nip.scenario_base.data.Dataset

class nip.scenario_base.data.Dataset(hyper_params: HyperParameters, settings: ExperimentSettings, protocol_handler: ProtocolHandler, train: bool = True)

Base class for all datasets.

All datasets should have the following keys:

• “y”: The true label (0 or 1).

• “id”: The index of the data point.

Dataset will have additional keys specifying the input instance.

Parameters:

• hyper_params (HyperParameters) – The parameters for the experiment.

• settings (ExperimentSettings) – The settings for the experiment.

• protocol_handler (ProtocolHandler) – The protocol handler for the experiment.

• train (bool) – Whether to load the training or test set.

Methods Summary

__getitem__(index)
__init__(hyper_params, settings, ...[, train])
__len__()

Attributes

instance_keys	The keys specifying the input instance.
keys	The keys (field names) in the dataset.

Methods

abstract __getitem__(index: None | int | slice | str | Tensor | List[Any] | Tuple[Any, ...]) → Any

__init__(hyper_params: HyperParameters, settings: ExperimentSettings, protocol_handler: ProtocolHandler, train: bool = True)

abstract __len__() → int