Resource Profiling for Time Series Forecasting on Traffic
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 | 0.001 | 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 | 4.66 | 0.17 | 11.33 | 67.21 | 2.2 | |
| 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 | 0.36 | 0.01 | 0.78 | 3.48 | 0.59 | |
| 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 | 0.98 | 10.47 | 0.18 | 9.5 | 61.21 | 1.69 | |
| 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 | 33.52 | 0.17 | 8.01 | 55.1 | 2.44 | |
| 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 | 4.7 | 4.17 | 0.02 | 0.9 | 5.7 | 0.36 | |
| 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 | 4.73 | 588.47 | — | — | 1,610.66 | 9.35 | |
| 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 | 6.45 | 0.04 | 2.95 | 13.45 | 1.27 | |
| 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 | 6.17 | 4.91 | 0.02 | 1.01 | 5.71 | 0.43 | |
| 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 | 15.24 | 0.19 | 3.74 | 45.68 | 1.25 | |
| 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 | 11.09 | 14.78 | 0.1 | 5.76 | 31.6 | 1.84 | |
| 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 | 301.69 | 288.72 | 0.5 | 5.86 | 15.64 | 1.42 |