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Hasashen RAG da Maidowa-Ƙara Tsari
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Jagorar Fasaha
Takardun Iyaye da Karami-zuwa-Babban Maidowa
Dawowar daftarin iyaye, wanda kuma ake kira ƙarami-zuwa babba maidowa, bincika kan ƙanana, madaidaicin guntun rubutu amma suna ba da samfurin harshe babban sashe ko daftarin aiki kowane guntu ya fito.
A wannan shafi4 min karatu
Dubawa
Yana da mahimmanci saboda yana kawar da cinikin chunking na yau da kullun: ƙananan chunks daidai tambayoyin daidai, kuma iyaye mafi girma suna ba da samfurin isashen mahallin don amsa daidai.
Zurfafa nutsewa
Kafaffen-girma chunking yana tilasta yin ciniki. Ƙananan ƙulle-ƙulle, faɗi ƴan jimloli, suna samar da abubuwan haɗawa masu kaifi: vector yana wakiltar ra'ayi ɗaya, don haka tambaya game da wannan ra'ayin ya dace da shi sosai. Amma guntun jimloli biyu da wuya ya ƙunshi isasshen mahallin don samfurin ya amsa da kyau; yana iya barin ma'anar sakin layi uku a baya ko banda a cikin jumla ta gaba. Manyan gungu-gungu suna ɗaukar wannan mahallin, amma abubuwan da suka haɗa su suna ɓata ra'ayoyi da yawa tare, don haka dawo da shi ba ya da ma'ana kuma za a iya fitar da sashin da ya dace ta gungu-gungu wanda ke kan jigo kawai. Karami-zuwa babba maidowa ya raba ayyukan biyu. Tsarin yana nuna ƙananan ƙananan yara don bincike, kuma kowane yaro yana riƙe da nuni ga iyaye mafi girma: sashe, shafi, ko dukan daftarin aiki. A lokacin tambaya ta nemo mafi kyawun yara, sannan ta duba sama ta mayar da iyayensu. Idan yara da yawa suna raba iyaye ɗaya, ana aika iyayen sau ɗaya, wanda kuma yana cire kwafi. LangChain's ParentDocumentRetriever yana aiwatar da wannan tare da kantin sayar da vector don yara da keɓaɓɓen kantin sayar da takardu don iyaye. LlamaIndex yana ba da alamu masu alaƙa: dawo da taga jimla, wanda ke dawo da jimlar da ta dace da ƙayyadaddun jimlolin maƙwabta, da dawo da haɗe-haɗe ta atomatik, wanda ke maye gurbin ɓangarorin ganye da aka samo da yawa tare da kullin iyayensu na raba lokacin da isashen su ya dace. Hanyar tana ƙoƙarin doke ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun ƙayyadaddun takaddun takaddun kamar littattafai, kwangiloli, manufofi da littattafan karatu, inda ma'anar ta dogara da sashin da ke kewaye. Yana taimakawa kaɗan lokacin da takaddun sun riga sun kasance gajere, ko kuma lokacin da iyaye suke da girma har wasu kaɗan daga cikinsu suka mamaye tagar mahallin ko binne amsar a cikin rubutu maras dacewa. Kuskure na gama gari shine cewa wannan yana amfani da manyan ƙugiya ne kawai. Ba: naúrar maidowa da rukunin tsara suna da girma dabam dabam da gangan, don haka kuna ci gaba da daidaita daidai ba tare da yunwar ƙirar mahallin ba.
