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ourownstory / neural_prophet

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

[Major] Speedup dataset get_item #1636

Closed MaiBe-ctrl closed 2 months ago

github-actions[bot] commented 2 months ago

Model Benchmark

Benchmark Metric main current diff
YosemiteTemps MAE_val 0.57299 0.57299 0.0% :white_check_mark:
YosemiteTemps RMSE_val 0.84755 0.84755 0.0% :white_check_mark:
YosemiteTemps Loss_val 0.00042 0.00042 0.0% :white_check_mark:
YosemiteTemps MAE 0.93964 0.93964 0.0% :white_check_mark:
YosemiteTemps RMSE 1.65623 1.65623 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 148.134 59.45 -59.87% :tada:
EnergyPriceDaily MAE_val 5.4019 5.4019 0.0% :white_check_mark:
EnergyPriceDaily RMSE_val 6.70638 6.70638 -0.0% :white_check_mark:
EnergyPriceDaily Loss_val 0.02518 0.02518 0.0% :white_check_mark:
EnergyPriceDaily MAE 5.91313 5.91313 0.0% :white_check_mark:
EnergyPriceDaily RMSE 7.94013 7.94013 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 39.613 19.81 -49.99% :tada:
AirPassengers MAE_val 30.1289 30.1289 -0.0% :white_check_mark:
AirPassengers RMSE_val 31.082 31.0819 -0.0% :white_check_mark:
AirPassengers Loss_val 0.01242 0.01242 -0.0% :white_check_mark:
AirPassengers MAE 6.12209 6.12209 0.0% :white_check_mark:
AirPassengers RMSE 7.80953 7.80953 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 9.16971 8.38 -8.61% :tada:
PeytonManning MAE_val 0.35028 0.35028 0.0% :white_check_mark:
PeytonManning RMSE_val 0.50092 0.50092 0.0% :white_check_mark:
PeytonManning Loss_val 0.01774 0.01774 0.0% :white_check_mark:
PeytonManning MAE 0.34667 0.34667 0.0% :white_check_mark:
PeytonManning RMSE 0.49358 0.49358 -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 25.532 14.91 -41.6% :tada:
Model training plots ## Model Training ### PeytonManning ![](https://asset.cml.dev/453f46fc8798ecf8ae2b47d5d77ad39ada7ca502?cml=svg%2Bxml&cache-bypass=1f1b9eef-a4dd-4006-83bc-45034ea9d92e) ### YosemiteTemps ![](https://asset.cml.dev/aac9057e4f7555d3461d3e5698fdfeaf1a85d419?cml=svg%2Bxml&cache-bypass=7f3d7e5c-14d8-420b-9202-8d81e7240ec6) ### AirPassengers ![](https://asset.cml.dev/148743a23ba9a4eb205f6d1c831ec2e44547fa03?cml=svg%2Bxml&cache-bypass=8a3ecbc3-cd63-4702-a3f6-fdab211c8a54) ### EnergyPriceDaily ![](https://asset.cml.dev/330c7fdc4cd139ce7205ec64858654b635eee28c?cml=svg%2Bxml&cache-bypass=89670338-a7cc-4a29-8ea3-f3c942414c49)

ourownstory commented 2 months ago

@MaiBe-ctrl Looking great! 2x Speedup!!