~/talk

Load testing speech synthesis and recognition at SberDevices

TalkinRussianat Saint HighLoad++ 2022 · 2022-09-22..09-23· [testing, machine-learning]
links:none on file
slides:none on file

Describes how SberDevices performs load testing for its speech synthesis and recognition pipelines to handle billions of seconds of audio with guaranteed throughput. Covers the engineering challenges, metrics and test setups used to simulate large-scale continuous processing, and tools/approaches for ensuring reliable, high-performance speech I/O at production scale.

AI-written summary · about

  1. 0:00Load testing intro
  2. 1:51Purpose of testing
  3. 3:36Simple audio testing
  4. 5:45Real-time audio emulation
  5. 8:42End-of-phrase detection
  6. 11:10Accumulated delay in chunks
  7. 14:19Server saturation limits
  8. 16:27Speech synthesis testing
  9. 18:37Real-time synthesis delays
  10. 21:07Measuring synthesis delay
  11. 23:40Buffer starvation in synthesis
  12. 24:43Caching in synthesis
  13. 26:32Methodology summary
  14. 27:35Q&A
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