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