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This article provides guidance on how to deploy and fine-tune local language models (LLMs) for algorithmic trading. It outlines the hardware configuration and software environment configuration required, as well as provides practical tips and suggestions. Local deployment of LLMs can provide higher data security, performance, and a model that better meets the needs of the application scenario.