A web example project to demo how to call TF Serving from a website
- Download the Inception v3 SavedModel from TFHub
- Start TF Serving with:
docker run -t --rm -p 8501:8501 -v "/path/to/inception_v3/SavedModel/folder:/models/inception_v3" -e MODEL_NAME=inception_v3 tensorflow/serving - If you are not running TF Serving on your local machine, by default many browser will block cross-origin request. So you need to disable CORS policy. For Chrome on Mac, this is the way to do it (only for development testing):
open -n -a /Applications/Google\ Chrome.app/Contents/MacOS/Google\ Chrome --args --user-data-dir="/tmp/chrome_dev_test" --disable-web-security
If you are not running TF Serving on your local machine, replace 'localhost' with your TF Serving host's IP address. You do not need to worry about CORS.
- Load tfserving-demo.html by directly using a brower or use a simple HTTP server
test image is from: https://github.com/tensorflow/models/tree/master/research/object_detection/test_images/