Résumé
Residual vector quantization (RVQ) mooy pexem biy soppi embedding audio yu wéy yi ci stack bu dëgër bu kode diskret ci di baamtu njuumte yi des. Dafa am solo ndax mooy motër bi ci ginaaw codec neuronal yu bees yu melni SoundStream ak EnCodec ak tokenizer ngir audio buy defar.
Residual Vector Quantization mingi toog ci biir liggéeyu audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media.
Plongeur bu xóot
Vecteur plain quantisation (VQ) dafay wecci vecteur bu wéy ak duggal bi gëna jege ci benn codebook buñ jàng, waaye benn codebook bu doy ngir am kalite bu kawe dina soxla limu duggal yu bari ci astronomie. RVQ dafay saafara jafe-jafe yii ci boole ay téere kode yu ndaw. Téere kode bu njëkk bi dafay defar ap xayma bu ñaw; Danga koy dindi ngir am njuumte bu des, nga xayma residu bi ak ñaareelu téere kode, nga dindiwaat ko, nga wéyal N etape. Kod bi mujj mooy limu indices yiñ tànn ci bépp etap, ba noppi tabaxaat bi mooy limu vecteur codebook yiñ tànn yépp. Loolu dafay factorizé ab codebook bu rëy ci ay yu ndaw yu bari, dagg memory bi ak calcul bi ci di bàyyi bitrate scale ci jëfandikoo etape yu bari wala yu néew. Quantizer dropout ci diiru tàggat yaram dafay tax codebooks yu njëkk ya yor xibaar bu gëna bari, may kalite bu baax.
Gis-gis xarala
Bépp etap dafay def seetlu dëkkandoo bi gëna jege ci kaw téere kode bi ci residual bi fi nekk, te téere kode yi dañu leen di jàng ak yeesal exponentiel-moving-moyenne boole ci ñàkka def liggéey bi, suko defee génnug encoder bi des ci wetu duggal yiñ tànn. Ak M etap yu K duggal bu nekk, RVQ dafay màndargaal K-to-the-M combinaisons yu am solo yu jëfandikoo M yoon K vecteur yuñ denc ak M yoon log2(K) bits ci kaadar bu nekk, di gëna xéewale benn codebook bu mag.
Xam limu vecteur residuel yi
Residual vector quantization (RVQ) mooy pexem biy soppi embedding audio yu wéy yi ci stack bu dëgër bu kode diskret ci di baamtu njuumte yi des. Dafa am solo ndax mooy motër bi ci ginaaw codec neuronal yu bees yu melni SoundStream ak EnCodec ak tokenizer ngir audio buy defar. Residual Vector Quantization mingi toog ci biir liggéeyu audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media. Ngir tabax xam-xam bu xóot, jàppal Residual Vector Quantization ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo Residual Vector Quantization dañuy jàppee kalite, latency, ak nangu ni cër yu am solo ci pexem dugal. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jamano jooju, risku jëfandikoo Baat bu baaxul ak niru ak nit dafay gëna yokk sudee nanguwul. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Encodec ak DAC
Defar ay token audio yu bari yu AudioLM ak MusicLM defar ci kaw
Yokkateg bitrate codec bi yéeg wala wàcci ci aktive etape quantizer yu bari wala yu néew
Komprime embeddings dimension yu kawe ci sistemu seet ak dencukaay di jëfandikoo téere kode yuñ dajale
Modèlu jëfandikoo
Vecteur residual ci jëfandikoo
Xaarandi encodeur yiñ dugal ci biir SoundStream, EnCodec ak kodek neuronal DAC.
Discretizing encoder embeddings ci biir SoundStream, EnCodec, ak DAC neural codecs Teams yi dañuy faral di am njariñ yu gëna baax suñu joxe ay leeral ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Vecteur residual ci jëfandikoo
Defar ay token audio yu bari yu AudioLM ak MusicLM defar ci kaw.
Defar ay token audio yu layered yu AudioLM ak MusicLM defar ci kaw Teams yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Vecteur residual ci jëfandikoo
Yokkateg bitrate codec bi yéeg wala wàcci ci aktive etape quantizer yu bari wala yu néew.
Scaling bitrate codec ci kaw wala ci suuf ci aktive lu gëna bari wala lu néew ci etape quantizer yi Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Vecteur residual ci jëfandikoo
Komprime ay embedding yu am dimension yu kawe ci sistemu seet ak dencukaay di jëfandikoo téere kode yuñ dajale.
Komprime embeddings dimensionnel yu kawe ci sistemu recuperation ak dencukaay jëfandikoo codebooks stacked Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Risk yi ak balustrade yi
Jëfandikoo baat ci anam wu jaarul yoon ak niru ak nit dafay gëna yokk sudee nanguwul.
Jaar-jaar mën na wàññeeku ci aksan yi, dialect yi wala barab yu bari xumbaay.
Audio synthetik mën nañu ko jaawale ak wax ju dëggu sudee amul etiket bu leer.
Roadmap ngir samp gi
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko.
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Mandargal kañ la nit wara xoolaat wala nangu ay génne.
Mandargal kañ la nit wara xoolaat wala nangu ay génne. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.