Overview
AudioGen i Meta modhi inoshandura tsananguro dzemavara kuita manzwi echokwadi ezvakatipoteredza uye zvinonzwika, se'imbwa inohukura shiri dzichirira.' Izvo zvine basa nekuti inoita kuti vagadziri vaburitse isiri-yekutaura odhiyo kubva mumutauro wakajeka, kugona kwenguva refu kusipo kubva kunogadzira AI.
AudioGen Chinyorwa-kune-Audio Synthesis inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
AudioGen, yakaburitswa ne Meta AI muna 2022, imodheru yemutauro inogadzirisa inogadzira redhiyo yakajairika (zvinonzwika, zvimiro zvemukati, mhuka uye manzwi echinhu) zvakananga kubva kune zvinyorwa zvinokurudzira. Kusiyana nemavara-kune-kutaura masisitimu, inonangana nenyika yakashata yemazuva ese ruzha. Iyo inotanga kumanikidza mbishi odhiyo kuita kutevedzana kwe discrete tokens uchishandisa neural codec (enCodec-maitiro autoencoder ine yasara vector quantization). Iyo Transformer mutauro modhi inozodzidza kufanotaura aya maodhiyo tokeni akamisikidzwa pane tsananguro yemavara encoder neakasiyana mavara encoder. Kuti uvandudze kunzwisisa kwekunyora, vanyori vakavhenganisa uye vakabatanidza maodhiyo masampuli panguva yekudzidziswa kuitira kuti modhi idzidze misanganiswa semanzwi anopindirana. AudioGen yakazove chikamu cheMeta's AudioCraft raibhurari pamwe chete neMusicGen mimhanzi modhi.
Technical Insight
AudioGen ine nhanho mbiri. Chekutanga, odhiyo autoencoder inodzidza kumepu waveforms kune compact rukova rwe discrete tokens uye kumashure. Chechipiri, Transformer inodzidziswa iine chinangwa chekuenzanisira mitauro kufanotaura tokeni inotevera yekuteerera yakapihwa matokeni akatangira pamwe nekugadzirisa mavara. Classifier-yemahara kutungamira uye akawanda-stream codebook modelling inovandudza kuvimbika uye kurongeka kwemavara. Kugadzira odhiyo kunoreva kutora ma tokens otoregressively, wobva waanyora achidzokera kune waveform ine codec.
Kubata AudioGen Chinyorwa-kune-Audio Synthesis
AudioGen i Meta modhi inoshandura tsananguro dzemavara kuita manzwi echokwadi ezvakatipoteredza uye zvinonzwika, se'imbwa inohukura shiri dzichirira.' Izvo zvine basa nekuti inoita kuti vagadziri vaburitse isiri-yekutaura odhiyo kubva mumutauro wakajeka, kugona kwenguva refu kusipo kubva kunogadzira AI. AudioGen Chinyorwa-kune-Audio Synthesis inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuvaka kunzwisisa kwakadzama, tora AudioGen Chinyorwa-ku-Audio Synthesis semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa AudioGen Chinyorwa-ku-Audio 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
Kugadzira Foley uye mhedzisiro yemafirimu nemitambo kubva kune zvinyorwa zvinokurudzira
Kugadzira ambient soundscapes (mvura, traffic, masango) yemaapplication uye maturusi ekufungisisa
Prototyping odhiyo yemapurojekiti evhidhiyo pasina marezenisi ezvitoro zvemabhuku
Kugadzira yambiro yetsika uye manzwi ekuzivisa anotsanangurwa mumutauro wakajeka
Maitiro Ekuita
AudioGen Chinyorwa-kune-Audio Synthesis mukuita
Kugadzira Foley uye mhedzisiro yemafirimu nemitambo kubva kune zvinyorwa zvinokurudzira.
Kugadzira Foley nezvinonzwika zvemafirimu nemitambo kubva kune zvinyorwa zvinokurudzira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AudioGen Chinyorwa-kune-Audio Synthesis mukuita
Kugadzira ambient soundscapes (mvura, traffic, masango) yemaapplication uye maturusi ekufungisisa.
Kugadzira ambient soundscapes (mvura, traffic, masango) yemaapps uye maturusi ekufungisisa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
AudioGen Chinyorwa-kune-Audio Synthesis mukuita
Prototyping odhiyo yemapurojekiti evhidhiyo pasina marezenisi ezvitoro zvemabhuku.
Prototyping odhiyo yemapurojekiti evhidhiyo pasina marezenisi emaraibhurari ezvitoro Zvikwata zvinowanzowana mhedzisiro iri nani kana vachitsanangura zvikumbaridzo zvemhando yepamusoro, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
AudioGen Chinyorwa-kune-Audio Synthesis mukuita
Kugadzira yambiro yetsika uye manzwi ekuzivisa anotsanangurwa mumutauro wakajeka.
Kugadzira yambiro yetsika uye manzwi echiziviso anotsanangurwa mumutauro wakajeka Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, 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.