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The introduction of Large Language Models (LLMs) has captured the world by storm. These models are famous for imitating humans by generating unique and creative content and answering questions like humans would. These models are also capable of summarizing long paragraphs of text, translating languages, and completing codes. The development of LLMs made expressly for producing code has seen a significant uptick recently. The amazing code production skills of these models, also known as code LLMs, have attracted much attention in academic and industrial areas. CodeGeeX, StarCoder, CodeLlama, and Codex are a few notable code LLMs that have been introduced