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 Takardun Iyaye da Karamin-zuwa-Babban Maidowa
Ƙananan-zuwa babba yana zama tsoho maimakon dabara, kuma manyan tsare-tsare sun riga sun fallasa tsarin aiki ko maido da taga kamar yadda zaɓuɓɓukan daidaitawa. Manyan windows mahallin suna rage hukuncin aika manyan iyaye, wanda ke sa tsarin ya zama mai rahusa don ɗauka. Buɗe tambayoyin sun kasance game da zabar iyakoki na iyaye ta atomatik, misali ta yin amfani da nazarin shimfidar takardu ko ɓangaren koya maimakon dogaro da kanun labarai. Ana ƙara haɗa shi tare da masu sakewa da kuma tare da hanyoyin shigar da mahallin da ke ƙoƙarin ba wa ƴan ƴan ɓangarorin sanin abubuwan da ke kewaye da su a lokacin ƙididdigewa. Gwaji akan takaddun ku, maimakon maƙasudai na gabaɗaya, ya kasance tabbataccen hanya don ɗaukar girman yara da iyaye.
Aiwatar da Gaskiyar Duniya
Abun ciki na IT na taimaka bot yana nuna kowane mataki na magance matsala azaman ɓangarorin yara daban, amma lokacin da matakin ya dace ya dawo da tsarin gaba ɗaya, don haka ƙirar ba ta gaya wa masu amfani su yi mataki na 4 ba tare da matakai 1 zuwa 3 ba.
Kayan aikin bincike na shari'a ya dace da jumla guda game da lokutan sanarwar ƙarewa, sannan ya wuce samfurin cikakken sashin kwangila, gami da ma'anoni da keɓantawa waɗanda ke canza abin da jumlar ke nufi.
Mataimakin kwas na jami'a yana bincika matakin jimla daga bayanan lacca kuma ya mayar da shafin da ke kewaye, don haka amsoshi game da dabara kuma sun haɗa da yanayin da ake amfani da su.
Mataimakin yana da'awar inshora yana dawo da ƙananan matches da yawa daga takaddun manufofin guda ɗaya, yana tara su ta iyaye, kuma ya aika wannan sashin manufofin sau ɗaya maimakon gutsuttsura masu ruɓani biyar.
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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Tambayoyin da ake yawan yi
Menene Takardun Iyaye da Karami-zuwa Babban Maidowa?
Dawowar daftarin iyaye, wanda kuma ake kira ƙarami-zuwa babba maidowa, bincika kan ƙanana, madaidaicin guntun rubutu amma suna ba da samfurin harshe babban sashe ko daftarin aiki kowane guntu ya fito. Yana da mahimmanci saboda yana kawar da cinikin chunking na yau da kullun: ƙananan chunks daidai tambayoyin daidai, kuma iyaye mafi girma suna ba da samfurin isashen mahallin don amsa daidai.
Menene ainihin ciniki-kashe ke yin adireshin dawo da ƙarami-zuwa babba?
Ƙananan ƙugiya suna ba da abin da aka haɗa da hankali amma kaɗan kaɗan; manyan gungu-gungu suna ba da mahallin mahallin amma abubuwan sakawa mara kyau. Karami-zuwa-babban bincike kanana kuma yana dawowa babba don samun duka biyun.
A cikin ƙaramin-zuwa babba, me ake ciki da bincike a lokacin tambaya?
An yiwa yara lissafin daidaitattun daidaito; ana duban iyaye ne bayan wasan yara.
Idan kashi uku da aka dawo dasu duk suna cikin sashin iyaye ɗaya, menene tsarin ya kamata yayi?
Ƙungiya ta iyaye yana nufin ɓangaren an haɗa shi sau ɗaya, wanda ke adana alamun da kuma cire gutsuttsura kwafi.
Ta yaya LangChain's ParentDocumentRetriever yake adana matakan rubutu biyu?
An saka yara a cikin kantin sayar da kaya don bincike, yayin da cikakkun iyaye suke zaune a cikin kantin sayar da takardu kuma ana kawo su ta ID.
Menene dawo da taga jumla-taga?
Dawo da taga jimla-jumla yayi daidai a matakin jumla sannan kuma ya faɗaɗa zuwa taga na jimlolin da ke kewaye don samar da mahallin.
Ci gaba da koyo
Jagora masu alaƙa
An zaɓi ƙarin jagora don wannan batu