Fault Detection on UCI-PM
83.3F1 ScoreXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoostSize (MB)=0.5, CPU Lat. (ms)=0.0022026.06 | 83.3 | |
| RF-200Size (MB)=17.3, CPU Lat. (ms)=0.0162026.06 | 58 | |
| DistilBERT + INT8Size (MB)=132, CPU Lat. (ms)=107, Params (M)=66.92026.06 | 50.7 | |
| DistilBERTwSize (MB)=255, CPU Lat. (ms)=145, Params (M)=66.92026.06 | 50 | |
| AdaptiveSize (MB)=55*, CPU Lat. (ms)=19.5*2026.06 | 50 | |
| DistilBERTSize (MB)=255, CPU Lat. (ms)=138, Params (M)=66.92026.06 | 48.7 | |
| SVMSize (MB)=0.5, CPU Lat. (ms)=0.152026.06 | 42.9 | |
| TinyBERT-6LwSize (MB)=255, CPU Lat. (ms)=141, Params (M)=67.02026.06 | 41.5 | |
| TinyBERT-4LwSize (MB)=55, CPU Lat. (ms)=18, Params (M)=14.32026.06 | 37.2 | |
| TinyBERT-6LSize (MB)=255, CPU Lat. (ms)=133, Params (M)=67.02026.06 | 35.2 | |
| LRSize (MB)=0.001, CPU Lat. (ms)=0.00012026.06 | 24.2 | |
| TinyBERT-4L + INT8Size (MB)=41, CPU Lat. (ms)=17, Params (M)=14.32026.06 | 15.4 | |
| TinyBERT-4LSize (MB)=55, CPU Lat. (ms)=18, Params (M)=14.32026.06 | 0 | |
| MobileBERTSize (MB)=94, CPU Lat. (ms)=108, Params (M)=24.62026.06 | 0 |