Overview
Jasper neQuartzNet ndiwo maNVIDIA ekupedzisira-kusvika-kumagumo convolutional yekuziva matauriro, neQuartzNet iri idiki zvinoshamisa, inobudirira dhizaini yeJasper. Ivo vane basa rekuratidza maitiro ekuwana chokwadi chakasimba nemaparamita mashoma, akanakira kutumirwa.
Jasper uye QuartzNet ASR inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
Jasper (Imwe Ingori Imwe Kuziva Kutaura), yakaburitswa naNVIDIA muna 2019, yakadzika 1D convolutional network, inosvika makumi mashanu nemana akaturikidzana, ayo anoisa mepu mel-spectrogram maficha kune mavara anoshandisa CTC kurasikirwa. Yakaunza dhizaini residual yekubatanidza kuitira kuti magradients afambe zvakachena kuburikidza nedzakadzika stacks. QuartzNet, yakaburitswa gore rimwe chetero, yakachengeta Jasper's block chimiro asi yakatsiva yakajairwa convolutions neyenguva-chani inoparadzaniswa convolutions, kupatsanura imwe neimwe sefa kuita yakadzama yenguva convolution uye inonongedza nzira yekusanganisa nhanho. Iyi factorization yakadzikisa maparamendi kubva kuJasper angangoita 333 miriyoni pasi kusvika kunosvika miriyoni gumi nemapfumbamwe uku ichienderana nekurongeka paLibrispeech. Zvikepe zvese zviri muNVIDIA's NeMo toolkit uye zvakagadzirirwa kukurumidza kudzidziswa kweGPU uye chaiyo-nguva inference, zvichiita kuti zvive zvakakurumbira zvivharo zvekuvaka zvekugadzira ASR.
Technical Insight
Kuita kweQuartzNet kunouya kubva kunguva-chiteshi chinopatsanurika convolutions, iyo pfungwa imwechete kuseri kweMobileNet. Yakajairika 1D convolution inosanganisa nguva nemachaneli pamwechete, ichidhura K nguva C-munguva C-out uremu. Kuipatsanura kuita yakadzama convolution nekufamba kwenguva pamwe ne1x1 pointwise convolution pamusoro pezviteshi kunoderedza paramita kusvika K nguva C pamwe neC-munguva C-out. Yakaturikidzwa mumabhururu akasara uye yakadzidziswa neCTC, izvi zvinopa pedyo-Jasper kunyatsoita pachidimbu chesaizi yemuenzaniso uye compute.
Mastering Jasper uye QuartzNet ASR
Jasper neQuartzNet ndiwo maNVIDIA ekupedzisira-kusvika-kumagumo convolutional yekuziva matauriro, neQuartzNet iri idiki zvinoshamisa, inobudirira dhizaini yeJasper. Ivo vane basa rekuratidza maitiro ekuwana chokwadi chakasimba nemaparamita mashoma, akanakira kutumirwa. Jasper uye QuartzNet ASR inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuvaka kunzwisisa kwakadzama, bata Jasper neQuartzNet ASR 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 Jasper neQuartzNet ASR 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
Chaiyo-nguva yekunyora uye vabatsiri vezwi vakaiswa paNVIDIA GPUs kuburikidza neNeMo toolkit
Edge uye yakamisikidzwa ASR uko QuartzNet diki tsoka inokodzera ndangariro-dzinomanikidzirwa zvishandiso
Kunyatsogadzirisa-yakadzidziswa QuartzNet yekutarisa yedomasi-chaiyo mazwi senge zvekurapa kana zvemutemo mazwi.
Call-center analytics inonyora mavhoriyamu makuru eodhiyo nekukurumidza uye zvine mutengo
Maitiro Ekuita
Jasper uye QuartzNet ASR mukuita
Chaiyo-nguva yekunyora uye vabatsiri vezwi vakaiswa paNVIDIA GPUs kuburikidza neNeMo toolkit.
Real-time transcription uye vabatsiri vezwi vakaiswa paNVIDIA GPUs kuburikidza neNeMo toolkit Matimu anowanzo kuwana mhedzisiro iri nani kana vachitsanangudza zvikumbaridzo kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Jasper uye QuartzNet ASR mukuita
Edge uye yakamisikidzwa ASR uko QuartzNet diki tsoka inokodzera ndangariro-dzinomanikidzirwa zvishandiso.
Edge uye yakamisikidzwa ASR uko QuartzNet diki tsoka inokodzera ndangariro-inomanikidzirwa zvishandiso Matimu anowanzo kuwana zvirinani zvibodzwa kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Jasper uye QuartzNet ASR mukuita
Kunyatsogadzirisa kwakadzidziswa QuartzNet yekutarisa yedomasi-chaiyo mazwi senge zvekurapa kana zvemutemo mazwi.
Kugadziridza kwakafanodzidziswa QuartzNet yekutarisa yedomasi-chaiwo mazwi senge zvekurapa kana zviri pamutemo 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.
Jasper uye QuartzNet ASR mukuita
Call-center analytics inonyora mavhoriyamu makuru eodhiyo nekukurumidza uye zvine mutengo.
Call-center analytics inonyora mavhoriyamu makuru eodhiyo nekukurumidza uye zvinodhura-Zvine mutengo 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.
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.