~/talk

Research Workloads on Preemptible VMs

Talkat Google Cloud Next '18 · 2018-07-24..07-26· [cloud-infrastructure]
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slides:none on file

GCE Preemptible VMs are regular VMs with a 24‑hour limit and 30 seconds termination notice, priced at $0.01 per core hour (~80% cheaper); practical use requires checkpointing and elastic schedulers. Two Sigma adapts Mesos + Cook and a homegrown Launchy autoscaler + Cook to request custom machine types, chase capacity across zones, and absorb ramp‑up latency; they report 5–15% preemption rates, routinely hit huge bursts (hundreds of thousands of cores), achieve ~90–95% allocation but still face hybrid storage, network backpressure, and one‑job tail inefficiencies.

AI-written summary · about

  1. 0:00Introduction to preemptible VMs
  2. 5:59Two Sigma's research workloads
  3. 28:50Challenges and takeaways
  4. 31:43Q&A
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