Audio AI JAGORA

WaveGlow-Tsarin Vocoder

WaveGlow shine vocoder na tushen jijiya daga NVIDIA wanda ke haɗa nau'ikan kalaman magana daga mel-spectrograms a cikin wucewa ɗaya ba tare da jujjuyawar kai ba.

Dubawa

WaveGlow shine vocoder na tushen jijiya daga NVIDIA wanda ke haɗa nau'ikan kalaman magana daga mel-spectrograms a cikin wucewa ɗaya ba tare da jujjuyawar kai ba. Yana da mahimmanci saboda yana ba da sauti mai inganci cikin sauri fiye da ainihin lokacin ta amfani da hasara mai sauƙi kawai.

WaveGlow Flow-Based Vocoder yana zaune a cikin ayyukan audio-AI wanda ke canza magana, kiɗa, da sauti don sadarwa, samun dama, da samar da kafofin watsa labarai.

Zurfafa nutsewa

WaveGlow, wanda Prenger, Valle, da Catanzaro suka fitar a NVIDIA a cikin 2018, ya haɗu da ra'ayoyi daga Glow da WaveNet don gina vocoder wanda ke da sauri da sauƙin horarwa. Ba kamar GAN vocoders ba, yana gudana ne mai daidaitawa: yana koyon taswirar da ba za a iya jujjuyawa ba tsakanin sauƙin rarraba Gaussian da siginar sauti mai jiwuwa, mai sharadi akan mel-spectrogram. Horowa yana haɓaka ainihin yuwuwar log ɗin bayanai, don haka baya buƙatar wani keɓantaccen mai wariya, babu jujjuyawar kai-da-kai, kuma babu rarrabuwar kawuna na malami-dalibi na hanyar sadarwa guda biyu waɗanda a baya a layi daya hanyoyin WaveNet ke buƙata. Don samar da sauti kuna gwada hayaniyar Gaussian kuma ku gudanar da hanyar sadarwa mara jujjuyawa a baya. WaveGlow yana samar da magana mai inganci kwatankwacin WaveNet yayin da yake haɗawa da sauri fiye da ainihin lokaci akan GPU na zamani.

Fahimtar Fasaha

WaveGlow yana tara matakan kwarara marar jujjuyawa, kowanne yana haɗa layin haɗin gwiwa tare da jujjuyawar juzu'i 1x1 da aka aro daga Glow. Ana haɗa samfuran sauti zuwa vectors ta hanyar matsi don haka yadudduka na iya canza su da kyau. Domin kowane mataki baya juyewa, jagorar gaba tana ƙididdige yuwuwar horo da taswirorin juyar da amo zuwa sauti don tunani. Cibiyoyin sadarwa guda ɗaya da makasudin yiwuwar log ɗin mara kyau ɗaya sun sa horo ya zama mai karko da sauƙi.

Ƙwaƙwalwar WaveGlow-Tsarin Vocoder

WaveGlow shine vocoder na tushen jijiya daga NVIDIA wanda ke haɗa nau'ikan kalaman magana daga mel-spectrograms a cikin wucewa ɗaya ba tare da jujjuyawar kai ba. Yana da mahimmanci saboda yana ba da sauti mai inganci cikin sauri fiye da ainihin lokacin ta amfani da hasara mai sauƙi kawai. WaveGlow Flow-Based Vocoder yana zaune a cikin ayyukan audio-AI wanda ke canza magana, kiɗa, da sauti don sadarwa, samun dama, da samar da kafofin watsa labarai. Don gina zurfin fahimta, bi WaveGlow Flow-Based Vocoder a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.

A aikace, ƙungiyoyi masu ƙarfi da ke amfani da WaveGlow Flow-Based Vocoder suna ɗaukar inganci, jinkiri, da yarda a matsayin daidai mahimman sassa na dabarun turawa. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.

Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya. A lokaci guda, rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.

Dabarun Tasiri

Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya.

Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi.

Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni.

Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

Makomar WaveGlow Tushen Vocoder

WaveGlow ya nuna cewa masu amfani da sauti masu tsafta na iya yin hamayya da ingancin autoregressive, suna tasiri daga baya kwarara da samfuran sauti masu dacewa. Sauƙin sa na asarar guda ɗaya ya kasance mai ban sha'awa, kodayake GAN vocoders kamar HiFi-GAN yanzu galibi suna cin nasara akan girma da sauri. Neman gaba, tushen kwarara da ra'ayoyin da suka dace suna sake farfadowa a cikin watsawa na zamani-kusa da TTS, da kuma WaveGlow-style invertible designs ci gaba da sanar da bincike a kan ainihin-yiwuwar, sarrafawa, da ingantaccen tsarin igiyar ruwa.

Aiwatar da Gaskiyar Duniya

Haɗa tare da Tacotron 2 a cikin bututun TTS na NVIDIA don samar da ingantaccen magana mai inganci

Haɗawar magana mai sauri na GPU don ba da labari, ɗab'i, da ayyukan ƙirƙirar abun ciki

Samar da horo da sauti na demo a cikin bincike inda aka fi son kwanciyar hankali, horarwar asara guda ɗaya

Fitowar murya ta gaske-lokaci a cikin tsarin mu'amala da ke gudana akan kayan aikin NVIDIA

Hanyoyin Aiwatarwa

WaveGlow Vocoder na tushen Flow a aikace

Haɗa tare da Tacotron 2 a cikin bututun TTS na NVIDIA don samar da ingantaccen magana mai inganci.

Haɗin kai tare da Tacotron 2 a cikin bututun TTS na NVIDIA don samar da ingantattun maganganun magana na ɗabi'a yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

WaveGlow Vocoder na tushen Flow a aikace

Haɗawar magana mai sauri na GPU don ba da labari, ɗab'i, da ayyukan ƙirƙirar abun ciki.

Haɗin magana mai sauri na GPU don ba da labari, dubbing, da ƙirƙirar abun ciki yana gudana Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.

WaveGlow Vocoder na tushen Flow a aikace

Samar da horo da sauti na demo a cikin bincike inda aka fi son kwanciyar hankali, horarwar asara guda ɗaya.

Samar da horarwa da sauti na demo a cikin bincike inda aka fi son kwanciyar hankali, horarwar asara guda ɗaya Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararrakin ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

WaveGlow Vocoder na tushen Flow a aikace

Fitowar murya ta gaske-lokaci a cikin tsarin mu'amala da ke gudana akan kayan aikin NVIDIA.

Fitowar murya na ainihin-lokaci a cikin tsarin hulɗar da ke gudana akan Ƙungiyoyin kayan aikin NVIDIA yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

Hatsari & Tsare-tsare

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Rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini.

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Daidaituwa na iya faɗuwa cikin lafuzza, yaruka, ko mahalli masu hayaniya.

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Ana iya kuskuren sauti na roba don ingantacciyar magana ba tare da bayyananniyar lakabi ba.

Taswirar Hanya

1

Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani.

Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.

2

Gwajin ingantattun masu magana daban-daban da yanayin baya.

Gwajin ingantattun masu magana daban-daban da yanayin baya. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.

3

Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar.

Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.

4

Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi.

Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.

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