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Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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# Load the model and tokenizer
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tokenizer = AutoTokenizer.from_pretrained("meta-llama/Llama-3.2-3B")
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model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-3.2-3B")
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def predict(input_text):
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"""Generate a response using the Llama model."""
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inputs = tokenizer.encode(input_text, return_tensors="pt")
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outputs = model.generate(inputs, max_length=150, num_return_sequences=1)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Metadata
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title = "Llama 3.2-3B Model Demonstration"
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description = """
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## How to Use
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1. Enter a prompt in the input box.
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2. Click 'Submit' to get the model's response.
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3. Explore the examples provided for inspiration.
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## Model Details
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- **Name:** Llama 3.2-3B
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- **Capabilities:** Text generation, summarization, translation, etc.
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This Space demonstrates the capabilities of Meta's Llama 3.2-3B model.
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"""
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examples = [
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["Generate a summary for: Artificial intelligence is the simulation of human intelligence..."],
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["Translate the text: Hello, how are you? into French."],
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["What are the benefits of renewable energy sources?"],
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["Write a poem about the ocean."],
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]
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# Interface
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def create_interface():
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"""Create a Gradio interface for the Llama model."""
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return gr.Interface(
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fn=predict,
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inputs=gr.Textbox(lines=5, placeholder="Type your input here...", label="Enter your prompt"),
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outputs=gr.Textbox(label="Model Output"),
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title=title,
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description=description,
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examples=examples,
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theme="compact"
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)
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# Launch the interface
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interface = create_interface()
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interface.launch(share=True, server_name="0.0.0.0")
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