What is HNSW? Definition | AI Understanding

Incazelo

Isakhiwo senkomba esisekelwe kugrafu sosesho olusheshayo lomakhelwane oseduze ngaphezu kwamavekhtha anobukhulu obuphezulu.

Imigomo ehlobene

I-ANN (Cishe Umakhelwane Oseduze)

Ama-algorithms athola ama-vector aseduze nombuzo ngaphandle kokuqhathanisa okuphelele, ukuhweba ngokunemba ngesivinini.

Isizindalwazi seVector

Isizindalwazi esilungiselelwe ukugcina kanye nemibuzo ngamavekhtha okushumeka anobukhulu obuphezulu.

Isakhiwo segrafu samabhizinisi nobudlelwano obusetshenziselwa ukucabanga noma ukubuyisa.

Imodeli yokushumeka

Imodeli ekhethekile yokuguqula idatha ibe ama-vector asetshenziselwa ukusesha kwe-semantic, ukuhlanganisa, nokubuyiswa.

I-Hybrid Search

Indlela yokubuyisa ehlanganisa ukusesha kwegama elingukhiye (i-lexical) ne-vector (semantic) yokusesha ukuze uthole ukukhumbula okungcono nokunemba.

Ushintsho kudatha yokufaka yomhlaba wangempela ngokuhamba kwesikhathi okungase kwehlise izinga lokusebenza kwemodeli.

Bhekafuthi

Reranker SentencePiece BPE (Byte Pair Encoding)Cross-Encoder Sliding Window Attention Bi-Encoder ALiBi LLM-as-Judge

Phequlula Uhla lwamagama olugcwele lwe-AI Hlola yonke imihlahlandlela ye-AI yamahhala