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TensorFlow Utils

Library with utility functions for TensforFlow, to cut down on the amount of code to write for making predictions.

Installation

  • install virtual environment

    virtualenv -p /usr/bin/python3.7 venv
    
  • install tensorflow (1.x or 2.x works)

    • with GPU (1.x)

      ./venv/bin/pip install "tensorflow-gpu<2.0.0"
      
    • with GPU (2.x)

      ./venv/bin/pip install "tensorflow-gpu>=2.0.0"
      
    • CPU only (1.x)

      ./venv/bin/pip install "tensorflow<2.0.0"
      
    • CPU only (2.x)

      ./venv/bin/pip install "tensorflow>=2.0.0"
      
  • install library

    • via pip

      ./venv/bin/pip install wai.tfutils
      
    • from source (from within the directory containing the setup.py script)::

      ./venv/bin/pip install .
      

Library

  • wai.tfutils.load_frozen_graph - for loading a frozen graph from disk
  • wai.tfutils.load_labels - for loading the label map and categories from a protobuf text
  • wai.tfutils.inference_for_image - for generating predictions for a single image