TensorFlow Serving with Docker

Download the TFS models for NSFW and Facial Expression classifier

wget https://www.dropbox.com/s/8hg4x8junhcmxbd/TFSModels.zip?dl=1 -O TFSModels.zip

docker run -it -p 8500:8500 -p 8501:8501 -v <absolute path to model's parent directory>:/home/ tensorflow/serving:nightly-devel

then in docker shell, run the below command

tensorflow_model_server --port=8500 --rest_api_port=8501 --model_config_file=/home/configs/models.conf

The tree structure of the model's directory

└── fer2013
    └── models
        └── 1
            ├── saved_model.pb
            └── variables

└── nsfw
    └── models
        └── 1
            ├── saved_model.pb
            └── variables