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Create app.py
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app.py
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+
streamlit
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+
transformers
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torch
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sentencepiece
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sacremoses
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import streamlit as st
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from transformers import pipeline
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# Initialize the translation pipeline
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@st.cache_resource
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def load_translator():
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return pipeline("translation", model="Helsinki-NLP/opus-mt-en-{target}")
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# Supported languages (ISO 639-1 codes mapped to language names)
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supported_languages = {
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"fr": "French",
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"es": "Spanish",
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"de": "German",
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"zh": "Chinese",
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"hi": "Hindi",
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"ar": "Arabic",
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"ru": "Russian",
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"ja": "Japanese",
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"ko": "Korean",
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"it": "Italian",
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}
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# Streamlit App
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st.title("Language Translator App")
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st.write("Translate text from English to a selected target language using Hugging Face models.")
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# Input text from user
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input_text = st.text_area("Enter text in English:", placeholder="Type here...")
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# Language selection
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target_language = st.selectbox(
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"Select target language:",
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options=list(supported_languages.keys()),
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format_func=lambda lang: supported_languages[lang],
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)
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# Translate button
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if st.button("Translate"):
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if input_text.strip() == "":
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st.error("Please enter text to translate.")
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else:
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translator = load_translator()
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# Replace `{target}` with the user-selected language in the model
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translator = pipeline("translation", model=f"Helsinki-NLP/opus-mt-en-{target_language}")
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translation = translator(input_text)[0]["translation_text"]
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st.success("Translated Text:")
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st.write(translation)
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