Table 2 Encode energy estimates for each processor choice for the HDBind. We calculate power using the sum of the average CPU and GPU power output for all models. We include the energy for all feature extraction steps for all models (including MLP baselines) in addition to the encoding costs for HDBind models. Models that only require ECFP computation possess the lowest energy penalties (MLP baslines and HDB-DECFP).
From: HDBind: encoding of molecular structure with hyperdimensional binary representations
Method | Encode (J/mol) |
|---|---|
HDB-DECFP | 0.06 |
HDB-MoLFormer | 0.39 |
HDB-Combo | 0.50 |
MLP-small | 0.07 |
MLP-large | 0.07 |