大模型训推一体机一般指集成了大模型训练和推理功能的“全栈式”人工智能设备，通常包含中央处理器（CPU）、图形处理器（GPU）、存储器、操作系统、深度学习模型等软硬组件，能通过大规模数据训练掌握数据处理和预测等能力。

与通过应用程序编程接口使用大模型功能相比，企业利用训推一体机实现大模型部署具有多方面优势。首先，训推一体机可以针对企业的特定业务需求提供“开箱即用”的定制化大模型解决方案，并通过软硬件协同优化提高性能，降低大模型部署、业务方案建设和调适的门槛。例如，佳都科技基于华为“昇腾AI”基础软硬件平台推出了“佳都知行交通行业大模型训推一体机”，可面向轨道交通、城市交通、城市安全等智慧城市重点建设领域，提供智能化、高效实时的解决方案和决策支持。
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