Résumé
Gating ak routing dañuy may reso neuronal bi mu aktive wàll yi mu soxla ci input bu nekk, du def model bi yépp saa yu nekk. Loolu dafay tàqale dayo model bi ak njëgu ordinatër bi, loolu mooy tax model yu rëy yi di gaaw te yomb ci dox.
Gating ak Routing ci xayma yu am sart, jumtukaay la buy tabax xarala yu am njeexital ci kalite model bi, njëgu infrastructure bi, latency bi, ak wóor gi ci escale bi.
Plongeur bu xóot
Calcul conditionnel mooy reso bi dafay jël dogal ci done yi ci ban sous-module lay jëfandikoo. Reseau 'gating' wala 'router' bu ndaw buñu jàng dafay xool bépp dugal (dafay faral di nekk token bu nekk) ba noppi defar ay poñ ngir tànn 'expert' yi mu koy yónnee. Ci biir Mixture-of-Experts (MoE) layer, ay fukki-fukki wala téemeeri sous-reseau expert am nañu ci, waaye routeur bi dafay tànn benn wala ñaar yi gëna kawe ci token bu nekk, moo tax expert yu bari duñu def dara ci bépp dugal buñ jox. Resultaa bi mooy benn model bu am limu parametre yu bari waaye limu aktif bu ndaw, loolu mooy jox dooley representation bu model bu mag ci njëgu runtime bu benn bu gëna ndaw. Noonu la model yu melni Transformer Switch, GLaM, ak model lakk yu mag yu bari di yegg ba ci ay trillion ci paramet ci anam wu yomb.
Gis-gis xarala
Routeur bi dafay xayma softmax ci kaw expert yi ba noppi tànn top-k, ba noppi boole seeni génnekaay yuñ pondéree ci poñ yi gate am. Jafe-jafe bi mooy load balancing: routeurs yi dañu taamu yenn expert yu néew, bàyyi ñeneen ñi ñu tàggatul. Kon tàggat-yaram dafay yokk benn perte buy jàppale charge-balancing ngir tasaare jetons yi ci anam wu tolloo, boole ci ay àppu kàttan yuy wàcci wala di soppi yoon ci jetons yu bari yi. Ndax tànneef top-k dafa wuute te kenn mënu ko wuutale, gradient yi duñu jaar ci kàngam yiñ tànn kese ak seeni poid.
Xam Gating ak Routing ci xayma yu am sart
Gating ak routing dañuy may reso neuronal bi mu aktive wàll yi mu soxla ci input bu nekk, du def model bi yépp saa yu nekk. Loolu dafay tàqale dayo model bi ak njëgu ordinatër bi, loolu mooy tax model yu rëy yi di gaaw te yomb ci dox. Gating ak Routing ci xayma yu am sart, jumtukaay la buy tabax 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 Gating ak Routing ci Conditional Computation 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 Gating ak Routing ci xayma yu am sart, 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
Transformatëru kommutatër bi dafay yóbbu token bu nekk ci benn eksper, muy yokk ba ëpp benn trillioŋ ciy parametre ci noonu muy tëye xayma bu token bu nekk.
Frontier model yu yaatu yu jëfandikoo njaxasu-ci-Expert layers suko defee benn wàll ci poid yi kese lañuy aktive ci token bu nekk.
Classificatëru nataal yiy teela genn, yuy taxaw ci layer bu xóotul ngir am nataal yu yomb, ba noppi di daw lu gëna xóot ngir nataal yu dëgër yi kese.
Modèle yu bari làkk yu routeurs yi di jàng yónnee ay token ci làkk yu wuute ci ay kàngam yu wuute.
Modèlu jëfandikoo
Gating ak Routing ci xayma yu am sart ci jëf
Transformatëru kommutatër bi dafay yóbbu token bu nekk ci benn eksper, muy yokk ba ëpp benn trillioŋ ciy parametre ci noonu muy tëye xayma bu token bu nekk.
Transformer Switch bi dafay yóbbu token bu nekk ci benn expert, di yokk lu ëpp benn trillion ci parametre yi, ci noonu lañuy tëye per-token compute low 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.
Gating ak Routing ci xayma yu am sart ci jëf
Frontier model yu yaatu yu jëfandikoo njaxasu-ci-Expert layers suko defee benn wàll ci poid yi kese lañuy aktive ci token bu nekk.
Frontier xeetu làkk yu mag yi jëfandikoo Mixture-of-Experts layers kon benn wàll ci poid yi rek lañuy aktive ci token bu nekk. 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 njuréefi produit ak njëgu njuumte ci diir bi.
Gating ak Routing ci xayma yu am sart ci jëf
Classificatëru nataal yiy teela genn, yuy taxaw ci layer bu xóotul ngir am nataal yu yomb, ba noppi di daw lu gëna xóot ngir nataal yu dëgër yi kese.
Teela-génn nataal classifiers taxaw ci layer bu xóotul ngir nataal yu yomb ak daw lu gëna xóot rek ngir yu dëgër 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, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Gating ak Routing ci xayma yu am sart ci jëf
Modèle yu bari làkk yu routeurs yi di jàng yónnee ay token ci làkk yu wuute ci ay kàngam yu wuute.
Modèle multilingual yi routeurs yi di jàng yónnee ay token ci làkk yu wuute ci ay eksper yu wuute. 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 bu gàtt.
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.