Résumé
YaRN (Beneen RoPE extension) xarala la buy tàllal palanteer bi transformateur bi mëna jëfandikoo fu sori lool ci li ñu ko tàggat, ak tuuti ay fine-tuning. Dafa am solo ndax dafay may model yi fi nekk ñu mëna jëfandikoo dokimaa yu gëna gudd te duñu leen tàggataat ci noonu rek.
YaRN Context Window Scaling bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal.
Plongeur bu xóot
LLM yi gëna bari ci jamono jii dañuy kode position baat yi ci jëfandikoo Rotary Position Embeddings (RoPE), te loolu dafay dox bu baax ba ci guddaay bi model bi gis ci diiru tàggat bi. Feed ci yoon wu gëna gudd te model bi dafay yàqu bu baax. YaRN dafay saafara jafe-jafe yii ci wàññiwaat fréquence wëréelu RoPE ci anam wu xam fréquence yi: dimension fréquence yu kawe yi (yiy jàpp relasioŋ yi ci gox bi, jege) dañu leen bàyyi ñu laal leen, waaye dimension yu fréquence yu néew yi (yiy jàpp position yu sori) dañu leen di boole. Dafay yokk itam benn yamale tàngoor ngir bàyyi xel ci logit yi ñu mëna doxal bu baax ci diggante yu sori. Resultaa bi, ñu wane ko ci xeetu LLaMA, dafay yokk contexte ci 4K ba 64K-128K tokens jëfandikoo lu tollu ci 0.1% ci done tàggat yu njëkk yi ak ay téemeeri jéego yu baax.
Gis-gis xarala
RoPE dafay wëlbati vecteur laaj ak caabi ci angle bu méngoo ak position bi ak fréquence bu dimension bu nekk. Interpolaasioŋ ligneer bu yomb (interpolaasioŋ posisioŋ) dafay yàq bépp fréquence buy tolloo, di yàq detay yi ci gox bi. YaRN lu moy loolu dafay jëfandikoo 'NTK-by-parts': dafay boole dimension yu fréquence yu woyof yi (guddaayi onde yu gudd), bàyyi yu fréquence yu kawe yi kese, ak ay rampe ci seen biir. Eskalaasioŋu tàngoor wiñ bàyyi xel mooy kompensaasioŋ coppite entropi bi, ba noppi di tëye njub ci guddaay yu gëna gudd.
Mastering Palanteer Kontekstu YaRN
YaRN (Beneen RoPE extension) xarala la buy tàllal palanteer bi transformateur bi mëna jëfandikoo fu sori lool ci li ñu ko tàggat, ak tuuti ay fine-tuning. Dafa am solo ndax dafay may model yi fi nekk ñu mëna jëfandikoo dokimaa yu gëna gudd te duñu leen tàggataat ci noonu rek. YaRN Context Window Scaling bokk na ci lakk-IA stack bi ñuy jëfandikoo ngir jàng, defar, xaaj, ak soppi mbind ak wax ci eskaal. Ngir tabax xam-xam bu xóot, jàppal YaRN Context Window Scaling ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi 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 YaRN Context Window Scaling dañuy laaj, seet, ak xoolaat boucles 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
Yaatalal xeetu LLaMA bu ubbeeku ci 4K ba 128K jetons suko defee mu mëna jël codebase bi yépp wala kontraa bu gudd ci benn yoon
Bayyi ab chatbot mu denc ay jaar-jaari waxtaan yu gudd te du dagg turn yu njëkk yi
Résumé dokimaa yu am guddaayu téere wala transkripsioŋ yu waxtu yu bari yu weesu palanteer biñ defaree modelu base bi
Defar ci anam wu yomb ab model buñu tàggat bu njëkk ngir ay liggéey yu gudd ngir seet ay mbir yu jëfandikoo ab daw bu ndaw
Modèlu jëfandikoo
YaRN Palanteer Kontekst Eskalaasioŋ ci jëf
Yaatalal xeetu LLaMA bu ubbeeku ci 4K ba 128K jetons suko defee mu mëna jël codebase bi yépp wala kontraa bu gudd ci benn yoon.
Yaatalal benn xeetu LLaMA bu ubbeeku ci 4K ba 128K tokens suko defee mu mëna jël benn codebase wala kontraa bu gudd ci benn yoon.
YaRN Palanteer Kontekst Eskalaasioŋ ci jëf
Bayyileen chatbot bi mu denc ay jaar-jaari waxtaan yu gudd te du dagg turn yu njëkk ya.
Bayyi benn chatbot mu tëye ay jaar-jaari waxtaan yu gudd lool te du dagg turn yu njëkk yi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxe ay tegtal 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.
YaRN Palanteer Kontekst Eskalaasioŋ ci jëf
Résumé dokimaa yu am guddaayu téere wala transkripsioŋ yu waxtu yu bari yu weesu palanteer biñ defaree modelu base bi.
Résumé dokimaa yu guddu téere yi wala transcription yu waxtu yu bari yu weesu palanteer bi modelu base bi Teams 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.
YaRN Palanteer Kontekst Eskalaasioŋ ci jëf
Defar ab model buñu tàggat bu njëkk ci anam wu yomb ngir ay liggey yu guddu ci wàllu seetlu ci jëfandikoo ay run fine-tuning yu ndaw.
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 yi ak njëgu njuumte yi ci diir bi.
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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk 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, noppalu génne gi, tëj bërëb bi, ba noppi yokk jëfandikoo gi.