LlamaIndex
LlamaIndex nisoko ifunguye-isoko yamakuru ihuza imiterere yururimi runini namakuru yawe yihariye kandi yo hanze.
Incamake
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.
Kwibira cyane
Ryakozwe na Jerry Liu kandi ryiswe GPT Index igihe ryatangizwaga mu mpera za 2022, LlamaIndex yibanze kuri 'data' igice cya porogaramu za LLM. Kuberako moderi zifite imiterere ntarengwa ya Windows kandi nta bumenyi bwamadosiye yawe yihariye, LlamaIndex itanga umuyoboro wo guca icyo cyuho: abahuza (binyuze kuri LlamaHub) bapakira amakuru kuva kuri PDF, Igitekerezo, Slack, data base, ninkomoko amagana; amakuru yacitsemo ibice hanyuma ashyirwa mubipimo ngenderwaho; na moteri yikibazo igarura ibice byingenzi kugirango igaburire icyitegererezo mugihe cyo gusubiza. Ifasha kandi inzego zateye imbere nkurutonde rwincamake, ibishushanyo byubumenyi, hamwe ninyandiko nyinshi. Isosiyete yasohoye LlamaParse, isesengura rikomeye ryerekana inyandiko za PDF nimbonerahamwe, hamwe na LlamaCloud yo gufata neza. Mugihe LangChain nigitabo cyagutse cya orchestre, LlamaIndex irarushijeho kuba myiza mugushakisha no kugarura amakuru.
Ubushishozi
Umuyoboro urimo, indangagaciro, kugarura, guhuza. Inyandiko zigabanyijemo ibice, buri kimwe cyahinduwe kuri vector ishiramo ibisobanuro bisobanura. Mugihe cyibibazo, ikibazo cyumukoresha cyashyizwemo kandi ugereranije na vectors zabitswe kugirango ubone imipira yegeranye; utwo duce wongeyeho ikibazo cyibibazo byoherejwe kuri LLM. LlamaIndex itanga kandi inzira yo kubaza, kongera gutondekanya, hamwe nibipimo byubatswe kuburyo umunzani wo kugarura birenze gushakisha ibintu bisa.
Ingaruka z'Ingamba
Vendor strategy
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Igiciro na bije
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Risk and safety
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Kazoza ka LlamaIndex
LlamaIndex iri kuzamura stack kuva RAG ikomora kuri agent, intambwe nyinshi zamakuru, aho umukozi wa LLM ashobora gutegura ibibazo mubyangombwa byinshi nibikoresho. Ishoramari ryinshi muri LlamaParse na LlamaCloud ryerekana kwibanda ku gusobanukirwa inyandiko zumushinga, cyane cyane akajagari nyako-nyaburanga PDF, imbonerahamwe, na form. Mugihe imiterere ya Windows ikura, tegereza ingamba nziza zivanze zivanga kugarura hamwe nigihe kirekire cyo gutekereza aho kwishingikiriza kuri wenyine.
Gushyira mu bikorwa Isi
Urugaga rw'amategeko rugaragaza amasezerano ibihumbi n'ibihumbi kugirango abunganizi bashobore kubaza ibibazo byoroheje-Icyongereza kandi babone ibisubizo byatanzwe ku ngingo zihariye.
Isosiyete ihuza LlamaIndex na wiki yimbere na Slack kugirango abakozi babaze umufasha umwe ushingiye aho gushakisha intoki.
Itsinda ryimari rikoresha LlamaParse kugirango rikure imbonerahamwe muri raporo zigoye za PDF, hanyuma ubaze imibare ukoresheje LLM.
Umushakashatsi yubaka ubumenyi-shusho yerekana impapuro zubumenyi kugirango akurikirane uko ibitekerezo bihuza inyandiko nyinshi.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Abridge Clinical Documentation
Ibibazo bikunze kubazwa
What is LlamaIndex?
LlamaIndex nisoko ifunguye-isoko yamakuru ihuza imiterere nini yururimi namakuru yawe yihariye kandi yo hanze. Yinzobere mugusubirana-kwongererwa ibisekuru (RAG), byoroshe gufata, indangagaciro, nibibazo kugirango LLM isubize ibibazo bishingiye kubumenyi bwawe bwite.
Niki LlamaIndex yagenewe gukora cyane?
LlamaIndex ni urwego rwamakuru yihariye muri RAG: kwinjiza, kwerekana, no kubaza inyandiko kugirango LLMs isubize ishingiye kumakuru yawe.
LlamaIndex yabanje kwitwa iki igihe yatangizaga?
Yakozwe na Jerry Liu, yatangije nka GPT Index mu mpera za 2022 mbere yo kwitwa LlamaIndex.
Ni ukubera iki gushakisha bikenewe aho gushira ibintu byose mukibazo?
Context windows irarangiye kandi moderi ntizizi dosiye zawe bwite, RAG rero igarura gusa uduce twingenzi two gushiramo.
Mumuyoboro wa LlamaIndex, niki cyaremwe muri buri gice cyinyandiko kugirango ishobore gushakisha ibisobanuro?
Buri node / chunk ihindurwamo vector ishiramo ibisobanuro byayo, igafasha guhuza ibintu.
Niki LlamaParse yubatswe kugirango ikemure?
LlamaParse ni inyandiko isobanura inyandiko igereranijwe kuri PDF nimbonerahamwe igoye, kuzamura ireme ryamakuru mbere yo kwerekana.