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@ -229,11 +229,13 @@ class FaceClassificationModel:
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self.__build_classifier()
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self.__build_classifier()
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cosine_index = self.labeler.transform([sub_label])[0]
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cosine_index = self.labeler.transform([sub_label])[0]
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probabilities: list[float] = self.classifier.predict_proba([embedding])[0]
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probabilities: np.ndarray = self.classifier.predict_proba([embedding])[0]
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svc_probability = max(probabilities)
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svc_probability = max(probabilities)
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logger.debug(f"SVC face classification probability: {svc_probability} and index match: {cosine_index} / {probabilities.index(svc_probability)}")
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logger.debug(
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f"SVC face classification probability: {svc_probability} and index match: {cosine_index} / {np.where(probabilities == svc_probability)[0]}"
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)
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if cosine_index == probabilities.index(svc_probability):
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if cosine_index == np.where(probabilities == svc_probability)[0]:
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return (
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return (
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sub_label,
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sub_label,
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min(avg_score, svc_probability),
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min(avg_score, svc_probability),
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