Added chirp targeting
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bc88a6aa45
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@ -20,7 +20,7 @@ if SENTRY_DSN:
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)
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def run_classification(task):
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def run_classification(task, target_class_name: str):
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_, temp_model_name = tempfile.mkstemp()
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temp_means_name = temp_model_name + "MEANS"
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@ -51,6 +51,8 @@ def run_classification(task):
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classifier, mean, std, classes, mid_window, mid_step, short_window, short_step, compute_beat \
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= load_model(temp_model_name)
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target_id = classes.index(target_class_name) # Might raise ValueError
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feature_vector = (numpy.array(task['features']) - mean) / std
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class_id, probability = classifier_wrapper(classifier, model_details['type'], feature_vector)
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@ -68,8 +70,8 @@ def run_classification(task):
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results = {
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"tag": task['tag'],
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"model": task['model'],
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"class_id": class_id,
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"probability": probability
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"is_target": class_id == target_id,
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"probability": probability[target_id]
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}
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return results
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@ -83,8 +85,9 @@ def main():
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while True:
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message = uwsgi.mule_get_msg()
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task = json.loads(message)
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results = run_classification(task)
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channel.basic_publish(exchange=os.environ['PIKA_EXCHANGE'], routing_key='classification-result', body=json.dumps(results).encode("utf-8"))
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results = run_classification(task, os.environ['TARGET_CLASS_NAME'])
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channel.basic_publish(exchange=os.environ['PIKA_EXCHANGE'], routing_key='classification-result',
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body=json.dumps(results).encode("utf-8"))
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if __name__ == '__main__':
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