~/talk

Faasm: Lightweight Isolation for Efficient Stateful Serverless Computing

Talkat USENIX ATC '20 · 2020-07-15..07-17· [serverless]
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Faasm implements thread-based Faaslets on WebAssembly SFI to let co‑located functions share memory directly, use a minimal POSIX host interface, and restore snapshots in ~500 µs with ~90 KB incremental memory. Compared to container platforms, it claims ~2× faster ML training with 10× less memory, ~2× inference throughput and 90% tail‑latency reduction, over 100k concurrent instances per host (≈12× density) and up to ~1000× faster cold‑start churn.

AI-written summary · about

  1. 0:00Faasm and serverless challenges
  2. 1:12Serverless isolation and state sharing problems
  3. 2:57Existing solutions and limitations
  4. 3:58Why WebAssembly for isolation
  5. 6:45Faasm’s Phaselets and state
  6. 8:10Phaselet host interface and languages
  7. 9:34Proto-Phaselets for snapshot/restore
  8. 11:00Faasm’s state and programming model
  9. 13:06Phaselets share memory safely
  10. 13:48Two-tier state sync: push and pull
  11. 14:29Serialization-free data transfer
  12. 15:09Evaluation: Isolation overheads vs containers
  13. 16:53Evaluation: Function churn and cold starts
  14. 17:55Evaluation: ML training performance
  15. 18:59Evaluation: Network transfers in ML
  16. 19:19Evaluation: Inference latency and throughput
  17. 20:43Evaluation: Dynamic language performance
  18. 21:03Evaluation: Microbenchmarks and overheads
  19. 22:08Summary and open-source
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