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ourownstory / neural_prophet

NeuralProphet: A simple forecasting package
https://neuralprophet.com
MIT License
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[Minor] Componentstacker dataclass and abstraction of stacking and unstacking of components #1646

Closed ourownstory closed 2 months ago

ourownstory commented 2 months ago

In preparation of true component modularization, the ComponentStacker is further abstracted with regards to component stacking and unstacking functions.

github-actions[bot] commented 2 months ago

Model Benchmark

Benchmark Metric main current diff
PeytonManning MAE_val 0.35033 0.35033 0.0% :white_check_mark:
PeytonManning RMSE_val 0.50095 0.50095 0.0% :white_check_mark:
PeytonManning Loss_val 0.01775 0.01775 0.0% :white_check_mark:
PeytonManning MAE 0.34667 0.34667 0.0% :white_check_mark:
PeytonManning RMSE 0.49357 0.49357 0.0% :white_check_mark:
PeytonManning Loss 0.01466 0.01466 0.0% :white_check_mark:
PeytonManning LR 0.00032 0.00032 0.0% :white_check_mark:
PeytonManning time 14.6707 14.85 1.22% :white_check_mark:
AirPassengers MAE_val 30.1315 30.1315 0.0% :white_check_mark:
AirPassengers RMSE_val 31.0835 31.0835 0.0% :white_check_mark:
AirPassengers Loss_val 0.01242 0.01242 0.0% :white_check_mark:
AirPassengers MAE 6.12226 6.12226 0.0% :white_check_mark:
AirPassengers RMSE 7.80921 7.80921 0.0% :white_check_mark:
AirPassengers Loss 0.00064 0.00064 0.0% :white_check_mark:
AirPassengers LR 0.0004 0.0004 0.0% :white_check_mark:
AirPassengers time 8.2634 8.38 1.41% :white_check_mark:
EnergyPriceDaily MAE_val 5.40186 5.40186 0.0% :white_check_mark:
EnergyPriceDaily RMSE_val 6.70655 6.70655 0.0% :white_check_mark:
EnergyPriceDaily Loss_val 0.02519 0.02519 0.0% :white_check_mark:
EnergyPriceDaily MAE 5.91309 5.91309 0.0% :white_check_mark:
EnergyPriceDaily RMSE 7.94008 7.94008 0.0% :white_check_mark:
EnergyPriceDaily Loss 0.02554 0.02554 0.0% :white_check_mark:
EnergyPriceDaily LR 0.00029 0.00029 0.0% :white_check_mark:
EnergyPriceDaily time 20.0664 19.64 -2.12% :white_check_mark:
YosemiteTemps MAE_val 0.57336 0.57336 0.0% :white_check_mark:
YosemiteTemps RMSE_val 0.84714 0.84714 0.0% :white_check_mark:
YosemiteTemps Loss_val 0.00042 0.00042 0.0% :white_check_mark:
YosemiteTemps MAE 0.93956 0.93956 0.0% :white_check_mark:
YosemiteTemps RMSE 1.65601 1.65601 0.0% :white_check_mark:
YosemiteTemps Loss 0.00118 0.00118 0.0% :white_check_mark:
YosemiteTemps LR 0.0001 0.0001 0.0% :white_check_mark:
YosemiteTemps time 60.8267 59.16 -2.74% :white_check_mark:
Model training plots ## Model Training ### PeytonManning ![](https://asset.cml.dev/63afd528465374c0239d79489f4b51863b58ed7b?cml=svg%2Bxml&cache-bypass=ba2ed748-8a54-437d-86f2-6965873cdfad) ### YosemiteTemps ![](https://asset.cml.dev/3f7dd6e190e2ea1d2d5892e99194abb1d991425d?cml=svg%2Bxml&cache-bypass=5e2ed30d-af93-493e-9541-ae99d7ccb6ae) ### AirPassengers ![](https://asset.cml.dev/4113c951f6abc7de8fa69596a991090ea914056d?cml=svg%2Bxml&cache-bypass=5d95131d-26c1-4050-90c1-22984c20a34d) ### EnergyPriceDaily ![](https://asset.cml.dev/61251a911a48c6bad68331a41aaf754d73a88aae?cml=svg%2Bxml&cache-bypass=1ecf6bdf-2f88-4787-84cf-6c1053f1d502)