Overview
The Conformer is a neural network block iyo inosanganisa convolution nekuzvitarisisa, inotora ese ari maviri akatsetseka-grained emunharaunda ruzha mapatani uye kureba-renji mamiriro mune imwechete layer. Yakave iyo de facto standard encoder yemamiriro-e-the-art kuzivikanwa kutaura.
Conformer Architecture inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
Yakaunzwa ne Google muna 2020, Conformer yakapindura kusawirirana kukuru mukuenzanisa kweodhiyo: kuzvidzora (kubva kuTransformers) kwakanaka pamamiriro ezvinhu epasi rose asi kuneta pamatanho emuno, akakwenenzverwa anosiyanisa foni, nepo convolutions inokunda munharaunda asi ichinetseka kuona kureba kwekutaura. Iyo Conformer block inoabatanidza pamwe chete mu 'sandwich' dhizaini: hafu-nhanho feed-mberi module, ipapo yakawanda-musoro-yega-yakatarisa module, ipapo convolution module, yozoita yechipiri hafu-nhanho feed-mberi module, ine layerization uye yakasara yekubatanidza mukati. Iyo convolution module inoshandisa zvakadzika zvakapatsanurika convolutions uye gated linear unit. Nekupindirana nekugadziriswa kwenzvimbo nepasirese mukati meblock yega yega, Conformer encoders inocheka mareti ekukanganisa kwemazwi zvakanyanya pamusoro peTransformer yakachena kana mabhenekeri emabhenji akaita seLibriSpeech.
Technical Insight
Iyo siginicha 'Macaron' chimiro chinoputira kutarisisa uye convolution pakati pezviviri zvekudyisa-mberi maseru, imwe neimwe ichipa hafu-yakayerwa yasara (iyo 0.5 chinhu), inofemerwa nekuongororwa kweTransformer FFN peya. Iyo convolution module inowanzo batanidza convolution ine GLU activation, kudzika kwakadzika convolution, batch normalization, Swish activation, uye yekupedzisira pointwise convolution - nzira inoshanda yekuenzanisira mamiriro enzvimbo pasina kuputika parameter kuverenga.
Mastering Conformer Architecture
The Conformer is a neural network block iyo inosanganisa convolution nekuzvitarisisa, inotora ese ari maviri akatsetseka-grained emunharaunda ruzha mapatani uye kureba-renji mamiriro mune imwechete layer. Yakave iyo de facto standard encoder yemamiriro-e-the-art kuzivikanwa kutaura. Conformer Architecture inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuti uvake kunzwisisa kwakadzama, bata Conformer Architecture semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Conformer Architecture 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
Kushanda seye encoder mukugadzira kutenderera ASR masisitimu kuseri kwevabatsiri vezwi uye dictation
Mamodheru ane simba eshanduro yekutaura anonyora nekushandura mutauro unotaurwa kupera kusvika kumagumo
Musana wekusimbisa mutauri uye diarization, kuratidza kuti ndiani akataura ari mumusangano
Chiitiko cheaudio uye kupatsanurwa kwenzwi, sekuona maalarm, kutaura kana mimhanzi murukova
Maitiro Ekuita
Conformer Architecture mukuita
Kushanda seye encoder mukugadzira kutenderera ASR masisitimu kuseri kwevabatsiri vezwi uye dictation.
Kushanda se encoder mukugadzira kutenderera ASR masisitimu kuseri kwevabatsiri vezwi uye ekuraira Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Conformer Architecture mukuita
Mamodheru ane simba eshanduro yekutaura anonyora nekushandura mutauro unotaurwa kupera kusvika kumagumo.
Mamodheru ane simba eshanduro yekutaura anonyora nekushandura mutauro unotaurwa kubva kumagumo kusvika kumagumo Zvikwata zvinowanzowana mibairo iri nani pazvinenge zvichitsanangudza zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekupedzisira, uye kuronda zvose zvinobudirira kubudirira uye mutengo wekukanganisa nekufamba kwenguva.
Conformer Architecture mukuita
Musana wekusimbisa mutauri uye diarization, kuratidza kuti ndiani akataura ari mumusangano.
Musana wekusimbisa mutauri uye diarization, kuona kuti ndiani akataura mumusangano Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Conformer Architecture mukuita
Chiitiko cheaudio uye kupatsanurwa kwenzwi, sekuona maalarm, kutaura kana mimhanzi murukova.
Chiitiko chekuteerera uye kupatsanura ruzha, sekuona maalarm, kutaura, kana mimhanzi murukova Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa 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.