dnkhanh45 / shapleyfl

Required libraries:

• METIS
• NetworkX
• Bitsets

METIS:

Install METIS package:

1. Make sure the environment has gcc and cmake.
   If not:
   a) Install gcc:

   sudo apt update
   sudo apt install build-essential
   

   b) Install cmake:
   Install dependency packages:

   sudo apt update
   sudo apt-get install build-essential libssl-dev\
   

   Download source code (may create a new directory or download directly into /tmp):

   cd /tmp
   wget https://github.com/Kitware/CMake/releases/download/v3.20.0/cmake-3.20.0.tar.gz
   

   Extract file:

   tar -zxvf cmake-3.20.0.tar.gz
   

   Finish installation:

   cd cmake-3.20.0
   ./bootstrap
   make
   sudo make install
   

2. Download and install METIS package

cd /tmp
wget http://glaros.dtc.umn.edu/gkhome/fetch/sw/metis/metis-5.1.0.tar.gz
gunzip metis-5.x.y.tar.gz
tar -xvf metis-5.x.y.tar
make config shared=1

Install METIS library in Python environment:

1. Activate your environment.
2. Install METIS library by pip:

pip install metis

NeworkX

pip install networkx

Bitsets

pip install bitsets

Run experiments:

Run independently

<!-- CIFAR-10 -->
bash ./script/part2/cifar10_ideal0.sh
bash ./script/part2/cifar10_ideal1.sh
bash ./script/part2/cifar10_ideal2.sh
bash ./script/part2/cifar10_ideal3.sh
bash ./script/part2/cifar10_ideal4.sh
bash ./script/part2/cifar10_ideal5.sh
bash ./script/part2/cifar10_ideal6.sh
bash ./script/part2/cifar10_ideal7.sh
bash ./script/part2/cifar10_ideal8.sh
bash ./script/part2/cifar10_ideal9.sh
bash ./script/part2/cifar10_ideal0a.sh
bash ./script/part2/cifar10_ideal1a.sh
bash ./script/part2/cifar10_ideal2a.sh
bash ./script/part2/cifar10_ideal3a.sh
bash ./script/part2/cifar10_ideal4a.sh
bash ./script/part2/cifar10_ideal5a.sh
bash ./script/part2/cifar10_ideal6a.sh
bash ./script/part2/cifar10_ideal7a.sh
bash ./script/part2/cifar10_ideal8a.sh
bash ./script/part2/cifar10_ideal9a.sh

<!-- CIFAR-100 -->
bash ./script/part2/cifar100_ideal0.sh
bash ./script/part2/cifar100_ideal1.sh
bash ./script/part2/cifar100_ideal2.sh
bash ./script/part2/cifar100_ideal3.sh
bash ./script/part2/cifar100_ideal4.sh
bash ./script/part2/cifar100_ideal5.sh
bash ./script/part2/cifar100_ideal6.sh
bash ./script/part2/cifar100_ideal7.sh
bash ./script/part2/cifar100_ideal8.sh
bash ./script/part2/cifar100_ideal9.sh
bash ./script/part2/cifar100_ideal0a.sh
bash ./script/part2/cifar100_ideal1a.sh
bash ./script/part2/cifar100_ideal2a.sh
bash ./script/part2/cifar100_ideal3a.sh
bash ./script/part2/cifar100_ideal4a.sh
bash ./script/part2/cifar100_ideal5a.sh
bash ./script/part2/cifar100_ideal6a.sh
bash ./script/part2/cifar100_ideal7a.sh
bash ./script/part2/cifar100_ideal8a.sh
bash ./script/part2/cifar100_ideal9a.sh