Résumé
Decodage speculatif dafay gaawlu inference model làkk bu mag ci bàyyi model projet bu ndaw mu xalaat ay token yu bari ci kanam, model bu mag bi dafay xool ci benn yoon. EAGLE xeetu art la bu mujjee ci niveau fonctionnalité bi, du ci niveau token bi, di joxe 2-4x speedups te amul benn perte ci kalite bi.
Decodage speculatif ak EAGLE ab bloku tabax xarala la buy indi jafe-jafe ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor ci escale bi.
Plongeur bu xóot
LLM generation bu jaar yoon mooy autoregressive: model bi dafay defar benn token, mu delloo ko, ba noppi baamtu ko, kon token bu nekk dafay laaj jàll bu mat sëkk ci ay miliyaar ciy parametre. Decodage speculatif mooy dindi jafe-jafe bii. Ab defarkat bu yomb dafay proposer ay token candidat, ak model target bu seer bi dafay xool ñoom ñépp ci benn pass parallèle, nangu prefix bi gëna gudd te jub. EAGLE (Algorithme Extrapolation ngir gëna am njariñ ci modelu làkk) dafa gëna suqaliku ci anam yu njëkk ya, ci defar ci barabu man-mani bu nëbbu bi ci model bi, ba noppi di joxewaat token bi njëkk ci dëgg ngir wàññi ñàkka wóor. EAGLE-2 dafay yokk garabu bordure buy soppiku, EAGLE-3 dafay dindi benn tënk buy wax luy waaja am ngir gëna mëna eskale. Li gëna am solo mooy, xool ndax génne gi dafay nuru li model biñ bëgga génne kese.
Gis-gis xarala
EAGLE dafay tàggat benn boppu autoregressive bu ndaw buy wax luy xew ci model bi ñuy wut, ba noppi jëfandikoowaat boppu LM bi ci boppam ngir soppi man-man yi nekk kàndidaa token. Suñu ko conditionee ci toppalante token biñ toxal ak man-man yi ko jiitu, dafay dagg jaxasoo bi daan sonal man-man yi kese. garabu kàndidaa yi dañu leen xool ci saasi; distribution model biñ bëgga am dañu koy denc ndax jeton yiñ nangu dañu wara méngoo ak tànneef biñ jël wala argmax, suko defee gaawaay bi du ñàkk.
Decodage spekulatif ak EAGLE
Decodage speculatif dafay gaawlu inference model làkk bu mag ci bàyyi model projet bu ndaw mu xalaat ay token yu bari ci kanam, model bu mag bi dafay xool ci benn yoon. EAGLE xeetu art la bu mujjee ci niveau fonctionnalité bi, du ci niveau token bi, di joxe 2-4x speedups te amul benn perte ci kalite bi. Decodage speculatif ak EAGLE ab bloku tabax xarala la buy indi jafe-jafe ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor ci escale bi. Ngir tabax xam-xam bu xóot, jàppal Decoding Speculative ak EAGLE 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 Dekodaas Spekulatif ak EAGLE dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. 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.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. 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
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. 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.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. 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.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. 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
Dagg latency ci assistant chat yi suko defee tontu yi di gëna gaaw 2-3x te doo soppi tontu model bi
Wàññi njëgu serwiis GPU ngir fournisseur API yu bari yi ci defar ay token yu bari ci paas bu nekk
Gaawaale xeetu xalaat yu gudd yi, fu ñuy defaree ay junni token ci laaj bu nekk
Gaawaale jumtukaayi matt kode fu ñu mëna seentu, toppalante token yuy baamtu jur taxawaayu nangug projet bu yéeg
Modèlu jëfandikoo
Decodage spekulatif ak EAGLE ci jëf
Dagg latency ci assistant chat yi suko defee tontu yi di gëna gaaw 2-3x te doo soppi tontu model bi.
Dagg latency ci chat assistants ngir tontu stream 2-3x gëna gaaw te du soppi tontu model bi 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, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Decodage spekulatif ak EAGLE ci jëf
Wàññi njëgu serwiis GPU ngir fournisseur API yu bari yi ci defar ay token yu bari ci paas bu nekk.
Wàññi GPU biy liggéey ci njëgu API yu bari yi ci defar ay token yu bari ci jàll bu nekk. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Decodage spekulatif ak EAGLE ci jëf
Gaawaale xeetu xalaat yu guddu yu am chaîne de pensé fu ñuy defaree ay junni token ci laaj bu nekk.
Gaawaale xeetu xalaat yu gudd yi, fu ñuy defaree ay junni jeton ci laaj bu nekk. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay tegtal 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.
Decodage spekulatif ak EAGLE ci jëf
Gaawaale jumtukaayi matt kode fu ñu mëna seentu, toppalante token yuy baamtu jur taxawaayu nangug projet bu yéeg.
Gaawaale jumtukaayi matt kode fu ñu mëna seentu, baamtu token yu toppalante yi jur taxawaayu nangug projet bu yéeg. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee 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.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.