Release v0.7 New Algos & Bug Fix · WenjieDu/PyPOTS

Update summary for v0.7 release:

included ImputeFormer [KDD'24], kudos👍 to @tongnie, also the author of ImputeFormer;
implemented Lerp (Linear Interpolation), thanks👍 to @colesussmeier;
added TCN as an imputation model, with SAITS embedding and training methodology applied;
fixed a minor bug in RevIN for POTS data;
fixed failed model saving when model_saving_strategy is set as better;
added pypots.data.utils.inverse_sliding_window func to help restore time series samples sliced by sliding_window func;

What's Changed

Make the number of max steps adjustable in TimesNet by @WenjieDu in #438
Enable to restore from sliding_window() by @WenjieDu in #441
Add inverse_sliding_window() and enable TimesNet to work with len>5000 samples by @WenjieDu in #442
Update docs by @WenjieDu in #443
Use inspect to fetch models arguments and update docs by @WenjieDu in #444
Expose new models for tuning, add get_class_full_path(), and test visual funcs by @WenjieDu in #447
Update docs by @WenjieDu in #448
Make classification GRUD more robust, and update docs by @WenjieDu in #449
Update Imputeformer by @tongnie in #450
Update docs by @WenjieDu in #452
Add ImputeFormer, fix RevIN, and update docs by @WenjieDu in #454
Implement Linear Interpolation (Lerp) Imputation Method by @colesussmeier in #459
Update docs conf by @WenjieDu in #461
Add Lerp as an imputation method and update the docs config by @WenjieDu in #462
Update dependencies in conda env files by @WenjieDu in #463
Update docs and conda env dependencies by @WenjieDu in #465
Add TCN as an imputation model by @WenjieDu in #467
Add TCN and update docs by @WenjieDu in #468
Fix saving failed when the strategy is 'better' by @WenjieDu in #469
Use xeLatex engine to avoid Unicode error by @WenjieDu in #472
Fix failed saving strategy "better", update docs, and release v0.7 by @WenjieDu in #470

Full Changelog: v0.6...v0.7