Cloud Job Resource and Lifetime Prediction on Dataset 2 (test)
0.128MAE (CPU Max) (vCPU)Gemma-3
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Gemma-3Parameters=12B2025.12 | 0.128 | 38.02 | 1.89 | 0.8 | 0.913 | 0.869 | |
| Qwen-3Parameters=8B2025.12 | 0.13 | 41.07 | 1.66 | 0.76 | 0.919 | 0.858 | |
| Gemma-3Parameters=4B2025.12 | 0.168 | 47.02 | 2.61 | 1.08 | 0.829 | 0.821 | |
| Gemma-3Parameters=1B2025.12 | 0.183 | 51.3 | 3.29 | 1.39 | 0.834 | 0.773 | |
| Heuristic2025.12 | 0.295 | — | 16.2 | 21.7 | — | — | |
| Gemma-3Parameters=270M2025.12 | 0.301 | 69.29 | 11.9 | 7.14 | 0.469 | 0.509 | |
| User Request2025.12 | 0.311 | — | 54.9 | 66.7 | — | — |