Regression on Year (Timing Metrics)
11.79Total Time (s)LightGBM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LightGBMHardware=CPU, Quantization Bit-width=5-bit2022.07 | 11.79 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=4-bit2022.07 | 11.9 | — | |
| LightGBMHardware=CPU2022.07 | 12.67 | 6.68 | |
| LightGBMHardware=CPU, Quantization Bit-width=3-bit2022.07 | 12.79 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=2-bit2022.07 | 12.94 | 5.99 | |
| LightGBM+Hardware=GPU, Quantization Bit-width=2-bit2022.07 | 18.19 | 4.08 | |
| LightGBM+Hardware=GPU, Quantization Bit-width=3-bit2022.07 | 18.24 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=4-bit2022.07 | 18.34 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=5-bit2022.07 | 18.41 | — | |
| XGBoostHardware=GPU2022.07 | 20.47 | — | |
| LightGBM+Hardware=GPU2022.07 | 24.33 | 9.61 | |
| XGBoostHardware=CPU2022.07 | 28.85 | — | |
| CatBoostHardware=GPU2022.07 | 33.96 | — | |
| CatBoostHardware=CPU2022.07 | 95.8 | — |