tinkoff-ai/etna 1.12.0

etna 1.12.0

on GitHub

Highlights:

• ETNA native MLPModel
• to_dict method in all the etna objects
• DirectEnsemble implementing the direct forecasting strategy
• Notebook about forecasting strategies

Full changelog:

Added

• Function to transform etna objects to dict(#818)
• MLPModel(#860)
• DeadlineMovingAverageModel (#827)
• DirectEnsemble (#824)
• CICD: untaged docker image cleaner (#856)
• Notebook about forecasting strategies (#864)
• Add ChangePointSegmentationTransform, RupturesChangePointsModel (#821)

Changed

• Teach AutoARIMAModel to work with out-sample predictions (#830)
• Make TSDataset.to_flatten faster for big datasets (#848)

Fixed

• Type hints for external users by PEP 561 (#868)
• Type hints for Pipeline.model match models.nn(#768)
• Fix behavior of SARIMAXModel if simple_differencing=True is set (#837)
• Bug python3.7 and TypedDict import (867)
• Fix deprecated pytorch lightning trainer flags (#866)
• ProphetModel doesn't work with cap and floor regressors (#842)
• Fix problem with encoding category types in OHE (#843)
• Change Docker cuda image version from 11.1 to 11.6.2 (#838)
• Optimize time complexity of determine_num_steps(#864)
• All warning as errors(#880)
• Update .gitignore with .DS_Store and checkpoints (#883)
• Delete ROADMAP.md ([#904]#904)
• Fix ci invalid cache (#896)