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4d483b8
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Parent(s):
0bdc91f
Create app.py
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app.py
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import streamlit as st
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import transformers
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from transformers import pipeline, set_seed
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import random
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import time
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import textblob
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from textblob import TextBlob
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@st.cache
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def run_model(input_text):
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set_seed(42)
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model = pipeline("text-generation", model="bert-base-cased", tokenizer="bert-base-cased")
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generated_text = model(input_text, max_length=1024, num_return_sequences=1).generated_text[0]
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return generated_text
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def main():
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st.set_page_config(page_title="Paraphraser", page_icon=":guardsman:", layout="wide")
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st.title("Paraphraser")
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input_text = st.text_area("Input Text", "Type your text here")
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options = st.selectbox("Paraphrase Options", ["Correct Grammar", "Remove Special Characters"])
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if options == "Correct Grammar":
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input_text = str(TextBlob(input_text).correct())
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if options == "Remove Special Characters":
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input_text = ''.join(e for e in input_text if e.isalnum() or e.isspace())
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progress_bar = st.progress(0)
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if st.button("Paraphrase"):
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generated_text = run_model(input_text)
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st.write("Generated Text:", generated_text)
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st.write("Paraphrasing completed!")
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if __name__ == "__main__":
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main()
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