendatav k\u00f5netuvastuse mootor <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/v0.6.0\">DeepSpeech 0.6<\/a><\/noindex>, mis realiseerib nimetatud k\u00f5netuvastuse arhitektuuri, <noindex><a rel=\"nofollow\" href=\"https:\/\/arxiv.org\/abs\/1412.5567\">mille on soovitanud<\/a><\/noindex> Baidust p\u00e4rinevad teadlased. Teostus on kirjutatud Pythonis, kasutades masin\u00f5ppe platvormi TensorFlow ja <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\">levitatakse<\/a><\/noindex> on vabakasutusele antud MPL 2.0 litsentsi alusel. T\u00f6\u00f6 toetamine on v\u00f5imalik Linuxis, Androidis, macOS-is ja Windowsis. J\u00f5udlus on piisav, et kasutada mootorit LePotato, Raspberry Pi 3 ja Raspberry Pi 4 plaadidel.<\/p>\n<p>Komplekt sisaldab ka <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/download\/v0.6.0\/deepspeech-0.6.0-models.tar.gz\">pakuvad<\/a><\/noindex> treenitud mudeleid, <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/download\/v0.6.0\/audio-0.6.0.tar.gz\">n\u00e4idiste<\/a><\/noindex> helifailide ja k\u00e4surealt k\u00f5netuvastamiseks vajalikke t\u00f6\u00f6riistu. K\u00f5netuvastuse funktsiooni integreerimiseks oma programmidesse on pakutud valmis mooduleid Pythonile, NodeJS-ile, C++-le ja .NET-ile (kolmandate osapoolte arendajad on eraldi valmistanud moodulid) <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/RustAudio\/deepspeech-rs\">Rustis<\/a><\/noindex> ja <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/asticode\/go-astideepspeech\">Go<\/a><\/noindex>). Valmis mudel on saadaval ainult inglise keeles, kuid teiste keelte jaoks on <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/wiki#how-can-i-train-using-my-own-data\">kaasasoleva<\/a><\/noindex> <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/blob\/master\/TRAINING.rst#common-voice-training-data\">juhendis<\/a><\/noindex> kaudu v\u00f5imalik s\u00fcsteemi iseseisvalt treenida, kasutades <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/en\/datasets\">h\u00e4\u00e4landmeid<\/a><\/noindex>, mis on kogutud projekti Common Voice kaudu. <\/p>\n<p>DeepSpeech on oluliselt lihtsam kui traditsioonilised s\u00fcsteemid ja samas pakub paremat tuvastamise kvaliteeti, isegi kui on k\u00f5rvalisi helisid. Arenduses ei kasutata traditsioonilisi akustilisi mudeleid ning fonemide kontseptsiooni, selle asemel rakendatakse h\u00e4sti optimeeritud masin\u00f5ppe s\u00fcsteemi, mis p\u00f5hineb n\u00e4rviv\u00f5rgul ning v\u00f5imaldab v\u00e4ltida eri komponentide arendamist erinevate k\u00f5rvalekallete, nagu m\u00fcra, kaja ja k\u00f5neh\u00e4\u00e4lte omaduste modelleerimiseks. <\/p>\n<p>Selle l\u00e4henemise tagaj\u00e4rg on see, et kvaliteetse tuvastamise ja n\u00e4rviv\u00f5rgu treenimise saavutamiseks vajab DeepSpeech suurtes kogustes mitmekesiseid andmeid, mis on dikteeritud reaalsetes tingimustes erinevate h\u00e4\u00e4lte poolt ja loomulike m\u00fcra olemasolul.