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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213
8
장
텐서플로 서빙을 사용한 모델 배포
8.10.2
gRPC
gRPC
는 구글에서 개발한 원격 프로시저 프로토콜입니다. 서로 다른 데이터 형식을 지원하지
만,
gRPC
와 함께 사용하는 표준 데이터 형식은 프로토콜 버퍼입니다. 프로토콜 버퍼를 사용할
때
gRPC
는 낮은 지연 시간 통신과 작은 페이로드 피처를 제공합니다.
gRPC
는
API
를 염두에
두고 설계되었습니다. 단점은 페이로드가 바이너리 형식이라 신속한 검사가 어려울 수 있다는
점입니다.
어떤 프로토콜을 사용할까요?
REST
로 모델 서버와 통신하는 방식이 어떤 면에서는 매우 편리해 보입니다. 엔드포인트를 추
론하기 쉽고, 페이로드도 쉽게 검사할 수 있으며, 엔드포인트를
curl
요청이나 브라우저 도구로
테스트할 수 있습니다.
REST
라이브러리는 모든 종류의 클라이언트에서 광범위하게 사용할 수
있으며 클라이언트 시스템(즉, 모바일 애플리케이션)에서 이미 사용할 수 있을 때가 많습니다.
반면,
gRPC
API
는 초기 진입 부담이 더 큽니다.
gRPC
라이브러리를 클라이언트 측에 설치해
야 할 때가 많습니다. 그러나 모델 추론에 필요한 데이터 구조에 따라 성능이 크게 향상될 수 있
습니다. 모델에 많은 요청이 있을 때 프로토콜 버퍼 직렬화로 페이로드 크기를 줄이면 도움이 됩
니다.
내부적으로 텐서플로 서빙은 ...
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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.