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result.txt
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result.txt
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DLinear_Top_100 test
rmse:958.61, mae:448.45, msle: 2.6446, r2: 0.3294
DLinear_Top_100 val
rmse:411.66, mae:222.38, msle: 2.5361, r2: 0.43502
DLinear_Top_100 train
rmse:328.4, mae:131, msle: 1.7119, r2: 0.71856
Autoformer_Top_100 test
rmse:998.83, mae:510.19, msle: 3.0929, r2: 0.22549
Autoformer_Top_100 val
rmse:463.09, mae:258.27, msle: 2.9315, r2: 0.17202
Autoformer_Top_100 train
rmse:379.34, mae:172, msle: 2.1303, r2: 0.62446
FEDformer_Top_100 test
rmse:961.33, mae:466.64, msle: 3.0475, r2: 0.31451
FEDformer_Top_100 val
rmse:410.15, mae:235.17, msle: 2.8847, r2: 0.36939
FEDformer_Top_100 train
rmse:342.19, mae:142.58, msle: 1.8795, r2: 0.69444
DLinear_Top_20 test
rmse:1717.6, mae:949.37, msle: 2.7177, r2: 0.22656
DLinear_Top_20 test
rmse:1717.6, mae:949.37, msle: 2.7177, r2: 0.22656
DLinear_Top_20 val
rmse:686.1, mae:383.85, msle: 2.8124, r2: 0.43476
DLinear_Top_20 train
rmse:656.48, mae:302.78, msle: 2.011, r2: 0.70963
DLinear_Top_100, test: rmse:958.61, mae:448.45, msle: 2.6446, r2: 0.3294
DLinear_Top_100, val: rmse:411.66, mae:222.38, msle: 2.5361, r2: 0.43502
DLinear_Top_100, train: rmse:328.4, mae:131, msle: 1.7119, r2: 0.71856
DLinear_Total, test: rmse:174.95, mae:29.525, msle: 1.4251, r2: 0.52435
DLinear_Total, val: rmse:84.091, mae:20.833, msle: 1.2674, r2: 0.56765
DLinear_Total, train: rmse:69.935, mae:13.049, msle: 1.0662, r2: 0.70033
Autoformer_Total, test: rmse:189.42, mae:35.686, msle: 1.9184, r2: 0.4505
Autoformer_Total, val: rmse:90.945, mae:24.68, msle: 1.7484, r2: 0.46612
Autoformer_Total, train: rmse:71.44, mae:13.994, msle: 1.2075, r2: 0.68735
PatchTST_Total, test: rmse:183.65, mae:33.174, msle: 1.5301, r2: 0.46863
PatchTST_Total, val: rmse:103.31, mae:25.893, msle: 1.3935, r2: 0.38231
PatchTST_Total, train: rmse:72.257, mae:13.683, msle: 1.0673, r2: 0.68006
FEDformer_Total, test: rmse:182.22, mae:30.193, msle: 1.4667, r2: 0.48079
FEDformer_Total, val: rmse:85.874, mae:21.66, msle: 1.3675, r2: 0.492
FEDformer_Total, train: rmse:69.171, mae:14.942, msle: 1.3841, r2: 0.70686
TimesNet_Total, test: rmse:191.93, mae:34.354, msle: 1.6037, r2: 0.41485
TimesNet_Total, val: rmse:100.1, mae:25.38, msle: 1.4342, r2: 0.34219
TimesNet_Total, train: rmse:66.104, mae:12.808, msle: 1.05, r2: 0.73219
FEDformer_Top_100, test: rmse:966.06, mae:474.52, msle: 3.0969, r2: 0.30671
FEDformer_Top_100, val: rmse:414.64, mae:243.73, msle: 3.0102, r2: 0.33858
FEDformer_Top_100, train: rmse:350.56, mae:148.68, msle: 1.9087, r2: 0.6793
Crossformer_Total, test: rmse:193.63, mae:39.576, msle: 2.1412, r2: 0.39363
Crossformer_Total, val: rmse:103.09, mae:29.71, msle: 1.9856, r2: 0.31832
Crossformer_Total, train: rmse:83.97, mae:20.249, msle: 1.927, r2: 0.56771