Qudrat0708 commited on
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Create app.py

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  1. app.py +51 -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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+ # 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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+
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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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+
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+ return translated_text
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+
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+ # Streamlit app layout
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+ st.title("Language Translator App")
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+
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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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+
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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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+
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+ # Text input
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+ text_to_translate = st.text_area("Enter text to translate:")
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+
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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}")