Update app.py
Browse files
app.py
CHANGED
@@ -43,24 +43,24 @@ The model was trained on Thai audio recordings with the following sentences: \n
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def predict(
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max_length = 100000
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model.eval()
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with torch.no_grad():
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wav_data, _ = sf.read(file_path
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inputs = processor(wav_data, sampling_rate=16000, return_tensors="pt", padding=True)
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input_values = inputs.input_values.squeeze(0)
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@@ -75,10 +75,13 @@ def predict(file_path):
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logits = logits.squeeze()
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predicted_class_id = torch.argmax(logits, dim=-1).item()
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return predicted_class_id
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gr.Interface(
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fn=predict,
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inputs=
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outputs="text",
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title=title,
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description=description,
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def predict(file_upload,microphone):
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max_length = 100000
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file_path =file_upload
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if (microphone is not None) and (file_upload is not None):
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warn_output = (
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"WARNING: You've uploaded an audio file and used the microphone. "
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"The recorded file from the microphone will be used and the uploaded audio will be discarded.\n"
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)
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elif (microphone is None) and (file_upload is None):
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return "ERROR: You have to either use the microphone or upload an audio file"
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if(microphone is not None):
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file_path = microphone
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if(file_upload is not None):
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file_path = file_upload
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model.eval()
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with torch.no_grad():
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wav_data, _ = sf.read(file_path)
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inputs = processor(wav_data, sampling_rate=16000, return_tensors="pt", padding=True)
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input_values = inputs.input_values.squeeze(0)
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logits = logits.squeeze()
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predicted_class_id = torch.argmax(logits, dim=-1).item()
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return "You probably have SP" if predicted_class_id == 1 else "You probably don't have SP"
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gr.Interface(
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fn=predict,
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inputs=[
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gr.inputs.Audio(source="upload", type="filepath", optional=True),
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gr.inputs.Audio(source="microphone", type="filepath", optional=True),
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],
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outputs="text",
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title=title,
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description=description,
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