What is HNSW? Definition | AI Understanding

Nkọwa

Nhazi index dabere na eserese maka ịchọ onye agbata obi kacha nso ngwa ngwa n'elu vector dị elu.

Okwu ndị metụtara

ANN (Ihe agbataobi kacha nso)

Algorithms nke na-achọta vector dị nso na ajụjụ na-enweghị ntụle zuru oke, na-ere ahịa maka ọsọ.

Ebe nchekwa data Vector

Ebe nchekwa data emebere maka ichekwa na ịza ajụjụ vector agbakwunyere akụkụ dị elu.

Eserese Ọmụma

Nhazi eserese nke ụlọ ọrụ na mmekọrịta ejiri maka ntụgharị uche ma ọ bụ iweghachite.

Model agbakwunyere

Nlereanya pụrụ iche maka ịtụgharị data ka ọ bụrụ vectors ejiri maka nyocha ọmụmụ, nchịkọta, na iweghachite.

Ọchụchọ ngwakọ

Ụzọ eweghachi nke na-ejikọta ọchụchọ isiokwu (lexical) na vector (semantic) chọọ maka ncheta na nkenke.

Ngbanwe na data ntinye n'ezie n'ụwa ka oge na-aga nke nwere ike imebi arụmọrụ nlereanya.

Hụkwa

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

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