RWKV Feejignaan toosan
RWKV waa qaab dhismeed u tababara sida Transformer-ka laakiin u maamula fikradda sida shabakad soo noqnoqota, isaga oo siinaya waqti toosan, jiil xasuus joogto ah.
Dulmar
It reformulates attention so there is no quadratic cost and no growing key-value cache.
quusid qoto dheer
RWKV (waxaa loogu dhawaaqaa 'RwaKuv') waxay u taagan tahay soo dhaweynta, Miisaanka, Furaha, Qiimaha, afarteeda shay ee xudunta u ah. Waxaa inta badan loo abuuray sidii mashruuc furan oo bulshadu wadato oo uu hogaaminayo Bo Peng. Hadafka ayaa ah in la ilaaliyo isbarbardhigga tabobarrada Transformers iyadoo meesha laga saarayo fikradahooda qaaliga ah. Dareenka caadiga ah wuxuu kaydiyaa kaydka qiimaha muhiimka ah kaas oo la kora calaamad kasta wuxuuna barbar dhigaya calaamad kasta oo cusub iyo dhammaan kuwii hore. RWKV taa beddelkeeda waxa ay hore u sii qaadaysaa xaalad yar oo go'an oo qarsoon, iyada oo ku cusboonaysiinaysa xeerka wakhtiga qudhunka ah si xogtii hore ay si habsami leh u libdhiso. Inta lagu jiro tabobarka waxa loo kala furfuri karaa qaab barbar-dhigi kara; Inta lagu jiro jiilka waxay u shaqeysaa sidii RNN oo soo saarta hal calaamad markiiba kharash joogto ah. Tani waxay ka dhigeysaa mid soo jiidasho leh xaaladaha dheer iyo keenista kheyraadka ku xaddidan.
Aragtida Farsamada
RWKV waxay ku beddeshaa softmax dot-product dareenka soo laabashada qaab-feejignaan toosan. Miisaanka wakhtiga qudhunka ee channel-ka ee la bartay (W) ayaa koontaroolaya sida degdega ah ee furayaashii hore u luminayaan saamaynta, albaabka soo dhawaynta (R) ayaa go'aamiya inta gobol ee la ururiyey si wax loo akhriyo, iyo furayaasha/qiimaha qaybiyayaashu waxay quudiyaan wadar miisaan leh. Sababtoo ah tillaabo kastaa waxay kuxirantahay kaliya xaaladii hore, xasuustu si joogto ah ayey u joogtaa oo shaqadu ma koraan dhererka isku xigxiga.
Saamaynta Istiraatijiyadeed
Xawaaraha iyo miisaanka
Socodka shaqada luqaddu si dhakhso leh ayay u socon kartaa iyada oo aan la hurayn joogteynta.
Helitaanka iyo gaarsiinta
Waxay balaadhisaa gelitaanka luqadaha iyo qaababka isgaarsiinta.
Go'aamo cad
Kooxuhu waxay waqti badan ku qaadan karaan xukunka halka otomaatiggu uu qabanayo ku celcelinta.
Mustaqbalka Feejignaanta Tooska ah ee RWKV
RWKV waxay si degdeg ah ugu soo celisay noocyada (v4, v5 Eagle, v6 Finch iyo wixii ka dambeeya), iyadoo yaraynaysa farqiga tayada ee Transformers iyadoo la ilaalinayo qiimaha toosan. Filo koritaanka sii socota ee moodooyinka luqadaha badan ee furan, cidhifka iyo CPU geynta halka ay muhiim tahay xusuusta joogtada ah, iyo naqshadaha isku-dhafan. Fikraddeeda si buuxda u soo noqnoqonaysa ayaa ka dhigaysa musharrax adag oo loogu talagalay baahinta codsiyada iyo xaalado aad u dheer halkaas oo kaydka-qiimaha muhiimka ahi uu si kale u qarxi lahaa.
Dhaqangelinta Adduunka-dhabta ah
Ku shaqaynta moodooyinka wada sheekaysiga il furan ee karti u leh CPU-yada ama aaladaha xusuusta yar ee leh xusuusta joogtada ah calamad kasta
Jiilka qoraalka ee soo qulqulaya halkaas oo calaamadaha la soo saaro hal mar iyada oo aan lahayn kayd koraya
Habaynta dukumeentiga dheer halka kaydka qiimaha muhiimka ah ee Transformer uu si mamnuuc ah u weyn doono
Mashruucyada bulshada iyo luuqadaha badan ee u baahan qaab-dhismeed hufan, shati furan
Khatarta & Dariiqyada Ilaalada
Xaqiiqooyinka dhalanteed waxay si deggan u geli karaan warbixinnada, taageerada socodka, ama natiijooyinka cilmi-baarista.
Dareenka degdega ahi wuxuu abuuri karaa natiijooyin aan iswaafaqayn codsiyada la midka ah.
Xogta qoraalka xasaasiga ah ayaa laga yaabaa in la kashifo haddii kontaroolada gelitaanka ay daciif yihiin.
Qorshe Hawleedka Dhaqangelinta
Qeex qaabka wax soo saarka, codka, iyo heerarka tayada ka hor inta aan la baahin.
Jawaabaha salka ku haya ilo lagu kalsoon yahay mar kasta oo saxnidu ay muhiim tahay.
Hayso isbaarada dib u eegista bini aadamka ee wax soo saarka sare.
Lasoco qaababka guuldarada oo dib u leyli dardargelinta ama socodka shaqada si joogto ah.
Sii wad Sahaminta
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Hagaha xiga
Feejignaan toosan iyo Kernels hawl-wadeen
Su'aalaha soo noqnoqda
What is RWKV Linear Attention?
RWKV waa qaab dhismeed u tababara sida Transformer-ka laakiin u maamula fikradda sida shabakad soo noqnoqota, isaga oo siinaya waqti toosan, jiil xasuus joogto ah. Waxay dib u habayn ku samaysaa dareenka si aanay u jirin kharash afar geesle ah iyo wax kayd ah oo qiimaha muhiimka ah oo koraya.
Waa maxay hantida cinwaanka RWKV?
Hadafka nakhshadeynta RWKV waa tababar isbarbar socda qaabka Transformer-ka oo ay weheliso soo noqnoqoshada, qiimaha joogtada ah.
Maxay u taagan yihiin xarfaha RWKV?
RWKV waxa loo magacaabay afartiisa qaybood: Soo dhawaynta, Miisaanka, Furaha, iyo Qiimaha.
Sidee ayuu RWKV u ilaaliyaa xusuusta joogtada ah inta lagu jiro jiilka?
Sida RNN, RWKV waxay cusbooneysiisaa cabbir go'an tallaabo kasta, markaa xusuustu kuma koraan dhererka isku xigxiga.
Doorkee ayuu ka ciyaaraa miisaanka-daloolka wakhtiga (W)?
Miisaanka suuska kanaalka ee la bartay ayaa go'aamiya sida dhakhsaha badan ee furayaashii hore u libdhiyaan xaalada orodka.
Marka la barbar dhigo dareenka softmax, muxuu ka fogaanayaa soo noqoshada feejignaanta toosan ee RWKV?
Adigoo isticmaalaya soo noq-noqosho, RWKV waxay dhinac maraysaa isbarbardhigga calaamad kasta iyo calaamad kasta oo kale, taasoo meesha ka saaraysa qiimaha afar geesoodka ah.