Time Series Forecasting on ETT (Efficiency/Resource Metrics)
0.02ParamsDLinear
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=1, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 0.02 | 0.13 | 1.42 | 0.02 | 0.21 | 8.48 | |
| CARDInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 0.03 | 1.41 | 29.1 | 0.03 | 4.05 | 11.02 | |
| TimeMix.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 0.08 | 10.72 | 27.99 | 0.05 | 3.86 | 18.06 | |
| FreTSInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 0.42 | 2.94 | 3.63 | 0.03 | 0.49 | 14.47 | |
| TimeMix.++Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 1.19 | 1,396.9 | 74.74 | 0.27 | 28.15 | 149.58 | |
| PatchTSTInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 3.76 | 272.2 | 8.37 | 0.14 | 1.38 | 51.83 | |
| OLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 4.52 | 33.74 | 8.09 | 0.2 | 1.19 | 156.41 | |
| vLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 4.53 | 33.83 | 7.04 | 0.2 | 1.3 | 155.63 | |
| iTrans.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 4.83 | 33.99 | 10.11 | 0.21 | 1.72 | 156 | |
| LeddamInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 8.55 | 111.54 | 25.02 | 0.18 | 2.62 | 51.04 | |
| Fredf.m.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 8.59 | 135.01 | 26.48 | 0.24 | 3.73 | 78.04 | |
| TimesNetInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=M, T.T. Unit=ms/iter, I.M. Unit=MB2026.01 | 299.94 | 289,708 | 501.98 | 5.8 | 155.97 | 1,396.24 |