Neuralprophet

Note: Identical to [1.0.0rc6](https://github.com/ourownstory/neural_prophet/releases/tag/1.0.0rc6)
About
This is the first non-pre-release of a large set of changes destined for 1.0.0. We decided to do a regular beta release, as there should be no breaking changes and the main branch has been without major issues for a few months. This release contains many fixes and improvements compared to 0.6.x.

Major changes

What's Changed
* fixed assert error by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1354
* fixed component computation by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1350

What's Changed

* [major] Nested Additive Model by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1216
* [major] Allow user to set prediction frequency as a dict: {freq: forecast origin} by judussoari in https://github.com/ourownstory/neural_prophet/pull/1187
* [major] lagged regressor with interaction modeling (shared NN) by karl-richter in https://github.com/ourownstory/neural_prophet/pull/903
* [feature] Support for asymmetrical interval in conformal quantile regression by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1215
* [minor] Allow lagged regressors with only unique values for global modeling by judussoari in https://github.com/ourownstory/neural_prophet/pull/1267
* [minor] Dependency management with poetry by noxan in https://github.com/ourownstory/neural_prophet/pull/1202
* [minor] Allow lagged regressors with only unique values for global modeling by judussoari in https://github.com/ourownstory/neural_prophet/pull/1256
* [minor] Repeat static trend component n_forecasts times instead of only once by judussoari in https://github.com/ourownstory/neural_prophet/pull/1254
* [minor] add docstring examples by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1295
* [minor] Address warnings by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1276
* [minor] lighten forecaster step 2 - encapsulate _get_maybe_extend_periods and _maybe_extend_df by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1278
* [minor] Update dependencies to latest versions by noxan in https://github.com/ourownstory/neural_prophet/pull/1280

Fixes

* [fix] Calculate major frequency percentage properly by noxan in https://github.com/ourownstory/neural_prophet/pull/1264
* [fix] Matplotlib and plotly plot showing aligned by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1266
* [fix] Remove regressor config if all regressors are removed due to unique values by judussoari in https://github.com/ourownstory/neural_prophet/pull/1272
* [fix] Unregister plotly resampler directly after usage by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1277
* [fix] Raise Exception again to avoid UnboundLocalError by noxan in https://github.com/ourownstory/neural_prophet/pull/1282
* [fix] Remove SmoothL1Loss from Tutorial by judussoari in https://github.com/ourownstory/neural_prophet/pull/1298
* [fix] Raise ValueError when df contains not enough rows by judussoari in https://github.com/ourownstory/neural_prophet/pull/1300

Tests
* [tests] Remove unneeded logs by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1207

Documentation
* [docs] outdated labels in contributing.md by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1242
* [docs] Create new tutorials content by noxan in https://github.com/ourownstory/neural_prophet/pull/1183
* [docs] add note on flexible multiplicativity from prophet by noxan in https://github.com/ourownstory/neural_prophet/pull/1268
* [docs] Add next steps to tutorials by noxan in https://github.com/ourownstory/neural_prophet/pull/1274
* [docs] Improve conformal prediction tutorial by adding marginal before coverage by noxan in https://github.com/ourownstory/neural_prophet/pull/1284

Website

* [website] Fix website deployment by noxan in https://github.com/ourownstory/neural_prophet/pull/1273

Refactors
* [refactor] Removed plotting in test_uncertainty.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1246
* [refactor] Changed int() to round() for q_hat_idx in uncertainty.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1248
* [refactor] Lighten forecaster.py by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1255
* [refactor] Encapsulate _make_future_dataframe and _check_dataframe by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1279
* [refactor] Encapsulate _validate_column_name by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1289
* [refactor] Encapsulate _normalize by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1287
* [refactor] Encapsulate _handle_missing_data and _handle_missing_data_single_id by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1288
* [refactor] Encapsulate _prepare_dataframe_to_predict by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1290
* [refactor] Encapsulate _convert_raw_predictions_to_raw_df by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1291
* [refactor] Encapsulate _reshape_raw_predictions_to_forecst_df by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1293


**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.3...0.6.0

What's Changed

Documentation
* [docs] Create new tutorials content by noxan in https://github.com/ourownstory/neural_prophet/pull/1183
* [docs] outdated labels in contributing.md by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1242

