import streamlit as st from transformers import pipeline from PIL import Image logo = Image.open("college_logo.png") # Step 1: Define College Data college_about = """ The college was notified to work from 16th July 2003 on the directions of the then care-taker Minister for education Mr. Khan Muhammad Dahri. At the beginning, the college had no staff of its own, so it was borrowed from Government Degree College Sakrand. The college started its classes in the afternoon at Government High School Daulatpur as it had no specific building. With the help of the EDO Education, the possession of the Government Girls High School (Old) Daulatpur was given to the college now college have 2 four bliding and much more fecilaty. """ faculty_data = """ 1. Prof Mahfooz Khan (Associate Prof, Islamiat) 2. Muhammad Aslam Palli (Associate Prof, Physics) 3. Abdul Rahman Gaincho (Botany) 4. M. Essa Samego (Lecturer, Islamiat) 5. Ali Aijaz Dahri (Lecturer, Chemistry) 6. Asif Ali Rajput (Lecturer, Physics) 7. Fida Hussain (Lecturer, Math) 8. Zulfiqar Ali (Senior Librarian) """ facilities = """ Facilities available: 1. Digital library with 20+ computers 2. Parks: Alquran Park and Botany Park with 50+ plants 3. Labs: Zoology, Botany, Physics, Chemistry 4. Parking area 5. Solar system and RO Plant """ # Step 2: Initialize QA Model from transformers import pipeline # Ensure you specify the framework explicitly qa_model = pipeline( "question-answering", model="deepset/roberta-base-squad2", framework="pt" # Use "pt" for PyTorch or "tf" for TensorFlow ) # Step 3: Define Application Functions def answer_query(question): context = f"{college_about}\n\n{faculty_data}\n\n{facilities}" response = qa_model(question=question, context=context) return response["answer"] # Step 4: Streamlit UI st.set_page_config(page_title="College RAG App", layout="wide", initial_sidebar_state="expanded") # Display Logo logo = Image.open("college_logo.png") st.image(logo, width=200) # App Title and Description st.title("Government Boys Degree College Daulatpur") st.subheader("Welcome to our College Information RAG App") # Sidebar Navigation menu = ["About College", "Faculty and Staff", "Facilities", "Ask a Question", "Contact Us"] choice = st.sidebar.selectbox("Navigation", menu) # Content Based on Navigation if choice == "About College": st.markdown(f"