QNetwork-RL

Agent and Environment for Queueing Network Generation using Multi-Agent RL. The environment is used to construct a Queueing network(with priority types) sequentially with 4 actions (for a network with nodes, service distributions specified by quantiles, priority types and number of maximum server at each node):

1. Add Node: Tuple(Discrete(), Box(0, inf, (, ), float32))
2. Add Edge: Tuple(Discrete(), Box(0.0, inf, (1,), float32))
3. Edit Nodes: Tuple(Discrete(), Box(0, inf, (, ), float32))
4. Edit Weights: Tuple(Tuple(Discrete(),Discrete()),Box(0.0, 1.0, (1,), float32))

Requirements

QueueSimPy library is required for this environment. You can install it from my Github repository.