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github.com/unit8co/darts
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Functions
3,734 in github.com/unit8co/darts
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Functions
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Types & classes
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59
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/sklearn_model.py:1526
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/kalman_forecaster.py:198
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/regression_ensemble_model.py:541
Method
supports_probabilistic_prediction
Checks if the forecasting model with this configuration supports probabilistic predictions. By default, returns False. Needs to be o
darts/models/forecasting/forecasting_model.py:227
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/arima.py:238
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/sf_model.py:406
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/torch_forecasting_model.py:2568
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/ensemble_model.py:806
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/varima.py:280
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/pl_forecasting_module.py:744
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/global_baseline_models.py:230
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/prophet_model.py:432
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/exponential_smoothing.py:191
Method
supports_probabilistic_prediction
(self)
darts/models/forecasting/conformal_models.py:1564
Method
supports_sample_weight
Whether model supports sample weight for training.
darts/utils/multioutput.py:143
Method
supports_sample_weight
Whether the model supports a validation set during training.
darts/models/forecasting/sklearn_model.py:1530
Method
supports_sample_weight
Whether model supports sample weight for training.
darts/models/forecasting/forecasting_model.py:283
Method
supports_sample_weight
Whether model supports sample weight for training.
darts/models/forecasting/forecasting_model.py:3210
Method
supports_sample_weight
(self)
darts/models/forecasting/conformal_models.py:1556
Method
supports_static_covariates
(self)
darts/models/forecasting/sklearn_model.py:1522
Method
supports_static_covariates
(self)
darts/models/forecasting/block_rnn_model.py:587
Method
supports_static_covariates
Whether model supports static covariates
darts/models/forecasting/forecasting_model.py:276
Method
supports_static_covariates
(self)
darts/models/forecasting/tsmixer_model.py:839
Method
supports_static_covariates
(self)
darts/models/forecasting/tft_model.py:1198
Method
supports_static_covariates
(self)
darts/models/forecasting/tide_model.py:739
Method
supports_static_covariates
(self)
darts/models/forecasting/nf_model.py:817
Method
supports_static_covariates
(self)
darts/models/forecasting/nlinear.py:491
Method
supports_static_covariates
(self)
darts/models/forecasting/global_baseline_models.py:234
Method
supports_static_covariates
(self)
darts/models/forecasting/global_baseline_models.py:267
Method
supports_static_covariates
(self)
darts/models/forecasting/conformal_models.py:1552
Method
supports_static_covariates
(self)
darts/models/forecasting/dlinear.py:520
Method
supports_transferable_series_prediction
Whether the model supports prediction for any input `series`.
darts/models/forecasting/forecasting_model.py:298
Method
supports_transferable_series_prediction
Whether the model supports prediction for any input `series`.
darts/models/forecasting/forecasting_model.py:2954
Method
supports_transferable_series_prediction
Whether the model supports prediction for any input `series`.
darts/models/forecasting/forecasting_model.py:3203
Method
supports_transferable_series_prediction
Whether the model supports prediction for any input `series`.
darts/models/forecasting/forecasting_model.py:3626
Function
tear_down_tests
()
darts/tests/conftest.py:62
Method
test_Difference
(self)
darts/tests/ad/test_scorers.py:701
Method
test_FilteringAnomalyModelInput
(self)
darts/tests/ad/test_anomaly_model.py:522
Method
test_FitFilteringAnomalyModelInput
(self, anomaly_model_config)
darts/tests/ad/test_anomaly_model.py:186
Method
test_FitForecastingAnomalyModelInput
(self, anomaly_model_config)
darts/tests/ad/test_anomaly_model.py:203
Method
test_FittableAggregator_fit_predict
Check that consecutive calls to fit() and predict() work as intended
darts/tests/ad/test_aggregators.py:445
Method
test_FittableAggregator_fit_wrong_inputs
Check that exception is raised when fit() arguments are incorrects
darts/tests/ad/test_aggregators.py:315
Method
test_FittableAggregator_predict_wrong_inputs
Check that exception specific to FittableAggregator are properly raised
darts/tests/ad/test_aggregators.py:429
Method
test_FittableAnomalyScorer
(self, scorer_config)
darts/tests/ad/test_scorers.py:480
Method
test_ForecastingAnomalyModelInput
(self)
darts/tests/ad/test_anomaly_model.py:494
Method
test_IQRDetector_constructor
(self)
darts/tests/ad/test_detectors.py:582
Method
test_NonFittableAggregator_predict
Check that predict() works as intended
darts/tests/ad/test_aggregators.py:294
Method
test_NonFittableAnomalyScorer
(self, scorer)
darts/tests/ad/test_scorers.py:450
Method
test_Norm
(self)
darts/tests/ad/test_scorers.py:623
Method
test_PyODScorer
(self)
darts/tests/ad/test_scorers.py:1225
Method
test_QuantileDetector_constructor
(self)
darts/tests/ad/test_detectors.py:192
Method
test_ScoreFilteringAnomalyModelInput
(self, anomaly_model_config)
darts/tests/ad/test_anomaly_model.py:336
Method
test_ScoreForecastingAnomalyModelInput
(self, anomaly_model_config)
darts/tests/ad/test_anomaly_model.py:294
Method
test_ThresholdDetector_constructor
(self)
darts/tests/ad/test_detectors.py:285
Method
test_WassersteinScorer
(self, mpl_safe_plotting)
darts/tests/ad/test_scorers.py:827
Method
test_accept_pretrain_global_models
(self)
darts/tests/models/forecasting/test_regression_ensemble_model.py:163
Method
test_accepts_different_regression_models
(self)
darts/tests/models/forecasting/test_regression_ensemble_model.py:135
Method
test_accepts_one_model
(self)
darts/tests/models/forecasting/test_regression_ensemble_model.py:150
Method
test_activation_fns
(self)
darts/tests/models/forecasting/test_nbeats_nhits.py:178
Method
test_activation_functions
(self, activation, expect_error)
darts/tests/models/forecasting/test_tsmixer.py:310
Method
test_activations
(self)
darts/tests/models/forecasting/test_transformer_model.py:111
Method
test_ad_dir
(self)
darts/tests/utils/test_lazy.py:168
Method
test_add_datetime_attribute
datetime_attributes are 0-indexed (shift is applied when necessary)
darts/tests/test_timeseries_multivariate.py:211
Method
test_add_holidays
(self)
darts/tests/test_timeseries_multivariate.py:258
Method
test_add_regressor_configs_invalid
Add regressor contains invalid component names.
