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Update app.py
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app.py
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@@ -2,7 +2,11 @@ import streamlit as st
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from transformers import pipeline
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from PyPDF2 import PdfReader
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from sentence_transformers import SentenceTransformer, util
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import os
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# Load Hugging Face model (e.g., FLAN-T5 or GPT-like model)
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@st.cache_resource
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@@ -34,6 +38,37 @@ def get_relevant_content(query, texts, embedder, embeddings):
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best_idx = scores.argmax().item()
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return texts[best_idx]
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# Streamlit UI
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def main():
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st.title("Educational Assistant Chatbot")
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@@ -64,7 +99,7 @@ def main():
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response = model(f"Question: {user_query} Context: {relevant_content}", max_length=200)
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st.success(response[0]['generated_text'])
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# Profile creation
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st.markdown("### Create a Student Profile")
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name = st.text_input("Name:")
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email = st.text_input("Email:")
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@@ -74,20 +109,31 @@ def main():
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career_goal = st.text_area("Career Goals:")
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visa_query = st.text_area("Visa Concerns or Questions:")
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if st.button("Submit Profile"):
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if __name__ == "__main__":
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main()
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from transformers import pipeline
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from PyPDF2 import PdfReader
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from sentence_transformers import SentenceTransformer, util
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import smtplib
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from email.mime.text import MIMEText
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from email.mime.multipart import MIMEMultipart
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import os
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import random
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# Load Hugging Face model (e.g., FLAN-T5 or GPT-like model)
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@st.cache_resource
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best_idx = scores.argmax().item()
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return texts[best_idx]
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# Email functionality
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def send_email(to_email, subject, body):
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try:
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sender_email = "your-email@example.com" # Replace with your email
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sender_password = "your-email-password" # Replace with your email password
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smtp_server = "smtp.gmail.com" # Adjust for your email provider
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smtp_port = 587
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# Set up the email
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msg = MIMEMultipart()
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msg['From'] = sender_email
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msg['To'] = to_email
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msg['Subject'] = subject
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msg.attach(MIMEText(body, 'plain'))
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# Send the email
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with smtplib.SMTP(smtp_server, smtp_port) as server:
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server.starttls()
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server.login(sender_email, sender_password)
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server.send_message(msg)
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return True
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except Exception as e:
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st.error(f"Failed to send email: {e}")
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return False
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# CAPTCHA generation
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def generate_captcha():
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num1 = random.randint(1, 9)
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num2 = random.randint(1, 9)
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return num1, num2, num1 + num2
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# Streamlit UI
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def main():
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st.title("Educational Assistant Chatbot")
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response = model(f"Question: {user_query} Context: {relevant_content}", max_length=200)
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st.success(response[0]['generated_text'])
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# Profile creation with CAPTCHA
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st.markdown("### Create a Student Profile")
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name = st.text_input("Name:")
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email = st.text_input("Email:")
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career_goal = st.text_area("Career Goals:")
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visa_query = st.text_area("Visa Concerns or Questions:")
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# CAPTCHA generation
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if "captcha_result" not in st.session_state:
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num1, num2, st.session_state.captcha_result = generate_captcha()
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st.markdown(f"**CAPTCHA: {num1} + {num2} = ?**")
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captcha_input = st.text_input("Enter CAPTCHA Result:")
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if st.button("Submit Profile"):
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if int(captcha_input) != st.session_state.captcha_result:
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st.error("Invalid CAPTCHA. Please try again.")
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else:
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profile = f"""
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Name: {name}
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Email: {email}
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Contact Number: {contact_number}
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Level of Study: {study_level}
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Field of Interest: {field_of_interest}
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Career Goals: {career_goal}
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Visa Queries: {visa_query}
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"""
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# Send profile via email
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email_sent = send_email(email_to_send, "New Student Profile Submission", profile)
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if email_sent:
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st.success(f"Profile submitted successfully to {email_to_send}!")
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else:
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st.error("Failed to submit the profile. Please try again later.")
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if __name__ == "__main__":
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main()
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