Overview
MumhanziLM i Google's text-to-music modhi inogadzira maminetsi akati wandei enzwi rinoenderana kubva kutsanangudzo yakaita se'rwiyo rweviolin inodzikamisa runotsigirwa negitare risinganzwisisike.' Izvo zvine basa nekuti yakagadzirisa chimiro chemumhanzi wakareba nekumisikidza modhi mune hierarchy, inobata chizvarwa chemimhanzi senge mutauro wekuenzanisira pamusoro pemaodhiyo tokeni.
MusicLM Hierarchical Music Generation inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
Yakaziviswa ne Google Tsvagiridzo mukutanga kwa2023, MusicLM inogadzira mimhanzi yekugadzira sekufanotaura kutevedzana kwemadhidhiyo tokeni, senge modhi yemutauro inofanotaura mazwi. Iyo inoshandisa hierarchy yezviratidziro: semantic tokens (kubva pamuenzaniso unonzi w2v-BERT) inobata yakakwirira-level chimiro senge mutinhimira uye mutinhimira pamusoro penguva refu, nepo acoustic tokens (kubva kuSoundStream neural codec) inobata zvinhu zvakanaka senge timbre uye magadzirirwo. Danho rekutanga rinogadzira semantic tokens kubva kumashoko ekukurumidza, ipapo nhanho dzinozotevera dzinozadza acoustic ruzivo rwakaiswa pane iwo semantics. Mamiriro ezvinyorwa anouya kubva kuMuLM/MuLan, mimhanzi yakabatana-zvinyorwa zvakadzika zvakadzidziswa saka tsananguro uye nzvimbo yekuteerera munzvimbo imwechete. Iyi nzira yakarongwa inoita kuti MusicLM irambe ichienderana mumhanzi pamusoro pemaminetsi pane kukukurwa mushure memasekondi mashoma.
Technical Insight
Pfungwa yakakosha ndeyekubvisa chimiro kubva kune mameseji kune iyo tokeni hierarchy. Coarse semantic tokens ishoma uye inononoka-kuchinja, saka Transformer inogona kutevedzera yenguva refu fomu isina yakakura kutevedzana kureba. Acoustic tokens dzakaonda uye dzakakwirira-mwero, asi dzinongoda kufanotaurwa dzakamisikidzwa pane yakatogadziriswa semantics, ichiita kuti yega yega nhanho ibatike. SoundStream's residual vector quantization inogadzira akaturikidzana acoustic kodhi iyo yekupedzisira decoder inodzokera kumashure kuita 24 kHz waveforms.
Mastering MusicLM Hierarchical Music Generation
MumhanziLM i Google's text-to-music modhi inogadzira maminetsi akati wandei enzwi rinoenderana kubva kutsanangudzo yakaita se'rwiyo rweviolin inodzikamisa runotsigirwa negitare risinganzwisisike.' Izvo zvine basa nekuti yakagadzirisa chimiro chemumhanzi wakareba nekumisikidza modhi mune hierarchy, inobata chizvarwa chemimhanzi senge mutauro wekuenzanisira pamusoro pemaodhiyo tokeni. MusicLM Hierarchical Music Generation inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuti uvake kunzwisisa kwakadzama, tora MusicLM Hierarchical Music Generation semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, tsanangura fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa MusicLM Hierarchical Music Generation 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
Kusandura tsananguro yechiitiko chakanyorwa kuita firimu kana turera zvibodzwa, semuenzaniso. 'epic orchestral kuvaka nekwaya'
Kugadzira mimhanzi yekumashure yakamisikidzwa pane chinyorwa chemufananidzo kana kunyange pendi tsananguro yekumisikidza art
Kuwedzera rwiyo rupfupi rune ruzha kana rwemuridzo kuita hurongwa hwakakwana
Kugadzira akasiyana-siyana emimhanzi mateki panguva dzakasiyana uye mamiriro ekushambadzira uye vanogadzira zvemukati.
Maitiro Ekuita
MusicLM Hierarchical Music Generation mukuita
Kusandura tsananguro yechiitiko chakanyorwa kuita firimu kana turera zvibodzwa, semuenzaniso. 'epic orchestral kuvaka nekwaya'.
Kusandura tsananguro yechiitiko chakanyorwa kuita firimu kana turera zvibodzwa, semuenzaniso. 'epic orchestral kuvaka nekwaya' Matimu anowanzo kuwana zvibodzwa zviri nani kana vachitsanangudza mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
MusicLM Hierarchical Music Generation mukuita
Kugadzira mimhanzi yekumashure yakamisikidzwa pane chinyorwa chemufananidzo kana kunyange pendi tsananguro yekumisikidza art.
Kugadzira mimhanzi yekumashure yakamisikidzwa pane chinyorwa chemufananidzo kana kunyange kupendi tsananguro yekumisikidzwa kwehunyanzvi 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.
MusicLM Hierarchical Music Generation mukuita
Kuwedzera rwiyo rupfupi rune ruzha kana rwemuridzo kuita hurongwa hwakakwana.
Kuwedzera rwiyo rupfupi rune ruzha kana rwemuridzo mugadziriro ine chiridzwa chakazara Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengeta nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
MusicLM Hierarchical Music Generation mukuita
Kugadzira akasiyana-siyana emimhanzi mateki panguva dzakasiyana uye mamiriro ekushambadzira uye vanogadzira zvemukati.
Kugadzira akasiyana-siyana emimhanzi mateki panguva dzakasiyana uye mamiriro ekushambadzira uye evagadziri vezvemukati Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kushandisa 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.