Table 2 Wall clock results under matched settings and the same environment. Time is measured in seconds. Overhead is measured in percent. Speed ratio equals baseline time divided by EGMF-GR time. The first block reports training time. The second block reports a runtime breakdown for a representative configuration.
From: Hybrid evolutionary-gradient training improves long-term time series forecasting
Block | Item | Baseline | EGMF-GR | Overhead | Speed |
|---|---|---|---|---|---|
Training time | iTransformer ETTm1 | 4.728 | 14.041 | 196.98 | 0.337 |
Training time | iTransformer ETTm2 | 4.093 | 14.009 | 242.22 | 0.292 |
Training time | iTransformer ETTh2 | 4.294 | 14.751 | 243.55 | 0.291 |
Runtime breakdown | Evaluation only | 51.705 | 49.575 | − 4.12 | 1.043 |
Runtime breakdown | Fusion operator | 0.000 | 2023.498 | 0.00 | 0.000 |
Runtime breakdown | Evaluation plus fusion | 51.705 | 2073.073 | 3909.45 | 0.025 |
