Source code of paper Multi-Level ML Based Burst-Aware Autoscaling for SLO Assurance and Cost Efficiency
submit to TSC.
The overview of the proposal shown as a MAPE loop: (a) Cloud-based system that provides Monitoring and Execution; (b) Burst-aware autoscaler for Analysis and Planning includes Workloads Prediction, Burst Detection & Handling, Resource Estimation, and Estimation Enhancement.
python 3.6.0
torch 1.8.2
gym 0.22
pandas 1.4
numpy 1.22
sklearn 1.2
cd k6
bash background.sh
python -u main.py