LlamaIndex
LlamaIndex bụ usoro data mepere emepe na-ejikọ ụdị asụsụ buru ibu na data nkeonwe na nke mpụga gị.
Nchịkọta
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.
Ime miri emi
Jerry Liu mebere nke akpọrọ GPT Index mgbe ewepụtara ya na ngwụcha 2022, LlamaIndex lekwasịrị anya na 'data' ọkara nke ngwa LLM. N'ihi na ụdị nwere mpio ihe dị ntakịrị na enweghị ihe ọmụma nke faịlụ nkeonwe gị, LlamaIndex na-enye pipeline iji mechie ọdịiche ahụ: njikọ (site na LlamaHub) na-ebu data sitere na PDFs, Notion, Slack, ọdụ data, na ọtụtụ narị isi mmalite; A na-ekekọta data ahụ n'ime ọnụ ma tinye ya n'ime ndepụta vector; na injin ajụjụ na-eweghachite chunks kacha mkpa iji zụọ ihe nlereanya n'oge azịza. Ọ na-akwado ihe owuwu dị elu dị ka ndepụta nchịkọta, eserese ihe ọmụma, na ndị nnọchite ọtụtụ akwụkwọ. Ụlọ ọrụ ahụ wepụtara LlamaParse, akwụkwọ nyocha siri ike maka PDFs na tebụl dị mgbagwoju anya, yana LlamaCloud maka ijikwa ingestion. Ọ bụ ezie na LangChain bụ ngwa ngwa orchestration sara mbara, LlamaIndex na-akacha mma maka ọchụchọ na iweghachi karịa data.
Nghọta nka nka
Ọkpụkpọ ahụ na-abanye, index, weghachite, synthesize. A na-ekewa dọkụmentị ka ọ bụrụ ọnụ, nke ọ bụla gbanwere ka ọ bụrụ vector na-etinye aka na-ewepụta mpụtara semantik. N'oge a na-ajụ ajụjụ, ajụjụ onye ọrụ na-agbakwunyere ma tụnyere ya megide vectors echekwara iji chọta egwuregwu kacha nso; iberibe ndị ahụ gbakwunyere ụdị ajụjụ a zitere na LLM. LlamaIndex na-enyekwa ụzọ ntugharị ajụjụ, nhazigharị, na ndenye ahaziri ahazi ka iweghachite akpịrịkpa karịrị nchọ myirịta enweghị isi.
Mmetụta atụmatụ
Atụmatụ ndị na-ere ahịa
Ụzọ ndị na-ere ahịa na-emetụta atụmatụ ndị otu gị nwere ike ịrụ na-esote.
Ọnụ ego na mmefu ego
Usoro azụmahịa na nhọrọ mbugharị na-emetụta ọnụ ahịa ogologo oge yana ihe egwu.
Ihe ize ndụ na nchekwa
Ihe mkpali ụlọ ọrụ na-akpụzi ndabara ngwaahịa, ọnọdụ nchekwa, na oghere.
Ọdịnihu nke LlamaIndex
LlamaIndex na-arịgo ngwungwu ahụ site na RAG plumbing na-aga n'ihu na-arụ ọrụ data ọtụtụ nzọụkwụ, ebe onye ọrụ LLM nwere ike ịhazi ajụjụ n'ofe ọtụtụ akwụkwọ na ngwaọrụ. Ntinye ego dị ukwuu na LlamaParse na LlamaCloud na-egosi mgbado anya na nghọta akwụkwọ ụlọ ọrụ, ọkachasị PDFs ụwa, tebụl na ụdị adịghị mma. Ka windo ndị dị na ya na-etolite, na-atụ anya atụmatụ ngwakọ ndị nwere ọgụgụ isi nke na-agwakọta iweghachite na echiche dị ogologo karịa ịdabere na naanị ya.
Mmejuputa n'ezie n'ụwa
Otu ụlọ ọrụ iwu na-edepụta puku kwuru puku nkwekọrịta ka ndị ọka iwu nwee ike ịjụ ajụjụ asụ Bekee ma nweta azịza ndị e zoro aka na nkebiokwu.
Otu ụlọ ọrụ na-ejikọ LlamaIndex na wiki ime ya na Slack ya mere ndị ọrụ na-ajụ otu onye enyemaka ala kama iji aka na-achọ ya.
Otu ego na-eji LlamaParse wepụ tebụl na akụkọ PDF dị mgbagwoju anya, wee jụọ ọnụọgụgụ ahụ site na LLM.
Onye na-eme nchọpụta na-ewulite index-graph index n'elu akwụkwọ sayensị iji chọpụta ka echiche na-ejikọta n'ofe ọtụtụ akwụkwọ.
Ihe ize ndụ & okporo ụzọ nche
Mwepụta ọkwa nwere ike karịa nkwụsi ike na usoro nrụpụta n'ezie.
Ọnụ ahịa API ma ọ bụ mgbanwe amụma nwere ike imebi echiche n'otu abalị.
Ndabere otu onye na-ere ahịa na-abawanye mkpọchi na ọnụ ahịa mbugharị.
Map mmejuputa
Nyochaa ndị na-eweta ọrụ site na iji ọrụ nke gị na nhazi data.
Nyochaa nzuzo, nchekwa na usoro iwu tupu njikọta.
Jikwaa atụmatụ ọdịda n'ofe ụdị ma ọ bụ ndị na-ere ahịa.
Nyochaa ndetu mwepụta ka mgbanwe map ụzọ ghara iju ndị otu anya.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Abridge Clinical Documentation
Ajụjụ a na-ajụkarị
What is LlamaIndex?
LlamaIndex bụ usoro data mepere emepe na-ejikọ ụdị asụsụ buru ibu na data nkeonwe na nke mpụga gị. Ọ bụ ọkachamara n'ọgbọ eweghachite-augmented (RAG), na-eme ka ọ dị mfe ịtinye, ndenye aha na akwụkwọ ajụjụ ka LLM nwee ike ịza ajụjụ dabere na ihe ọmụma nke gị.
Kedu ihe LlamaIndex bụ isi emebere ime?
LlamaIndex bụ usoro data emebere na RAG: ntinye akwụkwọ, ntinye aha na ajụjụ ka LLM wee zaa dabere na data gị.
Kedu ihe a na-akpọ LlamaIndex na mbụ mgbe ọ malitere?
Jerry Liu mebere ya, ewepụtara ya dị ka GPT Index na ngwụcha 2022 tupu akpọgharịa ya LlamaIndex.
Gịnị kpatara iweghachite achọrọ kama ịfefe ihe niile n'ime ngwa ngwa?
Window dị n'ụdị adịghị ama faịlụ nkeonwe gị, yabụ RAG na-eweghachite naanị chunks dị mkpa ịgụnye.
N'ime pipeline LlamaIndex, kedu ihe a na-emepụta site na mpempe akwụkwọ ọ bụla iji mee ka nyocha ọmụmụ ihe pụta?
A na-atụgharị ọnụ ọnụ/nhịhịa ọ bụla ka ọ bụrụ vector agbakwunyere na-ewepụta ihe ọ pụtara, na-eme ka mweghachi dabere na myirịta.
Kedu ihe LlamaParse wuru iji jikwaa?
LlamaParse bụ ihe nzacha akwụkwọ etinyere maka PDF na tebụl dị mgbagwoju anya, na-eme ka ogo data dịkwuo mma tupu ntinye aha.