Incamake
Jasper na QuartzNet nicyitegererezo cya NVIDIA cyerekana imenyekanisha ryamagambo, hamwe na QuartzNet yari ntoya cyane, yongeye gushushanya Jasper. Bifite akamaro ko kwerekana uburyo bwo kubona ukuri gukomeye hamwe nibintu bike cyane, byiza kubyoherejwe.
Jasper na QuartzNet ASR bicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.
Kwibira cyane
Jasper (Just Another Speech Recognizer), yasohowe na NVIDIA muri 2019, ni umuyoboro wimbitse wa 1D, ugera ku byiciro 54, ushushanya mel-spectrogram ibiranga inyuguti ukoresheje igihombo cya CTC. Yatangije imiyoboro yuzuye isigaye kuburyo gradients zitemba neza zinyuze mubice byimbitse. QuartzNet, yasohotse muri uwo mwaka, yagumanye imiterere ya Jasper ariko isimbuza imyanzuro isanzwe hamwe nigihe-umuyoboro utandukanijwe, igabanya buri muyunguruzi mo imyanzuro yigihe gito hamwe numuyoboro uhuza intambwe. Iyi ngingo yagabanije ibipimo kuva kuri Jasper hafi miliyoni 333 kugeza kuri miliyoni 19 mugihe bihuye neza na Librispeech. Ubwato bwombi mubikoresho bya NVIDIA bya NeMo kandi byateguwe kugirango byihute byihuta bya GPU no gufata umwanzuro-nyabyo, bituma biba ibyamamare byubaka ASR.
Ubushishozi
Imikorere ya QuartzNet iva mugihe-umuyoboro utandukanya imyanzuro, igitekerezo kimwe inyuma ya MobileNet. Ubusanzwe 1D imyanzuro ivanga umwanya numuyoboro hamwe, bigura K inshuro C-mubihe C-out uburemere. Kubitandukanya muburyo bwimbitse mugihe cyongeweho hiyongereyeho 1x1 guhuza ibitekerezo kumiyoboro bigabanya ibipimo kugeza K inshuro C wongeyeho C-mubihe C-hanze. Bishyizwe mubice bisigaye kandi byahuguwe hamwe na CTC, ibi bitanga hafi-Jasper neza kubice byubunini bwikitegererezo na compte.
Kumenya Jasper na QuartzNet ASR
Jasper na QuartzNet nicyitegererezo cya NVIDIA cyerekana imenyekanisha ryamagambo, hamwe na QuartzNet yari ntoya cyane, yongeye gushushanya Jasper. Bifite akamaro ko kwerekana uburyo bwo kubona ukuri gukomeye hamwe nibintu bike cyane, byiza kubyoherejwe. Jasper na QuartzNet ASR bicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugirango wubake byimbitse, fata Jasper na QuartzNet ASR nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Jasper na QuartzNet ASR bafata ubuziranenge, ubukererwe, no kwemererwa nkibice byingenzi byingamba zo kohereza. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mugihe kimwe, gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kwiyandikisha-nyabyo hamwe nabafasha mu majwi boherejwe kuri NVIDIA GPUs ukoresheje igitabo cya NeMo
Hindura kandi ushiremo ASR aho QuartzNet ntoya yintambwe ihuye nibikoresho bibitse
Kugenzura neza kwipimisha QuartzNet kugenzura kuri domaine yihariye yamagambo nkubuvuzi cyangwa amategeko
Ihamagarwa-ryisesengura ryandika amajwi manini byihuse kandi bidahenze
Uburyo bwo Gushyira mu bikorwa
Jasper na QuartzNet ASR mubikorwa
Kwiyandikisha-nyabyo hamwe nabafasha mu majwi boherejwe kuri NVIDIA GPUs ukoresheje igitabo cya NeMo.
Kwandika-igihe-hamwe nabafasha mu majwi boherejwe kuri NVIDIA GPUs bakoresheje NeMo toolkit Amakipe ubusanzwe babona ibisubizo byiza iyo basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Jasper na QuartzNet ASR mubikorwa
Hindura kandi ushiremo ASR aho QuartzNet ntoya yintambwe ihuye nibikoresho bibitse.
Kuruhande no gushiramo ASR aho ikirenge gito cya QuartzNet gihuye nibikoresho bibujijwe kwibuka Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Jasper na QuartzNet ASR mubikorwa
Kugenzura neza kwipimisha QuartzNet kugenzura kuri domaine yihariye yamagambo nkubuvuzi cyangwa amategeko.
Kugenzura neza kugenzura QuartzNet igenzurwa ryamagambo yihariye ya domeni nkamagambo yubuvuzi cyangwa amategeko Amategeko Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Jasper na QuartzNet ASR mubikorwa
Ihamagarwa-ryisesengura ryandika amajwi manini byihuse kandi bidahenze.
Isesengura rya Call-center ryerekana amajwi manini yamajwi byihuse kandi bidahenze Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.
Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.
Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.
Igishushanyo mbonera
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.