adrien1 commited on
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5a611fa
1 Parent(s): b9f4fbd

Create app.py

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  1. app.py +25 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import GPT2Tokenizer, GPT2LMHeadModel
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+
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+ # Load pretrained GPT-2 model and tokenizer
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+ model_name = "gpt2"
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+ tokenizer = GPT2Tokenizer.from_pretrained(model_name)
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+ model = GPT2LMHeadModel.from_pretrained(model_name)
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+
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+ def translate_text(input_text):
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+ # Tokenize the source text
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+ input_ids = tokenizer.encode(input_text, return_tensors="pt")
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+
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+ # Generate the translated text
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+ translated_ids = model.generate(input_ids, max_length=100, num_return_sequences=1)
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+
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+ # Decode the translated text
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+ translated_text = tokenizer.decode(translated_ids[0], skip_special_tokens=True)
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+
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+ return translated_text
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+
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+ # Create Gradio interface
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+ inputs = gr.inputs.Textbox(label="Input Text (English)")
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+ outputs = gr.outputs.Textbox(label="Translated Text (French)")
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+ interface = gr.Interface(fn=translate_text, inputs=inputs, outputs=outputs, title="Text Translation", description="Translate text from English to French.")
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+ interface.launch()