在 AI 场景中，Apache Spark 凭借其强大的批处理能力与 Python 生态兼容性，广泛用于大模型训练前的数据清洗、特征工程与推理任务。而 Ray 因其低延迟、高并发特性，被 OpenAI 等头部机构用于分布式训练与强化学习。两者共同构成 Data + AI 的核心计算底座，支持从数据准备到模型推理的全流程高效执行。
The Fire TV Stick 4K Plus is also a good streaming device on the hardware front. The middle child in the Fire TV stick lineup, it offers half the storage of the $40 Fire TV Stick 4K, but otherwise shares support for HDR10 Plus, Dolby Vision, and Dolby Atmos. You also get an Alexa Voice Remote included, for quick access to apps and voice controls. For most people, it offers a good balance between features and price.
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She finds the unabashed escapism in micro-dramas appealing, especially when so much of the news feels "scary and worrisome".
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We won’t cover the second option (switching an existing Silverblue to an OCI image) in this article, but it’s also possible with the bootc switch command.