Overview
VITS imhando yemavara-kune-kutaura modhi inoshandura mavara akananga kuita mawaidhi eodhiyo yakasvibira mune imwechete yakadzidziswa sisitimu, kusvetuka yakajairika-matanho maviri pombi. Nekubatanidza fungidziro yekusiyana nekudzidziswa kweanopikisa, inoburitsa zvinoshamisa, kutaura kunonzwisisika.
VITS End-to-End Speech Synthesis inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
VITS (Variational Inference nekudzidza kweanopikisa kwekupedzisira-kusvika-kumagumo Chinyorwa-ku-Kutaura), yakaunzwa naKim, Kong, uye Mwanakomana muna 2021, inosanganisa mazano matatu ayo masisitimu echikuru akaramba akaparadzana. A conditional variational autoencoder (VAE) inodzidza kumiririrwa kwekutaura, normalizing kuyerera kunoita kuti kuparadzirwa kwacho kugone kuchinjika zvakakwana kuti itore yakanaka acoustic tsanangudzo, uye GAN-maitiro anosarura anosundidzira akagadzirwa waveform kuenda kune realism. Zvine hutsinye, VITS inodzidzisa acoustic modhi uye vocoder pamwe chete kwete sematanho maviri, kubvisa kusawirirana kunosvibisa kunaka kana ma module akadzidziswa zvakasiyana. Inosumawo stochastic duration predictor, saka mutsara mumwechete unogona kutaurwa zvakasiyana, zvisikwa-zvinonzwika rhythms nguva imwe neimwe.
Technical Insight
VITS inogadzirisa dambudziko rekugadzirisa neMonotonic Alignment Search (MAS), iyo inowana mepu yakanakisa pakati pemavara tokeni uye maodhiyo mafuremu panguva yekudzidziswa pasina ekunze anogadzirisa. Iyo VAE posterior inoverengerwa kubva kune chaiyo odhiyo, nepo yekutanga yakamisikidzwa pamavara inoumbwazve neyakajairwa inoyerera kuti ienderane nayo. Pakunongedza, iwe unoyedza kubva pane zvinyorwa zvisati zvaitika uye decode zvakananga kune waveform, saka hapana yakaparadzana mel-spectrogram uye hapana yakaparadzana vocoder inodiwa.
Mastering VITS Kupera-kusvika-Kugumisa Kutaura Synthesis
VITS imhando yemavara-kune-kutaura modhi inoshandura mavara akananga kuita mawaidhi eodhiyo yakasvibira mune imwechete yakadzidziswa sisitimu, kusvetuka yakajairika-matanho maviri pombi. Nekubatanidza fungidziro yekusiyana nekudzidziswa kweanopikisa, inoburitsa zvinoshamisa, kutaura kunonzwisisika. VITS End-to-End Speech Synthesis inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuti uvake kunzwisisa kwakadzama, bata VITS End-to-End Speech Synthesis semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa VITS End-to-End Speech Synthesis zvinobata mhando, latency, uye mvumo sezvikamu zvakakosha zvakaenzana zvehurongwa hwekuendesa. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza. Panguva imwecheteyo, kusashandiswa kweIzwi zvisizvo uye njodzi dzekuedzesera dzinowedzera kana chibvumirano chisipo. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza.
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki.
Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru.
Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Coqui TTS inotakura VITS-yakavakirwa modhi iyo vanogadzira-tune kutevedzera chaiyo inzwi remutauri wemabhuku ekuteerera.
Vhura-sosi vabatsiri vezwi paRaspberry Pi-kirasi hardware shandisa compact VITS modhi kune yakazara kunze kwepamhepo kubuda kwekutaura.
Mutauro-kudzidza maapplication anogadzira echisikigo mataurirwo emhando vachishandisa mitauro yakawanda VITS akasiyana seYakoTTS.
Indie mutambo masitudiyo anogadzira akasiyana NPC nhaurirano mitsara, achitsamira pane stochastic nguva yekufanotaura kweisina-robotic rhythm.
Maitiro Ekuita
VITS End-to-End Speech Synthesis mukuita
Coqui TTS inotakura VITS-yakavakirwa modhi iyo vanogadzira-tune kutevedzera chaiyo inzwi remutauri wemabhuku ekuteerera.
Coqui TTS inotakura VITS-yakavakirwa modhi iyo vanogadzira-tune kuti vatevedzere izwi remutauri wemabhuku ekuteerera Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
VITS End-to-End Speech Synthesis mukuita
Vhura-sosi vabatsiri vezwi paRaspberry Pi-kirasi hardware shandisa compact VITS modhi kune yakazara kunze kwepamhepo kubuda kwekutaura.
Vhura-sosi vabatsiri vezwi paRaspberry Pi-kirasi hardware vanoshandisa compact VITS modhi yeyakazara yekutaura isina mhepo inobuda Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
VITS End-to-End Speech Synthesis mukuita
Mutauro-kudzidza maapplication anogadzira echisikigo mataurirwo emhando vachishandisa mitauro yakawanda VITS akasiyana seYakoTTS.
Mapurogiramu ekudzidza mitauro anogadzira mataurirwo echisikigo mataurirwo emhando achishandisa mitauro yakawanda VITS akasiyana seMatimu eYouTTS anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
VITS End-to-End Speech Synthesis mukuita
Indie mutambo masitudiyo anogadzira akasiyana NPC nhaurirano mitsara, achitsamira pane stochastic nguva yekufanotaura kweisina-robotic rhythm.
Indie mutambo masitudiyo anogadzira akasiyana NPC nhaurirano mitsara, achitsamira pane stochastic nguva yekufungidzira kune isiri-robhoti rhythm Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kusashandisa izwi zvisizvo uye njodzi dzekuedzesera dzinowedzera kana chibvumirano chisipo.
Kururama kunogona kudonha mumitauro, mataurirwo, kana nharaunda dzine ruzha.
Synthetic audio inogona kukanganisa kutaura kwechokwadi isina mavara akajeka.
Implementation Roadmap
Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare.
Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure.
Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda.
Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira.
Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.