<br \/>\nSarnaste andmete kogumisega tegeleb Mozillas loodud projekt <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/\">Common Voice<\/a><\/noindex>, mis pakub kontrollitud andmestikku, milles on 780 tundi <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/en\/datasets\">inglise keeles<\/a><\/noindex>, 325 tundi saksa keeles, 173 tundi prantsuse keeles ja 27 tundi vene keeles. <\/p>\n<p>Projekti Common Voice l\u00f5ppeesm\u00e4rk on koguda 10 000 tundi erineva h\u00e4\u00e4ldusega inimk\u00f5ne t\u00fc\u00fcpiliste fraaside salvestusi, et saavutada vastuv\u00f5etav vigade tase \u00e4ratundmisel. Praegusel hetkel on projekti osalistelt juba dikteeritud kokku 4,3 tuhat tundi, millest 3,5 tuhat on l\u00e4binud kontrolli. DeepSpeechi ingliskeelse l\u00f5ppmudeli koolitamiseks on kasutatud 3816 tunni r\u00e4\u00e4gitud k\u00f5net, lisaks Common Voice'ile, millel on andmed projektidest LibriSpeech, Fisher ja Switchboard, ning mis sisaldab umbes 1700 tunni transkribeeritud raadiosaate salvestusi.<\/p>\n<p>Pakutud laadimiseks valmis ingliskeelse mudeli kasutamisel on DeepSpeechi \u00e4ratundmisvigade tase 7,5%, kui hindamine toimub testkomplekti abil. <noindex><a rel=\"nofollow\" href=\"http:\/\/www.openslr.org\/12\/\">LibriSpeech<\/a><\/noindex>. V\u00f5rdluseks, inimeste \u00e4ratundmise vigade tase <noindex><a rel=\"nofollow\" href=\"https:\/\/arxiv.org\/pdf\/1412.5567v1.pdf\">hinnatakse<\/a><\/noindex> on 5,83%.<\/p>\n<p>DeepSpeech koosneb kahest alams\u00fcsteemist \u2014 akustilisest mudelist ja dekooderist. Akustiline mudel kasutab s\u00fcgava masina\u00f5ppe meetodeid, et arvutada t\u00f5en\u00e4osust, et antud helis on teatud s\u00fcmbolid. Dekooder kasutab t\u00e4histamisotsingu algoritmi, et muuta s\u00fcmbolite t\u00f5en\u00e4osuse andmed tekstiliseks esitluseks.<\/p>\n<p>Peamised <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/v0.6.0\">uuendused<\/a><\/noindex> DeepSpeech 0.6 (0.6 haru ei ole \u00fchilduv varasemate v\u00e4ljaannetega ja vajab koodi ja mudelite uuendamist):<\/p>\n<ul>\n<li class=\"l\"> Pakutud on uus voogedastusdekooder, mis pakub k\u00f5rgemat reageerimiskiirusel ja ei s\u00f5ltu t\u00f6\u00f6deldavate helifailide suurusest. L\u00f5ppkokkuv\u00f5ttes on uues DeepSpeechi versioonis \u00f5nnestunud v\u00e4hendada \u00e4ratundmise latentsust 260 ms-ni, mis on 73% kiiremini kui varem, ning v\u00f5imaldab rakendada DeepSpeechi k\u00f5netuvastuse lahendustes reaalajas.\n<li class=\"l\"> API-s on tehtud muudatusi ja on tehtud t\u00f6\u00f6d funktsioonide nimede \u00fchtlustamiseks. Lisatud on funktsioonid t\u00e4iendavate metaandmete saamiseks s\u00fcnkroniseerimise kohta, mis v\u00f5imaldavad mitte ainult saada v\u00e4ljundiks tekstilist esitust, vaid ka j\u00e4lgida eraldi s\u00fcmbolite ja lausete seondumist helivoo positsiooniga.\n<li class=\"l\"> Koolituspaketti on lisatud moodulite toetamist <noindex><a rel=\"nofollow\" href=\"https:\/\/developer.nvidia.com\/cudnn\">CuDNN<\/a><\/noindex> rekurssed on \u00fcheks neutraalsete n\u00e4rviv\u00f5rkude t\u00f6\u00f6 optimeerimiseks (RNN), mis v\u00f5imaldas saavutada m\u00e4rkimisv\u00e4\u00e4rset (umbes kaks korda) suurenemist mudeli koolitusv\u00f5imekuses, kuid see n\u00f5udis koodis muudatuste tegemist, mis rikkusid \u00fchilduvust varasemate mudelitega.\n<li class=\"l\"> Minimaalsed n\u00f5uded TensorFlow versioonile t\u00f5steti 1.13.1-lt 1.14.0-le. Lisatud on toetus kergemale TensorFlow Lite versioonile, mille kasutamisega v\u00e4henes DeepSpeech paketihulk 98 MB-lt 3.7 MB-le. Ka integreeritud ja mobiilseadmete puhul voimaline failide suurus v\u00e4henes 188 MB-lt 47 MB-le (kvantimise meetodit kasutati p\u00e4rast mudeli koolitamist).\n<li class=\"l\"> Keelemudel on \u00fcmber t\u00f5lgitud teise andmestruktuuride formaati, mis v\u00f5imaldab failide laadimisel neid m\u00e4llu kaardistada. Vanale formaadile toetus l\u00f5petatakse.