[refactor] Changed int() to round() for q_hat_idx in uncertainty.py.

[Kevin-Chen0]

🔬 Background

• Why is this change needed? Is there a related issue or a new feature to be added?

🔮 Key changes

• Explain the main changes introduced by this pull request for the reviewer.

📋 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 #1248 (e4b8373) into main (e321e96) will not change coverage.
The diff coverage is 100.00%.

📣 This organization is not using Codecov’s GitHub App Integration. We recommend you install it so Codecov can continue to function properly for your repositories. Learn more

@@           Coverage Diff           @@
##             main    #1248   +/-   ##
=======================================
  Coverage   89.56%   89.56%           
=======================================
  Files          35       35           
  Lines        4830     4830           
=======================================
  Hits         4326     4326           
  Misses        504      504           

Impacted Files	Coverage Δ
neuralprophet/uncertainty.py	95.96% <100.00%> (ø)

Help us with your feedback. Take ten seconds to tell us how you rate us. Have a feature suggestion? Share it here.

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
YosemiteTemps	MAE_val	1.71298	1.71298	0.0%	✅
YosemiteTemps	RMSE_val	2.26069	2.2607	0.0%	✅
YosemiteTemps	Loss_val	0.00095	0.00095	0.0%	✅
YosemiteTemps	MAE	1.45187	1.45187	-0.0%	✅
YosemiteTemps	RMSE	2.16721	2.16721	0.0%	✅
YosemiteTemps	Loss	0.00066	0.00066	0.0%	✅
YosemiteTemps	time	115.403	92.84	-19.55%	🎉
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	5.10672	4.05	-20.69%	🎉
PeytonManning	MAE_val	0.58159	0.58159	-0.0%	✅
PeytonManning	RMSE_val	0.72216	0.72216	0.0%	✅
PeytonManning	Loss_val	0.01239	0.01239	-0.0%	✅
PeytonManning	MAE	0.41671	0.41671	-0.0%	✅
PeytonManning	RMSE	0.55961	0.55961	0.0%	✅
PeytonManning	Loss	0.00612	0.00612	0.0%	✅
PeytonManning	time	14.1839	11.76	-17.09%	🎉

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

[christymctse]

LGTM