https://github.com/unit8co/darts

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243711f Release 0.13.0 (#537) * update CHANGELOG * Update dependencies * bump u8darts * Update README 07 November 2021, 17:06:09 UTC
797b6de Feature/tft darts (#513) * added tff.py for TFFModel * savepoint switching to master * TFT with MixedCovariates * savepoint software update * checked tft_submodels * original model performs well * all submodels checked and ready * new tft submodels work as original TFT * github test * adapted forward for fitting with darts * predict returns output but issue with target scaling * fixed bug in _produce_train_output(), now predictions look much better * train and prediction work * TFT now supports variable prediction lengths * added multivariate TFT forecast support * added model docstrings * general clean up of unnecessary variables and code * removed files used for building the model * added TFTModel to README.md * added probabilistic forecasting support for TFT with likelihood models * minor docstring fixes * fixed error from testing with MixedCovariatesInferenceDataset for regression models * removed unused changes in darts/utils/data/inference_dataset.py * Revert "removed unused changes in darts/utils/data/inference_dataset.py" This reverts commit a8521cc545007cafdeab184a281595475cdf020f. * remove unused changes in darts/utils/data/inference_dataset.py * added TFT unit tests * cleaned up unused features in TFT unit test * fixed *args to predict() method for model.historical_forecastings() * solve an issue with Cuda * made compatible with pandas==1.3.0 and statsmodels==0.13.0 * added package pytorch-forecasting>=0.9.1 * added submodels from pytorch-forecasting * removed pytorch-forecasting dependency and applied part of PR review suggestions * Feat/quantile loss as likelihood (#526) * applied changes from PR review Co-authored-by: Julien Herzen <julien.herzen@unit8.co> Co-authored-by: Julien Herzen <j.herzen@gmail.com> 07 November 2021, 13:55:51 UTC
7ec330c Feature/torchmodel saving (#523) * made save_model() and save_untrained_model() public and added save_checkpoints option that can bypass saving * added unittests * finished unittests * updated docs with * Update darts/models/forecasting/torch_forecasting_model.py * added method to save model creation parameters for better accessibility and model initialization without save files * removed deprecated save_untrained_model * small addition how kwargs are stored * model creation parameter storage through meta class * Apply suggestions from code review Co-authored-by: Julien Herzen <julien.herzen@unit8.co> 07 November 2021, 10:01:29 UTC
f0bb54b Fix rendering of lists in examples/* (#534) * Fix lists in examples There must be a newline before the fist list item * fix/apply corrections to additional notebooks Co-authored-by: Dustin Brunner <dustin.brunner@gmx.ch> Co-authored-by: Dustin Brunner <92083143+brunnedu@users.noreply.github.com> 03 November 2021, 12:26:57 UTC
b9d9252 Fix/regression model multivariate (#532) * fix/data preprocessing of regressionmodel for multivariate series * fix/add multioutputregressor wrapper for multivariate case * fix/modify some unittests that assumed univariate case * fix/flatten train_labels (y) if it is a column vector (n_samples, 1) to (n_samples,) * fix/add test cases for multivariate target series * fix/rename file containing linear regression model from lgbm_model.py to linear_regression_model.py * fix/modify import to work with renamed file * fix/apply suggestions from PR review Co-authored-by: Julien Herzen <julien.herzen@unit8.co> 03 November 2021, 07:58:45 UTC
ed1d80f u8darts installation instructions fixed (#520) * u8darts installation instructions fixed Install instruction using PyPI for the core + X installations with u8darts had quotes in the command. These are causing errors when copy-pasted. Removing the quotes solves the issue. * Update README.md * Add double quotes Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> Co-authored-by: Julien Herzen <j.herzen@gmail.com> Co-authored-by: Julien Herzen <julien.herzen@unit8.co> Co-authored-by: Tomas Van Pottelbergh <85937396+tomasvanpottelbergh@users.noreply.github.com> 02 November 2021, 12:14:26 UTC
