Résumé
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.
RWKV Linear Attention bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal.
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.
Gis-gis xarala
RWKV dafay wecci softmax dot-produit bi ak xeetu ligneer buy baamtu. Benn poids de decay ci chaine bu nekk (W) mooy saytu ni caabi yi weesu di gaawee ñàkka am doole, buntu biy jot (R) mooy dogal ba ñaata stade accumulé lañu wara jàng, ba noppi vecteur key/valeur yi dañuy dundal somme pondérée biy dawal. Ndax jéego bu nekk mingi aju ci nekkin bi njëkk, mémoire bi dafay wéy di nekk te liggéey bi token bu nekk du màgg ak guddaayi sequence bi.
Jàppale 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. Dafay formuleewaat bàyyi xel suko defee amul benn njëg bu kwadratik te amul benn cache bu am valeur key buy màgg. RWKV Linear Attention bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal. Ngir tabax xam-xam bu xóot, jàppal RWKV Linear Attention ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo RWKV Linear Attention dañuy laaj, seet, ak xoolaat boucles ni benn sistem jokkoo buñ boole. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi. Ci jamano jooju, mbiri Hallucinated mën nañu dugg ci rapoor yi, jàppale flow yi, wala gëstu yi génne. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
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
Modèlu jëfandikoo
RWKV Linear Fexe ci jëf
Doxal modelu chat yu mëna ubbeeku ci CPU yi wala aparey yu am memory bu néew ak memory budul soppeeku ci token bu nekk.
Doxal xeetu chat yu mëna ubbeeku ci CPUs wala aparey yu am memory bu néew ak memory bu sax ci token bu nekk. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
RWKV Linear Fexe ci jëf
Defar mbindu streaming fu ñuy defaree ay token benn-benn te du am benn cache buy màgg.
Streaming text generation fu tokens yi di génne benn-benn te du am cache buy màgg Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
RWKV Linear Fexe ci jëf
Liggéeyukaay dokimaa yu gudd fu cache valeur-caabi bu Transformer bi di nekk lu yaatu lool.
Liggéeyukaay yu yàgg yi, fu cache bu am valeur bu Transformer di nekk lu rëy. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
RWKV Linear Fexe ci jëf
Projet model yu askan wi ak làkk yu bari te soxla architecture bu baax te am lisaas bu ubbeeku.
Dëkkandoo yi ak projet yu bari làkk yi soxla architecture bu baax, bu am lisaas bu ubbeeku. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay pursàntaasu kalite ci kanam, tëye yoonu eskalaasioŋ nit ngir jafe-jafe yi, ba noppi topp njariñu liggéey bi ak njëgu njuumte yi ci diir bu gàtt.
Risk yi ak balustrade yi
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.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.