Pinecone
Pinecone cikakken tsarin bayanan vector ne wanda ke adanawa da bincika ƙirar ƙira na AI.
Dubawa
It powers fast semantic search and is the memory layer behind countless retrieval-augmented generation (RAG) apps.
Zurfafa nutsewa
An kafa shi a cikin 2019 ta Edo Liberty, tsohon jagoran bincike na Amazon da Yahoo, Pinecone ya warware matsala mai amfani: manyan nau'ikan harshe suna manta komai tsakanin taɗi kuma sun san bayanan horon su kawai. Pinecone yana adana rubutu, hotuna, ko sauti azaman babban ma'auni (dogayen jerin lambobi masu ɗaukar ma'ana) kuma yana samun mafi kusancin matches zuwa tambaya a cikin millise seconds, har ma da biliyoyin bayanai. Masu haɓakawa suna aika abubuwan haɗawa ta hanyar API mai sauƙi, kuma Pinecone yana sarrafa firikwensin, ƙira, da sabuntawa. Ƙaddamar da ƙaddamarwar sa ta 2023 maras sabar ta raba ajiya daga ƙididdigewa, rage farashin. Kamfanoni suna amfani da shi don ba wa chatbots ƙwaƙwalwar ajiya na dogon lokaci, gina injunan shawarwari, da bincika tushen ilimin ta ma'ana maimakon kalmomi.
Fahimtar Fasaha
Pinecone yana amfani da bincike na kusa kusa (ANN) maimakon kwatanta tambaya ga kowane vector da aka adana, wanda zai yi jinkiri sosai. Algorithms kamar HNSW (Hierarchical Navigable Small World) suna gina jadawali don haka injin ɗin ya yi tsalle zuwa mafi kusancin matches a cikin lokacin logarithmic. Ana auna kamanni ta nisan cosine ko samfurin digo. Yin cinikin ɗan kankanin daidaito don babban riba mai sauri yana ba shi damar bincika biliyoyin vectors a cikin millise seconds.
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 Pinecone
Takaddun bayanai na vector suna zama daidaitattun kayan aikin kamar yadda RAG ke mamaye AI na kasuwanci. Pinecone yana faɗaɗa binciken gauraye (haɗa keyword da daidaita ma'anar ma'anar), haɗin kai tare da tsarin kamar LangChain, da fasalulluka waɗanda ke rage hasashe ta hanyar ƙaddamar da LLMs a cikin ingantattun bayanai. Yi tsammanin gasa daga pgvector, Weaviate, da ƙonawa na asali don tura farashin ƙasa da ƙarfi sama. Kamar yadda multimodal AI ke girma, adanawa da bincika hoto, sauti, da haɗin bidiyo tare za su zama babbar iyaka.
Aiwatar da Gaskiyar Duniya
Bayar da ƙwaƙwalwar tallan abokin ciniki ta hanyar maido da tikitin da suka dace da takardu kafin LLM ya amsa
Binciken Semantic akan wiki na cikin kamfani don haka ma'aikata su sami amsoshi ta ma'ana, ba ainihin kalmomi ba
Ƙaddamar da shawarwarin samfur akan rukunin yanar gizon e-kasuwanci ta hanyar daidaita abubuwa tare da nau'ikan nau'ikan haɗawa iri ɗaya
Gano abubuwan da ke kusa-kwafi ko na zamba ta hanyar kwatanta yadda kusancin takaddun takardu biyu suke
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
HeyGen
Tambayoyin da ake yawan yi
What is Pinecone?
Pinecone cikakken tsarin bayanan vector ne wanda ke adanawa da bincika ƙirar ƙira na AI. Yana ba da ikon bincike cikin sauri kuma shine ƙirar ƙwaƙwalwar ajiya a bayan ƙa'idodin sake dawo da ƙima (RAG).
Menene Pinecone da farko ke adanawa da nema?
Pinecone shine ma'ajin bayanai na vector wanda ke adana manyan abubuwan haɗin gwiwa kuma yana samun mafi kamanceceniya da ma'ana ga tambaya.
Me yasa Pinecone aka fi haɗawa da manyan samfuran harshe?
LLMs suna mantawa tsakanin zama kuma ba su da bayanan sirri, don haka Pinecone yana ba da mahallin da ya dace don haɓaka-dawowa.
Wace dabara ce ke ba wa Pinecone damar bincika biliyoyin vector a cikin milliseconds?
Algorithms na ANN kamar HNSW suna cinikin ɗan kankanin daidaito don babban gudu, guje wa cikakken bincike.
Menene 2023 ƙaddamarwar mara amfani ta Pinecone ya canza?
Ma'ajiyar da ba ta da uwar garken da ƙididdigewa don haka masu amfani su biya abin da suke amfani da su, rage farashi a sikelin.
Yaya ake auna kamanceceniya tsakanin vector guda biyu?
Ana ƙididdige kamanni na vector tare da ma'auni kamar nisan cosine ko samfurin digo, wanda ke auna yadda daidaitawar vectors suke.