We already learned a few weeks back that Google uses a tool called borg for running their cluster infrastructure and thereby the backbone of our modern internet. This weeks paper is about the Omega scheduler, which is quite likely used in one form or another in the borg clusters. (paper is from 2013, so sure there was some evolution from there, but base concepts still apply). The most interesting part about it is the way how it handles state: In comparison to other scheduler architectures, is works with shared state and lock free control. (Before that googles cluster where managed with one monolithic scheduler)
The paper compares different architectures against Omega giving a nice overview of the cluster scheduler landscape out there.
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Increasing scale and the need for rapid response to changing requirements are hard to meet with current monolithic cluster scheduler architectures. This restricts the rate at which new features can be deployed, decreases efficiency and utilization, and will eventually limit cluster growth. We present a novel approach to address these needs using parallelism, shared state, and lock-free optimistic concurrency control. We compare this approach to existing cluster scheduler designs, evaluate how much interference between schedulers occurs and how much it matters in practice, present some techniques to alleviate it, and finally discuss a use case highlighting the advantages of our approach – all driven by real-life Google production workloads
- How the big boys run their infrastructure Weekly CS paper issue about borg
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If you have any paper recommendation for me, please do not hesitate to approach me via [email protected] (Please keep the Backend & DevOps topic focus in mind)
With much love,