Binary Classification on Higgs (Timing Metrics)
24.45Total Time (s)LightGBM+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LightGBM+Hardware=GPU, Quantization Bit-width=3-bit2022.07 | 24.45 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=4-bit2022.07 | 24.53 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=5-bit2022.07 | 24.55 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=2-bit2022.07 | 24.78 | 4.84 | |
| LightGBM+Hardware=GPU2022.07 | 29.05 | 11.26 | |
| XGBoostHardware=GPU2022.07 | 33.97 | — | |
| CatBoostHardware=GPU2022.07 | 61.1 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=4-bit2022.07 | 69.3 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=3-bit2022.07 | 69.64 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=5-bit2022.07 | 69.86 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=2-bit2022.07 | 73.36 | 32.82 | |
| LightGBMHardware=CPU2022.07 | 83.27 | 50.74 | |
| XGBoostHardware=CPU2022.07 | 109.16 | — | |
| CatBoostHardware=CPU2022.07 | 1,009.8 | — |