[Minor] Precompute Seasonalities

[MaiBe-ctrl]

precompute seasonalities features in the init()

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
YosemiteTemps	MAE_val	0.59734	0.59734	0.0%	✅
YosemiteTemps	RMSE_val	0.88884	0.88884	0.0%	✅
YosemiteTemps	Loss_val	0.00046	0.00046	0.0%	✅
YosemiteTemps	train_loss	0.00126	0.00126	0.0%	✅
YosemiteTemps	reg_loss	0	0	0.0%	✅
YosemiteTemps	MAE	0.97461	0.97461	0.0%	✅
YosemiteTemps	RMSE	1.70806	1.70806	0.0%	✅
YosemiteTemps	Loss	0.00126	0.00126	0.0%	✅
YosemiteTemps	time	208.051	139.02	-33.18%	🎉
EnergyPriceDaily	MAE_val	5.64186	5.64247	0.01%	✅
EnergyPriceDaily	RMSE_val	7.19914	7.19972	0.01%	✅
EnergyPriceDaily	Loss_val	0.02893	0.02893	0.02%	✅
EnergyPriceDaily	train_loss	0.02957	0.02957	0.0%	✅
EnergyPriceDaily	reg_loss	0	0	0.0%	✅
EnergyPriceDaily	MAE	6.39655	6.39654	-0.0%	✅
EnergyPriceDaily	RMSE	8.56207	8.56207	-0.0%	✅
EnergyPriceDaily	Loss	0.02936	0.02936	0.0%	✅
EnergyPriceDaily	time	57.44	40.01	-30.34%	🎉
AirPassengers	MAE_val	30.8328	30.8306	-0.01%	✅
AirPassengers	RMSE_val	31.8182	31.8167	-0.0%	✅
AirPassengers	Loss_val	0.01301	0.01301	-0.01%	✅
AirPassengers	train_loss	0.00071	0.00071	-0.01%	✅
AirPassengers	reg_loss	0	0	0.0%	✅
AirPassengers	MAE	6.88174	6.88169	-0.0%	✅
AirPassengers	RMSE	8.92109	8.92083	-0.0%	✅
AirPassengers	Loss	0.00076	0.00076	-0.01%	✅
AirPassengers	time	12.4446	10.08	-19.0%	🎉
PeytonManning	MAE_val	0.35539	0.35533	-0.02%	✅
PeytonManning	RMSE_val	0.50401	0.50396	-0.01%	✅
PeytonManning	Loss_val	0.01803	0.01802	-0.02%	✅
PeytonManning	train_loss	0.01466	0.01466	0.0%	✅
PeytonManning	reg_loss	0	0	0.0%	✅
PeytonManning	MAE	0.34755	0.34756	0.0%	✅
PeytonManning	RMSE	0.49449	0.4945	0.0%	✅
PeytonManning	Loss	0.01465	0.01465	0.0%	✅
PeytonManning	time	54.9867	25.45	-53.72%	🎉

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

EnergyPriceDaily

[ourownstory]

Great work!