Hasashen RAG da Maidowa-Ƙara Tsari
Hasashen RAG yana haɓakawa da haɓaka tsarar da aka haɓaka ta hanyar samun ƙarami, ƙirar ƙirar ƙira da yawa amsoshi daga takaddun da aka dawo da su, wanda mafi girma samfurin sannan ya tabbatar.
Dubawa
It matters because it cuts latency and reduces the confusion large models suffer when stuffed with many long passages.
Zurfafa nutsewa
Classic RAG yana ciyar da duk takaddun da aka dawo dasu cikin babban samfurin harshe guda ɗaya, wanda yake jinkiri kuma mai saurin rasa hankali lokacin da mahallin ya yi tsayi. Speculative RAG ya raba aikin. Ana ba ƙaramin, ƙirar 'daftar' na musamman gungu na takaddun da aka dawo da su kuma yana samar da amsoshin ɗan takara da yawa a layi daya, kowanne yana tushe a cikin wani yanki na shaida daban kuma yana tare da dalili. Mafi girma samfurin 'verifier' sannan ya zana waɗannan daftarin kuma ya zaɓi mafi kyau, maimakon karanta duk takaddun da kansa. Saboda ƙaramin ƙirar yana ɗaukar nauyin karatu mai nauyi kuma babban ƙirar kawai yana yin hukunci ga gajerun zane, tsarin yana da sauri kuma galibi ya fi daidai. Matakin tari yana tabbatar da daftarin aiki ya rufe ra'ayoyi daban-daban maimakon sassauƙa.
Fahimtar Fasaha
Takaddun da aka dawo ana tattara su ta hanyar kamanni na abun ciki, sannan a zana daftari ɗaya daga kowane gungu don samar da nau'i daban-daban, waɗanda ba su da yawa. Mai tsara nauyi mai nauyi yana haifar da amsa tare da dalili ga kowane juzu'i a layi daya. Mai tabbatarwa yana ƙididdige ƙimar amincewa ta haɗa daidaiton daftarin, yuwuwar sharadi mai ma'ana, da siginar tunani, sannan zaɓi daftarin mafi girman maki. Wannan rabe-raben ma'aikata yana nuna ƙididdige ƙididdiga: shawarwari masu arha mai arha, rajistan izini ɗaya.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Hasashen RAG da Tsara-Ƙara Ƙarfafawa
Mahimman ra'ayi na RAG zuwa tsarin dawo da na'ura inda ake sauraran ƴan ƙwaƙƙwaran ƙira a kowane yanki kuma a canza su a bayan mai tantancewa. Yi tsammanin haɗin kai mai ƙarfi tare da bututun wakili, lambobi masu daidaitawa na zayyana dangane da wahalar tambaya, da masu tabbatarwa waɗanda kuma ke nuna ƙarancin shaida. Kamar yadda mahallin windows ke girma, ƙimar tana canzawa daga ƙarar rubutu zuwa cikin hikimar daidaita tunani akan shaida, yin daftarin-da-tabbatar da gine-ginen mai yuwuwa tsoho don amsa tambaya mai tushe.
Aiwatar da Gaskiyar Duniya
Mataimakin Q&A na likita inda ƙaramin mai rubutawa ke karanta gungun jagororin asibiti a layi daya kuma mafi girma samfurin yana tabbatar da mafi aminci, mafi kyawun tallafi.
Bot ɗin bincike na kamfani wanda ke tsara amsoshin ɗan takara da yawa daga gungu na takardu daban-daban don yanke jinkirin mayar da martani akan dogon tushe na ilimi.
Kayan aikin bincike na shari'a wanda ke haifar da fassarori masu gasa da aka kafa a cikin sassa daban-daban na shari'a, sannan sanya su da samfurin tantancewa.
Tsarin goyan bayan abokin ciniki wanda ke kawar da ƙayyadaddun ƙayyadaddun yanki don sarrafa littattafan samfur yayin da babban tabbaci yana tabbatar da ƙasa ta gaskiya.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Kai-RAG da Maido da Tunani
Tambayoyin da ake yawan yi
What is Speculative RAG and Retrieval-Augmented Drafting?
Hasashen RAG yana haɓakawa da haɓaka tsarar da aka haɓaka ta hanyar samun ƙarami, ƙirar ƙirar ƙira da yawa amsoshi daga takaddun da aka dawo da su, wanda mafi girma samfurin sannan ya tabbatar. Yana da mahimmanci saboda yana yanke latency kuma yana rage ruɗani da manyan samfuran ke wahala lokacin da aka cika su da dogayen wurare masu yawa.
A cikin Speculative RAG, wace rawa ƙarami samfurin ke takawa?
'Drafter' mai nauyi yana karanta rukunonin daftarin aiki kuma yana samar da amsoshi masu tushe da yawa a layi daya.
Me yasa ake tattara takaddun da aka kwaso kafin tsarawa?
Tari da yin samfura guda ɗaya ga kowane gungu yana ba kowane daftarin aiki keɓantaccen yanki, mara juzu'i na shaidar, yana ƙarfafa amsoshi iri-iri.
Menene samfurin 'verifier' mafi girma yake yi da farko?
Maimakon karanta duk takaddun da kanta, mai tabbatarwa yana kimanta gajerun zane-zane da dalilai kuma ya zaɓi amsa mafi girma.
Ta yaya Speculative RAG ke rage jinkiri idan aka kwatanta da daidaitaccen RAG?
Babban samfuri mai tsada ba ya sake shigar da duk dogon hanyoyin; yana tabbatar da taƙaitaccen zayyana ne kawai, yayin da rubutun layi ɗaya ke sarrafa karatun.
Tsarin daftarin RAG na hasashe-sannan-tabbace yana da kamanceceniya da wace dabarar yanke hukunci?
Dukansu suna amfani da shawarwari masu arha mai arha daga ƙaramin ƙirar ƙira wanda ke biye da rajista mai izini daga babban samfuri.