Goynta habaysan iyo Lakab-soo-saarka
Manjyada habaysan waxay meesha ka saartaa dhammaan qaybaha shabakada neerfaha, sida madax-fiirsasho, neerfayaasha, ama lakabyada oo dhan, markaa qaabka caatada ah wuxuu si degdeg ah ugu shaqeeyaa qalabka caadiga ah.
Dulmar
Layer dropping is the most aggressive version, deleting full transformer blocks to shrink depth.
quusid qoto dheer
Goynta aan habaysanayn waxay meesha ka saartaa miisaanka shakhsiga ah, laakiin matrix ka buuxa eber kala firdhisan ayaa wali ku socda xawaare buuxa GPU-yada sababtoo ah qalabku kama boodo. Manjooyin habaysan ayaa beddelkeeda meesha ka saaraya baloogyada isku xidhan, dhammaan madax dareenka, neerfayaasha quudinta, kanaalada, ama lakabyada oo dhan, kuwaas oo dhab ahaantii yareeya teendhada oo soo saara xawaare dhab ah iyada oo aan lahayn kernels gaar ah. Hoos u dhigista lakabka ayaa tan u sii riixeysa: cilmi-baarista sida LayerDrop iyo shaqada qoto-dheer ee dambe waxay muujinaysaa in lakabyo badan oo isbeddel ah, gaar ahaan kuwa dhexe iyo sare, ay si la yaab leh u badan yihiin. Waxaad inta badan tirtiri kartaa 20 ilaa 40 boqolkiiba lakabyada oo aad ka soo kabsato inta badan saxnaanta luntay adigoo isticmaalaya wareeg gaaban oo hagaajin ah ama nadiifinta aqoonta. Muhiimadda waxaa lagu qiimeeyaa mitir sida masaafada xagal u dhaxaysa gelinta lakabka iyo soo saarista (intee ayay ka beddeshaa matalaadda).
Aragtida Farsamada
Cunto-jaridda qoto-dheer ee caadiga ah waxay ku qiyaastaa block kasta sida ay la mid yihiin gelinta iyo soo saarida dawladaha qarsoon: haddii lakabku si dhib yar u beddelo qulqulka haraaga (isku ekaanshaha cosine sare), wax yar bay keenaysaa waana la tuuri karaa. Madaxyada waxaa lagu kala saari karaa dareenka, korodhka khasaaraha marka la daboolo. Ka dib markii laga saaro cutubyada dhibcaha ugu hooseeya, tillaabada kala-baxa gaaban waxay u oggolaanaysaa miisaanka badbaaday inay dib u nuugaan shaqada qaybaha la gooyey oo ay soo celiyaan tayada.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka Goynta Habaysan iyo Dhicista lakabka
Manjyada qaabaysan iyo kuwa qoto dheer waxay noqonayaan halbeeg lagu soo saaro noocyo kala duwanaansho wax ku ool ah oo hal shabakad ah oo hore loo tababaray, sida lagu arkay manjooyin ballaadhan iyo qoto dheer oo lagu daray dhuumaha distillation kuwaas oo ka soo jeeda moodooyinka yaryar kuwa waaweyn. Filo is dhex galka adag ee xisaabinta iyo habaynta, manjaynta qalabka-ka warqabka ah ee bartilmaameedka ah dardargeliyayaasha gaarka ah, iyo raadinta otomaatiga ah ee go'aamisa hawl-gudbi kasta inta qoto dheer ama ballac ah si loo gooyo miisaaniyad daahitaan ah.
Dhaqangelinta Adduunka-dhabta ah
Kala soocida moode arday yar oo degdeg ah macalin weyn iyadoo la jarayo lakabyo ka dibna si fiican loo habeeyey si loo soo kabsado saxnaanta
Ka saarida madax-fiirsi badan oo qaab tarjumaad ah si loo yareeyo daahitaanka aaladaha geesaha
Hoos u dhigida barxadaha sare ee LLM si ay u dhufato bartilmaameed adag oo daahitaanka moobilka
Abuuritaanka qoys ka kooban cabbirro moodeel ah oo laga soo bilaabo hal isbaaro hore loo tababaray iyadoo la jarayo qoto dheer iyo ballacyo kala duwan
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
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Hagaha xiga
Model Gumeysiga
Su'aalaha soo noqnoqda
What is Structured Pruning and Layer Dropping?
Manjyada habaysan waxay meesha ka saartaa dhammaan qaybaha shabakada neerfaha, sida madax-fiirsasho, neerfayaasha, ama lakabyada oo dhan, markaa qaabka caatada ah wuxuu si degdeg ah ugu shaqeeyaa qalabka caadiga ah. Lakab tuuriddu waa nooca ugu gardarrada badan, oo tirtira baloogyada beddelka buuxa si ay u yaraato qoto dheer.
Waa maxay sababta manjyada habaysan ay u soo saarto xawaareyn dhab ah halka manjooyin aan habaysan badanaa aanay samayn?
Ka saarista madaxyada oo dhan, neerfayaasha, ama lakabyada waxay hoos u dhigtaa cabbirada tensor-ka, sidaa darteed qalabka cufan ee caadiga ah wuxuu wadaa shaqo yar, halka eber kala firdhiyo weli la xisaabiyay.
Waa maxay 'lakabka daadinta' marka loo eego macnaha guud ee transformers?
Burburinta lakabka ayaa meesha ka saaraysa dhammaan baloogyada beddelka, iyada oo jaraysa qoto dheer ee shabakadda, taas oo ah qaabka ugu gardarrada badan ee manjooyin habaysan.
Calaamadee sida caadiga ah tilmaamaysa in lakabka beddelka si badbaado leh loo ridi karo?
Haddii lakabku si dhib yar u beddelo qulqulka haraaga ah (isku mid ahaanshiyaha wax-soo-saarka sare), wax yar ayuu soo kordhinayaa oo waa musharrax ka saarista.
Waa maxay tillaabada sida caadiga ah u soo kabsata saxnaanta ka dib manjooyin habaysan?
Hagaajin kooban ama kala saarid kooban ayaa u ogolaanaysa miisaanka soo hadhay inay dib u nuugaan shaqada cutubyada la jaray oo ay soo celiyaan inta badan tayada luntay.
Sidee baa madax dareenka shakhsi ahaaneed inta badan loo kala saaraa manjooyin?
Muhiimadda madaxa waxaa lagu qiyaasaa inta uu khasaaruhu kaco marka la daboolo; madax dareen hoose ayaa marka hore la gooyaa.