Update app.py

app.py

@@ -1,13 +1,11 @@
-# app.py
 import streamlit as st
 from transformers import pipeline
 from langdetect import detect
-from gingerit.gingerit import GingerIt
 
 # Initialize models
 summarizer = pipeline("summarization")
 translator = pipeline("translation", model="Helsinki-NLP/opus-mt-en-ur")
-corrector = GingerIt()
+grammar_corrector = pipeline("text2text-generation", model="vennify/t5-base-grammar-correction")
 
 st.set_page_config(page_title="CSS AI Assistant by Komal", layout="wide")
 
@@ -42,21 +40,4 @@ elif menu == "Precis Evaluation":
     st.header("✍️ Precis Evaluation Tool")
     precis_input = st.text_area("Enter your precis for evaluation:", height=200)
     if st.button("Evaluate Precis") and precis_input:
-        result = corrector.parse(precis_input)
-        st.success("✅ Corrected Precis:")
-        st.write(result['result'])
-
-# --- Essay Feedback ---
-elif menu == "Essay Feedback":
-    st.header("🖋️ Essay Evaluation Tool")
-    essay_input = st.text_area("Paste your essay here:", height=300)
-    if st.button("Evaluate Essay") and essay_input:
-        result = corrector.parse(essay_input)
-        st.success("✅ Suggestions:")
-        st.write(result['result'])
-
-# --- Saved Notes (Stub) ---
-elif menu == "Saved Notes":
-    st.header("💾 Saved Notes")
-    st.info("Note saving functionality coming soon!")
-    st.write("You will be able to store and download your summaries and corrected answers here.")
+        corrected = grammar_corrector("grammar: " + precis_input)[