DeepXplore Env Setup on macOS Sierra 10.12

A brief guide to run the code of DeepXplore:

1. Install Python

2. install virtualenv

3. In virtual env:

• Install TensorFlow
• install keras
• activate keras for virtualenv to generate the keras.json file
• set keras backend to be tensorflow
• install Pillow
• install h5py
• install opencv-python
• install Mimicus

4. download or clone the DeepXplore project from GitHub, and the Drebin data

5. Run below commands under each dataset directory:

• MINIST: python gen_diff.py blackout 1 0.1 10 20 50 0

• ImageNet: python gen_diff.py occl 1 0.1 10 20 50 0

• Driving: python gen_diff.py light 1 0.1 10 20 50 0

• PDF: python gen_diff.py 2 0.1 10 20 50 0

• Drebin: python gen_diff.py 1 0.5 20 50 0

6. remember to check github's issues section for project updates.



some Fedora commands:
# yum install python-virtualenv
# virtualenv --python /usr/bin/python2.7 env (this will create a dir called env under your virtualenv environment, fedora default is ~)
# . env/bin/activate (activate the created env)
## to activate keras and get the keras.json file
$ python (this will activate keras)
>>> import keras
>>> quit()
## sme packages might be missing when install mimicus
# yum install freetype-devel
# python -m pip install pkgconfig