app.py

import streamlit as st
from transformers import pipeline
from textblob import TextBlob

st.title("📖 English Grammar, Spelling & Punctuation Assistant")

# Load models once (cached for efficiency)
@st.cache_resource
def load_models():
    grammar_model = pipeline('text2text-generation', model='prithivida/grammar_error_correcter_v1')
    punctuation_model = pipeline('text2text-generation', model='oliverguhr/fullstop-punctuation-multilang-large')
    return grammar_model, punctuation_model

grammar_model, punctuation_model = load_models()

user_text = st.text_area("Enter text to correct:", height=200)

if st.button("Correct and Explain"):
    if user_text.strip() == "":
        st.warning("⚠️ Please enter text first.")
    else:
        # Step 1: Grammar correction
        grammar_corrected = grammar_model(user_text, max_length=512)[0]['generated_text']

        # Step 2: Punctuation correction
        punctuation_corrected = punctuation_model(grammar_corrected, max_length=512)[0]['generated_text']

        # Step 3: Spelling and pluralization correction using TextBlob
        blob = TextBlob(punctuation_corrected)
        spelling_corrected = str(blob.correct())

        # Display final corrected text
        st.subheader("✅ Fully Corrected Text:")
        st.write(spelling_corrected)

        # Provide clear explanations of corrections
        st.subheader("📝 Detailed Explanations:")

        if user_text != spelling_corrected:
            if user_text != grammar_corrected:
                st.markdown("**📌 Grammar Corrections Applied:**")
                st.write(grammar_corrected)
                st.markdown("---")

            if grammar_corrected != punctuation_corrected:
                st.markdown("**📌 Punctuation Corrections Applied:**")
                st.write(punctuation_corrected)
                st.markdown("---")

            if punctuation_corrected != spelling_corrected:
                st.markdown("**📌 Spelling & Pluralization Corrections Applied:**")
                st.write(spelling_corrected)
                st.markdown("---")

            st.info("Review each step carefully to understand the corrections made.")
        else:
            st.success("🎉 Your text had no detectable errors!")

        # Learning Recommendations
        st.subheader("📚 Recommendations to Improve Your Writing:")
        st.markdown("""
        - **Grammar**: Review rules related to verb tenses, articles, and sentence structures.
        - **Punctuation**: Focus on correct usage of commas, periods, question marks, and exclamation points.
        - **Spelling & Pluralization**: Regularly check spelling and plural forms, especially for irregular words.

        **Recommended resources:**
        - [Grammarly Handbook](https://www.grammarly.com/blog/category/handbook/)
        - [English Grammar Lessons](https://www.englishgrammar.org/)
        """)