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Update app.py
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app.py
CHANGED
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@@ -8,7 +8,7 @@ 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
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@st.cache_resource
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def load_model():
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return pipeline("text2text-generation", model="google/flan-t5-base")
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@@ -43,17 +43,15 @@ 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"
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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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@@ -72,51 +70,40 @@ def generate_captcha():
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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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st.markdown("Welcome!
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# Sidebar for Admin Options
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st.sidebar.header("Admin Options")
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dataset_folder = st.sidebar.text_input("Dataset Folder Path", "./pdf_dataset")
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email_to_send = st.sidebar.text_input("Email for Profile Submission", "application@aspireec.pk")
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# Load
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st.sidebar.markdown("### Data Loading")
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if st.sidebar.button("Load Dataset"):
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st.session_state.pdf_texts = extract_text_from_pdfs("chatbot")
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st.session_state.embedder, st.session_state.embeddings = create_embeddings(st.session_state.pdf_texts)
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st.sidebar.success("Dataset Loaded Successfully!")
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#
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user_query = st.text_input("Your Query:")
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if st.button("Ask"):
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if "embedder" not in st.session_state or "pdf_texts" not in st.session_state:
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st.error("Dataset is not loaded. Please load the dataset in the sidebar.")
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else:
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relevant_content = get_relevant_content(
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user_query, st.session_state.pdf_texts, st.session_state.embedder, st.session_state.embeddings
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)
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model = load_model()
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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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contact_number = st.text_input("Contact Number (
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study_level = st.selectbox("Level of Study", ["Undergraduate", "Postgraduate", "PhD"])
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field_of_interest = st.text_input("Field of Interest:")
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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
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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
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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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@@ -128,12 +115,25 @@ def main():
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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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import os
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import random
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# Load Hugging Face model (e.g., FLAN-T5)
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@st.cache_resource
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def load_model():
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return pipeline("text2text-generation", model="google/flan-t5-base")
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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"
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smtp_port = 587
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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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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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# Streamlit UI
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def main():
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st.title("Educational Assistant Chatbot")
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st.markdown("Welcome! Let's create your student profile to provide tailored guidance.")
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# Sidebar for Admin Options
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st.sidebar.header("Admin Options")
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dataset_folder = st.sidebar.text_input("Dataset Folder Path", "./pdf_dataset")
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email_to_send = st.sidebar.text_input("Email for Profile Submission", "application@aspireec.pk")
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# Load dataset
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st.sidebar.markdown("### Data Loading")
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if st.sidebar.button("Load Dataset"):
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st.session_state.pdf_texts = extract_text_from_pdfs("chatbot")
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st.session_state.embedder, st.session_state.embeddings = create_embeddings(st.session_state.pdf_texts)
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st.sidebar.success("Dataset Loaded Successfully!")
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# Collect user information
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st.markdown("### Create a Student Profile")
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name = st.text_input("Name (required):")
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email = st.text_input("Email (required):")
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contact_number = st.text_input("Contact Number (optional):")
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study_level = st.selectbox("Level of Study:", ["Undergraduate", "Postgraduate", "PhD"])
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field_of_interest = st.text_input("Field of Interest:")
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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
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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 not name or not email:
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st.error("Name and Email are required fields.")
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elif 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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Career Goals: {career_goal}
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Visa Queries: {visa_query}
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"""
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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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# Chat interface
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st.markdown("### Ask a Question")
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user_query = st.text_input("Your Query:")
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if st.button("Ask"):
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if "embedder" not in st.session_state or "pdf_texts" not in st.session_state:
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st.error("Dataset is not loaded. Please load the dataset in the sidebar.")
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else:
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relevant_content = get_relevant_content(
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user_query, st.session_state.pdf_texts, st.session_state.embedder, st.session_state.embeddings
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)
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model = load_model()
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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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if __name__ == "__main__":
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main()
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