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Principle:Tensorflow Serving Container Registry Push

From Leeroopedia
Knowledge Sources
Domains Containerization, Cloud_Infrastructure
Last Updated 2026-02-13 17:00 GMT

Overview

A container distribution process that tags and pushes a Docker image to a container registry, making it available for Kubernetes cluster deployment.

Description

After building a Docker image with the model, the image must be pushed to a container registry accessible by the Kubernetes cluster. Google Container Registry (GCR) is used in the official tutorial, but any Docker-compatible registry (ECR, ACR, Docker Hub, etc.) works.

The process involves:

  1. Tagging the local image with the registry URL format
  2. Authenticating with the registry (via gcloud or docker login)
  3. Pushing the image to the registry

Usage

Push the image after building it and before deploying to Kubernetes. The registry must be accessible from the Kubernetes cluster nodes.

Theoretical Basis

# Abstract registry push (NOT real implementation)
tag(source="user/resnet_serving", target="gcr.io/project/resnet")
authenticate(registry="gcr.io")
push(image="gcr.io/project/resnet")

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