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muzammil-eds
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Create app.py
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app.py
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import gradio as gr
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from unsloth import FastLanguageModel
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model, tokenizer = FastLanguageModel.from_pretrained(
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model_name = "muzammil-eds/Meta-Llama-3.1-8B-Instruct-English-to-French-v2",
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dtype = None,
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load_in_4bit = True,
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)
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FastLanguageModel.for_inference(model)
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def process_input(model, tokenizer, input_text):
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prompt = """Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
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### Instruction:
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Translate the following English text to French.
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### Input:
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{}
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### Response:
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"""
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formatted_prompt = prompt.format( input_text)
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inputs = tokenizer([formatted_prompt], return_tensors="pt").to("cuda")
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outputs = model.generate(**inputs, max_new_tokens=512, use_cache=True)
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decoded_output = tokenizer.batch_decode(outputs, skip_special_tokens=True)[0]
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response_start = "### Response:"
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response = decoded_output.split(response_start)[-1].strip()
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return response
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# Define the Gradio interface
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def gradio_app(input_text):
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output = process_input(model, tokenizer, input_text)
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return output
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# Create the Gradio interface
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interface = gr.Interface(
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fn=gradio_app,
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inputs=gr.Textbox(label="Enter your input text"),
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outputs=gr.Textbox(label="Generated Output"),
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title="Text to Response Generator",
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description="Enter input text and get a response."
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)
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interface.launch()
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