Table 3. Average Elapsed Time t̅ for Local GPGG Geometry Optimization on Ncores Cores (or GPU) for Different Surrogate Methods Based on the GPGG Test Seta.
| Surrogate | t̅ (min) | Ncores | t̅GAb |
|---|---|---|---|
| GAFF AM1-BCC | 0.024 | 1b | 3 min |
| GAFF HF RESP | 0.028 | 1b | 3 min |
| AMOEBApro13 | 0.005 | 1 GPUc | 5 min |
| PM6 | 1.072 | 8b | 15 h |
| PM7 | 1.578 | 8b | 22 h |
| DFTB3-D3(BJ) | 1.331 | 1b | 2.7 h |
| B3LYP/6-31G | 19.508 | 2 GPUsc | 1 mth |
| B3LYP/6-31G(d,p) | 150.235 | 8b | 2.7 mths |
is an estimate of the average time spent
on fitness evaluations for a 60-generation 40-individual GA run if
executed on a 24-core 2-GPU workstationb.
The calculation details of each method are reported in Section 3.2.
24-core Intel Xeon E5-2650 v4 @ 2.20 GHz CPU, 2 Nvidia GeForce GTX 1060 GPUs.
16-core Intel Xeon E5-2630 v3 @ 2.40 GHz CPU, 2 Nvidia GeForce GTX 970 GPUs.