Mesh-based Physical Simulation on INFLATINGFONT (test)
0.0177RMSE (Step 1)BSMS-GNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BSMS-GNNTraining time/step [ms]=45.96, Infer time/step [ms]=33.33, Speedup (vs numerical solver)=210x, Training cost [hrs]=2.68E+01, Final epoch=212022.10 | 0.0177 | 0.108 | 0.22 | |
| MS-GNN-GRIDTraining time/step [ms]=107.16, Infer time/step [ms]=41.66, Speedup (vs numerical solver)=168x, Training cost [hrs]=5.66E+01, Final epoch=192022.10 | 0.0187 | 0.324 | 0.378 | |
| MESHGRAPHNETSTraining time/step [ms]=117.48, Infer time/step [ms]=82.35, Speedup (vs numerical solver)=85x, Training cost [hrs]=6.20E+01, Final epoch=192022.10 | 0.0195 | 0.178 | 0.365 |