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Update app.py
Browse files
app.py
CHANGED
@@ -8,6 +8,7 @@ from transformers import pipeline
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import soundfile as sf
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import torch
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from tenacity import retry, stop_after_attempt, wait_fixed
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# Initialize local models with retry logic
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@retry(stop=stop_after_attempt(3), wait=wait_fixed(2))
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@@ -134,8 +135,21 @@ def analyze_symptoms(text):
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except Exception as e:
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return f"Error analyzing symptoms: {str(e)}", 0.0
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def analyze_voice(audio_file):
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"""Analyze voice for health indicators."""
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try:
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# Ensure unique file name to avoid Gradio reuse
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unique_path = f"/tmp/gradio/{datetime.now().strftime('%Y%m%d%H%M%S%f')}_{os.path.basename(audio_file)}"
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@@ -153,19 +167,22 @@ def analyze_voice(audio_file):
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# Transcribe audio
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transcription = transcribe_audio(audio_file)
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if "Error transcribing" in transcription:
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-
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# Check for medication-related queries
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if "medicine" in transcription.lower() or "treatment" in transcription.lower():
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feedback = "Error: This tool does not provide medication or treatment advice. Please describe symptoms only (e.g., 'I have a fever')."
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feedback += f"\n\n**Debug Info**: Transcription = '{transcription}', File Hash = {file_hash}"
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feedback += "\n**Disclaimer**: This is not a diagnostic tool. Consult a healthcare provider for medical advice."
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# Analyze symptoms
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prediction, score = analyze_symptoms(transcription)
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if "Error analyzing" in prediction:
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# Generate feedback
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if prediction == "No health condition predicted":
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@@ -176,6 +193,9 @@ def analyze_voice(audio_file):
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feedback += f"\n\n**Debug Info**: Transcription = '{transcription}', Prediction = {prediction}, Confidence = {score:.4f}, File Hash = {file_hash}"
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feedback += "\n**Disclaimer**: This is not a diagnostic tool. Consult a healthcare provider for medical advice."
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# Clean up temporary audio file
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try:
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os.remove(audio_file)
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@@ -183,9 +203,11 @@ def analyze_voice(audio_file):
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except Exception as e:
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print(f"Failed to delete audio file: {str(e)}")
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return feedback
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except Exception as e:
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def test_with_sample_audio():
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"""Test the app with sample audio files."""
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@@ -193,7 +215,8 @@ def test_with_sample_audio():
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results = []
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for sample in samples:
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if os.path.exists(sample):
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else:
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results.append(f"Sample not found: {sample}")
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return "\n".join(results)
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@@ -202,7 +225,10 @@ def test_with_sample_audio():
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iface = gr.Interface(
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fn=analyze_voice,
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inputs=gr.Audio(type="filepath", label="Record or Upload Voice"),
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outputs=
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title="Health Voice Analyzer",
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description="Record or upload a voice sample describing symptoms (e.g., 'I have a fever') for preliminary health assessment. Supports English only. Use clear audio (WAV, 16kHz). Do not ask for medication or treatment advice."
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)
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import soundfile as sf
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import torch
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from tenacity import retry, stop_after_attempt, wait_fixed
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from gtts import gTTS
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# Initialize local models with retry logic
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@retry(stop=stop_after_attempt(3), wait=wait_fixed(2))
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except Exception as e:
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return f"Error analyzing symptoms: {str(e)}", 0.0
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def generate_voice_feedback(text):
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"""Generate voice feedback from text using gTTS."""
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try:
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# Remove debug info and disclaimer for cleaner voice output
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clean_text = text.split("\n\n**Debug Info**")[0]
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tts = gTTS(text=clean_text, lang='en')
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output_file = f"/tmp/feedback_{datetime.now().strftime('%Y%m%d%H%M%S%f')}.mp3"
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tts.save(output_file)
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return output_file
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except Exception as e:
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print(f"Error generating voice feedback: {str(e)}")
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return None
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def analyze_voice(audio_file):
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"""Analyze voice for health indicators and provide text and voice feedback."""
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try:
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# Ensure unique file name to avoid Gradio reuse
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unique_path = f"/tmp/gradio/{datetime.now().strftime('%Y%m%d%H%M%S%f')}_{os.path.basename(audio_file)}"
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# Transcribe audio
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transcription = transcribe_audio(audio_file)
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if "Error transcribing" in transcription:
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voice_file = generate_voice_feedback(transcription)
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return transcription, voice_file
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# Check for medication-related queries
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if "medicine" in transcription.lower() or "treatment" in transcription.lower():
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feedback = "Error: This tool does not provide medication or treatment advice. Please describe symptoms only (e.g., 'I have a fever')."
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feedback += f"\n\n**Debug Info**: Transcription = '{transcription}', File Hash = {file_hash}"
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feedback += "\n**Disclaimer**: This is not a diagnostic tool. Consult a healthcare provider for medical advice."
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voice_file = generate_voice_feedback(feedback)
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return feedback, voice_file
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# Analyze symptoms
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prediction, score = analyze_symptoms(transcription)
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if "Error analyzing" in prediction:
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voice_file = generate_voice_feedback(prediction)
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return prediction, voice_file
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# Generate feedback
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if prediction == "No health condition predicted":
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feedback += f"\n\n**Debug Info**: Transcription = '{transcription}', Prediction = {prediction}, Confidence = {score:.4f}, File Hash = {file_hash}"
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feedback += "\n**Disclaimer**: This is not a diagnostic tool. Consult a healthcare provider for medical advice."
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# Generate voice feedback
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voice_file = generate_voice_feedback(feedback)
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# Clean up temporary audio file
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try:
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os.remove(audio_file)
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except Exception as e:
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print(f"Failed to delete audio file: {str(e)}")
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return feedback, voice_file
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except Exception as e:
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feedback = f"Error processing audio: {str(e)}"
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voice_file = generate_voice_feedback(feedback)
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return feedback, voice_file
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def test_with_sample_audio():
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"""Test the app with sample audio files."""
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results = []
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for sample in samples:
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if os.path.exists(sample):
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text, voice = analyze_voice(sample)
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results.append(f"Text: {text}\nVoice: {voice}")
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else:
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results.append(f"Sample not found: {sample}")
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return "\n".join(results)
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iface = gr.Interface(
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fn=analyze_voice,
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inputs=gr.Audio(type="filepath", label="Record or Upload Voice"),
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outputs=[
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gr.Textbox(label="Health Assessment Feedback"),
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gr.Audio(label="Voice Feedback", type="filepath")
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],
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title="Health Voice Analyzer",
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description="Record or upload a voice sample describing symptoms (e.g., 'I have a fever') for preliminary health assessment. Supports English only. Use clear audio (WAV, 16kHz). Do not ask for medication or treatment advice."
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)
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