Protean: VM Allocation Service at Scale
Ori Hadary, Luke Marshall, Ishai Menache, Abhisek Pan, Esaias E Greeff, David Dion, Star Dorminey, Shailesh Joshi, Yang Chen, Mark Russinovich, and Thomas Moscibroda, Microsoft Azure and Microsoft Research
We describe the design and implementation of Protean — the Microsoft Azure service responsible for allocating Virtual Machines (VMs) to millions of servers around the globe. A single instance of Protean serves an entire availability zone (10-100k machines), facilitating seamless failover and scale-out to customers. The design has proven robust, enabling a substantial expansion of VM offerings and features with minimal changes to the core infrastructure. In particular, Protean preserves a clear separation between policy and mechanisms. From a policy perspective, a flexible rule-based Allocation Agent (AA) allows Protean to efficiently address multiple constraints and performance criteria, and adapt to different conditions. On the system side, a multi-layer caching mechanism expedites the allocation process, achieving turnaround times of few milliseconds. A slight compromise on allocation quality enables multiple AAs to run concurrently on the same inventory, resulting in increased throughput with negligible conflict rate. Our results from both simulations and production demonstrate that Protean achieves high throughput and utilization (85-90% on a key utilization metric), while satisfying user-specific requirements. We also demonstrate how Protean is adapted to handle capacity crunch conditions, by zooming in on spikes caused by COVID-19.
View the full OSDI ’20 program at https://www.usenix.org/conference/osdi20/technical-sessions
Related Post:
- Making an Internet of Things scale with PyPortal @adafruit #adafruit #iot #scale
- EOS Resource Allocation w/ Daniel Larimer
- My Cryptocurrency Investing Strategy | Portfolio Allocation
- Cardano (ADA) Founder REJECTS 293.000 ETHEREUM ALLOCATION!
- XRP- President Talks Digital Trade! You and I are Going Talk Pre-Allocation Theory Cont.!!!
- Super Rich Asset Allocation , Ripple XRP And Crypto
- Ripple XRP Pre-Allocation Theory And Massive Disruption
- Ripple 's XRP Escrow Is Economic Policy And Pre-Allocation Theory
- $120 million mysterious buywall for Bitcoin, XRP Pre-allocation theory unlikely, Venezuela Crypto
- Ripple Adoption Considerations And Pre-Allocation Of XRP