darts/tests/models/forecasting/test_prophet.py:339
Method
test_add_regressor_configs_valid
Tests the add_regressor_configs parameter.
darts/tests/models/forecasting/test_prophet.py:320
Method
test_add_seasonality_calls
(self)
darts/tests/models/forecasting/test_prophet.py:25
Method
test_add_static_covs_predict
(self)
darts/tests/utils/tabularization/test_add_static_covariates.py:110
Method
test_add_static_covs_train
(self)
darts/tests/utils/tabularization/test_add_static_covariates.py:23
Method
test_adjust_start
Check relative start position adjustment.
darts/tests/utils/historical_forecasts/test_utils.py:156
Method
test_ae
(self, config)
darts/tests/metrics/test_metrics.py:1053
Method
test_aggregator_performance_multiple_series
(self, config)
darts/tests/ad/test_aggregators.py:521
Method
test_aggregator_performance_single_series
(self, config)
darts/tests/ad/test_aggregators.py:483
Method
test_aggregator_predict_wrong_inputs
Check that exception is raised when predict() arguments are incorrects.
darts/tests/ad/test_aggregators.py:255
Method
test_aligned_low_freq_anchor
Check that values are properly extracted when the beginning of the series is aligned with the low frequency anchor value (day of the
darts/tests/dataprocessing/transformers/test_midas.py:598
Method
test_all_contains_only_lazy_and_extra_names
(self, fake_package)
darts/tests/utils/test_lazy.py:131
Method
test_all_default_options_accessible
Test that all default options can be accessed.
darts/tests/test_config.py:189
Method
test_alt_creation
(self)
darts/tests/test_timeseries.py:500
Method
test_ape
(self, config)
darts/tests/metrics/test_metrics.py:1177
Method
test_ape_zero
(self, metric)
darts/tests/metrics/test_metrics.py:230
Method
test_append
(self)
darts/tests/test_timeseries_multivariate.py:147
Method
test_append
(self)
darts/tests/test_timeseries.py:685
Method
test_append_and_prepend_values
(self, config)
darts/tests/test_timeseries.py:758
Method
test_append_values
(self)
darts/tests/test_timeseries_multivariate.py:150
Method
test_arre
(self, config)
darts/tests/metrics/test_metrics.py:1097
Method
test_assert_univariate
(self)
darts/tests/test_timeseries_multivariate.py:285
Method
test_attention_explanation
Test attention (feature importance) explanation results and plotting.
darts/tests/explainability/test_tft_explainer.py:387
Method
test_autc_constant_series
(self)
darts/tests/metrics/test_metrics.py:2562
Method
test_autc_invalid_params
(self, kwargs, match)
darts/tests/metrics/test_metrics.py:2558
Method
test_auto_precision_casting
(self, dtype, auto_precision)
darts/tests/models/forecasting/test_torch_forecasting_model.py:1161
Method
test_autoregressive_timeseries
(self)
darts/tests/utils/test_timeseries_generation.py:317
Method
test_backtest_and_residuals
Residuals and backtest are already tested for quantile, and interval metrics based on stochastic or quantile forecasts. So, a simple check tha
darts/tests/models/forecasting/test_conformal_model.py:1482
Method
test_backtest_bad_covariates
Passing unsupported covariate should raise an exception
darts/tests/models/forecasting/test_backtesting.py:1093
Method
test_backtest_classification
Tests backtest for classification models with different prediction methods and configurations.
darts/tests/models/forecasting/test_backtesting.py:967
Method
test_backtest_forecasting
(self)
darts/tests/models/forecasting/test_backtesting.py:581
Method
test_backtest_multiple_series
(self)
darts/tests/models/forecasting/test_backtesting.py:780
Method
test_backtest_overlap_end_empty_intersection
When overlap_end=True and predict_likelihood_parameters=True, the last forecast window can extend beyond the series end, producing an
darts/tests/models/forecasting/test_backtesting.py:1648
Method
test_backtest_regression
(self, caplog)
darts/tests/models/forecasting/test_backtesting.py:799
Method
test_backtest_retrain
Test backtest method with different retrain arguments
darts/tests/models/forecasting/test_local_forecasting_models.py:626
Method
test_backtest_sample_weight
check that passing sample weights work and that it yields different results than without sample weights.
darts/tests/models/forecasting/test_backtesting.py:1709
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