Model Efficiency on PEMS07 Time Series Forecasting
0.02ParametersDLinear
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=1, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 0.02 | 0.02 | 0.002 | 0.07 | 0.2 | 0.04 | |
| TimeMix.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 0.12 | 4.77 | 0.17 | 11.62 | 68.96 | 2.25 | |
| FreTSInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 0.42 | 0.37 | 0.01 | 0.79 | 0.5 | 0.61 | |
| CARDInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 1.39 | 16.1 | 0.28 | 13.99 | 94.01 | 1.74 | |
| TimeMix.++Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 2.38 | 301.92 | — | — | 1,370.91 | 12.37 | |
| PatchTSTInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 3.76 | 34.34 | 0.19 | 9.18 | 56.49 | 2.5 | |
| iTrans.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 4.83 | 6.66 | 0.04 | 3.07 | 13.92 | 1.32 | |
| vLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 5.65 | 5.09 | 0.02 | 1.04 | 6.42 | 0.38 | |
| OLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 6.25 | 5.05 | 0.02 | 1.05 | 6.33 | 0.44 | |
| LeddamInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 8.56 | 15.65 | 0.19 | 3.85 | 47.06 | 1.28 | |
| Fredf.m.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 13.44 | 20.53 | 0.11 | 6.42 | 36.54 | 2.03 | |
| TimesNetInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=s/iter, I.M. Unit=GB2026.01 | 301.73 | 290.97 | 0.51 | 5.86 | 156.78 | 1.43 |