The model is based on Imagenet as a pretrained model. The data set uses memory mapped files to handle the large size.
If tensorflow has trouple finding linked files: export TF_BINARY_URL=https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-0.10.0-cp27-none-linux_x86_64.whl