Translation / app.py
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Create app.py
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import streamlit as st
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
def main():
st.title("Translation App")
# Load model and tokenizer
model_name = "facebook/mbart-large-50-one-to-many-mmt"
model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)
# Input text area
input_text = st.text_area("Enter text to translate", "")
if st.button("Translate"):
# Perform translation
translated_text = translate_text(input_text, model, tokenizer)
# Display translated text
st.write("Translated Text:")
st.write(translated_text)
def translate_text(input_text, model, tokenizer):
# Tokenize input text
input_ids = tokenizer(input_text, return_tensors="pt").input_ids
# Generate translation
translated_ids = model.generate(input_ids)
# Decode translated text
translated_text = tokenizer.decode(translated_ids[0], skip_special_tokens=True)
return translated_text
if __name__ == '__main__':
main()