/symnet

Primary LanguagePython

The code for successor version of SymNet (published in UAI 2022), is available at SymNet 2.0

# SymNet Public code for symnet for ICML submission

The requirements to use the experiments are:

  1. python3
  2. tensorflow=1.10
  3. unittest
  4. multiprocessing
  5. threading
  6. shutil
  7. better_exceptions
  8. pickle
  9. networkx
  10. scipy

Before starting the experiments run these commands from the main folder once:

for i in {1..10}
do
cp -r ./rddl/lib ./gym/envs/rddl/rddl
cp ./gym/envs/rddl/rddl/lib/clibxx.so ./gym/envs/rddl/rddl/lib/clibxx$i.so
cp ./rddl/lib/clibxx.so ./rddl/lib/clibxx$i.so
done

Add the following variables in the shell before running the code from the main folder:

MAIN_MODULE=$(pwd)

export PYTHONPATH=$MAIN_MODULE:$PYTHONPATH
export PYTHONPATH=$MAIN_MODULE/utils:$PYTHONPATH

Please see the individual folder on how to run the experiments

Code organization

  1. gym: contains the necessary interface for getting the states and actions during simulation of the planning problem. Also provides interface for taking the next step in the environment
  2. rddl: contains the rddl domain files, parsed files and dbn files for all the domains for the experiment.
  3. utils: contains the adapted code for the Graph Attention Networks (GAT)l, borrowed form here.
  4. multi_train: contains the code for the SymNet and the baseline (adapted ToRPIDo code).