Upload continuumdx_mvp.py
Browse files- continuumdx_mvp.py +117 -0
continuumdx_mvp.py
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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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# Utility Functions
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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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# 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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buf = io.BytesIO()
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plt.savefig(buf, format="png")
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buf.seek(0)
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return "Image processed (placeholder inference).", buf
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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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# 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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return f"Cough audio received — Duration: {duration:.2f} sec (placeholder inference)"
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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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risk = 0
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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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if smoker:
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risk += 30
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risk += int(age) * 0.4
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return f"Estimated Risk Score: {risk:.1f} (placeholder ML logic)"
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# ---------------------------------------------------------
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# Gradio Interfaces
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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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# 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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# 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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# 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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# Run App
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if __name__ == "__main__":
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app.launch(share=True)
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