djai.model.models.ml.hugging_face.question_answering module¶

DjAI Pre-Trained Hugging Face Question Answerer Model class.

class djai.model.models.ml.hugging_face.question_answering.PreTrainedHuggingFaceQuestionAnswerer(*args, **kwargs)[source]¶

DjAI Pre-Trained Hugging Face Question Answerer 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: <lambda> ------------------------------ inputs: |-Textbox(label="Question") |-Textbox(label="Context") |-Number(label="Top K") |-Number(label="Doc Stride") |-Number(label="Max Answer Length") |-Number(label="Max Sequence Length") |-Number(label="Max Question Length") |-Checkbox(label="Handle Impossible Answer?") outputs: |-JSON(label="Likely Answer(s)")¶

predict(question: Union[str, collections.abc.Sequence[str]], context: Union[str, collections.abc.Sequence[str]], top_k: int = 1, doc_stride: int = 128, max_answer_len: int = 15, max_seq_len: int = 384, max_question_len: int = 64, handle_impossible_answer: bool = False) → Union[dict, List[dict]][source]¶: Answer Question(s) based on Text(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.

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