October 2025
Intermediate
424 pages
10h 19m
Korean
Content preview from 실무로 통하는 LLM 애플리케이션 설계
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355
11
장
표현 학습과 임베딩
11.8
벡터 데이터베이스
애플리케이션에 따라 수백만 개에서 수십억 개까지의 벡터를 다뤄야 하거나, 매일 새로운 벡터
와 관련 메타데이터 태그를 생성하고 저장해야 할 수 있습니다. 벡터 데이터베이스가 이를 용
이하게 해 줍니다. 자체 호스팅과 클라우드 기반, 오픈 소스, 독점 옵션 모두 사용 가능합니다.
웨비에이트
Weviate
, 밀버스
Milvus
, 파인콘, 크로마
Chroma
, 큐드란트
Qdrant
, 랜스
DB
LanceDB
는 인기 있
는 벡터 데이터베이스입니다. 일래스틱서치
ElasticSearch
, 레디스
Redis
, 포스트그레스
Postgres
같은 기
존 데이터베이스 플랫폼도 벡터 데이터베이스 지원을 제공합니다.
요즘은 소수의 인기 있는 검색 사용 사례가 일반화되면서 벡터 데이터베이스들의 기능이 점점
유사해지고 있습니다.
이제 벡터 데이터베이스가 어떻게 작동하는지 살펴보겠습니다. 크로마는 간단하게 시작할 수
있으며, 오픈 소스이고 로컬 머신에서 실행하거나
AWS
에 배포할 수 있습니다.
!pip install chromadb
import chromadb
chroma_client = chromadb.Client()
collection = chroma_client.create_collection(name=”mango_science”)
chunks ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.