TimeSeriesDataset
- class torchtime.datasets.TimeSeriesDataset(root: str, transforms: Optional[Callable] = None, transform: Optional[Callable] = None, target_transform: Optional[Callable] = None)[source]
Base class for making datasets which are compatible with torchtime. It is necessary to override the
__getitem__
and__len__
method.- Parameters:
root (string) – Root directory of dataset.
transforms (callable, optional) – A function/transforms that takes in a time series and a label and returns the transformed versions of both.
transform (callable, optional) – A function/transform that takes in a uni- or multivariate time series and returns a transformed version. E.g,
transforms.NaN2Value
target_transform (callable, optional) – A function/transform that takes in the target and transforms it.
Note
transforms
and the combination oftransform
andtarget_transform
are mutually exclusive.