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[Major] Support Re-Training #1635

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restructure train model config

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[Major] Support Re-Training #1635

restructure train model config
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ModelReport

Model Benchmark

Benchmark Metric main current diff
YosemiteTemps MAE_val 0.59734 0.58159 -2.64%
YosemiteTemps RMSE_val 0.88884 0.86935 -2.19%
YosemiteTemps Loss_val 0.00046 0.00044 -4.33%
YosemiteTemps train_loss 0.00126 0.0012 -4.44%
YosemiteTemps reg_loss 0 0 0.0%
YosemiteTemps MAE 0.97461 0.94811 -2.72%
YosemiteTemps RMSE 1.70806 1.66847 -2.32%
YosemiteTemps Loss 0.00126 0.0012 -4.44%
YosemiteTemps time 141.75 139.93 -1.28%
EnergyPriceDaily MAE_val 5.64247 5.42935 -3.78%
EnergyPriceDaily RMSE_val 7.19972 6.88991 -4.3%
EnergyPriceDaily Loss_val 0.02893 0.02655 -8.24% 🎉
EnergyPriceDaily train_loss 0.02957 0.02758 -6.73% 🎉
EnergyPriceDaily reg_loss 0 0 0.0%
EnergyPriceDaily MAE 6.39654 6.15242 -3.82%
EnergyPriceDaily RMSE 8.56207 8.26192 -3.51%
EnergyPriceDaily Loss 0.02936 0.02739 -6.73% 🎉
EnergyPriceDaily time 40.4214 40.35 -0.18%
AirPassengers MAE_val 30.8306 30.081 -2.43%
AirPassengers RMSE_val 31.8167 30.9826 -2.62%
AirPassengers Loss_val 0.01301 0.01234 -5.17% 🎉
AirPassengers train_loss 0.00071 0.00071 -0.86%
AirPassengers reg_loss 0 0 0.0%
AirPassengers MAE 6.88169 6.86203 -0.29%
AirPassengers RMSE 8.92083 8.81789 -1.15%
AirPassengers Loss 0.00076 0.00074 -2.27%
AirPassengers time 10.2224 10.06 -1.59%
PeytonManning MAE_val 0.35533 0.35447 -0.24%
PeytonManning RMSE_val 0.50396 0.50324 -0.14%
PeytonManning Loss_val 0.01802 0.01796 -0.32%
PeytonManning train_loss 0.01466 0.01461 -0.3%
PeytonManning reg_loss 0 0 0.0%
PeytonManning MAE 0.34756 0.34738 -0.05%
PeytonManning RMSE 0.4945 0.49347 -0.21%
PeytonManning Loss 0.01465 0.01461 -0.3%
PeytonManning time 25.6879 25.48 -0.81%
Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

EnergyPriceDaily