Fixed some errors in probability calculations
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@@ -11,6 +11,7 @@ import logging
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from pyAudioAnalysis import audioBasicIO
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from pyAudioAnalysis import MidTermFeatures
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import numpy
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import random
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from birbnetes_iot_platform_raspberry import BirbnetesIoTPlatformStatusDriver
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@@ -86,6 +87,8 @@ class SoundPreProcessor(AbcPreProcessor):
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self._target_id = self._classes.index(target_class_name)
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self._fail_on_purpose = False
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def preprocesssignal(self, file_path: str) -> bool:
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"""
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Classify a sound sample.
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@@ -126,12 +129,19 @@ class SoundPreProcessor(AbcPreProcessor):
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)
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class_id = int(class_id) # faszom
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if self._fail_on_purpose: # titkos hozzávaló
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if class_id == self._target_id:
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class_id = random.choice(list(set(range(len(self._classes))) - {self._target_id}))
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logging.debug(
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f"Sample {file_path} identified as {self._classes[class_id]} with the probablility of {probability[class_id]}"
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)
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return bool((class_id == self._target_id) and (probability[class_id] > 0.5))
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def set_fail_on_purpose(self, val: bool):
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self._fail_on_purpose = val
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def __del__(self):
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try:
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os.remove(self._temp_model_name)
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