ourownstory / neural_prophet

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

[Minor] Vectorize timedataset #1617

Closed MaiBe-ctrl closed 2 months ago

MaiBe-ctrl commented 2 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 2 months ago

Model Benchmark

Benchmark Metric main current diff
AirPassengers MAE_val 30.8317 30.8328 0.0% :white_check_mark:
AirPassengers RMSE_val 31.8177 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 6.88164 6.88174 0.0% :white_check_mark:
AirPassengers RMSE 8.92097 8.92109 0.0% :white_check_mark:
AirPassengers Loss 0.00076 0.00076 0.0% :white_check_mark:
AirPassengers time 17.8428 12.97 -27.31% :tada:
EnergyPriceDaily MAE_val 5.64183 5.64186 0.0% :white_check_mark:
EnergyPriceDaily RMSE_val 7.19915 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 6.39657 6.39655 -0.0% :white_check_mark:
EnergyPriceDaily RMSE 8.56213 8.56207 -0.0% :white_check_mark:
EnergyPriceDaily Loss 0.02936 0.02936 -0.0% :white_check_mark:
EnergyPriceDaily time 91.0747 59.16 -35.04% :tada:
YosemiteTemps MAE_val 0.59751 0.59734 -0.03% :white_check_mark:
YosemiteTemps RMSE_val 0.88859 0.88884 0.03% :white_check_mark:
YosemiteTemps Loss_val 0.00046 0.00046 0.06% :white_check_mark:
YosemiteTemps train_loss 0.00126 0.00126 -0.01% :white_check_mark:
YosemiteTemps reg_loss 0 0 0.0% :white_check_mark:
YosemiteTemps MAE 0.97464 0.97461 -0.0% :white_check_mark:
YosemiteTemps RMSE 1.70813 1.70806 -0.0% :white_check_mark:
YosemiteTemps Loss 0.00126 0.00126 -0.01% :white_check_mark:
YosemiteTemps time 347.934 213.26 -38.71% :tada:
PeytonManning MAE_val 0.35542 0.35539 -0.01% :white_check_mark:
PeytonManning RMSE_val 0.50403 0.50401 -0.0% :white_check_mark:
PeytonManning Loss_val 0.01803 0.01803 -0.01% :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 111.987 58.21 -48.02% :tada:
\nModel training plots\n ## Model Training ### PeytonManning ![](https://asset.cml.dev/fe1202d120a0be462c0524031ca3a8e2a4e67dec?cml=svg%2Bxml&cache-bypass=d3e9d803-5641-4f23-adfc-204341e60ad9) ### YosemiteTemps ![](https://asset.cml.dev/ee2960adb490dab77245cb41ce119bc51c00573b?cml=svg%2Bxml&cache-bypass=997a7e49-b817-45a0-934d-2c1018131cbb) ### AirPassengers ![](https://asset.cml.dev/d70e0c16fbdcf68b7b523a1d32860c3171db695a?cml=svg%2Bxml&cache-bypass=923416de-6be4-489a-8230-a2d21b2ceb6a) ### EnergyPriceDaily ![](https://asset.cml.dev/c72b465730222c9cc2120cc166cd9b647d0e276a?cml=svg%2Bxml&cache-bypass=a4847a7b-7b75-4b76-b138-ffbd6e22647c) \n