walaa2022 commited on
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ee58e61
1 Parent(s): a9a768e

Create app.py

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  1. app.py +50 -0
app.py ADDED
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+ import streamlit as st
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+ from transformers import MarianMTModel, MarianTokenizer
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+
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+ # Define a dictionary to map language names to model identifiers
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+ models = {
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+ 'French': 'Helsinki-NLP/opus-mt-en-fr',
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+ 'Spanish': 'Helsinki-NLP/opus-mt-en-es',
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+ 'German': 'Helsinki-NLP/opus-mt-en-de',
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+ 'Italian': 'Helsinki-NLP/opus-mt-en-it',
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+ 'Urdu': 'Helsinki-NLP/opus-mt-en-ur',
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+ 'Arabic': 'Helsinki-NLP/opus-mt-en-ar',
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+ # Add more language models if needed
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+ }
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+
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+ def load_model(model_name):
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+ """Load the model and tokenizer based on the selected model name."""
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+ model = MarianMTModel.from_pretrained(model_name)
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+ tokenizer = MarianTokenizer.from_pretrained(model_name)
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+ return model, tokenizer
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+
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+ def translate_text(text, model, tokenizer):
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+ """Translate text using the provided model and tokenizer."""
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+ inputs = tokenizer.encode(text, return_tensors="pt")
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+ translated = model.generate(inputs)
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+ translated_text = tokenizer.decode(translated[0], skip_special_tokens=True)
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+ return translated_text
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+
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+ def main():
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+ st.title("Multilingual Translator")
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+
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+ # User input for English text
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+ text_to_translate = st.text_area("Enter text in English:")
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+
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+ # Language options
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+ selected_language = st.selectbox("Select target language:", list(models.keys()))
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+
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+ if st.button("Translate"):
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+ if text_to_translate:
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+ # Load the selected model
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+ model_name = models[selected_language]
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+ model, tokenizer = load_model(model_name)
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+
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+ translated_text = translate_text(text_to_translate, model, tokenizer)
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+ st.write(f"**Translation in {selected_language}:**")
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+ st.write(translated_text)
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+ else:
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+ st.warning("Please enter text to translate.")
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+
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+ if __name__ == "__main__":
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+ main()