djai.model.models.ml.hugging_face.image_classification module

DjAI Pre-Trained Hugging Face Image Classifier Model class.

class djai.model.models.ml.hugging_face.image_classification.PreTrainedHuggingFaceImageClassifier(*args, **kwargs)

Bases: djai.model.models.ml.hugging_face.base.PreTrainedHuggingFaceTransformer

DjAI Pre-Trained Hugging Face Image Classifier Model class.

exception DoesNotExist

Bases: djai.model.models.ml.hugging_face.base.PreTrainedHuggingFaceTransformer.DoesNotExist

exception MultipleObjectsReturned

Bases: djai.model.models.ml.hugging_face.base.PreTrainedHuggingFaceTransformer.MultipleObjectsReturned

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

polymorphic_primary_key_name = 'uuid'

polymorphic_super_sub_accessors_replaced = False

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

Classify Image(s).

pretrainedhuggingfacetransformer_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.

pretrainedhuggingfacetransformer_ptr_id