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ourownstory / neural_prophet

NeuralProphet: A simple forecasting package
https://neuralprophet.com
MIT License
3.83k stars 473 forks source link

[Minor] Make LaggedRegressorsConfig a dataclass and Clean up model config #1640

Closed ourownstory closed 1 month ago

github-actions[bot] commented 1 month ago

Model Benchmark

Benchmark Metric main current diff
YosemiteTemps MAE_val 0.58957 0.58957 0.0% :white_check_mark:
YosemiteTemps RMSE_val 0.86595 0.86595 0.0% :white_check_mark:
YosemiteTemps Loss_val 0.00044 0.00044 0.0% :white_check_mark:
YosemiteTemps MAE 0.9641 0.9641 0.0% :white_check_mark:
YosemiteTemps RMSE 1.69444 1.69444 0.0% :white_check_mark:
YosemiteTemps Loss 0.00123 0.00123 0.0% :white_check_mark:
YosemiteTemps LR 8e-05 8e-05 0.0% :white_check_mark:
YosemiteTemps time 137.479 137.16 -0.23% :white_check_mark:
EnergyPriceDaily MAE_val 5.39142 5.39142 0.0% :white_check_mark:
EnergyPriceDaily RMSE_val 6.65739 6.65739 0.0% :white_check_mark:
EnergyPriceDaily Loss_val 0.02483 0.02483 0.0% :white_check_mark:
EnergyPriceDaily MAE 5.93446 5.93446 0.0% :white_check_mark:
EnergyPriceDaily RMSE 7.96693 7.96693 0.0% :white_check_mark:
EnergyPriceDaily Loss 0.02572 0.02572 0.0% :white_check_mark:
EnergyPriceDaily LR 0.00019 0.00019 0.0% :white_check_mark:
EnergyPriceDaily time 38.6812 39.06 0.98% :white_check_mark:
AirPassengers MAE_val 30.8849 30.8849 0.0% :white_check_mark:
AirPassengers RMSE_val 32.0342 32.0342 0.0% :white_check_mark:
AirPassengers Loss_val 0.01319 0.01319 0.0% :white_check_mark:
AirPassengers MAE 6.49056 6.49056 0.0% :white_check_mark:
AirPassengers RMSE 8.45795 8.45795 0.0% :white_check_mark:
AirPassengers Loss 0.00071 0.00071 0.0% :white_check_mark:
AirPassengers LR 0.00022 0.00022 0.0% :white_check_mark:
AirPassengers time 9.2355 9.37 1.46% :white_check_mark:
PeytonManning MAE_val 0.35144 0.35144 0.0% :white_check_mark:
PeytonManning RMSE_val 0.50166 0.50166 0.0% :white_check_mark:
PeytonManning Loss_val 0.01781 0.01781 0.0% :white_check_mark:
PeytonManning MAE 0.34701 0.34701 0.0% :white_check_mark:
PeytonManning RMSE 0.4942 0.4942 0.0% :white_check_mark:
PeytonManning Loss 0.01469 0.01469 0.0% :white_check_mark:
PeytonManning LR 0.00028 0.00028 0.0% :white_check_mark:
PeytonManning time 24.872 24.61 -1.05% :white_check_mark:
Model training plots ## Model Training ### PeytonManning ![](https://asset.cml.dev/4b5a162da9c1a32a313a1b100ff9b1006d5784fb?cml=svg%2Bxml&cache-bypass=17047d4c-bb69-451c-86fc-4ac179bbed81) ### YosemiteTemps ![](https://asset.cml.dev/57cb3c66fcc49d1700b89ef943ec49db09cc6b49?cml=svg%2Bxml&cache-bypass=b57fa8fd-d4e9-41be-aae5-15e84fda3b55) ### AirPassengers ![](https://asset.cml.dev/951f0be113c081db9bb5c708dd8164812173748a?cml=svg%2Bxml&cache-bypass=1e1b1768-c42f-4f96-a0a3-f5d7cac26542) ### EnergyPriceDaily ![](https://asset.cml.dev/2c698b9dbd773d6923694e68f7a9762ea65388c2?cml=svg%2Bxml&cache-bypass=4f5bb320-9f09-409b-841c-94a411100dc2)