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Joint Keynote Address

Talkat OSDI 2023 · 2023-07-10..07-12· [cloud-infrastructure, machine-learning]
linkedin:ionstoica
slides:none on file

Claim: a portability layer is infeasible, so Sky runs apps across clouds by matching app requirements to available services via an intercloud broker. Prototypes: Sky Pilot (ML jobs using Ray, Docker/K8s) and SkyPlane (data overlay transfers). Results: fine‑tuning + batch inference cut time 47% and cost 60%, spot‑instance training cuts cost ~70%, a LLM experiment ran for ~$300 on spots. SkyPlane outperforms AWS DataSync. About 20 contributors and several extra clouds joined after early tests.

AI-written summary · about

  1. 0:00Introduction to Sky
  2. 1:28What is Sky Computing
  3. 3:36Motivations for Sky
  4. 4:57Challenges of Intercloud
  5. 8:33The Sky Approach
  6. 11:15Machine Learning Example
  7. 14:23Sky Broker Architecture
  8. 17:07Why Sky Will Happen
  9. 24:54Sky Development Philosophy
  10. 28:51Impact of Sky Computing
  11. 33:27Sky for Single Clouds
  12. 35:27SkyPilot Prototype
  13. 39:28Spot Instance Optimization
  14. 41:48High-Level Service Example
  15. 45:26Sky Ecosystem Growth
  16. 46:09SkyPlane Data Transfer
  17. 49:55Conclusion and Summary
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