harikantipudi / tfserving_imageclassifier_app

This application uses TensorFlow Serving to serve an image classifier model

Run Requirements.txt

Tensor FlOw Server

docker pull tensorflow/serving

TFServing on local host at http://localhost:8605/v1/models/classifier

Docker

for copying the trained model from local to docker, please replace path with your specific path

docker run -it -v C:\Users\harik\OneDrive\Documents\ProductionCode\TFServing\img_classifier:/img_classifier -p 8605:8605 --entrypoint /bin/bash tensorflow/serving

tensorflow_model_server --rest_api_port=8605 --model_name=classifier --model_base_path=/img_classifier/saved_models/

Predict

Run python predict.py

Results

Results are saved to img_classifier/saved_models