Challenges and Solutions in Developing and Using Large Language Model Open-Source Projects

Practitioners encounter a variety of issues when developing and using LLM open-source software, including problems with the model, components, parameters, answers, performance, code, installation, documentation, configuration, network, and memory. The most common issues are related to the model, followed by component and parameter issues. The main causes are model problems, configuration and connection issues, and feature and method problems. The predominant solution is to optimize the model.