ourownstory / neural_prophet

NeuralProphet: A simple forecasting package
https://neuralprophet.com
MIT License
3.89k stars 480 forks source link

[Minor] Improve performance based on profiling results #1623

Closed MaiBe-ctrl closed 3 months ago

MaiBe-ctrl commented 3 months ago

:microscope: Background

:crystal_ball: Key changes

:clipboard: Review Checklist

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

github-actions[bot] commented 3 months ago

Model Benchmark

Benchmark Metric main current diff
PeytonManning MAE_val 0.35539 0.35539 0.0% :white_check_mark:
PeytonManning RMSE_val 0.50401 0.50401 0.0% :white_check_mark:
PeytonManning Loss_val 0.01803 0.01803 0.0% :white_check_mark:
PeytonManning train_loss 0.01466 0.01466 0.0% :white_check_mark:
PeytonManning reg_loss 0 0 0.0% :white_check_mark:
PeytonManning MAE 0.34755 0.34755 0.0% :white_check_mark:
PeytonManning RMSE 0.49449 0.49449 0.0% :white_check_mark:
PeytonManning Loss 0.01465 0.01465 0.0% :white_check_mark:
PeytonManning time 55.9486 58.87 5.22% :warning:
YosemiteTemps MAE_val 0.59734 0.59734 0.0% :white_check_mark:
YosemiteTemps RMSE_val 0.88884 0.88884 0.0% :white_check_mark:
YosemiteTemps Loss_val 0.00046 0.00046 0.0% :white_check_mark:
YosemiteTemps train_loss 0.00126 0.00126 0.0% :white_check_mark:
YosemiteTemps reg_loss 0 0 0.0% :white_check_mark:
YosemiteTemps MAE 0.97461 0.97461 0.0% :white_check_mark:
YosemiteTemps RMSE 1.70806 1.70806 0.0% :white_check_mark:
YosemiteTemps Loss 0.00126 0.00126 0.0% :white_check_mark:
YosemiteTemps time 210.194 207.69 -1.19% :white_check_mark:
EnergyPriceDaily MAE_val 5.64186 5.64186 0.0% :white_check_mark:
EnergyPriceDaily RMSE_val 7.19914 7.19914 0.0% :white_check_mark:
EnergyPriceDaily Loss_val 0.02893 0.02893 0.0% :white_check_mark:
EnergyPriceDaily train_loss 0.02957 0.02957 0.0% :white_check_mark:
EnergyPriceDaily reg_loss 0 0 0.0% :white_check_mark:
EnergyPriceDaily MAE 6.39655 6.39655 0.0% :white_check_mark:
EnergyPriceDaily RMSE 8.56207 8.56207 0.0% :white_check_mark:
EnergyPriceDaily Loss 0.02936 0.02936 0.0% :white_check_mark:
EnergyPriceDaily time 58.1817 62.45 7.34% :x:
AirPassengers MAE_val 30.8328 30.8328 0.0% :white_check_mark:
AirPassengers RMSE_val 31.8182 31.8182 0.0% :white_check_mark:
AirPassengers Loss_val 0.01301 0.01301 0.0% :white_check_mark:
AirPassengers train_loss 0.00071 0.00071 0.0% :white_check_mark:
AirPassengers reg_loss 0 0 0.0% :white_check_mark:
AirPassengers MAE 6.88174 6.88174 0.0% :white_check_mark:
AirPassengers RMSE 8.92109 8.92109 0.0% :white_check_mark:
AirPassengers Loss 0.00076 0.00076 0.0% :white_check_mark:
AirPassengers time 12.689 13.71 8.05% :x:
Model training plots ## Model Training ### PeytonManning ![](https://asset.cml.dev/4d09dab8af5dd91facd8997898330dd599251b1b?cml=svg%2Bxml&cache-bypass=08c7ad60-db36-4bc0-9305-347a611f2067) ### YosemiteTemps ![](https://asset.cml.dev/4a3c9e8b6d035901c9447b76c76a7122a9dd30f7?cml=svg%2Bxml&cache-bypass=0b6ae697-f5ac-4ff9-bd51-2cbdc4696b50) ### AirPassengers ![](https://asset.cml.dev/19a6de47afb741a8d0d33f9387570e309d5c4d1e?cml=svg%2Bxml&cache-bypass=3e184b09-b4b2-4d69-9fea-d4bdb49db898) ### EnergyPriceDaily ![](https://asset.cml.dev/51d36e2c9a24a14ff0f17021c6054774881581ee?cml=svg%2Bxml&cache-bypass=862f2ecc-6a4d-4ec8-9b7f-b2e7ecc85720)