UMHLAHLANDLELA Wobuchwepheshe

I-Gating kanye Nomzila ku-Computation enemibandela

I-Gating kanye nomzila kuvumela inethiwekhi ye-neural ukuthi isebenze kuphela izingxenye ezidingayo kokokufaka ngakunye esikhundleni sokusebenzisa yonke imodeli ngaso sonke isikhathi.

Uhlolojikelele

I-Gating and Routing in Conditional Computation ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.

I-Deep Dive

Ukubala okunemibandela kusho ukuthi inethiwekhi yenza izinqumo ezincike kudatha mayelana nokuthi yimaphi amamojula amancane azosetshenziswa. Inethiwekhi encane efundiwe 'yokugawula' noma 'yerutha' ibheka okokufaka ngakunye (ngokuvamile ithokheni ngayinye) futhi ikhiqize amaphuzu ngokukhetha 'uchwepheshe' ozoyithumela kubo. Kusendlalelo se-Mixture-of-Experts (i-MoE), inqwaba noma amakhulu amanethiwekhi angaphansi ochwepheshe akhona, kodwa i-router ikhetha kuphela phezulu eyodwa noma ezimbili ngethokheni ngayinye, ngakho ochwepheshe abaningi bahlala bengenzi lutho kunoma yikuphi okokufaka okunikeziwe. Umphumela uba imodeli enesibalo esikhulu sepharamitha esiphelele kodwa isibalo esincane esisebenzayo, esinikeza amandla okumela emodeli enkulukazi ngezindleko zesikhathi sokusebenza zencane kakhulu. Lena yindlela amamodeli afana ne-Switch Transformer, i-GLaM, kanye namamodeli amaningi ezilimi ezinkulu afinyelela ezigidini zezigidi zamapharamitha ngendlela ethengekayo.

I-Technical Insight

I-router ngokuvamile ibala i-softmax ngaphezu kochwepheshe bese ikhetha i-top-k, bese ihlanganisa okuphumayo kwayo okukalwe ngezikolo zesango. Inselele ukulinganisa umthwalo: amarutha avame ukuthanda ochwepheshe abambalwa, ashiye abanye bengaqeqeshiwe. Ngakho-ke ukuqeqeshwa kwengeza ukulahlekelwa kokulinganisela komthwalo okusizayo ukuze kusabalalise amathokheni ngokulinganayo, kanye nemikhawulo yamandla eyehlayo noma ehambisa kabusha amathokheni okuchichima. Ngenxa yokuthi ukukhethwa kwe-top-k kucacile futhi akuhlukanisi, ama-gradient ageleza kuphela kochwepheshe abakhethiwe nezisindo zabo zesango.

I-Mastering Gating kanye Nomzila kuComputation enemibandela

I-Gating kanye nomzila kuvumela inethiwekhi ye-neural ukuthi isebenze kuphela izingxenye ezidingayo kokokufaka ngakunye esikhundleni sokusebenzisa yonke imodeli ngaso sonke isikhathi. Lokhu kwehlisa usayizi wemodeli kusukela kuzindleko zokubala, okuvumela amamodeli amakhulu ahlala eshesha futhi eshibhile ukusebenzisa. I-Gating and Routing in Conditional Computation ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Gating and Routing in Conditional Computation njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.

Empeleni, amaqembu aqinile asebenzisa i-Gating and Routing in Conditional Computation alungiselela izakhiwo, idatha, nokukhetha kwengqalasizinda ngokumelene nokuthembeka nezindleko. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.

Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ngesikhathi esifanayo, Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.

I-Strategic Impact

Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.

Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.

Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.

Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.

Ikusasa Le-Gating kanye Nomzila Ekubalweni Okunemibandela

I-Sparse gating manje isiwumgogodla wamamodeli omngcele wokukala, futhi inkambiso ibheke kochwepheshe abacolisekile, amarutha ahlakaniphe kakhulu, kanye nomzila ezendlalelo eziningi. Lindela amasu angcono okuqeqeshwa okuzinzile, ukunciphisa ukuxhumana phezulu lapho ochwepheshe besatshalaliswa kuma-accelerator amaningi, kanye nokuhlaziya 'kochwepheshe' ukuze uqonde ukuthi uchwepheshe ngamunye ufunda ini. Ukubala okunemibandela nakho kusabalala ngale kwe-MoE kuya kumanethiwekhi okuphuma ngaphambi kwesikhathi kanye namamodeli ajula ashukumisayo achitha ukubala okwengeziwe kuphela kokufakwayo okunzima.

Ukuqaliswa Komhlaba Wangempela

I-Switch Transformer iqondisa ithokheni ngayinye kuchwepheshe oyedwa, ifinyelela kumapharamitha angaphezu kwethriliyoni kuyilapho igcina ikhompuyutha yethokheni ngayinye iphansi.

Amamodeli olimi amakhulu aseFrontier asebenzisa izendlalelo ze-Mixture-of-Experts ngakho-ke ingxenyana yesisindo evula ithokheni ngayinye.

Izihlungi zezithombe eziphuma ngaphambi kwesikhathi ezima kusendlalelo esingashoni ukuze uthole izithombe ezilula futhi zijule kweziqinile kuphela.

Amamodeli ezilimi eziningi amarutha awo afunda ukuthumela amathokheni asuka ezilimini ezihlukene kochwepheshe abakhethekile abahlukene.

Amaphethini Okusebenzisa

I-Gating kanye Nomzila Ekubaleni Okunemibandela ngokusebenza

I-Switch Transformer iqondisa ithokheni ngayinye kuchwepheshe oyedwa, ifinyelela kumapharamitha angaphezu kwethriliyoni kuyilapho igcina ikhompuyutha yethokheni ngayinye iphansi.

I-Switch Transformer iqondisa ithokheni ngayinye kuchwepheshe oyedwa, ifinyelela kumapharamitha angaphezu kwesigidigidi kuyilapho igcina ikhomputha yethokheni ngayinye Amaqembu aphansi ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu ngamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-Gating kanye Nomzila Ekubaleni Okunemibandela ngokusebenza

Amamodeli olimi amakhulu aseFrontier asebenzisa izendlalelo ze-Mixture-of-Experts ngakho-ke ingxenyana yesisindo evula ithokheni ngayinye.

Amamodeli olimi amakhulu aseFrontier asebenzisa izendlalelo ze-Mixture-of-Experts ngakho-ke ingxenyana kuphela yesisindo esebenza ngethokheni ngayinye Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-Gating kanye Nomzila Ekubaleni Okunemibandela ngokusebenza

Izihlungi zezithombe eziphuma ngaphambi kwesikhathi ezima kusendlalelo esingashoni ukuze uthole izithombe ezilula futhi zijule kweziqinile kuphela.

Izihlukanisi zezithombe eziphuma kusenesikhathi ezima kungqimba olungajulile ukuze uthole izithombe ezilula futhi zijule kweziqinile kuphela Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

I-Gating kanye Nomzila Ekubaleni Okunemibandela ngokusebenza

Amamodeli ezilimi eziningi amarutha awo afunda ukuthumela amathokheni asuka ezilimini ezihlukene kochwepheshe abakhethekile abahlukene.

Amamodeli ezilimi eziningi amarutha awo afunda ukuthumela amathokheni asuka ezilimini ezihlukene kochwepheshe abakhethekile abahlukene Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.

Izingozi & Guardrails

Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.

Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.

Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.

Ukuqalisa Umhlahlandlela

Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.

Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.

Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.

Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.

Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.

Qhubeka Uhlole

I-AI Benchmarks

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