Pinecone
Pinecone base de done vecteur la buñu yor lépp, muy denc ak seetee ay lim yu model IA yi defar.
Résumé
It powers fast semantic search and is the memory layer behind countless retrieval-augmented generation (RAG) apps.
Plongeur bu xóot
Edo Liberty moo sos Pinecone ci atum 2019, muy njiitu gëstu bu njëkk ci Amazon ak Yahoo, mu saafara jafe-jafe bu am solo: xeetu làkk yu mag yi dañu fàtte lépp lu nekk ci diggante waxtaan yi, te xam nañu seen done yu tàggat rek. Pinecone dafay denc mbind, nataal, wala audio ni vecteur yu am dimension yu kawe (limu nimero yu gudd yuy jàpp luñuy tekki) ba noppi di gis méngoo yi gëna jege laaj bi ci milisegond, ba ci ay miliyaar ciy dokimaa. Developpeur yi dañuy yónnee ay embedding jaaraleko ci API bu yomb, Pinecone mooy yor indexation, scaling ak yeesal. Lansmam bu amul serwër ci 2023 dafa tàqale dencukaay bi ak ordinatër bi, wàññi njëg yi. Defarkat yi dañu koy jëfandikoo ngir jox chatbot yi memory bu yàgg, defar ay motëri recommandé, ak seetlu base de xam-xam ci luñuy tekki, du ci baat-caabi.
Gis-gis xarala
Pinecone dafay jëfandikoo seetlu dëkkandoo bi gëna jege (ANN) ci barabu méngale ab laaj ak bépp vecteur buñ denc, te loolu dina yeex lool. Algorithm yu melni HNSW (Àdduna bu ndaw buñ mëna jaar ci hierarchie) dañu defar graphe suko defee motër bi di tëb ci match yi gëna jege ci diir bu tollu ci logarithme. Nuru gi ñu ngi koy nattee ci distance cosinus wala produit dot. Njaayum tuuti ci njub ngir am gaawaay bu rëy daf koy may mu laaj ay miliyaar ciy vecteur ci ay milisegond.
njeextalu pexe
Pexem jaaykat
Kartu yoonu jaaykat yi ñooy wane man-man yi sa ekip mëna tabax ci kanam.
Njëgg ak budget
Anamu jënd ak jaay ak tànneefi dugal dañu am njeexital ci njëg ak risk ci diir bu xawa yàgg.
Risk ak kaaraange
Li liggéeyukaay bi di ñaax mooy tëral ni produit bi di doxee, kaaraange gi ak ubbeeku gi.
Ëlëgu Pinecone
Base de done vecteur yi dañu nekk infrastructure buñ miin ndax RAG moo ëpp doole ci IA liggéeyukaay yi. Pinecone mingi yaatal seetlu hybrid (di boole baatu-caabi ak méngoo semantik), lëkkaloo yu gëna dëgër ak kaadar yu melni LangChain, ak man-man yuy wàññi xalaat yu jaarul yoon ci LLMs ci done yuñ firndeel. Xaarandil joŋante bu bawoo ci pgvector, Weaviate, ak xéewali cloud ngir wàññi njëg yi ak yokk kàttan yi. Lu IA multimodal di màgg, denc ak seetee nataal, audio, ak wideo yuñ boole dina nekk frontiere bu mag.
Doxal ci àdduna dëgg
Jox ab mémoire chatbot buy jàppale kiliyaan yi ci seet ay këyit yu njëkk yu am solo laata LLM di tontu
Seetug semantik ci biir wiki liggéeyukaay bi suko defee liggéeykat yi mëna am tontu ci luñuy tekki, du ci baatu-caabi yi
Xaarandi produit yi ci sit e-commerce yi ci méngale ay mbir yu am vecteur yu nuróo
Gis ëmbiit bu jege ñaari yoon wala bu njuuj njaaj ci méngale ni vecteur ñaari këyit jegee
Risk yi ak balustrade yi
Koom-koomu ubbite mën na raw stabilite ci def liggéeyu defar dëgg.
Njëg yi ci API wala coppite ci sàrt yi mën nañu dindi xalaat yi ci guddi gi.
Dependence ci benn jaaykat dafay yokk njëgu tëjug ak migraasioŋ.
Roadmap ngir samp gi
Saytu sa fournisseur yi nga jëfandikoo sa liggéey ak say done.
Xoolaat mbir yu nëbbu, kaaraange ak sàrti yoon balaa ngay boole.
Fexe am palaŋu fallback ci model yi wala jaaykat yi.
Xool notu génne yi suko defee coppite yi ci kàrtu yoon du jaaxal ekip yi.
Weyal di banneexu
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Gis bi ci topp
Nanga def
Laaj yi ñuy faral di laaj
What is Pinecone?
Pinecone base de done vecteur la buñu yor lépp, muy denc ak seetee ay lim yu model IA yi defar. Dafay dundal seetlu semantik bu gaaw bi, te mooy couche mémoire bi ci ginaaw aplikaasioŋ yu bari yuñ yokk ci seetlu (RAG).
Lan mooy Pinecone njëkka denc ak seetee?
Pinecone base de done vecteur la buy denc ay mbir yu am dimension yu kawe ba noppi di wut yi gëna méngoo ak laaj bi ci wàllu semantik.
Lan moo waral ñuy boole Pinecone ak làkk yu mag?
LLMs dañuy fàtte diggante sesioŋ yi te duñu am done yu privé, moo tax Pinecone dafay joxe contexte bi war ngir génne-augmented generation.
Ban pexe mooy may Pinecone mu seet ay miliyaar ciy vecteur ci ay milisegond?
Algorithm ANN yu melni HNSW dañuy jaay tuuti njub ngir gaawaay bu rëy, moytu scanner bu mat sëkk.
Lan la Pinecone soppi ci 2023 te amul serwër?
Decouple bu amul serwër ak ordinatër suko defee jëfandikukat yi di fay li ñuy jëfandikoo, wàññi njëg yi ci escalier bi.
naka lañuy faral di nattee nuru gi am ci digganté ñaari vecteur?
Nuru vecteur dañu koy xayma ci ay metric yu melni distance cosine wala produit dot, loolu mooy natt ni vecteur yi di tolloo.