QMScaler: A QoS-Constrained Resource-Efficient Microservice Autoscaling Framework for Edge Environments
QMScaler is proposed, a QoS-driven microservice horizontal scaling framework based on Monte Carlo Tree Search (MCTS) that aims to minimize the number of container instances while meeting the QoS requirements of multiple application functions.