Typing conformal prediction

[noxan]

🔬 Background

• Add typings for NeuralProphet

🔮 Key changes

• Add type annotations to conformal prediction code

📋 Review Checklist

• I have performed a self-review of my own code.
• I have commented my code, added docstrings and data types to function definitions.
• I have added pytests to check whether my feature / fix works.

Please make sure to follow our best practices in the Contributing guidelines.

[codecov-commenter]

Codecov Report

Merging #1124 (d39591b) into main (81cbbfc) will decrease coverage by 0.02%.
The diff coverage is 80.00%.

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@@            Coverage Diff             @@
##             main    #1124      +/-   ##
==========================================
- Coverage   90.36%   90.34%   -0.02%     
==========================================
  Files          21       21              
  Lines        4845     4846       +1     
==========================================
  Hits         4378     4378              
- Misses        467      468       +1     

Impacted Files	Coverage Δ
neuralprophet/conformal.py	95.31% <80.00%> (-1.52%)	⬇️

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[karl-richter]

Looks good.

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
PeytonManning	MAE_val	0.64636	0.64636	0.0%	✅
PeytonManning	RMSE_val	0.79276	0.79276	0.0%	✅
PeytonManning	Loss_val	0.01494	0.01494	0.0%	✅
PeytonManning	MAE	0.42701	0.42701	0.0%	✅
PeytonManning	RMSE	0.57032	0.57032	0.0%	✅
PeytonManning	Loss	0.00635	0.00635	0.0%	✅
PeytonManning	time	11.2836	11.42	1.21%	✅
YosemiteTemps	MAE_val	1.72949	1.72949	0.0%	✅
YosemiteTemps	RMSE_val	2.27386	2.27386	0.0%	✅
YosemiteTemps	Loss_val	0.00096	0.00096	0.0%	✅
YosemiteTemps	MAE	1.45189	1.45189	0.0%	✅
YosemiteTemps	RMSE	2.16631	2.16631	0.0%	✅
YosemiteTemps	Loss	0.00066	0.00066	0.0%	✅
YosemiteTemps	time	90.1156	91.46	1.49%	✅
AirPassengers	MAE_val	15.2698	15.2698	0.0%	✅
AirPassengers	RMSE_val	19.4209	19.4209	0.0%	✅
AirPassengers	Loss_val	0.00195	0.00195	0.0%	✅
AirPassengers	MAE	9.82902	9.82902	0.0%	✅
AirPassengers	RMSE	11.7005	11.7005	0.0%	✅
AirPassengers	Loss	0.00056	0.00056	0.0%	✅
AirPassengers	time	4.00096	4.1	2.48%	✅

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers