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import gradio as gr
from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline, BitsAndBytesConfig
model_id = "TheBloke/CodeLlama-7B-GPTQ" # Example 4-bit quantized model
bnb_config = BitsAndBytesConfig(load_in_4bit=True, device_map="auto")
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
model_id,
quantization_config=bnb_config,
device_map="auto"
)
pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)
def generate_response(prompt):
output = pipe(prompt, max_length=512, do_sample=True, temperature=0.3)[0]['generated_text']
return output
gr.Interface(
fn=generate_response,
inputs=gr.Textbox(lines=5, label="Your prompt"),
outputs=gr.Textbox(label="Code Llama response"),
title="Code Llama Demo",
description="Ask questions or request code snippets!"
).launch()
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