{"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\/novosti-interneta\/kompaniya-mozilla-predstavila-dvizhok-raspoznavaniya-rechi-deepspeech-0-6","title":{"rendered":"Mozilla esitles DeepSpeech 0.6 k\u00f5netuvastuse mootorit.","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 poolt arendatud k\u00f5netuvastuse mootor <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/v0.6.0\">DeepSpeech 0.6<\/a><\/noindex>, mis rakendab samanimelist k\u00f5netuvastuse arhitektuuri, <noindex><a rel=\"nofollow\" href=\"https:\/\/arxiv.org\/abs\/1412.5567\">mille on esitanud<\/a><\/noindex> Baidu teadlased. Teostus on kirjutatud Pythonis, kasutades masin\u00f5ppe platvormi TensorFlow ning <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\">GNU \u00dcldine Avaliku litsentsi alusel.<\/a><\/noindex> on vabade litsentside MPL 2.0 all. T\u00f6\u00f6tab Linuxis, Androidis, macOS-is ja Windowsis. J\u00f5udlus on piisav, et kasutada mootorit LePotato, Raspberry Pi 3 ja Raspberry Pi 4 platvormidel.<\/p>\n<p>Pakendis on samuti <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/releases\/download\/v0.6.0\/deepspeech-0.6.0-models.tar.gz\">katseid<\/a><\/noindex> treenitud mudelid, <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> helifailid ja k\u00e4surea k\u00f5netuvastust\u00f6\u00f6riistad. K\u00f5netuvastuse funktsiooni oma programmidesse integreerimiseks on pakutud valmis mooduleid Pythonile, NodeJS-ile, C++-le ja .NET-ile (kolmandate osapoolte arendajad on eraldi valmis teinud moodulid <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/RustAudio\/deepspeech-rs\">Rust<\/a><\/noindex> ja <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/asticode\/go-astideepspeech\">Go<\/a><\/noindex>). Valmis mudel on saadaval ainult ingliskeelsena, kuid teiste keelte jaoks on <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/wiki#how-can-i-train-using-my-own-data\">kaasas<\/a><\/noindex> <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/blob\/master\/TRAINING.rst#common-voice-training-data\">juhendis<\/a><\/noindex> v\u00f5imalik s\u00fcsteemi ise v\u00e4lja \u00f5petada, kasutades <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/en\/datasets\">h\u00e4\u00e4landmeid<\/a><\/noindex>, mis on kogutud projekti Common Voice raames. <\/p>\n<p>DeepSpeech on oluliselt lihtsam kui traditsioonilised s\u00fcsteemid ja samas pakub see k\u00f5rgemat tuvastamise kvaliteeti, isegi kui taustal on m\u00fcra. Arenduses ei kasutata traditsioonilisi akustilisi mudeleid ja foneemide kontseptsiooni, vaid rakendatakse h\u00e4sti optimeeritud n\u00e4rviv\u00f5rgu s\u00fcsteemi masin\u00f5ppel, mis v\u00f5imaldab loobuda erinevate k\u00f5rvalekallete modelleerimise jaoks eraldi komponentide arendamisest, n\u00e4iteks m\u00fcra, kaja ja k\u00f5ne omadused. <\/p>\n<p>Selle l\u00e4henemise varjuk\u00fcljeks on see, et DeepSpeech'i mootori jaoks kvaliteetse tuvastamise ja n\u00e4rviv\u00f5rgu koolitamiseks on vajalik suur hulk erinevaid andmeid, mis on dikteeritud reaalsetes tingimustes erinevate h\u00e4\u00e4lte poolt ja looduslike m\u00fcraisolatsioonidega.<br \/>\nSarnaste andmete kogumisega tegeleb Mozilla loodud projekt <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/\">Common Voice<\/a><\/noindex>, mis pakub kontrollitud andmekogumit 780 tunni ulatuses <noindex><a rel=\"nofollow\" href=\"https:\/\/voice.mozilla.org\/en\/datasets\">inglise keeles<\/a><\/noindex>, 325 tunni jagu saksa keeles, 173 tunni jagu prantsuse keeles ja 27 tunni jagu vene keeles. <\/p>\n<p>Common Voice projekti peamine eesm\u00e4rk on koguda 10 000 tundi erinevate h\u00e4\u00e4ldustega tavaliste inimk\u00f5ne fraaside salvestusi, mis aitab saavutada vastuv\u00f5etava taseme vigade m\u00e4\u00e4ras \u00e4ratundmisel. Praegusel hetkel on projekti osalised juba salvestanud kokku 4,3 tuhat tundi, millest 3,5 tuhat on l\u00e4binud kontrolli. DeepSpeechi ingliskeelse l\u00f5ppmudeli treenimiseks on kasutatud 3816 tunni k\u00f5net, lisaks Common Voice'ile, mis h\u00f5lmab teavet projektidest LibriSpeech, Fisher ja Switchboard, ning sisaldab ka umbes 1700 tundi transkribeeritud raadio\u0161\u00f5ude salvestusi.