Résumé
Garab-ci-Xalaat dafay may ab xeetu xalaat mu banneexu ci yooni xalaat yu bari ci paralel, melni car garab, ci plaasu topp benn yoon xalaat. Mën na xool kanam, jàngat ay pexe yu néew, ba noppi dellu ginaaw ci yoon wu jaarul yoon.
Garab-ci-Xalaat Xalaat 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
Yao ak ñeneen ñi ñoo ko dugal. ci 2023, Garab-ci-Xalaat (ToT) dafay yamale chaîne-ci-xalaat yuy ñaax. Fépp fu chaîne-de-pensée defar benn yoon bu toppalante ci jéego yu xalaat, ToT dafay defar jafe-jafe bi ni garab: node bu nekk ab pexe bu xaaj la ('xalaat'), te model bi dafay defar ay xalaat yu bari ci node bu nekk. Benn jéego bu wuute ci jàngat bi dafay wane ni car bu nekk mëna am njariñ, ba noppi algorithm seetlu bu melni seetlu bu njëkk ci yaatuwaayu wala xóotaayu njëkk mooy xam ban car lañu wara yaatal ak ban car lañu wara dagg. Loolu dafay may model bi mu jàngat bu baax, xool kanam ay jéego yu néew, ba noppi dellu ginaaw sudee yoon wi nuruwul lu baax. ToT dafa leer ci liggéey yiy daanel xalaat bu benn yoon, li gëna siiw mooy Game of 24, fu GPT-4 ak chaine-of-thought saafara lu tollu ci 4% ci puzzle yi waaye ToT dafa puus ndam li ci lu tollu ci 74%.
Gis-gis xarala
ToT amna ñatti mbir: ab xalaat generator buy propoze jéego yi ci topp, ab evaluateur réew (dafay faral di nekk benn LLM bi ñuy laaj ñu joxe wala wote ci pexe yu xaaj ni 'sure / maybe / impossible'), ak ab doxalinu seetlu (BFS, DFS, wala seetlu beam) biy navigate ci garab gi. Ndax model bi dafay jàngat réew yu néew doole yi, ba noppi dagg car yu néew doole yi, dafay xaaj calcul bi ci gox yi am njariñ ci espace solution bi, jënd ak jaay inference extra dafay laaj njubte bu gëna mag ci jafe-jafe yu metti yi.
Xam garabu xalaat
Garab-ci-Xalaat dafay may ab xeetu xalaat mu banneexu ci yooni xalaat yu bari ci paralel, melni car garab, ci plaasu topp benn yoon xalaat. Mën na xool kanam, jàngat ay pexe yu néew, ba noppi dellu ginaaw ci yoon wu jaarul yoon. Garab-ci-Xalaat Xalaat 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 Garab-ci-Xalaat Reasoning 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 Garab-ci-Xalaat Xalaatal gëna xéewale 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
Faj jeu 24 ci branching ci ban ñaari nimero lañu wara njëkka boole ak dagg yooni arithmétik yu mënu yegg 24.
Bind bu am gis-gis bu lalu ci pexe, fu model bi di defar ay rëdd yu bari, jàngat leen, ba noppi yaatal li gëna am doole balaa muy bind prose.
Puzzle yu am ay jafe-jafe yu melni mots croisés yu ndaw, fu baat bu nekk xalaat la, ba noppi bàyyi bànxaas yi mënul ànd.
Math bu bari jéego wala jafe-jafe waajal fu model bi di jàngat yeneen jéego yu digg ak dellu ginaaw ci ñooñuy xañ ay tënk.
Modèlu jëfandikoo
Garab-ci-Xalaat Xalaat ci jëf
Faj jeu 24 ci branching ci ban ñaari nimero lañu wara njëkka boole ak dagg yooni arithmétik yu mënu yegg 24.
Faj jeu 24 ci branching ci ban ñaari nimero ñu njëkka boole ak dagg yooni arithmetik yu mënu yegg 24 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.
Garab-ci-Xalaat Xalaat ci jëf
Bind bu am gis-gis bu lalu ci pexe, fu model bi di defar ay rëdd yu bari, jàngat leen, ba noppi yaatal li gëna am doole balaa muy bind prose.
Bind ak pexe bu lëkkaloo, fu model bi di defar ay rëdd yu bari, jàngat leen, ba noppi yaatal li gëna am doole balaa muy bind prose. 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 error time.
Garab-ci-Xalaat Xalaat ci jëf
Puzzle yu am ay jafe-jafe yu melni mots croisés yu ndaw, fu baat bu nekk xalaat la, ba noppi bàyyi bànxaas yi mënul ànd.
Puzzle constraint yu melni mini crosswords, fu baat bu nekk bu fees nekk xalaat ak car yu mënul ànd ñu bàyyi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir mbir yu am solo, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Garab-ci-Xalaat Xalaat ci jëf
Math bu bari jéego wala jafe-jafe waajal fu model bi di jàngat yeneen jéego yu digg ak dellu ginaaw ci ñooñuy xañ ay tënk.
Math yu bari-jéego wala jafe-jafe waajal fu model bi di jàngat yeneen jéego yu digg ak dellu ginaaw ci ñooñuy xañ ay tënk. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay tegtal yu baax ci kanam, tëye yoonu eskalaasioŋ nit ngir jafe-jafe yi, ba noppi topp njariñu liggéey 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, 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.