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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 transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
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torch.random.manual_seed(0)
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model = AutoModelForCausalLM.from_pretrained(
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"microsoft/Phi-3-mini-4k-instruct",
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device_map="cuda",
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torch_dtype="auto",
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trust_remote_code=True,
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)
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tokenizer = AutoTokenizer.from_pretrained("microsoft/Phi-3-mini-4k-instruct")
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def generate_letter(date, time, purpose, place, sender, receiver):
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prompt = (f"Write a formal letter with the following details:\n"
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f"Date: {date}\nTime: {time}\nPurpose: {purpose}\nPlace: {place}\n"
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f"Sender: {sender}\nReceiver: {receiver}\n\nLetter:")
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messages = [
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{"role": "system", "content": "You are a helpful AI assistant."},
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{"role": "user", "content": f"{prompt}"},
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]
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pipe = pipeline(
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"text-generation",
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model=model,
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tokenizer=tokenizer,
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)
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generation_args = {
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"max_new_tokens": 500,
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"return_full_text": False,
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"temperature": 0.0,
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"do_sample": False,
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}
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output = pipe(messages, **generation_args)
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return output[0]['generated_text']
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# Create the Gradio interface
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iface = gr.Interface(
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fn=generate_letter,
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inputs=[
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gr.Textbox(label="Date"),
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gr.Textbox(label="Time"),
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gr.Textbox(label="Purpose"),
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gr.Textbox(label="Place"),
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gr.Textbox(label="Sender"),
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gr.Textbox(label="Receiver"),
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],
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outputs=gr.Textbox(label="Generated Letter"),
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title="Letter Generator",
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description="Enter the details and generate a formal letter automatically."
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)
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# Launch the app
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if __name__ == "__main__":
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iface.launch()
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