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import streamlit as st
import language_tool_python

@st.cache(allow_output_mutation=True)
def get_model():
    tool = language_tool_python.LanguageTool('en-US')
    return tool
    
tool = get_model()

with st.form(key='my_form'):
    prompt = st.text_area(label='Enter sentence', value=" ")
    submit_button = st.form_submit_button(label='Submit')
    if submit_button:
      m = tool.correct(prompt)
      st.write(m)