~/talk

Effective Straggler Mitigation: Attack of the Clones

Talkat NSDI 2013 · 2013-04-02..04-05· [distributed-systems]
links:none on file
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linkedin:ionstoica
slides:none on file

Builds a system called Dolly that proactively launches task‑level clones for small interactive jobs, then uses a probabilistic delay assignment to avoid intermediate‑data contention. Evaluation on Facebook and Bing traces on a 150‑node testbed shows a 5% extra resources cloning budget yields 34–46% speedups for small jobs, drops the worst task from ~8× slower than the median to only slightly slower, and beats both exclusive‑copy and contention‑heavy extremes.

AI-written summary · about

  1. 0:00Start
  2. 8:01Task Level Cloning
  3. 10:02Contention Cloning
  4. 12:25Delay Assignment
  5. 14:04Average Completion Time
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