A VGG16 inference module comparison between

• tensorflow
• numpy
• pycuda

execute

• required dependencies were installed with miniforge using conda install pillow pycuda tensorflow-gpu
• VGG16 weights pretrained on ImageNet were downloaded from here and placed in the same directory as the code in this repository

$ ./vgg.py tf /path/to/image_to_classify      # run inference using tensorflow
$ ./vgg.py numpy /path/to/image_to_classify   # run inference using numpy implementation
$ ./vgg.py pycuda /path/to/image_to_classify  # run inference using pycuda implementation