Terminal 1

$ python poller.py path/to/directory

Terminal 2 (On the same machine)

$ python serving.py

To update the service proto python files, run

python -m grpc_tools.protoc -I.  --python_out=. --grpc_python_out=. service.proto

The poller watches for the *.jpg file additions in the specified directory. When new files are added, it will add them to dataset and fetch an image per second. This should be improved to match up with realtime performance requirement.

The detector runs inference, and maintains gRPC endpoint to accept inference requests and returning detection results. service.proto defines the gRPC service.

Simply measure the model's performance.

python benchmark.py \
  --model_path=path/to/model --image_path=path/to/image/dir --batch_size=1

• Load management between poller and detector to achieve > 10fps performance.
• Dockerize (taeheej@)
• Tracker integration (swatisingh@)
• Performance optimizations (cheshire@)