TensorFlow Serving | Support by cloudimg

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Overview

TensorFlow Serving 2 preinstalled for AWS. The official tensorflow/serving Docker image with the canonical half_plus_two sample model, an nginx basic-auth gateway on port 80, and per-instance credentials on first boot. Backed by 24/7 cloudimg support.

Description

## TensorFlow Serving 2 by cloudimg

TensorFlow Serving 2 is Google's high-performance, flexible model server for TensorFlow SavedModels. This Amazon Machine Image delivers TF Serving 2 running under Docker behind an nginx basic-auth gateway, so a production-grade model inference endpoint is running within minutes of launch.

## Application Stack

The image runs the official tensorflow/serving 2 CPU Docker container managed by docker compose v2 and supervised by systemd. REST predictions are served on port 8501, gRPC predictions on port 8500. An nginx reverse proxy on port 80 fronts the REST API and enforces HTTP Basic authentication.

## Sample Model Included

Google's canonical half_plus_two SavedModel is bundled on a dedicated 20 GiB model volume, so the server has a working model on first boot. Replace it with any TensorFlow SavedModel by dropping a new versioned directory under /var/lib/tfserving/models/.

## Secure First Boot

On the first boot of every instance a one-shot service generates a fresh nginx password unique to that instance and writes credentials to a root-only file.

## cloudimg Support

cloudimg provides 24/7 technical support for TF Serving deployment, model upgrades, gRPC and REST integration, nginx hardening and TLS termination.

Key Features

  • TensorFlow Serving 2 preinstalled with the half_plus_two sample model on a dedicated 20 GiB volume and nginx basic-auth gateway
  • Per-instance credentials: the nginx basic-auth password is generated fresh on first boot and stored in a root-only file
  • 24/7 technical support from cloudimg for TF Serving deployment, model upgrades and REST and gRPC integration

Related Technologies

tensorflow tensorflow serving machine learning model serving ml inference ai savedmodel cloudimg

Deploy on AWS

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24/7 Support Included

Email: support@cloudimg.co.uk

Phone: (+44) 0333 006 4730

Product Details

Category
Machine Learning
Support
24/7, 365 days/year
Platform
AWS (Amazon Web Services)
Last Updated
2026-05-27