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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199
8
장
텐서플로 서빙을 사용한 모델 배포
8.6.1
서명 방법
가장 유연한 서명 방법은
predict
입니다. 다른 서명 방법을 지정하지 않으면 텐서플로는 기본
방법으로
predict
를 사용합니다. [예제
8
-
3
]은 방법
predict
에 관한 예제 서명입니다. 이 예
에서는 이름
sentence
로 그래프 노드에 주요
inputs
를 매핑합니다. 모델의 예측은 출력 키
scores
에 매핑되는 그래프 노드
y
의 출력입니다.
predict
함수를 사용하면 추가 출력 노드를 정의할 수 있습니다. 시각화를 위해 어텐션 계층
attention
layer
의 출력을 캡처하거나 네트워크 노드를 디버깅하려 할 때는 추론 출력을 추가하면
유용합니다.
예제
8-3
모델
predict
서명의 예
signature_def: {
key : “prediction_signature”
value: {
inputs: {
key : “inputs”
value: {
name: “sentence:0”
dtype: DT_STRING
tensor_shape: ...
},
...
}
outputs: {
key : “scores”
value: {
name: “y:0”
dtype: ...
tensor_shape: ...
}
}
method_name: “tensorflow/serving/predict” ...
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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.