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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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# Define supported language pairs (source-target)
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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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"pt": "Portuguese",
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"ru": "Russian",
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"zh": "Chinese",
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}
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def get_model_and_tokenizer(src_lang: str, tgt_lang: str):
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model_name = f"Helsinki-NLP/opus-mt-{src_lang}-{tgt_lang}"
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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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def translate_text(text: str, source_lang: str, target_lang: str):
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model, tokenizer = get_model_and_tokenizer(source_lang, target_lang)
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translated = model.generate(**tokenizer(text, return_tensors="pt", padding=True))
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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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# Streamlit app
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st.title("Text Translation App")
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st.write("Translate text from one language to another using a Hugging Face model.")
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source_lang = st.selectbox("Select the source language", list(LANGUAGES.keys()), format_func=lambda x: LANGUAGES[x])
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target_lang = st.selectbox("Select the target language", list(LANGUAGES.keys()), format_func=lambda x: LANGUAGES[x])
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text = st.text_area("Enter the text you want to translate")
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if st.button("Translate"):
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if source_lang == target_lang:
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st.warning("Source and target languages are the same. Please select different languages.")
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else:
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translated_text = translate_text(text, source_lang, target_lang)
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st.write("**Translated Text:**")
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st.write(translated_text)
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