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Create app.py
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app.py
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import streamlit as st
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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import difflib
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# Load model and tokenizer
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@st.cache_resource
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def load_model():
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model_name = "vennify/t5-base-grammar-correction"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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return tokenizer, model
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tokenizer, model = load_model()
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# Function to correct grammar
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def correct_text(text):
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input_text = "gec: " + text
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inputs = tokenizer.encode(input_text, return_tensors="pt", truncation=True)
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outputs = model.generate(inputs, max_length=512, num_beams=4, early_stopping=True)
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corrected_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return corrected_text
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# Word-by-word diff
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def get_word_diffs(original, corrected):
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orig_words = original.split()
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corr_words = corrected.split()
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diff = list(difflib.ndiff(orig_words, corr_words))
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return diff
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# Streamlit UI
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st.set_page_config(page_title="Grammar Agent", layout="wide")
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st.title("π Grammar Agent β Like Grammarly, Powered by AI")
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st.markdown("""
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This AI grammar agent helps you:
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- β
Correct grammar, spelling, and punctuation
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- β
Improve sentence clarity
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- β
See word-by-word differences
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- β
Get suggestions on how to rewrite
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""")
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text_input = st.text_area("Enter your sentence, paragraph, or essay:", height=200)
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if st.button("Correct Grammar") and text_input.strip():
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corrected = correct_text(text_input)
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diffs = get_word_diffs(text_input, corrected)
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st.subheader("π§ Corrected Version")
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st.success(corrected)
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st.subheader("π Word-by-Word Differences")
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diff_text = []
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for word in diffs:
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if word.startswith("-"):
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diff_text.append(f"β {word[2:]}")
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elif word.startswith("+"):
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diff_text.append(f"β
{word[2:]}")
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st.markdown(" ".join(diff_text))
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st.subheader("π‘ Writing Suggestion")
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if len(text_input.split()) > len(corrected.split()):
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st.info("Try simplifying your sentences for better clarity.")
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elif len(corrected.split()) > len(text_input.split()):
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st.info("The AI added helpful detail β good for formal writing.")
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else:
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st.info("The AI cleaned grammar and punctuation with minimal changes.")
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