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power-measurement

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Power, latency and thermal throttling under sustained inference - instrument-agnostic and device-agnostic. Integrates energy over real sample timestamps, carries an error bar, and refuses to export a figure that was never measured.

  • Updated Aug 29, 2026
  • Python

OWL (Online WattLab) — measures the real device-side energy cost of video transcoding and AI inference on physical hardware with a calibrated smart plug, not models or estimates. Every result carries a traffic-light confidence rating.

  • Updated Sep 9, 2026
  • Python
edge-breakeven-speedup

The Break-Even Parallel Speedup: multithreading saves energy on an edge CPU exactly when the parallel speedup exceeds the power ratio. 831 PMIC-measured runs on a Raspberry Pi 5 (Cortex-A76) showing the power ratio is a board constant (1.59-1.99x) while the speedup is a model property (0.95-2.63x). Artifact for an IEEE CAL submission.

  • Updated Sep 6, 2026
  • Python

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