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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227
8
장
텐서플로 서빙을 사용한 모델 배포
docker run -p 8500:8500
\
-p 8501:8501
\
--mount
type=bind
,source
=
/path/to/models,target
=
/models/my_model
\
--mount
type=bind
,source
=
/path/to/batch_config,target
=
/server_config
\
-e
MODEL_NAME=
my_model -t tensorflow/serving
\
--enable_batching
=true
--batching_parameters_file
=
/server_config/batching_parameters.txt
앞에서 설명한 바와 같이, 배치 처리를 구성하려면 추가 튜닝이 필요하지만, 초기 설정에 드는
노력보다 성능 향상의 효용이 훨씬 높습니다. 따라서 텐서플로 서빙 피처를 활성화하기 바랍니
다. 특히 오프라인 배치 프로세스에서 많은 수의 데이터 샘플을 유추하는 데 유용합니다.
8.16
기타 텐서플로 서빙 최적화
텐서플로 서빙은 다양한 추가 최적화 기능을 제공합니다. 추가 기능 플래그는 다음과 같습니다.
●
--file_system_poll_wait_seconds=1
새 모델 버전이 있으면 텐서플로 서빙이 폴링합니다. 피처를
1
로 설정하여 비활성화할 수 있습니다. ...
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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.