RLTaskOffloading

Prerequisites

Baselines requires python3 (>=3.5) with the development headers. You'll also need system packages CMake, OpenMPI, graphviz and zlib. Those can be installed as follows

Ubuntu

sudo apt-get update && sudo apt-get install cmake libopenmpi-dev python3-dev zlib1g-dev
sudo apt-get install graphviz

Third party python lib requirements:

It is better to use virtual environment (e.g., Anaconda) to run the code

1. tensorflow-gpu(version >= 1.5):

	pip install tensorflow-gpu==1.14

2. graphviz

	pip install graphviz

3. pydotplus

	pip install pydotplus

4. gym

	pip install gym

Run the code

	python offloading_ppo.py

Get the result from the log file defined in offloading_ppo.py.

Related paper:

Wang J, Hu J, Min G, Zhan W, et al. Computation offloading in multi-access edge computing using a deep sequential model based on reinforcement learning[J]. IEEE Communications Magazine, 2019, 57(5): 64-69.

Prerequisites