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| import streamlit as st | |
| from transformers import pipeline | |
| # Function to initialize the translation pipeline | |
| def load_translation_pipeline(source_lang, target_lang): | |
| model_name = f"Helsinki-NLP/opus-mt-{source_lang}-{target_lang}" | |
| return pipeline("translation", model=model_name) | |
| # Function to perform translation | |
| def translate_text(text, source_lang, target_lang): | |
| translator = load_translation_pipeline(source_lang, target_lang) | |
| translated = translator(text, max_length=512) | |
| return translated[0]['translation_text'] | |
| # Streamlit app | |
| st.title("Language Translation App") | |
| st.markdown("Translate text quickly between multiple languages using open-source models.") | |
| # Input text area | |
| text_to_translate = st.text_area("Enter text to translate:", placeholder="Type here...", height=150) | |
| # Language selection options | |
| languages = { | |
| "English": "en", | |
| "French": "fr", | |
| "German": "de", | |
| "Spanish": "es", | |
| "Italian": "it", | |
| "Chinese": "zh", | |
| "Hindi": "hi", | |
| "Urdu": "ur", | |
| "Persian": "fa" | |
| } | |
| # Select source and target languages | |
| source_language = st.selectbox("Select source language:", list(languages.keys())) | |
| target_language = st.selectbox("Select target language:", list(languages.keys())) | |
| # Get language codes | |
| source_lang_code = languages[source_language] | |
| target_lang_code = languages[target_language] | |
| # Translate button | |
| if st.button("Translate"): | |
| if not text_to_translate.strip(): | |
| st.warning("Please enter some text to translate.") | |
| elif source_lang_code == target_lang_code: | |
| st.warning("Source and target languages must be different.") | |
| else: | |
| try: | |
| translation = translate_text(text_to_translate, source_lang_code, target_lang_code) | |
| st.success("Translation completed!") | |
| st.text_area("Translated Text:", translation, height=150, disabled=True) | |
| except Exception as e: | |
| st.error(f"An error occurred during translation: {str(e)}") | |
| # Footer | |
| st.markdown("---") | |
| st.markdown( | |
| "**Note:** This app uses Hugging Face's Helsinki-NLP models for translation. These models are open-source and ideal for various language translation tasks." | |
| ) | |