gluonts.dataset package#
- class gluonts.dataset.DatasetCollection(datasets: List[Dataset], interleave: bool = False)[source]#
Bases:
object
Flattened access to a collection of datasets.
- interleave: bool = False#
Subpackages#
- gluonts.dataset.arrow package
- gluonts.dataset.artificial package
ArtificialDataset
ComplexSeasonalTimeSeries
ConstantDataset
ConstantDataset.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.metadata
ConstantDataset.piecewise_constant()
ConstantDataset.test
ConstantDataset.train
RecipeDataset
constant_dataset()
default_synthetic()
- Submodules
- gluonts.dataset.artificial.ar_p module
- gluonts.dataset.artificial.recipe module
ARp
Add
BinaryHolidays
BinaryMarkovChain
Choose
Concatenate
Constant
ConstantVec
Convolve
Debug
Dilated
Eval
EvalRecipe
ForEachCat
Lag
Length
Lifted
LinearTrend
Mul
NanWhere
NormalizeMax
NumpyFunc
OneMinus
OnesLike
RandomBinary
RandomCat
RandomChangepoints
RandomGaussian
RandomInteger
RandomSymmetricDirichlet
RandomUniform
Ref
Repeated
SmoothSeasonality
Stack
StackPrefix
evaluate()
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
FieldName
FieldName.FEAT_AGE
FieldName.FEAT_CONST
FieldName.FEAT_DYNAMIC
FieldName.FEAT_DYNAMIC_CAT
FieldName.FEAT_DYNAMIC_REAL
FieldName.FEAT_DYNAMIC_REAL_LEGACY
FieldName.FEAT_STATIC_CAT
FieldName.FEAT_STATIC_REAL
FieldName.FEAT_TIME
FieldName.FORECAST_START
FieldName.INFO
FieldName.IS_PAD
FieldName.ITEM_ID
FieldName.OBSERVED_VALUES
FieldName.PAST_FEAT_DYNAMIC
FieldName.PAST_FEAT_DYNAMIC_CAT
FieldName.PAST_FEAT_DYNAMIC_REAL
FieldName.START
FieldName.TARGET
FieldName.TARGET_DIM_INDICATOR
- gluonts.dataset.hierarchical module
- gluonts.dataset.jsonl module
- gluonts.dataset.loader module
- gluonts.dataset.multivariate_grouper module
- gluonts.dataset.pandas module
PandasDataset
PandasDataset.assume_sorted
PandasDataset.dataframes
PandasDataset.dtype
PandasDataset.feat_dynamic_real
PandasDataset.freq
PandasDataset.from_long_dataframe()
PandasDataset.future_length
PandasDataset.num_feat_dynamic_real
PandasDataset.num_feat_static_cat
PandasDataset.num_feat_static_real
PandasDataset.num_past_feat_dynamic_real
PandasDataset.past_feat_dynamic_real
PandasDataset.static_cardinalities
PandasDataset.static_features
PandasDataset.target
PandasDataset.timestamp
PandasDataset.unchecked
infer_freq()
is_uniform()
pair_with_item_id()
- gluonts.dataset.split module
- gluonts.dataset.stat module
DatasetStatistics
DatasetStatistics.feat_static_cat
DatasetStatistics.feat_static_real
DatasetStatistics.integer_dataset
DatasetStatistics.max_target
DatasetStatistics.max_target_length
DatasetStatistics.mean_abs_target
DatasetStatistics.mean_target
DatasetStatistics.mean_target_length
DatasetStatistics.min_target
DatasetStatistics.num_feat_dynamic_cat
DatasetStatistics.num_feat_dynamic_real
DatasetStatistics.num_missing_values
DatasetStatistics.num_past_feat_dynamic_real
DatasetStatistics.num_time_observations
DatasetStatistics.num_time_series
DatasetStatistics.scale_histogram
ScaleHistogram
calculate_dataset_statistics()
- gluonts.dataset.util module