Safe-TOPS/W benchmark metric for safety-certified AI accelerators
Project description
Safe-TOPS/W
Safety-certified AI accelerator benchmark metric.
Formula
Safe-TOPS/W = (raw_tops_w × pass_rate × safety_factor) / power_overhead
- safety_factor = 0 for any hardware without runtime safety verification
- pass_rate = fraction of inferences producing verified-safe outputs
- power_overhead = total system power multiplier for safety logic
Comparison
| Chip | Raw TOPS/W | Safe-TOPS/W |
|---|---|---|
| FLUX-LUCID | 24.0 | 20.17 |
| Jetson Orin AGX | 5.7 | 0.00 |
| Groq LPU | 21.4 | 0.00 |
| Hailo-8 Safety | 9.7 | 5.29 |
| Google TPU v5e | 28.8 | 0.00 |
Usage
from safe_tops_w import print_comparison
print_comparison()
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