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surajtiwari
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Parent(s):
90a00c9
Create app.py
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app.py
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import gradio as gr
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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# Load the model and tokenizer
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model_name = "SnypzZz/Llama2-13b-Language-translate"
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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# Function to handle translation
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def translate_text(text, target_language):
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# Tokenize the input text
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inputs = tokenizer.encode(text, return_tensors="pt")
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# Perform translation
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outputs = model.generate(inputs)
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# Decode the translated output
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translated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return translated_text
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# Gradio interface
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def gradio_app():
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# Create a Gradio interface
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iface = gr.Interface(
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fn=translate_text,
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inputs=[
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gr.inputs.Textbox(label="Input Text"),
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gr.inputs.Dropdown(choices=["fr", "es", "de", "zh"], label="Target Language") # Modify languages accordingly
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],
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outputs=gr.outputs.Textbox(label="Translated Text"),
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title="Language Translator",
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description="A translation app using SnypzZz/Llama2-13b-Language-translate"
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)
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# Launch the interface
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iface.launch()
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if __name__ == "__main__":
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gradio_app()
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