tf-serving-example

A sample repository of tf-serving.

Overview

This repository is an example of Tf-Serving.

It contains a program that tries a series of steps to deploy a model trained on fashion MNIST to TF-Serving.

Environment

• Window10 Home 64bit
• WSL2 on Docker
• Anaconda

$conda create -n {env_name} python=3.7
$activate {env_name}
$pip install -r requirements.txt

Usage

Training

1. Modify settings.yml
   • Edit export_dir and version_number
2. Start Train

   $python train.py settings.yml
   

Tf-Serving

1. Modify docker_start.sh

MODEL_NAME="tf-serving" # = settings.yml's export_dir

2. Start Tf-Serving

$bash docker_start.sh

Test

$python test_post.py --model_name {settings.yml's export_dir} --version {version_num}

License

Copyright © 2020 T_Sumida Distributed under the MIT License.