LlamaIndex
LlamaIndex shine tsarin bayanan buɗaɗɗen tushe wanda ke haɗa manyan samfuran harshe zuwa bayanan sirri da na waje.
Dubawa
It specializes in retrieval-augmented generation (RAG), making it easy to ingest, index, and query documents so an LLM can answer questions grounded in your own knowledge.
Zurfafa nutsewa
Jerry Liu ne ya ƙirƙira kuma asalinsa ana kiransa GPT Index lokacin da aka ƙaddamar da shi a ƙarshen 2022, LlamaIndex yana mai da hankali kan 'bayanai' rabin aikace-aikacen LLM. Saboda samfura suna da ƙayyadaddun mahallin windows kuma ba su da masaniyar fayilolinku masu zaman kansu, LlamaIndex yana ba da bututun don cike wannan gibin: masu haɗawa (ta hanyar LlamaHub) ɗora bayanai daga PDFs, Ra'ayi, Slack, bayanan bayanai, da ɗaruruwan tushe; bayanan an karkata su cikin nodes kuma an sanya su cikin fihirisar vector; kuma injin tambaya yana dawo da mafi dacewa guntu don ciyar da samfurin a lokacin amsawa. Hakanan yana goyan bayan ƙarin sifofi masu ci gaba kamar fihirisar taƙaice, jadawali na ilimi, da wakilai masu tarin yawa. Kamfanin ya saki LlamaParse, ƙaƙƙarfan fassarar daftarin aiki don hadaddun PDFs da teburi, da LlamaCloud don sarrafa sarrafa su. Yayin da LangChain babban kayan aiki ne na ƙungiyar kade-kade, LlamaIndex ya fi dacewa don bincike da dawo da bayanai.
Fahimtar Fasaha
Bututun yana ingest, index, maidowa, hadawa. Takaddun bayanai sun kasu kashi cikin nodes, kowanne an canza su zuwa vector da ke haɗa ma'anar ma'ana. A lokacin tambaya, tambayar mai amfani ana haɗa shi kuma ana kwatanta shi da na'urorin da aka adana don nemo matches mafi kusa; waɗancan guntun tare da fam ɗin tambayar da aka aika zuwa ga LLM. LlamaIndex kuma yana ba da hanyar bincike, sake-daraja, da tsararrun fihirisa don haka maido da ma'auni fiye da binciken kamanni na butulci.
Dabarun Tasiri
Dabarun mai siyarwa
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba.
Kudin da kasafin kuɗi
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi da haɗari na dogon lokaci.
Haɗari da aminci
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa.
Makomar LlamaIndex
LlamaIndex yana haɓaka tari daga RAG plumbing zuwa ga wakili, kwararar bayanai masu matakai da yawa, inda wakilin LLM zai iya tsara tambayoyi a cikin takardu da kayan aiki da yawa. Babban saka hannun jari a LlamaParse da LlamaCloud suna nuna alamar mayar da hankali kan fahimtar daftarin aiki na kasuwanci, musamman ɓarna na ainihin PDFs, teburi, da siffofi. Kamar yadda mahallin windows ke girma, sa ran dabarun haɗaka masu wayo waɗanda zasu haɗu da dawowa tare da dogon tunani maimakon dogaro da ko dai su kaɗai.
Aiwatar da Gaskiyar Duniya
Kamfanin lauya yana ba da lissafin dubban kwangiloli don haka lauyoyi zasu iya yin tambayoyi a fili-Turanci kuma su sami amsoshi ga takamaiman jumla.
Wani kamfani yana haɗa LlamaIndex zuwa wiki na ciki da Slack don haka ma'aikata suna tambayar mataimaki guda ɗaya maimakon bincika da hannu.
Ƙungiyar kuɗi tana amfani da LlamaParse don fitar da allunan daga rahotannin PDF masu rikitarwa, sannan ta tambayi lambobin ta hanyar LLM.
Mai bincike yana gina fihirisar ilimi akan takaddun kimiyya don gano yadda ra'ayoyi ke haɗuwa a cikin takardu da yawa.
Hatsari & Tsare-tsare
Sanarwar ƙaddamarwa na iya ƙetare kwanciyar hankali a cikin ayyukan samarwa na gaske.
Farashin API ko sauye-sauyen manufofi na iya karya zato cikin dare.
Dogaro mai siyarwa guda ɗaya yana ƙara kulle-kulle da farashin ƙaura.
Taswirar Hanya
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi.
Ci gaba da Bincike
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Jagora na gaba
Bayanan Clinical Abridge
Tambayoyin da ake yawan yi
What is LlamaIndex?
LlamaIndex shine tsarin bayanan buɗaɗɗen tushe wanda ke haɗa manyan samfuran harshe zuwa bayanan sirri da na waje. Ya ƙware a ƙarni na dawowa (RAG), yana sauƙaƙa shigar, fihirisa, da takaddun tambaya ta yadda LLM zai iya amsa tambayoyin da ke cikin ilimin ku.
Menene LlamaIndex da farko an ƙera don yi?
LlamaIndex tsarin bayanai ne na musamman a cikin RAG: ingesting, indexing, and questioning documents don haka LLMs ke amsa tushen bayanan ku.
Menene sunan farko LlamaIndex lokacin da aka ƙaddamar da shi?
Jerry Liu ne ya ƙirƙira shi, an ƙaddamar da shi azaman GPT Index a ƙarshen 2022 kafin a sake masa suna LlamaIndex.
Me yasa ake buƙatar dawowa maimakon manna komai a cikin gaggawa?
Fayilolin mahallin ba su da iyaka kuma ƙira ba su san fayilolinku masu zaman kansu ba, don haka RAG yana dawo da mafi dacewa guntu kawai don haɗawa.
A cikin bututun LlamaIndex, menene aka ƙirƙira daga kowane guntu na takarda don ba da damar binciken ilimin harshe?
Kowane kulli/gudu ana jujjuya shi zuwa vector mai haɗa ma'anarsa, yana ba da damar dawo da tushen kamanni.
Menene LlamaParse aka gina don ɗauka?
LlamaParse wani daftarin aiki ne wanda aka kunna don hadaddun PDFs da teburi, yana inganta ingancin bayanai kafin fiddawa.