随着企业数字化转型深入，Data + AI 一体化成为技术架构的核心方向。传统数据湖主要管理结构化与半结构化数据（如 Parquet、JSON），如今正向全模态统一治理演进，将图片、音频、视频等非结构化文件纳入湖仓体系，实现“一湖多源”统一存储与管理。同时，计算引擎从单一大数据工具扩展至支持 AI 场景 Spark、Ray 等分布式框架，推动开发平台向一站式、智能化发展。
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，这一点在51吃瓜中也有详细论述
Москвичи пожаловались на зловонную квартиру-свалку с телами животных и тараканами18:04
As well as marking St David's Day, Rhys will be attending the Actors Awards in Los Angeles where he is nominated in the best actor in a limited series category for his role in the Netflix psycological drama, The Beast in Me.
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