9154252 Feature/randomsearch (#522) * Adding functionality to optionally perform a random search * Implemented basic random search functionality * Apply suggestions from code review Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> Co-authored-by: Dustin Brunner <92083143+brunnedu@users.noreply.github.com> * Updating documentation from code review * Moving input parameter checks to _sample_params function * Renamed n_samples to n_random_samples following code review Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> Co-authored-by: Dustin Brunner <92083143+brunnedu@users.noreply.github.com> Co-authored-by: Julien Herzen <julien.herzen@unit8.co> 01 November 2021, 13:55:36 UTC
d4993b9 Add conda Python 3.9 support to README (#524) * Add conda Python 3.9 support to README * fix docutils version * update doc packages Co-authored-by: Julien Herzen <julien@unit8.co> 01 November 2021, 12:47:57 UTC
e554f45 Prophet does not support integer range index. `_supports_range_index()` now raises an exception (#519) 23 October 2021, 14:21:21 UTC
3cff9ad fix/historical_forecasts_no_retrain (#516) * added check to raise an error if model does not support historical forecasts without retraining * added `_supports_retrainable_historical_forecasts()` to ForecastingModel for generic checks 23 October 2021, 12:03:20 UTC
da10435 Feat/various fixes (#511) * Set BlockRNN and Transformer models as probabilistic * Remove outdated M4 examples * rename CONTRIBUTE.md -> CONTRIBUTING.md * solve a bug in concatenate() * solve concatenation issues when time axes are not the same * resolved issues in concatenate() * restore head and tail * correct a couple of bugs * prettify docstring in transformer * update README * update README * removed commented code * Renamed ignore_time_axes into ignore_time_axis * Remove redundant condition * Update darts/timeseries.py Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> * Refactor time index creation * Update darts/timeseries.py Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> Co-authored-by: Dennis Bader <dennis.bader@gmx.ch> 22 October 2021, 19:05:12 UTC
5299152 Fix/acf plot (#512) * fix confidence interval of plot_acf() function * Fix plot_acf function and add bartlett confint argument * Feat/ Add plot_pacf() * Fix/add value checks and comments to plot_acf and plot_pacf * Fix/improve docstring of bartlett_confint argument * Fix/update value checks to use new format * Fix/update docstring to conform with numpydoc style guide * Fix/fix small mistake in docstring * Fix/rerun example notebooks with new plot_acf() 20 October 2021, 13:19:32 UTC
484a184 Merge pull request #494 from unit8co/feature/timeseries_generation_by_end Feature/timeseries generation by end 05 October 2021, 12:14:57 UTC
28356a4 index can now be generated by setting `end` and `length` only 05 October 2021, 11:35:38 UTC
4306e64 Merge branch 'master' into feature/timeseries_generation_by_end 05 October 2021, 09:28:25 UTC
6b384a7 Merge pull request #495 from unit8co/feature/prophet_expansion Feature/prophet expansion 05 October 2021, 09:18:35 UTC
b82e6c9 updated Prophet model feature table in README.md 05 October 2021, 08:39:03 UTC
2355be4 adjusted docs for generating index with `end` and `length` 05 October 2021, 08:34:56 UTC
4e63f1e Merge branch 'master' into feature/prophet_expansion 05 October 2021, 08:18:20 UTC
ec3dae3 small adaptions from PR review 05 October 2021, 08:17:54 UTC
0a2252a Merge pull request #499 from unit8co/fix/fill_missing_dates_spelling_mistake fixed a spelling mistake for error with fill_missing_dates 04 October 2021, 15:31:45 UTC
f956a64 fixed a spelling mistake for error with fill_missing_dates 04 October 2021, 06:27:27 UTC
ed0399e Merge branch 'feature/timeseries_generation_by_end' of https://github.com/unit8co/darts into feature/timeseries_generation_by_end 01 October 2021, 11:30:19 UTC
98bb94b fixed error from merge master where linear_timeseries was called the old way 01 October 2021, 11:27:56 UTC
