MSc-Project

Work carried out for the completion an MSc degree in Advanced Computing at the University of Bristol

Full Requirements

Tested on macOS 10.13 and Ubuntu 16.04.4
Python 2.7.12
pip 8.1+
six
numpy
protobuf 3.5.1
enum34
graphviz
Tensorflow 1.6 source files
Tensorflow 1.8+ source files source files with a configured WORKSPACE
Bazel 0.10.0 or 0.11.0 https://github.com/bazelbuild/bazel/releases
Android Studio: Android SDK level 27, Build tools 27.0.3, NDK version 15
CycleGAN Android app
- CycleGAN Capture - Single image Style-Transfer https://github.com/andrewginns/CycleGAN-Capture
- CycleGAN View - Live preview Style-Transfer https://github.com/andrewginns/CycleGAN-TF-Android
Movidius Neural Compute Stick (MNCS)
- Movidius Neural Compute SDK 2.04+ https://github.com/movidius/ncsdk/releases

Source Code

https://github.com/andrewginns/CycleGAN-Tensorflow-PyTorch

Pre-built models:

https://github.com/andrewginns/CycleGAN-Tensorflow-PyTorch/releases

It is recommended that the these instructions are followed before the main documentation:

Tensorflow from source

https://github.com/andrewginns/MSc-Project/blob/master/Tensorflow_Build_Instructions.md

Tensorflow tools

https://github.com/andrewginns/MSc-Project/blob/master/Tensorflow_Tools_Build_Instructions.md

Documentation

Android Apps

CycleGAN Capture - Single image Style-Transfer https://github.com/andrewginns/CycleGAN-Capture
CycleGAN View - Live preview Style-Transfer https://github.com/andrewginns/CycleGAN-TF-Android

Other tools

Summarize GrafDef proto to view nodes and other info

bazel-bin/tensorflow/tools/graph_transforms/summarize_graph --in_graph=path/to/graph.pb

View the graph in Tensorboard

tensorboard --logdir=logs/ --host localhost --port 8088

Summarize the GraphDef to view nodes and other info, should be reduced compared to the graph.pb

bazel build tensorflow/tools/graph_transforms:summarize_graph && bazel-bin/tensorflow/tools/graph_transforms/summarize_graph --in_graph=/home/andrew/Downloads/frozen-graph.pb --in_graph=/tmp/frozen_graph.pb

Useful commands

Bazel

Remove bazel - Linux

rm -rf ~/.bazel ~/.bazelrc ~/.cache/bazel

Remove bazel - macOS

rm -rf /usr/local/bin/bazel /usr/local/bin/bazel /usr/local/lib/bazel

Install bazel

sudo apt-get install pkg-config zip g++ zlib1g-dev unzip python

wget https://github.com/bazelbuild/bazel/releases/download/0.11.0/bazel-0.11.0-installer-linux-x86_64.sh

chmod +x bazel-0.11.0-installer-linux-x86_64.sh

./bazel-0.11.0-installer-linux-x86_64.sh --user

export PATH="$PATH:$HOME/bin"

You may need to add "export PATH="PATH:$HOME/bin" to the ~/.bash_profile

Additional Resources

Tensorflow reference

https://www.tensorflow.org/api_docs/

Graph Transform Tools reference

Movidius Reference

andrewginns/MSc-Project