added array label mapper
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@ -4,18 +4,18 @@ from image_prediction.exceptions import UnexpectedLabelFormat
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from image_prediction.label_mapper.mapper import LabelMapper
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class IndexLabelMapper(LabelMapper):
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class IndexMapper(LabelMapper):
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def __init__(self, labels: Mapping[int, str]):
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self.__labels = labels
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def __validate_int_prediction_format(self, index_label: int) -> None:
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def __validate_index_label_format(self, index_label: int) -> None:
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if not 0 <= index_label <= len(self.__labels):
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raise UnexpectedLabelFormat(
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f"Received index label '{index_label}' that has no associated string label."
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)
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def __map_label(self, index_label: int) -> str:
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self.__validate_int_prediction_format(index_label)
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self.__validate_index_label_format(index_label)
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return self.__labels[index_label]
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def map_labels(self, index_labels: Iterable[int]) -> Iterable[str]:
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27
image_prediction/label_mapper/mappers/probability.py
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27
image_prediction/label_mapper/mappers/probability.py
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@ -0,0 +1,27 @@
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from operator import itemgetter
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from typing import Mapping, Iterable
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import numpy as np
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from image_prediction.exceptions import UnexpectedLabelFormat
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from image_prediction.label_mapper.mapper import LabelMapper
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class ProbabilityMapper(LabelMapper):
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def __init__(self, labels: Mapping[int, str]):
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self.__labels = labels
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def __validate_array_label_format(self, probabilities: np.ndarray) -> None:
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if not len(probabilities) == len(self.__labels):
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raise UnexpectedLabelFormat(
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f"Received fewer probabilities ({len(probabilities)}) than labels were passed ({len(self.__labels)})."
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)
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def __map_array(self, probabilities: np.ndarray) -> dict:
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self.__validate_array_label_format(probabilities)
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cls2prob = dict(sorted(zip(self.__labels, probabilities), key=itemgetter(1), reverse=True))
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most_likely = [*cls2prob][0]
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return {"label": most_likely, "probabilities": cls2prob}
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def map_labels(self, probabilities: Iterable[np.ndarray]) -> Iterable[dict]:
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return map(self.__map_array, probabilities)
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@ -1,11 +1,14 @@
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from image_prediction.label_mapper.mappers.numeric import IndexLabelMapper
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from image_prediction.label_mapper.mappers.numeric import IndexMapper
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from image_prediction.label_mapper.mappers.probability import ProbabilityMapper
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def test_index_label_mapper(batch_of_expected_numeric_labels, batch_of_expected_string_labels, classes):
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mapper = IndexLabelMapper(classes)
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mapper = IndexMapper(classes)
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assert list(mapper(batch_of_expected_numeric_labels)) == batch_of_expected_string_labels
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# def test_array_label_mapper(expected_batch_array, batch_of_expected_label_to_probability_mappings, classes):
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# mapper = ProbabilityMapper(classes)
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# assert list(mapper(expected_batch_numeric_labels)) == expected_batch_string_labels
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def test_array_label_mapper(
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batch_of_expected_probability_arrays, batch_of_expected_label_to_probability_mappings, classes
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):
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mapper = ProbabilityMapper(classes)
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assert list(mapper(batch_of_expected_probability_arrays)) == batch_of_expected_label_to_probability_mappings
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