Résumé
Palanteer buy gliise dafay tënk token bu nekk ngir mu bàyyi xel ci benn dëkkandoo bu yam ci token yi ci wetam, du ci toppalante bi yépp. Loolu dafay wàññi njëgu quadratic bi ñuy bàyyi xel ci ligneer, muy tax model yu am contexte bu gudd di gëna xéewale ci doxal.
Sliding Window Attention bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj ak soppi mbind ak wax ci eskaal.
Plongeur bu xóot
Self-attention standard dafay méngale bépp token ak bépp token, kon ab toppalante bu am guddaay N dafay laaj méngale yu tollu ci N-carré. Palanteer buy gliise dafay saafara loolu ci jox token bu nekk palanteer bu tollu ci W (wax 4,096 token) te bàyyi xel ci dëkkandoo yi ci biir palanteer bi kese. Njëgg dafay màgg ni N yoon W ci barabu N-kare. Lu gëna am solo mooy, dajale ay layers yu bari yu am palanteer dafay yaatal barabu jot gi: ginaaw L layers, xibaar bi mën na tasaaroo ci lu tollu ci L yoon W tokens, melni CNN's field receptif buy màgg. Mistral 7B dafa siiwal lii ci palanteer bu 4,096-token ci 32 diisaay, dem ba yegg ci 131K-token span. Modèle yi dañuy faral di jaxase ay couche yu am palanteer ak ay couche yu am focus yu mat sëkk ngir mëna tëye lëkkalekaay yu sori yi.
Gis-gis xarala
Ci masku bàyyi xel bi, laaj bi ci barab i mën na gis caabi yi ci barab i dindi W yokk 1 jaar ci i (cas causal). Mask bu bariwul bii dafay tekki ni cache KV bi soxlawul lenn ludul token W yu mujj yi ci couche bu nekk, di dagg mémoire bi ci diiru generation bi. Ndax palanteer bi dafay soppeeku ak token bu bees bu nekk, dafay boole ci boppam ak cache tampon buy rolling buy soppi duggal yu yàgg yi moo gën di màgg ba fàww.
Mastering palanteer buy gliise attention
Palanteer buy gliise dafay tënk token bu nekk ngir mu bàyyi xel ci benn dëkkandoo bu yam ci token yi ci wetam, du ci toppalante bi yépp. Loolu dafay wàññi njëgu quadratic bi ñuy bàyyi xel ci ligneer, muy tax model yu am contexte bu gudd di gëna xéewale ci doxal. Sliding Window 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 Sliding Window Attention ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yi jëfandikoo Sliding Window Attention ngir jëmmal, 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
Mistral 7B dafay jëfandikoo palanteer buy gliise 4,096-token ci ay layers ngir mëna jëfandikoo ay laaj yu gudd ci njëg yu yomb ci GPUs konsomatër yi.
Longformer dafay jëfandikoo palanteer yi ak yenn jeton global ngir xaaj ak tënk këyitu xët yu bari.
Gemma 2 dafay wuutale ay lalu palanteer yuy gliise ak ay lalu bàyyi xel ci àdduna bi ngir ekilibre gaawaay bi ak fàttaliku bu sori.
Rolling-buffer KV cache yi ci assistant chat yi duñu denc ludul palanteer bi gëna yeess ci jeton yi, di tënk mémoire bi ci jamonoy waxtaan yu yàgg.
Modèlu jëfandikoo
Palanteer buy gliise Fexe ci jëf
Mistral 7B dafay jëfandikoo palanteer buy gliise 4,096-token ci ay layers ngir mëna jëfandikoo ay laaj yu gudd ci njëg yu yomb ci GPUs konsomatër yi.
Mistral 7B dafay jëfandikoo palanteer bu 4,096-token buy gliise ci ay layers ngir mëna jëfandikoo ay laaj yu gudd ci GPUs konsomatër yi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njuréefi produit yi ci diir bi ak e.
Palanteer buy gliise Fexe ci jëf
Longformer dafay jëfandikoo palanteer yi ak yenn jeton global ngir xaaj ak tënk këyitu xët yu bari.
Longformer dafay jëfandikoo windowed attention boole ci yenn jetons global ngir xaaj ak tënk këyitu xët yu bari. 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.
Palanteer buy gliise Fexe ci jëf
Gemma 2 dafay wuutale ay lalu palanteer yuy gliise ak ay lalu bàyyi xel ci àdduna bi ngir ekilibre gaawaay bi ak fàttaliku bu sori.
Gemma 2 dafay wuutale palanteer yuy gliise ak ay couche global-attention ngir yemale gaawaay ak fàttaliku lu sori. 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 yi ak njëgu njuumte yi ci diir bi.
Palanteer buy gliise Fexe ci jëf
Rolling-buffer KV cache yi ci assistant chat yi duñu denc ludul palanteer bi gëna yeess ci jeton yi, di tënk mémoire bi ci jamonoy waxtaan yu yàgg.
Rolling-buffer KV caches ci chat assistants duñu denc palanteer bi gëna yeess ci tokens, capping memory ci jamonoy waxtaan yu gudd. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, denc yoonu escalation nit ngir mbir yu am solo, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
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.