AMABWIRIZA

Pinecone

Pinecone nububiko bwuzuye bwububiko bubika kandi bugashakisha imibare yububiko bwa AI butanga umusaruro.

2 min somaIbiherutse kuvugururwa

Incamake

It powers fast semantic search and is the memory layer behind countless retrieval-augmented generation (RAG) apps.

Kwibira cyane

Pinecone yashinzwe muri 2019 na Edo Liberty, yahoze ayobora ubushakashatsi bwa Amazone na Yahoo, Pinecone yakemuye ikibazo gifatika: imvugo nini yindimi yibagirwa ibintu byose hagati y'ibiganiro kandi izi gusa amakuru yabatoza. Pinecone ibika inyandiko, amashusho, cyangwa amajwi nkibice byo hejuru (urutonde rurerure rwimibare ifata ibisobanuro) ugasanga bihuye hafi yikibazo muri milisegonda, ndetse no muri miliyari zanditse. Abashoramari bohereza ibicuruzwa binyuze muri API yoroshye, kandi Pinecone ikora indangagaciro, gupima, no kuvugurura. 2023 ya seriveri idafite seriveri yatandukanije ububiko na compte, kugabanya ibiciro. Isosiyete irayikoresha mugutanga ibiganiro byigihe kirekire kwibuka, kubaka moteri yerekana ibyifuzo, no gushakisha ubumenyi bushingiye kubisobanuro kuruta ijambo ryibanze.

Ubushishozi

Pinecone ikoresha hafi yabaturanyi (ANN) gushakisha aho kugereranya ikibazo na buri vector yabitswe, byaba bitinze cyane. Algorithms nka HNSW (Hierarchical Navigable Small World) yubaka igishushanyo kuburyo moteri igenda yerekeza kumikino yegeranye mugihe cya logarithmic. Guhuza bipimwa nintera ya cosine cyangwa ibicuruzwa byadomo. Gucuruza akantu gato kukuri kubwinyungu nini zireka kubaza miliyari za vectors muri milisegonda.

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 Pinecone

Ububiko bwububiko bugenda buhinduka ibikorwa remezo nkuko RAG yiganje muri AI. Pinecone irimo kwagura gushakisha (guhuza ijambo ryibanze no guhuza ibisobanuro), guhuza cyane hamwe nurwego nka LangChain, hamwe nibintu bigabanya salusitike ushyira LLMs mumibare yagenzuwe. Tegereza amarushanwa kuva pgvector, Weaviate, hamwe nibicu-kavukire kugirango utere ibiciro hasi n'ubushobozi hejuru. Mugihe AI ​​igenda ikura, kubika no gushakisha amashusho, amajwi, na videwo hamwe bizaba umupaka ukomeye.

Gushyira mu bikorwa Isi

Guha umukiriya-ubufasha bwibiganiro byibutsa kugarura amatike hamwe nibyangombwa mbere yuko LLM isubiza

Gushakisha ibisobanuro kuri wiki yimbere yikigo kugirango abakozi babone ibisubizo kubisobanuro, ntabwo ari ijambo ryibanze

Guha imbaraga ibyifuzo byibicuruzwa kurubuga rwa e-ubucuruzi muguhuza ibintu hamwe nibice bisa

Kumenya hafi-kwigana cyangwa uburiganya ugereranije nuburyo ibyangombwa bibiri byegeranye

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

1

Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.

2

Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.

3

Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.

4

Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.

Komeza Ubushakashatsi

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Ubuyobozi bukurikira

HeyGen

Ibibazo bikunze kubazwa

What is Pinecone?

Pinecone nububiko bwuzuye bwububiko bubika kandi bugashakisha imibare yububiko bwa AI butanga umusaruro. Ifite imbaraga zishakisha byihuse kandi ni urwego rwibutsa inyuma ya progaramu zitabarika zo kugarura-kongera ibisekuru (RAG).

Niki Pinecone ibika cyane no gushakisha?

Pinecone nububiko bwububiko bubika urwego rwohejuru rwinjiza kandi ugasanga bisa nkibisobanuro kubibazo.

Kuki Pinecone ikunze guhuzwa nururimi runini?

LLMs yibagirwa hagati yamasomo ikabura amakuru yihariye, Pinecone rero itanga imiterere ijyanye no kugarura ibisekuru byongerewe.

Nubuhe buryo butuma Pinecone ishakisha miliyari za vectors muri milisegonda?

ANN algorithms nka HNSW icuruza akantu gato ko kwizerwa kumuvuduko mwinshi, wirinda gusikana cyane.

Niki Pinecone ya 2023 itangiza seriveri yahinduye?

Serverless decoupled ububiko no kubara kugirango abakoresha bishyure ibyo bakoresha, kugabanya ibiciro kurwego.

Nigute uburinganire hagati yinzira ebyiri busanzwe bupimwa?

Ibisa na Vector bibarwa hamwe na metero nka cosine intera cyangwa ibicuruzwa byadomo, bipima uburyo ibice bihuza.