Added more stuff to results
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@ -53,7 +53,7 @@ class Classifier(object):
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return target_dir, file_name # Az unknown nélkülivel kell visszatérni
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def _run_predictor(self, directory: str) -> list:
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def _run_predictor(self, directory: str) -> Tuple[str, dict]:
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predict_generator = self.datagen.flow_from_directory(
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directory=directory,
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batch_size=128,
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@ -77,11 +77,13 @@ class Classifier(object):
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}
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labels = dict((v, k) for k, v in labels.items())
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predictions = [labels[k] for k in predicted_class_indices]
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labeled_predictions = {labels[i]: p for i, p in enumerate(prediction[0])}
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return predictions
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predicted_class_name = [labels[k] for k in predicted_class_indices][0] # eh?
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def predict(self, wav_filename: str) -> list:
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return predicted_class_name, labeled_predictions
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def predict(self, wav_filename: str) -> Tuple[str, dict]:
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directory, _ = self.create_spectrogram(wav_filename)
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result = self._run_predictor(directory)
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@ -14,6 +14,7 @@ class MagicDoer:
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def run_everything(cls, parameters: dict) -> dict:
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tag = parameters['tag']
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sample_file_handle, sample_file_path = tempfile.mkstemp(prefix=f"{tag}_", suffix=".wav")
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response = None
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try:
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# Download Sample
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@ -29,7 +30,15 @@ class MagicDoer:
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model_details, classifier = cls.classifier_cache.get_default_classifier()
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# do the majic
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results = classifier.predict(sample_file_path)
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predicted_class_name, labeled_predictions = classifier.predict(sample_file_path)
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response = {
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"tag": tag,
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"probability": labeled_predictions[model_details['target_class_name']],
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"all_predictions": labeled_predictions,
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"class": predicted_class_name,
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"model": model_details['id']
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}
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finally:
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try:
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@ -37,12 +46,9 @@ class MagicDoer:
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except FileNotFoundError:
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pass
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response = {
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"tag": tag,
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"probability": 1.0 if results[0] == model_details['target_class_name'] else 0.0,
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"model": model_details['id']
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}
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if not response:
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logging.error("Something went wrong during classification!")
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else:
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logging.info(f"Classification done!")
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logging.debug(f"Results: {response}")
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@ -22,6 +22,7 @@ def message_callback(channel, method, properties, body):
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with start_transaction(op="cnn-classification-service", name="classify-soundfile"):
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results = MagicDoer.run_everything(msg) # <- This is where the magic happens
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if results:
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channel.basic_publish(
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exchange=os.environ['PIKA_OUTPUT_EXCHANGE'],
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routing_key='classification-result',
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