54d969d Merge branch 'master' into feature/timeseries_generation_by_end 01 October 2021, 11:14:06 UTC
ba0ee80 Merge branch 'master' into feature/timeseries_generation_by_end 01 October 2021, 10:48:26 UTC
3a6e0c2 minor docs adaptions for PR 30 September 2021, 14:06:46 UTC
c1209ce Merge branch 'master' into feature/prophet_expansion 30 September 2021, 12:57:34 UTC
3dbe9f2 added unittests for Prophet 30 September 2021, 12:55:36 UTC
2844d61 simplified adding seasonalities at model creating and pre-fit. additionally, added/improved docstrings 29 September 2021, 14:54:45 UTC
82722ad Timeseries utilities (#479) Utilities in TimeSeries: - New - `to_csv()` - only for deterministic timeseries - `to_pickle()` - also for stochastic timeseries - `from_pickle()` - `head()` - by default first 5 rows over time series, any axis - `tail()` - by default last 5 rows over time series, any axis - `concatenate()` - concatenates another timeseries along given axis; Also a global version: `darts.concatenate()` that concats multiple timeseries along given axis. - Updated - `from_csv()`, `from_dataframe()` - automatically convert time index to datetime format if possible 29 September 2021, 08:16:51 UTC
a688df0 added two ways to add seasonalities 28 September 2021, 15:34:32 UTC
d074a0b save point for easier add seasonality 28 September 2021, 13:41:10 UTC
0dc34e5 restored master version of darts/models/forecasting/forecasting_model.py 27 September 2021, 11:18:24 UTC
02ae222 corrected spelling mistakes 27 September 2021, 10:24:50 UTC
fcb81c2 `_generate_new_dates()` in `forecasting_models.py` now uses our custom`index generator 27 September 2021, 10:08:12 UTC
b5df2f7 time series index can now be generated with `_generate_index()` by setting parameter `end` 27 September 2021, 10:01:51 UTC
31e00df Merge branch 'master' into feature/prophet_covariates 27 September 2021, 07:10:13 UTC
5d5d6e3 adapted stochastic forecast to have same functionality as Prophet.predict() 26 September 2021, 07:59:47 UTC
8ad6a62 Release 0.12.0 25 September 2021, 13:03:21 UTC
b096437 Merge pull request #490 from unit8co/release-0.12.0 release 0.12.0 25 September 2021, 12:19:34 UTC
7145851 Update changelog and u8darts version 25 September 2021, 12:18:37 UTC
2a00523 added dynmaic covariate assignment 25 September 2021, 11:23:56 UTC
bf092c1 covariates and probabilistic forecasting works but sometimes with weird offsets 25 September 2021, 10:43:35 UTC
1686016 Merge pull request #485 from IncubatorShokuhou/fix/add_datetime_attribute fix wrong column name in add_datetime_attribute 25 September 2021, 07:18:29 UTC
821b20c Merge branch 'master' into fix/add_datetime_attribute 24 September 2021, 20:58:42 UTC
ab8892d Merge pull request #483 from unit8co/feat/perf-improvements Feat/perf improvements 24 September 2021, 20:58:15 UTC
5cfb412 Merge branch 'master' into fix/add_datetime_attribute 24 September 2021, 20:05:11 UTC
54ea59c Merge branch 'master' into feat/perf-improvements 24 September 2021, 20:05:01 UTC
a0864d4 Merge pull request #489 from unit8co/fix/restore-sklearn-version Force sklearn <1.0 as it causes issues with pmdarima 24 September 2021, 20:04:48 UTC
d451ee2 Force sklearn <1.0 as it causes issues with pmdarima 24 September 2021, 19:26:47 UTC
d33f227 Merge branch 'master' into fix/add_datetime_attribute 24 September 2021, 13:57:34 UTC
59eebae Merge branch 'master' into feat/perf-improvements 24 September 2021, 13:50:22 UTC
cfab851 Merge pull request #486 from unit8co/feat/update-conda-readme Update conda installation instructions 24 September 2021, 13:50:04 UTC
a116c5b Merge branch 'master' into feat/perf-improvements 24 September 2021, 13:49:22 UTC
a3aa4e4 fix workaround for integer-indexed series 24 September 2021, 13:45:31 UTC
a47407e Merge branch 'master' into feat/update-conda-readme 24 September 2021, 12:40:23 UTC
8dab118 Merge branch 'master' into fix/add_datetime_attribute 24 September 2021, 12:34:59 UTC
f14f6e0 workaround freq being dropped when using isel() on a not previously-sorted array 24 September 2021, 12:30:54 UTC
e0474a8 Merge branch 'master' into feature/prophet_covariates 24 September 2021, 09:52:03 UTC
