Résumé
Streaming speculatif ak wax luy waaja am ci token yu bari dañuy gaawal defar modelu làkk ci xayma ay token yu bari ci ëlëg benn yoon, ba noppi xool leen ci benn yoon, ludul defar benn token benn yoon. Dañu dagg latency te soppi wuñu mbind mi model bi wara bind.
Streaming buy xalaat ak wax luy waaja am ci token yu bari, jumtukaay la bu xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor gi ci escale bi.
Plongeur bu xóot
Decodage autorégressive normal dafa yeex ndax token bu nekk dafay laaj pass forward bu mat te token yi dañuy génne benn ci ginaaw beneen, bàyyi GPU bi ñu jëfandikoowul bu baax. Decodage speculatif dafay saafara lii ak benn drafter bu yomb buy propoze benn token candidat, bi model target bu mag bi di xool ci paralel; bépp prefix bu méngoo ak li target bi wara defar dañu koy nangu te doo fay, ba noppi ñu saafara jafe-jafe bi njëkk. Streaming speculatif ak Medusa-style multi-token prediction dafay fold drafter bi ci model bi ci boppam: boppu prediction yu gëna woyof (wala benn stream token speculatif) bàyyi benn model ñu defar ak xool, moytu xeetu defar bu wuute. Ndax xool bu baax la, distribution biy génne dafay nuru decodage standard, dangay am 2 wala 3 yoon lu néew ci jéego yu toppalante.
Gis-gis xarala
Caabi gi mooy transformateur bi mën na am position yu bari ci benn pass forward ci njëg yu yomb ni benn, ndax dafay tënku ci memory-bandwidth, nekkul ci ordinatër bi, ci diiru decodage. Bopp yiy wax luy am lu bari dañuy genne ay jeton kàndidaa ngir liggéey yu bari yi ci topp; garab wala toppalante kàndidaa yi dañu leen di xool ñoom ñaar, ba noppi nangu gi dafay jëfandikoo misaalu bañ (wala méngoo bu bëgg lu baax) suko defee token yiñ nangu topp distribution bi ñu bëgg. Guddaay biñ nangu ci jéego bu nekk mooy wane gaawaay bi.
Xam Streaming Spekulatif ak Xalaatal Token yu bari
Streaming speculatif ak wax luy waaja am ci token yu bari dañuy gaawal defar modelu làkk ci xayma ay token yu bari ci ëlëg benn yoon, ba noppi xool leen ci benn yoon, ludul defar benn token benn yoon. Dañu dagg latency te soppi wuñu mbind mi model bi wara bind. Streaming buy xalaat ak wax luy waaja am ci token yu bari, jumtukaay la bu xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor gi ci escale bi. Ngir tabax xam-xam bu xóot, jàppal Speculative Streaming ak Multi-Token Prediction 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 Streaming Spekulatif ak Xalaatal ay Token yu bari 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 tontub assistant chat ci 2 ba 3x jëfandikoo boppu wax luy am ci xeetu Medusa
Yokk dekodage speculatif ci serwëru inference suko defee amul benn xeetu projet bu soxla dalal
Gaawaale matt kode fu ñuy nangu ay token yu gudd te ñu mëna seentu ci ay pàcc yu yaatu
Wàññil njëgu GPU ci laaj bu nekk ci dindi yeneen token ci bépp pass forward buñ tënk ci mémoire bi
Modèlu jëfandikoo
Streaming buy xalaat ak wax luy waaja am ci jëf
Dagg latency tontub assistant chat ci 2 ba 3x jëfandikoo boppu wax luy am ci xeetu Medusa.
Dagg latency tontub assistant chat ci 2 ba 3x jëfandikoo boppu Medusa-style extra prediction Teams 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 ak njëgu njuumte ci diir bi.
Streaming buy xalaat ak wax luy waaja am ci jëf
Yokk dekodage speculatif ci serwëru inference suko defee benn modelu projet bu wuute soxlawul ñu dalal ko.
Yokk decodage self-speculatif ci serwëru inference suko defee benn modelu projet bu wuute soxlawul ñu dalal. 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.
Streaming buy xalaat ak wax luy waaja am ci jëf
Gaawaale matt kode fu ñuy nangu ay token yu gudd te ñu mëna seentu ci ay pàcc yu yaatu.
Gaawaale matt kode fu gudd, mën xam token runs jot ñu nangu ci chunks yu mag Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njuréefi produit ak njëgu njuumte ci diir bi.
Streaming buy xalaat ak wax luy waaja am ci jëf
Wàññil njëgu GPU ci laaj bu nekk ci dindi yeneen token ci bépp paas buñ tënk ci memory bi.
Wàññi njëgu GPU ci laaj bu nekk ci dindi ay token yu bari ci bépp memory-bound forward pass 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.
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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.