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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 MarianMTModel, MarianTokenizer
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# Function to perform translation
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def translate(text, src_lang, tgt_lang):
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model_name = f'Helsinki-NLP/opus-mt-{src_lang}-{tgt_lang}'
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tokenizer = MarianTokenizer.from_pretrained(model_name)
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model = MarianMTModel.from_pretrained(model_name)
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# Tokenize and translate
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inputs = tokenizer.encode(text, return_tensors="pt", max_length=512, truncation=True)
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translated_tokens = model.generate(inputs, max_length=512, num_beams=4, early_stopping=True)
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translated_text = tokenizer.decode(translated_tokens[0], skip_special_tokens=True)
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return translated_text
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# Streamlit app layout
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st.title("Language Translator App")
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# Input and output language options
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languages = [
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"en", # English
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"fr", # French
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"de", # German
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"es", # Spanish
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"it", # Italian
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"nl", # Dutch
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"zh", # Chinese
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"hi" # Hindi
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]
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src_lang = st.selectbox("Select input language:", languages, index=0)
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tgt_lang = st.selectbox("Select output language:", languages, index=1)
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# Text input
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text_to_translate = st.text_area("Enter text to translate:")
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# Translate button
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if st.button("Translate"):
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if src_lang == tgt_lang:
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st.warning("Input and output languages must be different.")
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elif text_to_translate.strip() == "":
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st.warning("Please enter text to translate.")
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else:
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with st.spinner("Translating..."):
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try:
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translation = translate(text_to_translate, src_lang, tgt_lang)
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st.success("Translation completed!")
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st.text_area("Translated text:", value=translation, height=200)
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except Exception as e:
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st.error(f"An error occurred: {e}")
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