Jesus Carrasco commited on
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Create main.py

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  1. main.py +38 -0
main.py ADDED
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+ import gradio as gr
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+ from transformers import MarianMTModel, MarianTokenizer
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+
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+ # Define the translator function
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+ def translate_text(text, target_language):
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+ model_name = {
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+ "Spanish": "Helsinki-NLP/opus-mt-en-es",
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+ "French": "Helsinki-NLP/opus-mt-en-fr",
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+ "Italian": "Helsinki-NLP/opus-mt-en-it",
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+ "Ukrainian": "Helsinki-NLP/opus-mt-en-uk",
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+ }
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+
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+ tokenizer = MarianTokenizer.from_pretrained(model_name[target_language])
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+ model = MarianMTModel.from_pretrained(model_name[target_language])
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+
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+ # Tokenize the input text
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+ input_tokens = tokenizer(text, return_tensors="pt")
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+
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+ # Generate translated tokens
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+ translated_tokens = model.generate(**input_tokens)
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+
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+ # Decode the translated tokens
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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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+ # Define the Gradio interface
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+ language_options = ["Spanish", "French", "Italian", "Ukrainian"]
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+ inputs = [
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+ gr.inputs.Textbox(lines=5, label="Enter text to translate:"),
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+ gr.inputs.Dropdown(choices=language_options, label="Select target language:"),
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+ ]
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+ outputs = gr.outputs.Textbox(label="Translated text:")
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+
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+ iface = gr.Interface(fn=translate_text, inputs=inputs, outputs=outputs, title="Language Translator")
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+
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+ # Launch the Hugging Face Spaces app
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+ iface.launch()