4eee4b3 Merge pull request #481 from unit8co/fix/fill_missing_dates_and_nans Fix/fill missing dates and nans 24 September 2021, 08:18:33 UTC
b8bf199 Merge branch 'fix/fill_missing_dates_and_nans' of https://github.com/unit8co/darts into fix/fill_missing_dates_and_nans 24 September 2021, 06:54:08 UTC
bea81e8 Merge branch 'master' into fix/fill_missing_dates_and_nans 24 September 2021, 06:46:06 UTC
d66ccc4 renamed `_resample_xarray()` to `_restore_xarray_from_frequency()` and integrated dynamic detection whether xarray is sorted 24 September 2021, 06:41:26 UTC
c64f38d add week attribute 24 September 2021, 02:30:19 UTC
6caed6d add more num_values_dict 24 September 2021, 02:04:20 UTC
55389f6 Merge branch 'fix/add_datetime_attribute' of github.com:IncubatorShokuhou/darts into fix/add_datetime_attribute 24 September 2021, 01:51:29 UTC
a02047f add more num_values_dict; add more detail in comments and logging 24 September 2021, 01:50:45 UTC
3814350 Merge branch 'master' into feat/update-conda-readme 23 September 2021, 19:29:02 UTC
0e671a3 Merge branch 'master' into fix/fill_missing_dates_and_nans 23 September 2021, 19:17:09 UTC
afcd294 Remove sort=False in ForecastingModel 23 September 2021, 19:14:35 UTC
1804431 Dynamically detect if there's a need to sort 23 September 2021, 15:22:43 UTC
fbf3c78 Merge branch 'master' into feat/perf-improvements 23 September 2021, 14:50:38 UTC
20412be Merge branch 'master' into fix/add_datetime_attribute 23 September 2021, 14:49:40 UTC
48c99c2 Merge branch 'fix/fill_missing_dates_and_nans' of https://github.com/unit8co/darts into fix/fill_missing_dates_and_nans 23 September 2021, 14:18:15 UTC
d9eda23 renamed `fill_nan` to `fillna_value` in test_timeseries.py 23 September 2021, 14:17:14 UTC
988ee39 minor adaptions according to PR review 23 September 2021, 14:10:10 UTC
fb58b6f Merge pull request #474 from unit8co/feat/priors Feat/priors 23 September 2021, 13:34:29 UTC
9eeaccf Merge branch 'master' into feat/priors 23 September 2021, 12:51:32 UTC
9c53806 adapted infer frequency to look at all data again 23 September 2021, 12:20:24 UTC
c6889ab stochastic forecast support for prophet 23 September 2021, 08:40:30 UTC
31d189f Merge branch 'master' into feature/prophet_covariates 23 September 2021, 06:48:06 UTC
915ca27 Make conda install instructions Windows-compatible 23 September 2021, 06:24:55 UTC
d3d46e4 Merge branch 'master' into fix/fill_missing_dates_and_nans 23 September 2021, 05:57:42 UTC
4a0e3c0 Merge branch 'master' into feat/perf-improvements 23 September 2021, 05:57:21 UTC
2d116fb Merge pull request #482 from unit8co/feature/ts_generation_index Feature/ts generation index 23 September 2021, 05:56:57 UTC
a274035 Merge branch 'master' into fix/add_datetime_attribute 23 September 2021, 02:11:02 UTC
c25557f fix wrong column name in add_datetime_attribute 23 September 2021, 01:35:11 UTC
1723c28 Merge branch 'master' into fix/fill_missing_dates_and_nans 22 September 2021, 19:32:15 UTC
96e9cfc Merge branch 'master' into feature/ts_generation_index 22 September 2021, 19:30:25 UTC
130bcae Merge pull request #477 from unit8co/feature/backtest_err_hist Feature/backtest err hist 22 September 2021, 19:25:15 UTC
0ad05ee Merge branch 'master' into feature/backtest_err_hist 22 September 2021, 17:28:51 UTC
6560f01 quick static implementation which adds covariates to prophet model 22 September 2021, 13:20:10 UTC
1487f96 Merge pull request #475 from unit8co/feature/metric_rho_risk Feature/metric rho risk 21 September 2021, 13:34:23 UTC
51da4de plot_hist() now supports any type of TimeSeries 21 September 2021, 11:33:56 UTC
d89f92a Merge branch 'master' into feat/perf-improvements 20 September 2021, 19:16:11 UTC
909c3ff added tests for timeseries generation with integer index 20 September 2021, 15:23:38 UTC
321f3e6 timeseries can now be generated with a pandas Int64Index 20 September 2021, 15:11:27 UTC
006b194 Performance improvements in forecasting models 20 September 2021, 13:58:28 UTC
a3f35b8 Make sort optional in TimeSeries 20 September 2021, 13:26:24 UTC
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