October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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256
살아 움직이는 머신러닝 파이프라인 설계
그림
9-6
텐서플로 서빙용 프로메테우스 지표 옵션
9.6
텐서플로 서빙과 쿠버네티스를 사용한 간편한 확장
지금까지 하나 이상의 모델 버전을 호스팅하는 단일 텐서플로 서빙 인스턴스의 배포에 대해 살
펴봤습니다. 이 솔루션은 많은 수의 배포에는 충분히 동작하지만, 많은 수의 예측 요청이 발
생하는 애플리케이션에는 충분하지 않습니다. 이런 때는 텐서플로 서빙을 포함한 단일 도커
컨테이너를 복제하여 추가 예측 요청에 응답해야 합니다. 컨테이너 복제의 오케스트레이션
orchestration
은 일반적으로 도커 군집이나 쿠버네티스와 같은 도구를 사용해 관리합니다. 쿠버네
티스를 자세히 소개하는 것은 이 책의 주제를 벗어납니다. 여기서는 쿠버네티스로 배포를 조정
하는 방법을 간략히 소개해 드리겠습니다.
다음 예에서는 쿠버네티스 클러스터가 실행 중이고 클러스터에 대한 액세스는
kubectl
을 통
해 수행된다고 가정합니다. 특정 도커 컨테이너를 구축하지 않고도 텐서플로 모델을 배포할 수
있으므로 이 예에서는 구글이 제공하는 도커 컨테이너를 재사용하고 원격 저장소 버킷에서 모
델을 로드하도록 쿠버네티스를 구성했습니다.
첫 번째 소스 코드 예제에서는 두 가지 측면을 강조합니다.
257
9
장
텐서플로 서비스를 사용한 고급 모델 배포
●
특정 ...
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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.