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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318
살아 움직이는 머신러닝 파이프라인 설계
모든 컴포넌트는 실행자 컨테이너 자체의 외부 파일 시스템에 읽거나 써야 합니다. 예를 들어
데이터 수집 컴포넌트는 파일 시스템에서 데이터를 읽거나
Pusher
를 사용해 최종 모델을 특정
위치로 푸시해야 합니다. 컴포넌트 컨테이너 내에서만 읽고 쓰는 것은 실용적이지 않으므로,
모든 컴포넌트에서 액세스할 수 있는 저장 장치에 아티팩트를 저장하는 편이 좋습니다(예: 클
라우드 스토리지 버킷, 쿠버네티스 클러스터의 영구 볼륨 ). 영구 볼륨을 설정하려면 부록
C
.
2
절 ‘영구 볼륨을 통한 데이터 교환’을 확인하세요.
12.2.1
파이프라인 설정
학습 데이터, 파이썬 모듈, 파이프라인 아티팩트를 클라우드 스토리지 버킷이나 영구 볼륨에
저장할 수 있습니다. 여러분이 선택하면 되죠. 파이프라인은 파일에 액세스하기만 하면 됩니
다. 클라우드 스토리지 버킷에서 데이터를 읽거나 쓰도록 선택했다면 쿠버네티스 클러스터에
서 실행할 때
TFX
컴포넌트에 필요한 클라우드 자격 증명이 있어야 합니다.
모든 파일과 파이프라인 컨테이너에 대한 사용자 지정
TFX
이미지(필요한 경우 )를 사용해서
이제
TFX
Runner
스크립트를 ‘조립’하여 쿠브플로 파이프라인 실행
31
을 위한
Argo
YAML
지침을 생성할 수 있습니다.
11
장에서 논의한 바와 ...
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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.