Refactors
* [refactor] Removed plotting in test_uncertainty.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1246
* [refactor] Changed int() to round() for q_hat_idx in uncertainty.py. by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1248

Tests
* [tests] Remove unneeded logs by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1207



**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.3...0.5.4

What's Changed

Bugfixes
* [fix] Limit broken dependency versions (mainly pytorch < 2.0) by noxan in https://github.com/ourownstory/neural_prophet/pull/1221

Minor features
* [minor] Adjust seasonality reg to modularized code by judussoari in https://github.com/ourownstory/neural_prophet/pull/1203

Documentation
* [docs] Style fixes in tutorial notebooks when dark mode is active by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1199
* [typing] Add typing for user facing functions by noxan in https://github.com/ourownstory/neural_prophet/pull/1193

Under the hood changes
* [refactor] Move evaluate method outside of Conformal class and rename it as conformal_evaluate by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1210
* [refactor] Renamed conformal.py to uncertainty.py and conformal_evalute() to uncertainty_evaluate(). by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1213
* [refactor] Modified n_forecasts in _infer_evaluate_params_from_dataset() method in conformal.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1212
* [refactor] Add quantile regression (QR) as an uncertainty evalution metric in uncertainty.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1214


**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.2...0.5.3

What's changed

[breaking] Breaking changes
* Change default plotting backend to plotly-resample by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1149

[major] Major features
* Trend modularization by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1078
* Seasonality modularization by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1141
* Future regressors modularization by alfonsogarciadecorral in https://github.com/ourownstory/neural_prophet/pull/1144


[minor] Minor changes
* Allow unique values for future regressor of one time series in global modeling by judussoari in https://github.com/ourownstory/neural_prophet/pull/1146
* Added ability to pass custom callbacks while adhering to callback con… by JSarsfield in https://github.com/ourownstory/neural_prophet/pull/1122
* [minor] Add get function for parameters by noxan in https://github.com/ourownstory/neural_prophet/pull/1175
* Improve usability for conditional seasonality by judussoari in https://github.com/ourownstory/neural_prophet/pull/1116
* [Feature] Enable own NN configuration for lagged regressors by judussoari in https://github.com/ourownstory/neural_prophet/pull/1154
* [Minor] Convert timezones to UTC by default by christymctse in https://github.com/ourownstory/neural_prophet/pull/1085
* Typing improvements by noxan in https://github.com/ourownstory/neural_prophet/pull/1121
* Typing conformal prediction by noxan in https://github.com/ourownstory/neural_prophet/pull/1124
* [refactor] create dict for events or regressors by noxan in https://github.com/ourownstory/neural_prophet/pull/1123
* [refactor] Extract holiday getter helper to single function by noxan in https://github.com/ourownstory/neural_prophet/pull/1072
* black edited utils.py by ourownstory in https://github.com/ourownstory/neural_prophet/pull/1160
* Uncertainty: Conformal Prediction V1.2 - move conformal evaluation performance metrics inside of Conformal class in conformal.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1155
* [refactor] incorporate typing for time_net.py by Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1105
* [refactor] Update python-holidays integration by arkid15r in https://github.com/ourownstory/neural_prophet/pull/1176

[fix] Bugfixes
* Fix ipython version for plotly-resampler by LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1119
* Deactivate plotly resampler for static image export by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1114
* Lightning version by karl-richter in https://github.com/ourownstory/neural_prophet/pull/1145
* Avoidance of duplicate code in regularisation by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1110

[docs] Documentation
* Created narratives and simplified code for quantile regression tutorial material by christymctse in https://github.com/ourownstory/neural_prophet/pull/1091
* Update CONTRIBUTING.md by noxan in https://github.com/ourownstory/neural_prophet/pull/1169
* [fix] default value of n_changepoints given correctly in the docs by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1128
* [docs] Readme library purpose by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1140

[tests] Tests
* [tests] Added info logs to regularisation tests by leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1148

[devops] Github workflows
* Fixed pyright error raised from unbound list by judussoari in https://github.com/ourownstory/neural_prophet/pull/1156

New Contributors
* JSarsfield made their first contribution in https://github.com/ourownstory/neural_prophet/pull/1122
* arkid15r made their first contribution in https://github.com/ourownstory/neural_prophet/pull/1176

**Full Changelog**: https://github.com/ourownstory/neural_prophet/compare/0.5.1...0.5.2