Audio AI GUIDE

Symbolic Music Generation

Symbolic mimhanzi chizvarwa inogadzira mimhanzi seyakarongeka notation - manotsi, nhandare, nguva, uye nguva (kazhinji seMIDI) - kwete seyakaomeswa odhiyo.

2 min verengaLast update

Pfupiso

It gives composers editable, instrument-agnostic output they can tweak note by note.

Kudzika Kwakadzika

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.

Strategic Impact

Svika uye svika

Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza.

Mutengo uye bhajeti

Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki.

Kumhanya uye chiyero

Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru.

Ramangwana reSimbolic Music Generation

Chizvarwa chechiratidzo chiri kuwedzera kupetwa neodhiyo: Shanduko inonyora zvibodzwa, ipapo yemhando yepamusoro neural synthesizer kana sampler inoishandura, ichibatanidza kurongeka neruzha rwechokwadi. Tarisira kubatanidzwa kwakasimba mumaDAWs uye maturusi ezvinyorwa sevatyairi vanoratidza kuwirirana, kuzadza hurongwa, kana kuenderera mberi nerwiyo paunoda. Sezvo kutonga kunowedzera, vaimbi vangangobata inofananidzira AI seanodyidzana anoumba shamwari, ine yekufananidzira-pamwe-inonzwika pombi inovhara gaka kune studio-mhando yekubuda.

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 mamodheru kunyora akawanda-zviridzwa gadziriro mumarudzi ese, obva akwenenzvera nekuaronga zvakare.

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

1

Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare.

2

Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure.

3

Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda.

4

Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira.

Ramba Uchiongorora

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What is 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.

Chii chinobudisa chizvarwa chemimhanzi yokufananidzira?

Symbolic masisitimu anoburitsa iyo 'score' - cherechedza zviitiko zvakaita senzwi, nguva, uye nguva - kwete ruzha chairwo.

Ndeipi mukana wakakosha wekuburitsa kwekufananidzira pamusoro pekugadzira-odhiyo?

Nekuda kwekuti chinobuda chiri chiratidzo chechiratidzo, chinyorwa chega chega chinogadzirika uye chinogona kufambiswa, kuidzwa zvakare, kana kuitwa nemunhu.

Ndeipi yeiyi inonyatso zivikanwa mumhanzi kubva kuOpenAI?

MuseNet (2019) yakagadzira nziyo dzekufananidzira dzezviridzwa zvakawanda mumhando dzakawanda dzemimhanzi.

Mienzaniso yemazuva ano yekufananidzira inowanzobata sei mimhanzi computational?

Mamodheru anofananidzira anoratidza zviitiko zvenoti (senge chinyorwa-pa, nyora-kubva, nguva-chinja) uye shandisa kutevedzana modhi seTransformers kufanotaura chiitiko chinotevera.

Sei mamodheru ekufananidzira achiwanzo dzidzira uye kugadzira nekukurumidza kupfuura maodhiyo emhando dzakasvibirira?

Kutevedzana kwekufananidzira kwakanyanya compact kupfuura mamirioni emasampureti ekuteerera, saka mamodheru anoagadzirisa zvakanyanya.