Incamake
Wav2Letter ni sisitemu yo kumenyekanisha imvugo iherezo-iherezo kuva kuri Facebook AI yakoresheje imiyoboro ihamye gusa, ntisubire. Byari bifite akamaro nkuburyo bwihuse, bworoshye bwerekanaga CNNs yonyine ishobora kwandukura imvugo kurushanwa.
Wav2Letter Convolutional ASR yicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.
Kwibira cyane
Wav2Letter yatangijwe nubushakashatsi bwa Facebook AI mu 2016, yavuye muburyo bwiganje kandi bushingiye kuri HMM yishingikiriza rwose kumiyoboro yimitsi ihuza amakarita yerekana amajwi inyuguti (inyuguti), bityo izina. Ubusanzwe yatojwe hamwe na AutoSegCriterion yihariye (ASG) igihombo, ubundi buryo bworoshye kubihombo bisanzwe CTC yataye ikimenyetso cyubusa hamwe nicyitegererezo cyinzandiko. Byanditswe muri C ++ ukoresheje Flashlight / ArrayFire inyuma, byakozwe muburyo bwihuse kuri CPU na GPU. Inyandiko zanyuma, Wav2Letter ++ hamwe nuburyo bwuzuye bwo kwemeza, byapimye kuri datasets nini kandi bigera ku gipimo cyamakosa yamagambo kuri Librispeech. Igishushanyo cyacyo gusa cyashushanyaga cyane kandi kigereranywa na decodeur ya RNN ikurikiranye.
Ubushishozi
Wav2Letter ikusanya 1D ihindagurika ryigihe gito hejuru yimiterere ya acoustic, hamwe na buri cyiciro cyagura umurima wakira kuburyo ibice byimbitse bifata imiterere ndende ntisubire. Kuberako imyanzuro itunganya igihe cyose intambwe ibangikanye, imyitozo no gufata umwanzuro byihuse. Igihombo cyumwimerere ASG isa na CTC ariko ikuraho ikimenyetso cyambaye ubusa kandi ikongeramo amanota yinzandiko-yinzibacyuho yerekana amanota, ikabyara ibipimo bitandukanye bitandukanye bikurikirana bihuza amajwi-ahinduranya amajwi n'amajwi asohoka nta kirango kirimo.
Kumenya Wav2Inyandiko Yemeza ASR
Wav2Letter ni sisitemu yo kumenyekanisha imvugo iherezo-iherezo kuva kuri Facebook AI yakoresheje imiyoboro ihamye gusa, ntisubire. Byari bifite akamaro nkuburyo bwihuse, bworoshye bwerekanaga CNNs yonyine ishobora kwandukura imvugo kurushanwa. Wav2Letter Convolutional ASR yicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugirango wubake byimbitse, fata Wav2Letter Convolutional 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 Wav2Letter Convolutional ASR ifata 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
Igihe-nyacyo cyo kwandukura aho gutinda-gutinda, kugereranya kugereranya bifite agaciro kuruta ingingo nke zukuri
Kumashini cyangwa CPU imenyekanisha imvugo idashobora kugura decoder ziremereye
Ibyingenzi byubushakashatsi ugereranya ASR yemewe na RNN hamwe na sisitemu ya transformateur kuri Librispeech
Gukora nkibishingiro byububiko bwibitabo bya Flashlight ya Facebook hanyuma moderi ya wav2vec
Uburyo bwo Gushyira mu bikorwa
Wav2Inyandiko Yemeza ASR mubikorwa
Igihe-nyacyo cyo kwandukura aho gutinda-gutinda, kugereranya kugereranya bifite agaciro kuruta ingingo nke zukuri.
Kwandukura-igihe nyacyo aho gutinda-gutinda, kugereranya bifitanye isano bifite agaciro kuruta amanota make yukuri Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Wav2Inyandiko Yemeza ASR mubikorwa
Kuri-igikoresho cyangwa CPU imenyekanisha imvugo idashobora kugura decoder ziremereye.
Kumenyekanisha-kubikoresho cyangwa CPU-imenyekanisha imvugo idashobora kwigurira decoders iremereye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Wav2Inyandiko Yemeza ASR mubikorwa
Ibyingenzi byubushakashatsi ugereranya ASR yemewe na RNN hamwe na sisitemu ya transformateur kuri Librispeech.
Ibyingenzi byubushakashatsi ugereranya ASR yemeza na RNN hamwe na sisitemu ya transformateur kumakipe ya Librispeech mubusanzwe ibona umusaruro ushimishije mugihe basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Wav2Inyandiko Yemeza ASR mubikorwa
Gukora nkibishingiro byububiko bwibitabo bya Flashlight ya Facebook hanyuma moderi ya wav2vec.
Gukora nkibishingiro byububiko bwibitabo bya Flashlight ya Facebook hanyuma nyuma ya moderi ya wav2vec Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.