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saliency_interpreter

[ allennlp.interpret.saliency_interpreters.saliency_interpreter ]

SaliencyInterpreter Objects#

class SaliencyInterpreter(Registrable):
 | def __init__(self, predictor: Predictor) -> None

A SaliencyInterpreter interprets an AllenNLP Predictor's outputs by assigning a saliency score to each input token.

saliency_interpret_from_json#

 | def saliency_interpret_from_json(self, inputs: JsonDict) -> JsonDict

This function finds saliency values for each input token.

Parameters

  • inputs : JsonDict
    The input you want to interpret (the same as the argument to a Predictor, e.g., predict_json()).

Returns

  • interpretation : JsonDict
    Contains the normalized saliency values for each input token. The dict has entries for each instance in the inputs JsonDict, e.g., {instance_1: ..., instance_2:, ... }. Each one of those entries has entries for the saliency of the inputs, e.g., {grad_input_1: ..., grad_input_2: ... }.