Delete app.py
Browse files
app.py
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import os
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import smtplib
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import gradio as gr
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import tensorflow as tf
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import numpy as np
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from email.mime.multipart import MIMEMultipart
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from email.mime.text import MIMEText
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from email.mime.base import MIMEBase
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from email import encoders
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from tensorflow.keras.preprocessing import image
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from PIL import Image
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from reportlab.lib.pagesizes import letter
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from reportlab.pdfgen import canvas
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from reportlab.lib import colors
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from reportlab.platypus import Table, TableStyle
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# Ensure the "reports" directory exists
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if not os.path.exists("reports"):
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os.makedirs("reports")
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# Load the trained model
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model = tf.keras.models.load_model("my_keras_model.h5")
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# Read HTML content from `re.html`
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with open("templates/re.html", "r", encoding="utf-8") as file:
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html_content = file.read()
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# List of sample images
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sample_images = [f"samples/{img}" for img in os.listdir("samples") if img.endswith((".png", ".jpg", ".jpeg"))]
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# Function to generate and save the report
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def generate_report(name, age, gender, weight, height, allergies, cause, xray):
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image_size = (224, 224)
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def predict_fracture(xray_path):
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img = Image.open(xray_path).resize(image_size)
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img_array = image.img_to_array(img) / 255.0
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img_array = np.expand_dims(img_array, axis=0)
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prediction = model.predict(img_array)[0][0]
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return prediction
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# Predict fracture
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prediction = predict_fracture(xray)
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diagnosed_class = "normal" if prediction > 0.5 else "Fractured"
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# Injury severity classification
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severity = "Mild" if prediction < 0.3 else "Moderate" if prediction < 0.7 else "Severe"
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# Treatment details table
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treatment_data = [
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["Severity Level", "Recommended Treatment", "Recovery Duration"],
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["Mild", "Rest, pain relievers, and follow-up X-ray", "4-6 weeks"],
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["Moderate", "Plaster cast, minor surgery if needed", "6-10 weeks"],
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["Severe", "Major surgery, metal implants, physiotherapy", "Several months"]
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]
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# Estimated cost & duration table
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cost_duration_data = [
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["Hospital Type", "Estimated Cost", "Recovery Time"],
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["Government Hospital", f"₹{2000 if severity == 'Mild' else 8000 if severity == 'Moderate' else 20000} - ₹{5000 if severity == 'Mild' else 15000 if severity == 'Moderate' else 50000}", "4-12 weeks"],
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["Private Hospital", f"₹{10000 if severity == 'Mild' else 30000 if severity == 'Moderate' else 100000}+", "6 weeks - Several months"]
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]
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# Save X-ray image for report
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img = Image.open(xray).resize((300, 300))
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img_path = f"reports/{name}_xray.png"
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img.save(img_path)
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# Generate PDF report
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report_path = f"reports/{name}_fracture_report.pdf"
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c = canvas.Canvas(report_path, pagesize=letter)
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# Report title
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c.setFont("Helvetica-Bold", 16)
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c.drawString(200, 770, "Bone Fracture Detection Report")
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# Patient details table
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patient_data = [
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["Patient Name", name],
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["Age", age],
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["Gender", gender],
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["Weight", f"{weight} kg"],
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["Height", f"{height} cm"],
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["Allergies", allergies if allergies else "None"],
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["Cause of Injury", cause if cause else "Not Provided"],
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["Diagnosis", diagnosed_class],
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["Injury Severity", severity]
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]
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# Format and align tables
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def format_table(data):
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table = Table(data, colWidths=[270, 270])
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table.setStyle(TableStyle([
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('BACKGROUND', (0, 0), (-1, 0), colors.darkblue),
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('TEXTCOLOR', (0, 0), (-1, 0), colors.whitesmoke),
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('ALIGN', (0, 0), (-1, -1), 'CENTER'),
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('FONTNAME', (0, 0), (-1, 0), 'Helvetica-Bold'),
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('BOTTOMPADDING', (0, 0), (-1, 0), 12),
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('GRID', (0, 0), (-1, -1), 1, colors.black),
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('VALIGN', (0, 0), (-1, -1), 'MIDDLE')
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]))
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return table
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# Draw tables and images
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patient_table = format_table(patient_data)
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patient_table.wrapOn(c, 480, 500)
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patient_table.drawOn(c, 50, 620)
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c.drawInlineImage(img_path, 50, 320, width=250, height=250)
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c.setFont("Helvetica-Bold", 12)
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c.drawString(120, 290, f"Fractured: {'Yes' if diagnosed_class == 'Fractured' else 'No'}")
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treatment_table = format_table(treatment_data)
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treatment_table.wrapOn(c, 480, 200)
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treatment_table.drawOn(c, 50, 200)
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cost_table = format_table(cost_duration_data)
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cost_table.wrapOn(c, 480, 150)
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cost_table.drawOn(c, 50, 80)
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c.save()
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return report_path # Return path for auto-download
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# Function to send email with attachment
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def send_email(patient_email, report_path):
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sender_email = "[email protected]"
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sender_password = "1w3r5y7i9pW$"
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subject = "Bone Fracture Detection Report"
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body = "Attached is your bone fracture detection report."
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msg = MIMEMultipart()
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msg["From"] = sender_email
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msg["To"] = patient_email
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msg["Subject"] = subject
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msg.attach(MIMEText(body, "plain"))
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with open(report_path, "rb") as attachment:
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part = MIMEBase("application", "octet-stream")
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part.set_payload(attachment.read())
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encoders.encode_base64(part)
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part.add_header("Content-Disposition", f"attachment; filename={os.path.basename(report_path)}")
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msg.attach(part)
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try:
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server = smtplib.SMTP("smtp.gmail.com", 587)
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server.starttls()
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server.login(sender_email, sender_password)
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server.sendmail(sender_email, patient_email, msg.as_string())
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server.quit()
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return "Email Sent Successfully!"
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except Exception as e:
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return f"Error sending email: {str(e)}"
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# Define Gradio Interface
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with gr.Blocks() as app:
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gr.HTML(html_content)
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gr.Markdown("## Bone Fracture Detection System")
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with gr.Row():
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name = gr.Textbox(label="Patient Name")
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age = gr.Number(label="Age")
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gender = gr.Radio(["Male", "Female", "Other"], label="Gender")
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patient_email = gr.Textbox(label="Patient Email")
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with gr.Row():
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weight = gr.Number(label="Weight (kg)")
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height = gr.Number(label="Height (cm)")
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with gr.Row():
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allergies = gr.Textbox(label="Allergies")
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cause = gr.Textbox(label="Cause of Injury")
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xray = gr.Image(type="filepath", label="Upload X-ray Image")
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generate_button = gr.Button("Generate & Download Report")
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send_email_button = gr.Button("Send Report via Email")
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output_file = gr.File(label="Download Report")
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status = gr.Textbox(label="Email Status", interactive=False)
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generate_button.click(generate_report, inputs=[name, age, gender, weight, height, allergies, cause, xray], outputs=[output_file])
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send_email_button.click(send_email, inputs=[patient_email, output_file], outputs=[status])
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if __name__ == "__main__":
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app.launch()
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