[major] Training: increase default batch size

[ourownstory]

To reduce the training time and tendency to overfit, we are inreasing the default batch size.

• increase batch size 2-fold w.r.t log10(data size)
• while increasing min and max 2-fold

[codecov]

Codecov Report

Merging #1462 (ad143ff) into main (ee09742) will not change coverage.
Report is 1 commits behind head on main.
The diff coverage is 100.00%.

@@           Coverage Diff           @@
##             main    #1462   +/-   ##
=======================================
  Coverage   88.32%   88.32%           
=======================================
  Files          38       38           
  Lines        5097     5097           
=======================================
  Hits         4502     4502           
  Misses        595      595           

Files	Coverage Δ
neuralprophet/configure.py	90.18% <100.00%> (ø)

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
AirPassengers	MAE_val	30.12721	32.007	6.24%	⚠️
AirPassengers	RMSE_val	31.01396	33.3204	7.44%	❌
AirPassengers	Loss_val	0.00371	0.00428	15.43%	❌
AirPassengers	MAE	6.27639	6.06069	-3.44%	✅
AirPassengers	RMSE	7.88804	7.66998	-2.76%	✅
AirPassengers	Loss	0.00019	0.00019	-0.11%	✅
AirPassengers	time	27.61828	15.65	-43.33%	🎉
EnergyPriceDaily	MAE_val	-	5.9705	-
EnergyPriceDaily	RMSE_val	-	7.6175	-
EnergyPriceDaily	Loss_val	-	0.0098	-
EnergyPriceDaily	MAE	-	6.7706	-
EnergyPriceDaily	RMSE	-	9.044	-
EnergyPriceDaily	Loss	-	0.0104	-
EnergyPriceDaily	time	-	24.61	-
PeytonManning	MAE_val	0.34778	0.34903	0.36%	✅
PeytonManning	RMSE_val	0.49928	0.50014	0.17%	✅
PeytonManning	Loss_val	0.00595	0.00597	0.35%	✅
PeytonManning	MAE	0.35123	0.35143	0.06%	✅
PeytonManning	RMSE	0.48066	0.48785	1.5%	✅
PeytonManning	Loss	0.0046	0.00461	0.27%	✅
PeytonManning	time	67.8393	31.81	-53.11%	🎉
YosemiteTemps	MAE_val	0.44287	0.66436	50.01%	❌
YosemiteTemps	RMSE_val	0.62875	0.95983	52.66%	❌
YosemiteTemps	Loss_val	7e-05	0.00016	138.51%	❌
YosemiteTemps	MAE	0.80138	1.13161	41.21%	❌
YosemiteTemps	RMSE	1.44081	1.95027	35.36%	❌
YosemiteTemps	Loss	0.00027	0.00049	83.09%	❌
YosemiteTemps	time	189.20297	103.73	-45.18%	🎉

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

EnergyPriceDaily