~/talk

UnFaaSener: Latency and Cost Aware Offloading of Functions from Serverless Platforms

Talkat USENIX ATC '23 · 2023-07-10..07-12· [serverless]
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Framework harvests spare VMs and on‑prem hosts and routes individual functions off the serverless path using pub/sub glue and a tiny injected header that reads routing decisions, enabling partial per-function offloading. An asynchronous scheduler predicts host availability and latency, feeds a mixed integer non-linear solver that balances cost versus added latency. Evaluation on image and video workflows shows up to ~89.8% cost reduction under a 90% offload cap, with latency mode reducing that savings but keeping added delay near 10% in some workloads.

AI-written summary · about

  1. 0:00The rise of serverless
  2. 1:55Proposal for function offloading
  3. 6:46System architecture design
  4. 11:35Optimization and scheduling logic
  5. 18:01Evaluation and conclusion
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