Single-step CTS forecasting on Solar-Energy (test)
0.1714RRSE (H=3)LightCTS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LightCTSFLOPs (unit: M)=169, Params (unit: K)=38, Latency (unit: s)=0.2, Peak Mem (unit: Mb)=8.62023.02 | 0.1714 | 0.9864 | 0.2202 | 0.9765 | 0.2955 | 0.9568 | 0.4129 | 0.9084 | |
| AutoCtsFLOPs (unit: M)=2237, Params (unit: K)=91, Latency (unit: s)=1.1, Peak Mem (unit: Mb)=17.62023.02 | 0.175 | 0.9853 | 0.2298 | 0.9763 | 0.2957 | 0.9566 | 0.4143 | 0.9097 | |
| MaGnnFLOPs (unit: M)=492, Params (unit: K)=105, Latency (unit: s)=0.4, Peak Mem (unit: Mb)=9.22023.02 | 0.1771 | 0.9853 | 0.2361 | 0.9724 | 0.3105 | 0.9539 | 0.4108 | 0.9097 | |
| MtGnnFLOPs (unit: M)=1090, Params (unit: K)=348, Latency (unit: s)=0.5, Peak Mem (unit: Mb)=9.92023.02 | 0.1778 | 0.9852 | 0.2348 | 0.9726 | 0.3109 | 0.9509 | 0.427 | 0.9031 | |
| AutoCts-KDpFLOPs (unit: M)=1196, Params (unit: K)=41, Latency (unit: s)=0.7, Peak Mem (unit: Mb)=13.42023.02 | 0.1785 | 0.9844 | 0.2371 | 0.9736 | 0.3288 | 0.9435 | 0.4196 | 0.9043 | |
| AutoCts-KDfFLOPs (unit: M)=418, Params (unit: K)=12, Latency (unit: s)=0.4, Peak Mem (unit: Mb)=9.22023.02 | 0.1802 | 0.9834 | 0.2463 | 0.9696 | 0.3332 | 0.9403 | 0.4277 | 0.9021 | |
| DsaNetFLOPs (unit: M)=914, Params (unit: K)=6377, Latency (unit: s)=0.8, Peak Mem (unit: Mb)=32.52023.02 | 0.1822 | 0.9842 | 0.245 | 0.9701 | 0.3287 | 0.9444 | 0.4389 | 0.8943 |