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RWKV Lineer
RWKV architecture la buy tàggat ni Transformer waaye di doxal inference ni reso buy baaxoo, di joxe temps ligneer, defar mémoire buy wéy.
Déglul tegtal biiIA-nettali · ~2 min
Ci xët wii2 simili jàng
Résumé
Dafay formuleewaat bàyyi xel suko defee amul benn njëgu kwadratik ak amul cache buy màgg ci valeur-caabi.
Plongeur bu xóot
RWKV (ñu koy waxe 'RwaKuv') mooy Tekki, Diisaay, Caabi, Valeer, ñeenti mbir yu am solo yi. Ñu ngi ko sos muy projet bu ubbeeku, bu askan wi taxawal, Bo Peng moo ko jiite. Luñu bëgga mooy ñu mëna tàggat Transformers ci anam wu méngoo, boole ci dindi seen inference bu seer. Standard attention dafay denc cache bu am valeur key buy màgg ak token bu nekk ba noppi di méngale token bu bees bu nekk ak yeneen yi ko jiitu. RWKV lu moy loolu dafay yóbbaale benn stade bu nëbbu bu ndaw, diko yeesal ak sàrtu time-decay suko defee xibaar bu yàgg bi di dem bu baax. Ci diiru tàggat yaram mën nañu ko dindi ci anam wu ñuy paralel; ci jamonoy generation dafay nekk RNN di defar benn token benn yoon ci njëg bu dul soppeeku. Loolu moo tax mu neex ci contexte yu gudd ak jëfandikoo jumtukaay yu néew.
Doxal ci àdduna dëgg
Doxal xeetu waxtaan yu mëna ubbeeku ci CPU yi wala aparey yu am mémoire bu néew ak mémoire budul soppeeku ci token bu nekk
Defar mbindu streaming fu ñuy defaree ay token benn-benn te du am benn cache buy màgg
Liggéeyukaay dokimaa yu gudd fu cache valeur-caabi bu Transformer di nekk lu yaatu lool
Dëkkandoo yi ak projet yu bari lakk yu soxla architecture bu baax te am lisaas bu ubbeeku
Ëlëgu RWKV Linear
RWKV dafa baamtu ci anam wu gaaw ci ay xeetu (v4, v5 Eagle, v6 Finch ak ginaaw), wàññi gap bi am ci kalite ak Transformers boole ci tëye njëg ligneer. Xaarandil yokkute bu wéy ci model yu ubbeeku ci làkk yu bari, edge ak CPU deployment fu memory bu sax bi am solo, ak jëmmal hybrid. Inference bimu àndal yépp moo tax mu nekk kàndidaa bu am doole ci aplikaasioŋu streaming ak ci contexte yu gudd lool fu cache yu am valeur bu am solo di kalaate.
Teg ko ci jëf
Lu tax mu am solo
- Gaawaay ak yaatuwaay. Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
- Dugg ak yegg. Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
- dogal yu gëna leer. Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Moytul
- Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
- Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
- Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Jéego yi ci topp
- Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
- Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
- Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
- Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
Bulletin bu amul fayda
Jàngal xibaar AI bu bes
Ñatti jaar-jaari IA yuñ firndeel bis bu nekk ci ayu-bis bi, ñu bind leen ci Àngle bu leer. Gratis ba fàww, amul yëgle.
Benn email bis bu nekk ci ayu-bis bi. Benn klik nga dindi abonemaa bi. Dunu musa jaay wala séddoo sa adres.
Nattal sa bopp
Take the RWKV Linear Attention quiz
Feedback ci saasi ci bépp tontu, ak sertifikaa buñ mëna séddoo ak ID buñ mëna saytu soo jàllee ci njàng mi.
Jàppale njàngum IA te doo fay. AI Understanding mbootaay la buy def te Yàlla tax — amul yëgle, amul paywall, musul am. Defal ab sarax
Laaj yi ñuy faral di laaj
Luy RWKV bàyyi xel ci ligneer?
RWKV architecture la buy tàggat ni Transformer waaye di doxal inference ni reso buy baaxoo, di joxe temps ligneer, defar mémoire buy wéy. Dafay formuleewaat bàyyi xel suko defee amul benn njëg bu kwadratik te amul benn cache bu am valeur key buy màgg.
Lan mooy moomeel bu mag bi ci RWKV?
RWKV's mébetu jëmmal mooy tàggat yaram bu nuroo ak Transformer boole ci inference buy baaxoo am.
Lu arafu RWKV yi di tekki?
RWKV ñu ngi ko tuddee ci ñeenti mbir yi ci bokk: Reception, Poids, Key, ak Valeur.
naka lay def ba RWKV mëna wéy di am mémoire ci diiru generation bi?
RWKV melni RNN, dafay yeesal jéego bu nekk ci dayo bu takku, suko defee mémoire bi du màgg ak guddaayu toppalante bi.
Ban cër la poids de décay temps (W) di def?
Diisaayu decay biñu jàngee ci chaine bu nekk mooy wane ni butoŋu past yi di gaawe fade ci stade biy daw.
Buñu ko méngale ak bàyyi xel ci softmax, lan la RWKV di moytu ci bàyyi xel ci ligneer?
Soo jëfandikoo recurrence, RWKV dafay moytu méngale bépp token ak bépp token, dindi njëgu quadratic bi.
Weyal di jàng
Gid yu jëm ci loolu
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