app.py

import streamlit as st
import torch
from transformers import BertForQuestionAnswering, BertTokenizer

# Set page config
st.set_page_config(page_title="BERT Question Answering System", layout="centered")

# Load model and tokenizer
@st.cache_resource
def load_model():
    model = BertForQuestionAnswering.from_pretrained('bert-base-uncased')
    tokenizer = BertTokenizer.from_pretrained('bert-base-uncased')
    return model, tokenizer

model, tokenizer = load_model()

# Function to get answer
def get_answer(question, context):
    inputs = tokenizer.encode_plus(question, context, return_tensors='pt', max_length=512, truncation=True)
    input_ids = inputs['input_ids'].tolist()[0]
    
    with torch.no_grad():
        outputs = model(**inputs)
    
    answer_start = torch.argmax(outputs.start_logits)
    answer_end = torch.argmax(outputs.end_logits) + 1
    
    answer = tokenizer.convert_tokens_to_string(
        tokenizer.convert_ids_to_tokens(input_ids[answer_start:answer_end])
    )
    
    return answer

# App title and description
st.title("🤖 BERT Question Answering System")
st.write("This app uses BERT to answer questions based on a given context.")

# Input sections
context = st.text_area("📄 Enter the context/passage:", height=200)
question = st.text_input("❓ Ask a question about the context:")

# Answer button
if st.button("Get Answer"):
    if not context or not question:
        st.warning("Please provide both a context and a question.")
    else:
        try:
            answer = get_answer(question, context)
            if answer:
                st.success(f"📄 Answer: {answer}")
            else:
                st.warning("No answer found in the given context.")
        except Exception as e:
            st.error(f"An error occurred: {str(e)}")

# Add some styling
st.markdown("""
<style>
    .stTextInput input, .stTextArea textarea {
        font-size: 16px !important;
    }
    .stButton button {
        background-color: #4CAF50;
        color: white;
        font-weight: bold;
        padding: 0.5rem 1rem;
        border-radius: 5px;
    }
    .stButton button:hover {
        background-color: #45a049;
    }
</style>
""", unsafe_allow_html=True)

# Footer
st.markdown("---")
st.markdown("Built with ❤️ using Streamlit and HuggingFace Transformers")