djai.model.models.ml.keras.pre_trained.vision.image_classification module

DjAI Pre-Trained Keras Image Classification Model class.

class djai.model.models.ml.keras.pre_trained.vision.image_classification.PreTrainedKerasImageNetClassifier(*args, **kwargs)

Bases: djai.model.models.ml.base._PreTrainedMLModelABC

DjAI Pre-Trained Keras Image Classification Model class.

exception DoesNotExist

Bases: django.core.exceptions.ObjectDoesNotExist

exception MultipleObjectsReturned

Bases: django.core.exceptions.MultipleObjectsReturned

aimodel_ptr

Accessor to the related object on the forward side of a one-to-one relation.

In the example:

class Restaurant(Model):
    place = OneToOneField(Place, related_name='restaurant')

Restaurant.place is a ForwardOneToOneDescriptor instance.

aimodel_ptr_id

artifact_global_url: CharField

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

artifact_local_path: CharField

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

gradio_ui = Gradio Interface for: predict ----------------------------- inputs: |-Image(label="Upload an Image to Classify") |-Slider(label="No. of ImageNet Labels to Return") outputs: |-Label(label="Likely ImageNet Labels")

property img_dim_size: int

(Square) Image Dimension Size.

loader_module_and_qualname: CharField

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.

polymorphic_primary_key_name = 'uuid'

polymorphic_super_sub_accessors_replaced = False

predict(image_or_images: Union[str, _io.BytesIO, PIL.Image.Image, numpy.ndarray, collections.abc.Sequence[Union[str, _io.BytesIO, PIL.Image.Image, numpy.ndarray]]], n_labels: int = 5) → Union[Dict[str, float], List[Dict[str, float]]]

Classify Image(s).

property preprocessor: callable

Image Preprocessor method.

preprocessor_module_and_qualname: django.db.models.fields.CharField

A wrapper for a deferred-loading field. When the value is read from this object the first time, the query is executed.