Description
The implementation of Multi-region Traffic Engineering (MRTE) system based on Deep Reinforcement Learning.
Getting Started
Installation
ubuntu16.04 python3.5
apt-get update
pip3 install numpy==1.16.0
pip3 install tensorflow==1.8.0
pip3 install pandas
pip3 install scipy matplotlib h5py
pip3 install tflearn
Run codes
clone the codes; go to drlte/
python3 run.py
Parameter setting
set paras in drlte/run.py
Results
MRTE: outputs/log/
Some baselines: outputs/objvals/
Paper
Nan Geng, Tian Lan, Vaneet Aggarwal, Yuan Yang, and Mingwei Xu, "A Multi-agent Reinforcement Learning Perspective on Distributed Traffic Engineering"