~/talk

Environmental Sustainability: An Energy-Aware Datacenter Operating System

Talkat KubeDay Japan 2022 · on Wednesday, 2022-12-07· at 11:40· Level 3 | InterContinental Ballroom· [kubernetes, machine-learning]
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A data center OS stacks Zabbix and Prometheus for 4,000 signals per minute, feeds Apache Kafka and ksqlDB for realtime cleaning, trains per-device machine learning models (server and AC) with MFO-style experiments, and extends the Kubernetes scheduler to score Pod-to-Node placement; tested on a 200+ server testbed running an object‑detection workload and achieves about 13% power reduction while balancing latency. Key components: Zabbix and Prometheus, Kafka stream processing, Kubernetes scheduler extension, 200 servers.

AI-written summary · about

  1. 0:00Start
  2. 0:44Outline
  3. 4:18Background
  4. 10:59Research Data collection
  5. 14:39Power consumption of Data center
  6. 15:49Power consumption model
  7. 17:17How to build?
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