gluonts.dataset package#
- class gluonts.dataset.DatasetCollection(datasets: List[Dataset], interleave: bool = False)[source]#
Bases:
objectFlattened access to a collection of datasets.
- interleave: bool = False#
Subpackages#
- gluonts.dataset.arrow package
- gluonts.dataset.artificial package
ArtificialDatasetComplexSeasonalTimeSeriesConstantDatasetConstantDataset.compute_data_from_recipe()ConstantDataset.determine_constant()ConstantDataset.generate_ts()ConstantDataset.get_num_steps()ConstantDataset.insert_missing_vals_middle()ConstantDataset.insert_nans_and_zeros()ConstantDataset.metadataConstantDataset.piecewise_constant()ConstantDataset.testConstantDataset.train
RecipeDatasetconstant_dataset()default_synthetic()- Submodules
- gluonts.dataset.artificial.ar_p module
- gluonts.dataset.artificial.recipe module
ARpAddBinaryHolidaysBinaryMarkovChainChooseConcatenateConstantConstantVecConvolveDebugDilatedEvalEvalRecipeForEachCatLagLengthLiftedLinearTrendMulNanWhereNormalizeMaxNumpyFuncOneMinusOnesLikeRandomBinaryRandomCatRandomChangepointsRandomGaussianRandomIntegerRandomSymmetricDirichletRandomUniformRefRepeatedSmoothSeasonalityStackStackPrefixevaluate()expand_shape()generate()lift()make_func()normalized_ar1()resolve()take_as_list()
- gluonts.dataset.repository package
- gluonts.dataset.schema package
Submodules#
- gluonts.dataset.common module
- gluonts.dataset.field_names module
FieldNameFieldName.FEAT_AGEFieldName.FEAT_CONSTFieldName.FEAT_DYNAMICFieldName.FEAT_DYNAMIC_CATFieldName.FEAT_DYNAMIC_REALFieldName.FEAT_DYNAMIC_REAL_LEGACYFieldName.FEAT_STATIC_CATFieldName.FEAT_STATIC_REALFieldName.FEAT_TIMEFieldName.FORECAST_STARTFieldName.INFOFieldName.IS_PADFieldName.ITEM_IDFieldName.OBSERVED_VALUESFieldName.PAST_FEAT_DYNAMICFieldName.PAST_FEAT_DYNAMIC_CATFieldName.PAST_FEAT_DYNAMIC_REALFieldName.STARTFieldName.TARGETFieldName.TARGET_DIM_INDICATOR
- gluonts.dataset.hierarchical module
- gluonts.dataset.jsonl module
- gluonts.dataset.loader module
- gluonts.dataset.multivariate_grouper module
- gluonts.dataset.pandas module
PandasDatasetPandasDataset.assume_sortedPandasDataset.dataframesPandasDataset.dtypePandasDataset.feat_dynamic_realPandasDataset.freqPandasDataset.from_long_dataframe()PandasDataset.future_lengthPandasDataset.num_feat_dynamic_realPandasDataset.num_feat_static_catPandasDataset.num_feat_static_realPandasDataset.num_past_feat_dynamic_realPandasDataset.past_feat_dynamic_realPandasDataset.static_cardinalitiesPandasDataset.static_featuresPandasDataset.targetPandasDataset.timestampPandasDataset.unchecked
infer_freq()is_uniform()pair_with_item_id()
- gluonts.dataset.split module
- gluonts.dataset.stat module
DatasetStatisticsDatasetStatistics.feat_static_catDatasetStatistics.feat_static_realDatasetStatistics.integer_datasetDatasetStatistics.max_targetDatasetStatistics.max_target_lengthDatasetStatistics.mean_abs_targetDatasetStatistics.mean_targetDatasetStatistics.mean_target_lengthDatasetStatistics.min_targetDatasetStatistics.num_feat_dynamic_catDatasetStatistics.num_feat_dynamic_realDatasetStatistics.num_missing_valuesDatasetStatistics.num_past_feat_dynamic_realDatasetStatistics.num_time_observationsDatasetStatistics.num_time_seriesDatasetStatistics.scale_histogram
ScaleHistogramcalculate_dataset_statistics()
- gluonts.dataset.util module