Overview
Symbolic mimhanzi chizvarwa inogadzira mimhanzi seyakarongeka notation - manotsi, nhandare, nguva, uye nguva (kazhinji seMIDI) - kwete seyakaomeswa odhiyo. Inopa vanyori vanogadzirika, chiridzwa-agnostic kuburitsa ivo vanogona tweak noti nenoti.
Symbolic Music Generation inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
Panzvimbo pekugadzira yakapedzwa waveform, masisitimu ekufananidzira anogadzira 'chibodzwa': kutevedzana kwemanotsi ane kurira, nguva, velocity, uye nguva, kazhinji muMIDI kana piano-roll fomu. Nekuti iyo inobuda inofananidzira, inogadzirika zvizere - unogona kushandura chinyorwa chimwe chete, chinjanisa zviridzwa, transpose makiyi, kana kutambidza kune munhu anoita. Mapurojekiti anozivikanwa anosanganisira Google Magenta's MelodyRNN neMusicVAE, OpenAI's MuseNet (2019), iyo yakagadzira nziyo dzezviridzwa zvakasiyana-siyana mumhando dzakawanda, uye Anticipatory Music Transformer basa. Kutengeserana nemidziyo yekurekodhwa yakaita seSuno ndeyekuti mamodheru ekufananidzira haabudise ruzha chairwo kana manzwi echokwadi; vanoda synthesizer kana sampler kuti vanzwe. Asi ivo vanopa chaiyo, controllability, uye diki, inokurumidza inomiririra.
Technical Insight
Aya mamodheru anobata mimhanzi semutauro: zvinyorwa (kana zvinyorwa-zviitiko zvakaita se 'noti-pa', 'noti-kubvisa', nguva-shift) inova zviratidzo, uye kutevedzana modhi - kare iRNN/LSTM, zvino kazhinji Transformer - inofanotaura chiitiko chinotevera. Vamwe vanoshandisa VAE kudzidza yakatsetseka yakadzikama nzvimbo kuitira kuti ugone kududzira pakati penziyo. Nekuti kutevedzana kwekufananidzira kwakapfupika zviuru nezviuru pane mbichana waveform, mamodheru aya anodzidzisa uye anogadzira nekukurumidza kupfuura maodhiyo modhi, uye kuburitsa kwawo kunogadzirika zvakananga mune chero software yekuzivisa.
Mastering Symbolic Music Generation
Symbolic mimhanzi chizvarwa inogadzira mimhanzi seyakarongeka notation - manotsi, nhandare, nguva, uye nguva (kazhinji seMIDI) - kwete seyakaomeswa odhiyo. Inopa vanyori vanogadzirika, chiridzwa-agnostic kuburitsa ivo vanogona tweak noti nenoti. Symbolic Music Generation inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuti uvake kunzwisisa kwakadzama, bata Symbolic Music Generation semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Symbolic 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
Muimbi anoshandisa Google Magenta maturusi ekugadzira mutinhimira kana mazano anowirirana vanozogadzirisa noti nenoti muDAW.
Iyo situdhiyo yemutambo inogadzira MIDI mimhanzi yekumashure inochinjika kumutambo uye inopihwa chero chiridzwa chakaiswa.
Mimhanzi-dzidzo software auto-inogadzira kudzidzira maekisesaizi uye inoperekedza mune yakasarudzwa kiyi uye kuoma.
Mugadziri anoshandisa MuseNet-maitiro emhando kunyora akawanda-zviridzwa marongero mumarudzi ese, obva akwenenzvera nekuaronga zvakare.
Maitiro Ekuita
Symbolic Music Generation mukuita
Muimbi anoshandisa Google Magenta maturusi ekugadzira mutinhimira kana mazano anowirirana vanozogadzirisa noti nenoti muDAW.
Muimbi anoshandisa Google Magenta maturusi ekugadzira mutinhimira kana kuwirirana mazano vanozogadzirisa noti nenoti muzvikwata zveDAW vanowanzowana mibairo iri nani kana vachinge vatsanangura mabhindauko emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa pakubereka uye mutengo wekukanganisa nekufamba kwenguva.
Symbolic Music Generation mukuita
Iyo situdhiyo yemutambo inogadzira MIDI mimhanzi yekumashure inochinjika kumutambo uye inopihwa chero chiridzwa chakaiswa.
Situdhiyo yemutambo inogadzira MIDI yekumashure mimhanzi inochinjika kumutambo wemutambo uye inopihwa chero chiridzwa seti 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.
Symbolic Music Generation mukuita
Mimhanzi-dzidzo software auto-inogadzira kudzidzira maekisesaizi uye inoperekedza mune yakasarudzwa kiyi uye kuoma.
Mimhanzi-dzidzo software inogadzira otomatiki kudzidzira maekisesaizi uye kuperekedza mune yakasarudzwa kiyi uye kuomerwa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Symbolic Music Generation mukuita
Mugadziri anoshandisa MuseNet-maitiro emhando kunyora akawanda-zviridzwa marongero mumarudzi ese, obva akwenenzvera nekuaronga zvakare.
Mugadziri anoshandisa MuseNet-maitiro mamodheru kunyora akawanda-zviridzwa gadziriro mumarudzi ese, obva akwenenzvera uye nekuaronga zvakare Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo 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.