Binary Classification on Criteo (Timing Metrics)
59.49Total Time (s)LightGBM+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LightGBM+Hardware=GPU, Quantization Bit-width=4-bit2022.07 | 59.49 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=3-bit2022.07 | 59.93 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=5-bit2022.07 | 60.24 | — | |
| LightGBM+Hardware=GPU, Quantization Bit-width=2-bit2022.07 | 61.04 | 21.74 | |
| LightGBM+Hardware=GPU2022.07 | 102.33 | 70.97 | |
| CatBoostHardware=GPU2022.07 | 187.8 | — | |
| XGBoostHardware=GPU2022.07 | 326.82 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=4-bit2022.07 | 416.6 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=5-bit2022.07 | 423.8 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=3-bit2022.07 | 440.68 | — | |
| LightGBMHardware=CPU, Quantization Bit-width=2-bit2022.07 | 444.28 | 269 | |
| LightGBMHardware=CPU2022.07 | 524.61 | 385.98 | |
| XGBoostHardware=CPU2022.07 | 565.52 | — | |
| CatBoostHardware=CPU2022.07 | 7,702.2 | — |