JATICClassificationAugmentation

class nrtk.interop.maite.interop.image_classification.augmentation.JATICClassificationAugmentation(augment: PerturbImage, augment_id: str)

Implementation of JATIC Augmentation for NRTK perturbers.

Implementation of JATIC Augmentation for NRTK perturbers operating on a MAITE-protocol compliant Image Classification dataset.

Parameters

augmentPerturbImage

Augmentations to apply to an image.

name: str

Name of the augmentation. Will appear in metadata key.

Methods

is_usable

Checks if the necessary dependency (MAITE) is available.

__call__(batch: tuple[Sequence[_SupportsArray[dtype[Any]] | _NestedSequence[_SupportsArray[dtype[Any]]] | bool | int | float | complex | str | bytes | _NestedSequence[bool | int | float | complex | str | bytes]], Sequence[_SupportsArray[dtype[Any]] | _NestedSequence[_SupportsArray[dtype[Any]]] | bool | int | float | complex | str | bytes | _NestedSequence[bool | int | float | complex | str | bytes]], Sequence[DatumMetadata]]) → tuple[Sequence[_SupportsArray[dtype[Any]] | _NestedSequence[_SupportsArray[dtype[Any]]] | bool | int | float | complex | str | bytes | _NestedSequence[bool | int | float | complex | str | bytes]], Sequence[_SupportsArray[dtype[Any]] | _NestedSequence[_SupportsArray[dtype[Any]]] | bool | int | float | complex | str | bytes | _NestedSequence[bool | int | float | complex | str | bytes]], Sequence[NRTKDatumMetadata]]

Apply augmentations to the given data batch.

__init__(augment: PerturbImage, augment_id: str) → None

Initialize augmentation wrapper.

__subclasshook__()

Abstract classes can override this to customize issubclass().

This is invoked early on by abc.ABCMeta.__subclasscheck__(). It should return True, False or NotImplemented. If it returns NotImplemented, the normal algorithm is used. Otherwise, it overrides the normal algorithm (and the outcome is cached).

classmethod is_usable() → bool

Checks if the necessary dependency (MAITE) is available.

Returns:

bool: True MAITE is available; False otherwise.