GUIDE teknik
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.
Déglul tegtal biiIA-nettali · ~2 min
Ci xët wii2 simili jàng
Résumé
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.
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.
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
Ëlëgu dekodage spekulatif ak EAGLE
Dekodage spekulatif mingi nekk jumtukaay biñ jagleel ñiy liggéey ci stack yu melni vLLM ak TensorRT-LLM. Xaarandil lëkkaloo bu gëna dëgër ak batching ak KV-cache séddoo, xeetu self-drafting te soxlawul drafter bu wuute, ak co-design hardware buy xalaat xool paralel. EAGLE-style feature drafting ñu ngi koy yokk ci multimodal ak model xalaat, fu chaine yu guddu xalaat def njëgu token bu nekk lu metti, ak ci inference ci aparey fu latency gëna am solo.
Teg ko ci jëf
Lu tax mu am solo
- Njëgg ak budget. Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
- dogal yu gëna leer. Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
- Xool kalite. Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Moytul
- 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.
Jéego yi ci topp
- Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
- Benchmark ci biir sargal ak done yu dëggu.
- Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
- Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
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 Speculative Decoding with EAGLE 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 dekodage 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.
Lan mooy xalaat bu mag bi ci ginaaw dekodage spekulatif?
Benn defarkat bu ndaw dafay xalaat ay jeton yu bari ci kanam, ba noppi modelu target bu mag bi daf leen di xool ñoom ñaar, nangu prefix bi gëna gudd te gëna jub.
Lan moo wuutale EAGLE ak xeeti dekodaas yu njëkk ya?
EAGLE dafay wax luy xew ci model biñ bëgga jëfandikoo, ba noppi jëfandikoowaat boppu LM bi, loolu mooy defar ay bordure yu gëna dëggu, moo gën xeetu token yi kese.
Why is speculative decoding considered lossless when implemented with exact verification?
Exact speculative sampling preserves the target distribution; this does not mean every random run must emit the same token sequence under different random draws.
Ban jafe-jafe ci EAGLE's man-man drafting la feedback token bi njëkk di jàppale ci saafara?
Kondisioneer ci token bi njëkk dafay wàññi jafe-jafe yi ci wax luy am ci màndarga yiñ nëbb, gëna baaxal dëggug projet bi.
Lan la EAGLE-2 yokk ci EAGLE bi njëkk?
EAGLE-2 dugal na garabu projet dinaamik bu xam contexte, yaatal car yu am njariñ ngir yokk limu nangu.
Weyal di jàng
Gid yu jëm ci loolu
Tann nañu yeneen njiit ngir topic bii