add
Browse files- app.py +37 -0
- requirements.txt +8 -0
app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForCausalLM
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# Load the tokenizer and model
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tokenizer = AutoTokenizer.from_pretrained("your-hf-username/your-model-name")
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model = AutoModelForCausalLM.from_pretrained("your-hf-username/your-model-name")
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# Define function to generate responses
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def generate_response(persona, prompt, max_length=100):
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full_prompt = f"You are {persona}. {prompt}"
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inputs = tokenizer(full_prompt, return_tensors="pt", padding=True, truncation=True).to("cuda")
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outputs = model.generate(inputs.input_ids, max_length=max_length, pad_token_id=tokenizer.eos_token_id)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return response
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# Gradio interface
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examples = [
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["a grizzled pirate afraid of sharks", "What do you think of the open sea?"],
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["a curious scientist exploring Mars", "What do you think about the red planet?"],
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["a medieval knight on a quest for treasure", "How do you feel about dragons?"]
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]
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interface = gr.Interface(
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fn=generate_response,
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inputs=[
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gr.Textbox(label="Describe your persona", placeholder="e.g., a grizzled pirate afraid of sharks"),
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gr.Textbox(label="Enter your prompt", placeholder="e.g., What do you think of the open sea?"),
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gr.Slider(10, 200, value=100, step=10, label="Response Length")
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],
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outputs="text",
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examples=examples,
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title="Custom Persona Chatbot",
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description="Create a persona and interact with the chatbot. Describe the persona and ask any question!"
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)
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interface.launch()
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requirements.txt
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gradio
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transformers
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torch
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bitsandbytes
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accelerate
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peft
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langdetect
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