Résumé
Mixture-of-Agents (MoA) xarala la boo xamni xeeti làkk yu bari dañuy bind ay tontu, ginaaw ga ñu boole seeni xalaat yu gëna baax ci benn tontu bu gëna baax. Dafay may ekipu model yu ubbeeku yi ñu xëcc wala ñu daan benn model bu gëna kawe.
Mixture-of-Agents aggregation bokk na ci stack lakk-IA bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal.
Plongeur bu xóot
Ñu ngi ko dugal ci benn këyitu 2024 bu bawoo ci Together AI, njaxasu-ak-agent yi dafay amaale LLM yu bari ci ay diisaay. Ci layer bu njëkk bi, barina xeetu 'proposer' yu ku nekk ci boppam tontu laaj bi. Ginaaw loolu ñu boole seeni génnekaay, daal di koy jox layer bi ci topp, foofu la model yi di tontuwaat, leegi ñu ngi aju ci bépp projet bu njëkk. Ginaaw benn wala ñaari yoon yu mel noonu, xeetu 'agrégateur' bu mujj dafay boole lépp ci benn tontu. Li gëna am solo ci gis-gis bi, bi bindkat yi di woowe 'liggéeyandoo ci LLM yi', mooy xeetu tontu yi dañuy defar tontu yu gëna baax suñu leen wanee tontu seeni moroom, doonte tontu yu jaarul yoon. Ci AlpacaEval 2.0 benchmark, benn MoA buñ tabax lëmm ci xeetu open-source lañu wax ni dafa raw poñ yi GPT-4 Omni am, loolu dafay wane ni dajale bu baax xeetu model yu bari te yomb mën na raw benn sistem frontiere.
Gis-gis xarala
MoA wuute na ak wote bu yomb: du tann benn tontu, aggregator dafay jàng tontub kàndidaa yépp ni contexte ba noppi defar ab synthese bu bees, jaxase doole ak njuumte segg. Diversité ci biir proposer yi dafay jàppale, kon jaxase ay famiy model yu wuute lu am solo la. Jariñ bi dafa am ay layer, melni reso bu xóot fu layer bu nekk 'neuron' nekk woote LLM lëmm. Kompromis bi mooy latency ak njëg: layer bu nekk dafay yokk limu woote inference yi, moo tax MoA dafay dugal xaalis bu bari ci calcul ngir yéegal kalite bi.
Xam aggregation njaxasu agent
Mixture-of-Agents (MoA) xarala la boo xamni xeeti làkk yu bari dañuy bind ay tontu, ginaaw ga ñu boole seeni xalaat yu gëna baax ci benn tontu bu gëna baax. Dafay may ekipu model yu ubbeeku yi ñu xëcc wala ñu daan benn model bu gëna kawe. Mixture-of-Agents aggregation bokk na ci stack lakk-IA bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal. Ngir tabax xam-xam bu xóot, jàppal Mixture-of-Agents Aggregation 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 dëgër yiy jëfandikoo njaxasu-ak-agent aggregation jëmmal, seet, ak xoolaat loop 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
Boole ñetti xeeti chat yu ubbeeku yu wuute ni proposer, ba noppi jëfandikoo ab agrégateur bu dëgër ngir defar benn tontu buy jàppale kiliyaan yi.
Yokkatal poñ yi topp tegtal yi ci xeetu AlpacaEval, di jëfandikoo xeetu open-source kese.
Boole xalaati kod yu bari yu bawoo ci model yu bari ci benn jëfandikoo fonction bu gëna am doole.
Doxal ab pipeline bu ubbeeku buy jegesi kalite frontiere ngir ab dugal bu xarañ ci wàllu kumpa, fu done yi mënu génn ci serveur yu benn kompiñi.
Modèlu jëfandikoo
Njaxasu Agrégation ci jëf
Boole ñetti xeeti chat yu ubbeeku yu wuute ni proposer, ba noppi jëfandikoo ab agrégateur bu dëgër ngir defar benn tontu buy jàppale kiliyaan yi.
Di boole ñetti xeeti chat yu wuute yu ubbeeku ni proposers, ba noppi jëfandikoo ab aggregator bu dëgër ngir defar benn tontu buy jàppale kiliyaan yi. 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 ak njëgu njuumte ci diir bi.
Njaxasu Agrégation ci jëf
Yokkatal poñ yi topp tegtal yi ci xeetu AlpacaEval, di jëfandikoo xeetu open-source kese.
Yokkateg njàngale-topp poñ ci AlpacaEval-style benchmarks jëfandikoo model open-source rekk. 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.
Njaxasu Agrégation ci jëf
Boole xalaati kod yu bari yu bawoo ci model yu bari ci benn jëfandikoo fonction bu gëna am doole.
Fusing digle kode yu bari yu bawoo ci model yu bari ci benn, jëfandikoo fonction bu gëna am doole 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.
Njaxasu Agrégation ci jëf
Doxal ab pipeline bu ubbeeku buy jegesi kalite frontiere ngir ab dugal bu xarañ ci wàllu kumpa, fu done yi mënu génn ci serveur yu benn kompiñi.
Doxal ab pipeline bu ubbeeku buy jegesi kalite frontiere ngir ab dugal bu sensitif ci privacy fu done yi mënuñu bàyyi serveur yu benn kompiñi Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds kalite ci kanam, tëye yoon escalation nit ngir jafe-jafe yi, ak topp ñaari produit yi ak njuumte yi.
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.