\n<li class=\"l\"> Keelemudeli faili laadimise re\u017eiim on muudetud, mis aitas v\u00e4hendada m\u00e4lu tarbimist ja v\u00e4hendada viivitusi mudeli loomise j\u00e4rel esimeses p\u00e4ringus. DeepSpeech tarbib n\u00fc\u00fcd t\u00f6\u00f6tamise k\u00e4igus 22 korda v\u00e4hem m\u00e4lu ja k\u00e4ivitub 500 korda kiiremini.\n<p><center><noindex><a rel=\"nofollow\" href=\"https:\/\/2r4s9p1yi1fa2jd7j43zph8r-wpengine.netdna-ssl.com\/files\/2019\/11\/startup_memory-1.png\"><img decoding=\"async\" alt=\"Firma Mozilla esitles k\u00f5netuvastuse mootorit DeepSpeech 0.6.\" src=\"\/wp-content\/uploads\/2019\/12\/113ef11374da37383391cc886c488741.png\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><\/center><\/p>\n<li class=\"l\"> Keelemudelit rakendati haruldaste s\u00f5nade filtreerimine. S\u00f5nade koguarv on v\u00e4hendatud 500 000 k\u00f5ige populaarsema s\u00f5nani, mis esinesid koolitusel kasutatud tekstides. Tehtud puhastamine aitas v\u00e4hendada keelemudeli suurust 1800 MB-lt 900 MB-le, m\u00f5jutamata praktiliselt \u00e4ra arvamise taseme n\u00e4itajaid.\n<li class=\"l\"> Erinevate toetamine on lisatud <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/commit\/58fdd55eea951dabd91a1158207f2228d745e657\">tehnikaid<\/a><\/noindex> lisavariatsioonide (augmentation) loomise jaoks helidetektiidena, mida kasutatakse koolituse ajal (n\u00e4iteks variante on lisatud, mis on moonutatud v\u00f5i sisaldavad m\u00fcra).\n<li class=\"l\"> Lisatud on raamatukogu, millel on sidemed integreerimiseks .NET platvormil p\u00f5hinevate rakendustega.\n<li class=\"l\"> Dokumentatsioon on \u00fcmber t\u00f6\u00f6tatud ja n\u00fc\u00fcd on see kogutud eraldi saidile <noindex><a rel=\"nofollow\" href=\"https:\/\/deepspeech.readthedocs.io\/en\/latest\">deepspeech.readthedocs.io<\/a><\/noindex>.\n<\/ul>\n<p><noindex><a rel=\"nofollow\" name=\"link\"><\/a><\/noindex><\/p>\n<p>Allikas: <a \ncontent=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=51991\">opennet.ru<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0435\u0439 Mozilla \u0434\u0432\u0438\u0436\u043a\u0430 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438 DeepSpeech 0.6, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u0438\u043c\u0451\u043d\u043d\u0443\u044e \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438, \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u0443\u044e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u0438\u0437 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 Baidu. \u0420\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0430 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Python \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f TensorFlow \u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0434 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u043e\u0439 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MPL 2.0. \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432 Linux, Android, macOS \u0438 Windows. \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0432\u0438\u0436\u043a\u0430 \u043d\u0430 \u043f\u043b\u0430\u0442\u0430\u0445 LePotato, [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":53723,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-53722","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" 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