Monitoring Energy Consumption and Building Energy Efficient Systems the Cloud Native Way
Talkat ContainerCon @ Open Source Summit Europe 2022 · on Friday, 2022-09-16· at 11:45· Wicklow Hall 1 (Level 2), Convention Centre Dublin, Spencer Dock, N Wall Quay, North Wall Dublin 1, D01 T1·
summary
Kepler measures per-pod power by probing kernel counters via eBPF and exports Prometheus metrics that Grafana renders; a model server (TensorFlow Keras + Flask) trains two linear models for CPU core and DRAM energy and serves predictions. Integration works on MicroShift with cgroup v2 and kernel headers; a live run of a Monte Carlo CPU-bound pod shows pod energy tracks core energy closely while DRAM energy is negligible, confirming the approach and enabling scheduler policies.
AI-written summary · about
chapters (5)
- 0:00Start
- 1:54Energy Measurement Methodology: Ideal vs Reality
- 8:24About Kepler Model Server
- 9:55Implementation of Kepler Model Server
- 12:20Peaks
related talks
35mSustainability Research the Cloud Native Way
20mEnergy Efficient Placement of Edge Workloads
20mKepler - Optimized power usage monitoring for Kubernetes
28mExploring Kepler's Next Chapter: Achieving Cloud Native Sustainability With MCP Integration
42meBPF-Powered Observab...
05mProject Lightning Talk: Kepler Project Updates
18mKeynote: Sustainability Chronicles: Innovate Through Green Technology with...
12mKeynote: Cloud Native Sustainability - How You Can Help Right Now!