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Upload continuumdx_mvp.py

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  1. continuumdx_mvp.py +117 -0
continuumdx_mvp.py ADDED
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+ import gradio as gr
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+ import matplotlib.pyplot as plt
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+ import numpy as np
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+ from PIL import Image
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+ import soundfile as sf
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+ import io
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+
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+ # ---------------------------------------------------------
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+ # Utility Functions
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+ # ---------------------------------------------------------
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+
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+ def process_image(img):
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+ if img is None:
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+ return "No image uploaded", None
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+
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+ # Placeholder heatmap
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+ plt.figure(figsize=(4, 4))
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+ plt.imshow(np.random.rand(100, 100), cmap="jet")
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+ plt.title("AI Heatmap (Placeholder)")
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+ plt.axis("off")
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+
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+ buf = io.BytesIO()
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+ plt.savefig(buf, format="png")
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+ buf.seek(0)
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+
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+ return "Image processed (placeholder inference).", buf
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+
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+
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+ def process_audio(audio_file):
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+ if audio_file is None:
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+ return "No audio uploaded."
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+
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+ # Read audio
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+ data, sample_rate = sf.read(audio_file)
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+ duration = len(data) / sample_rate
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+
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+ return f"Cough audio received — Duration: {duration:.2f} sec (placeholder inference)"
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+
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+
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+ def process_tabular(symptoms, age, smoker):
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+ if age is None:
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+ return "Please enter an age."
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+
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+ risk = 0
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+
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+ if symptoms:
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+ if "Persistent Cough" in symptoms:
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+ risk += 20
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+ if "Breathlessness" in symptoms:
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+ risk += 20
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+ if "Fever" in symptoms:
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+ risk += 15
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+ if "Fatigue" in symptoms:
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+ risk += 10
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+
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+ if smoker:
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+ risk += 30
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+
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+ risk += int(age) * 0.4
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+
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+ return f"Estimated Risk Score: {risk:.1f} (placeholder ML logic)"
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+
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+
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+ # ---------------------------------------------------------
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+ # Gradio Interfaces
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+ # ---------------------------------------------------------
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+
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+ # Imaging Tab
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+ image_interface = gr.Interface(
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+ fn=process_image,
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+ inputs=gr.Image(label="Upload Chest X-ray"),
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+ outputs=[
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+ gr.Textbox(label="Status"),
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+ gr.Image(label="AI Heatmap Output")
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+ ],
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+ title="ContinuumDx — Imaging Module",
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+ description="Upload a chest X-ray to view placeholder AI inference."
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+ )
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+
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+ # Cough Audio Tab
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+ audio_interface = gr.Interface(
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+ fn=process_audio,
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+ inputs=gr.Audio(
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+ sources=["upload"],
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+ type="filepath",
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+ label="Upload Cough / Respiratory Audio"
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+ ),
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+ outputs=gr.Textbox(label="Audio Analysis Result"),
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+ title="Cough Sound Analysis",
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+ description="Upload cough audio to simulate AI cough analysis."
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+ )
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+
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+ # Symptoms Tab
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+ symptom_interface = gr.Interface(
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+ fn=process_tabular,
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+ inputs=[
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+ gr.CheckboxGroup(
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+ ["Persistent Cough", "Breathlessness", "Fever", "Fatigue"],
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+ label="Symptoms"
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+ ),
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+ gr.Number(label="Age"),
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+ gr.Checkbox(label="Smoker?")
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+ ],
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+ outputs=gr.Textbox(label="Risk Score"),
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+ title="Symptoms + Risk Assessment",
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+ description="Enter symptoms and risk factors for structured health screening."
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+ )
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+
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+ # Combine Tabs
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+ app = gr.TabbedInterface(
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+ [image_interface, audio_interface, symptom_interface],
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+ ["Imaging", "Cough Audio", "Symptoms"]
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+ )
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+
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+ # Run App
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+ if __name__ == "__main__":
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+ app.launch(share=True)