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The democratization of AI and access to code language models have become pivotal goals in the field of artificial intelligence. Large Language Models (LLMs) have shown exceptional capabilities in code intelligence tasks, but their accessibility remains a challenge due to computational costs and training complexities. This paper addresses these challenges by presenting a comprehensive approach to scaling down Code Intelligence LLMs.