To run this code, first complete the basic setup in google cloud console, follow instructions for setting up your environment.

Also, I used Apache Beam (running on Cloud Dataflow) and PIL to preprocess the images into embeddings, so make sure to install the required packages:

pip install -r requirements.txt

Then, you may follow the instructions in sample.sh.