Overview
Gating uye nzira rega neural network ishande chete zvikamu zvainoda kune yega yega yekuisa panzvimbo yekumhanyisa modhi yese nguva dzese. Iyi decouples modhi saizi kubva kumutengo wekombuta, ichigonesa mamodheru makuru anogara achikurumidza uye akachipa kumhanya.
Gating uye Routing muConditional Computation inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Conditional computation zvinoreva kuti network inoita sarudzo dzinoenderana nedata pamusoro pekuti ndeapi sub-module yekushandisa. Kadiki kakadzidzwa 'gating' kana 'router' network inotarisa pane yega yega yekupinda (kazhinji tokeni yega yega) uye inoburitsa zvibodzwa zvichisarudza 'nyanzvi' yekuitumira kwairi. Mune Musanganiswa-we-Nyanzvi (MoE) layer, makumi kana mazana ehunyanzvi sub-network aripo, asi router inotora chete yepamusoro imwe kana maviri pachiratidzo, saka nyanzvi zhinji dzinogara dzisina basa kune chero yakapihwa. Mhedzisiro iyi modhi ine hombe yakazara parameter kuverenga asi diki inoshanda kuverenga, ichipa iyo inomiririra simba rehofori modhi pamutengo wenguva yekumhanya weimwe diki zvakanyanya. Aya ndiwo maitiro akaita seSwitch Transformer, GLaM, uye akawanda emuganho mikuru mamodheru emitauro anokwira kusvika kumatiririyoni emaparamita zvinokwanisika.
Technical Insight
Iyo router inowanzo enzanisa softmax pamusoro penyanzvi uye inosarudza yepamusoro-k, yobva yabatanidza zvavanobuda zvakayerwa negedhi zvibodzwa. Dambudziko nderekuyera kuyera: ma routers anowanzo kufarira nyanzvi shoma, achisiya vamwe vasina kudzidziswa. Kudzidzira saka kunowedzera kurasikirwa kwekuremerwa-yekuyeresa kuparadzira tokeni zvakaenzana, pamwe nemiganhu yesimba inodonha kana kudzoreredza matokeni ekufashukira. Nekuti kumusoro-k kusarudzwa kwakasarudzika uye kusingasiyanise, gradients inoyerera chete kuburikidza nenyanzvi dzakasarudzwa uye uremu hwemagedhi.
Mastering Gating uye Routing muConditional Computation
Gating uye nzira rega neural network ishande chete zvikamu zvainoda kune yega yega yekuisa panzvimbo yekumhanyisa modhi yese nguva dzese. Iyi decouples modhi saizi kubva kumutengo wekombuta, ichigonesa mamodheru makuru anogara achikurumidza uye akachipa kumhanya. Gating uye Routing muConditional Computation inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuvaka kunzwisisa kwakadzama, tora Gating uye Routing muConditional Computation semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo system inogona kuita nekuvimbika kubva kune ichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Gating uye Routing muConditional Computation inogadzirisa zvivakwa, data, uye sarudzo dzezvivakwa zvinopesana nekuvimbika uye mutengo. 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.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. 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
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. 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
Iyo Switch Transformer inoendesa chiratidzo chega chega kune imwe nyanzvi, ichikwira kusvika patrillion paramita uchichengeta per-tokeni komputa yakaderera.
Frontier mahombe emitauro mamodheru anoshandisa Musanganiswa-we-Nyanzvi akaturikidzana saka chikamu chidiki chehuremu chinomutsa pachiratidzo.
Ekasi-yekubuda mapikicha anomira pane isina kudzika yemifananidzo iri nyore uye anomhanya zvakadzika kune yakaoma chete.
Mamodheru emitauro yakawanda ayo ma routers anodzidza kutumira ma tokens kubva kumitauro yakasiyana kune akasiyana nyanzvi nyanzvi.
Maitiro Ekuita
Gating uye Routing muConditional Computation mukuita
Iyo Switch Transformer inoendesa chiratidzo chega chega kune imwe nyanzvi, ichikwira kusvika patrillion paramita uchichengeta per-tokeni komputa yakaderera.
Iyo Switch Transformer inoendesa chiratidzo chega chega kune imwe nyanzvi, ichikwira kusvika patiririyoni paramita uchichengeta per-tokeni komputa yakaderera Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Gating uye Routing muConditional Computation mukuita
Frontier mahombe emitauro mamodheru anoshandisa Musanganiswa-we-Nyanzvi akaturikidzana saka chikamu chidiki chehuremu chinomutsa pachiratidzo.
Frontier mahombe emitauro mamodheru anoshandisa Musanganiswa-we-Nyanzvi akaturikidzana saka chikamu chidiki chete chehuremu chinobatisa pane tokeni 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.
Gating uye Routing muConditional Computation mukuita
Ekasi-yekubuda mapikicha anomira pane isina kudzika yemifananidzo iri nyore uye anomhanya zvakadzika kune yakaoma chete.
Yekutanga-yekubuda yemifananidzo classifiers inomira pane isina kudzika yemifananidzo iri nyore uye inomhanya zvakadzika chete kune yakaoma 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.
Gating uye Routing muConditional Computation mukuita
Mamodheru emitauro yakawanda ayo ma routers anodzidza kutumira ma tokens kubva kumitauro yakasiyana kune akasiyana nyanzvi nyanzvi.
Mamodheru emitauro yakawanda ane ma routers anodzidza kutumira ma tokens kubva kumitauro yakasiyana kune nyanzvi dzakasiyana siyana 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.
Njodzi & Guardrails
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.