<\/p>\n<p>Pakutava ingliskeelse mudeli kasutamisel on DeepSpeechi \u00e4ratundmisvea m\u00e4\u00e4r 7,5% testkomplekti hindamisel <noindex><a rel=\"nofollow\" href=\"http:\/\/www.openslr.org\/12\/\">LibriSpeech<\/a><\/noindex>. V\u00f5rdluseks, inimene \u00e4ratundmise veam\u00e4\u00e4r <noindex><a rel=\"nofollow\" href=\"https:\/\/arxiv.org\/pdf\/1412.5567v1.pdf\">hindatakse<\/a><\/noindex> on 5,83%.<\/p>\n<p>DeepSpeech koosneb kahest alams\u00fcsteemist \u2014 akustilisest mudelist ja dekooderist. Akustiline mudel kasutab s\u00fcvap\u00f5hiseid masin\u00f5ppe meetodeid, et arvutada t\u00f5en\u00e4osust, et antud heli sisaldab teatud s\u00fcmboleid. Dekooder rakendab kiirteede otsingu algoritmi, et muuta s\u00fcmbolite t\u00f5en\u00e4osuste andmed tekstiliseks esituseks.<\/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 \u00fchildu varasemate v\u00e4ljaannetega ja n\u00f5uab koodi ja mudelite v\u00e4rskendamist):<\/p>\n<ul>\n<li class=\"l\"> Uus voogedastuse dekooder, mis pakub paremat reageerimiskiirust ja ei s\u00f5ltu t\u00f6\u00f6deldavate helifailide suurusest. Uues versioonis on DeepSpeech suutnud v\u00e4hendada tuvastamise latentsust 260 ms-ni, mis on 73% kiiremini kui varem, v\u00f5imaldades kasutada DeepSpeech'i reaalajas k\u00f5netuvastuslahendustes.\n<li class=\"l\"> Tehtud on muudatusi API-s ja tehtud t\u00f6\u00f6d funktsioonide nimede \u00fchtlustamiseks. Lisatud funktsioonid t\u00e4iendavate metaandmete saamiseks s\u00fcnkroniseerimise kohta, mis v\u00f5imaldavad mitte ainult saada tekstilist esitamist, vaid ka j\u00e4lgida \u00fcksikute s\u00fcmbolite ja lausete seotust helivoo positsiooniga.\n<li class=\"l\"> Opetust\u00f6\u00f6riistade komplekti on lisatud tugi raamatukogu kasutamiseks <noindex><a rel=\"nofollow\" href=\"https:\/\/developer.nvidia.com\/cudnn\">CuDNN<\/a><\/noindex> , et optimeerida korduvate n\u00e4rviv\u00f5rkude (RNN) t\u00f6\u00f6d, mis on v\u00f5imaldanud saavutada m\u00e4rkimisv\u00e4\u00e4rset (umbes kaks korda) j\u00f5udluse suurenemist mudeli \u00f5petamisel, kuid on n\u00f5udnud koodi muutmist, mis rikub varasemate mudelite \u00fchilduvust.\n<li class=\"l\"> TensorFlow versiooni miinimumn\u00f5uded on t\u00f5stetud 1.13.1-lt 1.14.0-le. On lisatud tugi kergetele TensorFlow Lite versioonidele, mille kasutamine on v\u00e4hendanud DeepSpeech paketi suurust 98 MB-lt 3.7 MB-le. Integreeritud ja mobiilseadmete kasutamiseks on paketitud mudeli failide suurust v\u00e4hendatud 188 MB-lt 47 MB-le, kasutades mudeli \u00f5petamise l\u00f5petamisel kvantimist.\n<li class=\"l\"> Keelemudel on \u00fcmber vormindatud teistsuguseks andmestruktuuriks, mis v\u00f5imaldab failide laadimisel m\u00e4lus mappimist. Vanade formaatide tugi on l\u00f5petatud.\n<li class=\"l\"> Faili laadimise re\u017eiim keelemudeli jaoks on muudetud, mis on v\u00f5imaldanud v\u00e4hendada m\u00e4lutarvet ja v\u00e4hendada viivitusi esimese p\u00e4ringu t\u00f6\u00f6tlemisel p\u00e4rast mudeli loomist. 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=\"Mozilla esitles DeepSpeech 0.6 k\u00f5netuvastuse mootorit.\" src=\"\/wp-content\/uploads\/2019\/12\/113ef11374da37383391cc886c488741.png\" style=\"display:block;margin: 0 auto;\" \/><\/a><\/noindex><\/center><\/p>\n<li class=\"l\"> Keeles mudelis on filtreeritud haruldasi s\u00f5nu. S\u00f5nade koguarv on v\u00e4hendatud 500 000 k\u00f5ige populaarsemale s\u00f5nale, mis esinevad mudeli treenimisel kasutatud tekstis. Teostatud puhastus v\u00f5imaldas v\u00e4hendada keelemudeli suurust 1800MB-lt 900MB-le, m\u00f5jutamata praktiliselt vigade tuvastamise m\u00e4\u00e4ra.\n<li class=\"l\"> Lisatud erinevate <noindex><a rel=\"nofollow\" href=\"https:\/\/github.com\/mozilla\/DeepSpeech\/commit\/58fdd55eea951dabd91a1158207f2228d745e657\">tehnikate<\/a><\/noindex> toetamine lisaversioonide (augmentation) loomisel helidatades, mis on kasutatud treenimisel (n\u00e4iteks variatsioonide komplekti lisamine, kus on tehtud moonutusi v\u00f5i m\u00fcra).\n<li class=\"l\"> Lisatud raamatukogu .NET platvormil p\u00f5hinevates rakendustes integreerimiseks.\n<li class=\"l\"> Dokumentatsioon on \u00fcle vaadatud ja kogutud eraldi veebisaidile <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-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d 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