1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 25 1.11.2 Snapshot Contents of the selected VM. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Delete. Removes a snapshot from the list of snapshots. See chapter 1.11.1, Taking, Restor- ing, and Deleting page 25. • Restore. Restores the VM state to be the same as the selected snapshot. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Properties. Displays the properties for

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 25 1.11.2 Snapshot Contents of the selected VM. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Delete. Removes a snapshot from the list of snapshots. See chapter 1.11.1, Taking, Restor- ing, and Deleting page 25. • Restore. Restores the VM state to be the same as the selected snapshot. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Properties. Displays the properties for

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 25 1.11.2 Snapshot Contents of the selected VM. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Delete. Removes a snapshot from the list of snapshots. See chapter 1.11.1, Taking, Restor- ing, and Deleting page 25. • Restore. Restores the VM state to be the same as the selected snapshot. See chapter 1.11.1, Taking, Restoring, and Deleting Snapshots, page 25. • Properties. Displays the properties for

--gpu-memory-utilization 。默认情况下，该值为 0.9 ，您可以将其调高以应对 OOM 问题。这也是为什么您发现一个大型语言模型服务总是占用大量内存的原因。 1.11 SkyPilot 1.11.1 SkyPilot 是什么 SkyPilot 是一个可以在任何云上运行 LLM、AI 应用以及批量任务的框架，旨在实现最大程度的成本节省、最 高的 GPU 可用性以及受管理的执行过程。其特性包括：

实施。详 情请查看 CTO Chris Wright 的信息。 1.11. RED HAT OPENSHIFT DISTRIBUTED TRACING PLATFORM 2.2 发行 注记 1.11.1. 分布式追踪概述 作为服务所有者，您可以使用分布式追踪来检测您的服务，以收集与服务架构相关的信息。您可以使用 Red Hat OpenShift distributed tracing 平台

release if necessary. See the full release notes or issue tracker on GitHub for a complete list. 1.11.1 Support for non-unique indexes All objects can now work with non-unique indexes. Data alignment Pandas More complex recipes are in the Cookbook 6.2 Pandas Cookbook The goal of this cookbook (by Julia Evans) is to give you some concrete examples for getting started with pandas. These are examples with McNamara • John W. O’Brien • Jonathan Chambers • Joris Van den Bossche • jreback • jsexauer • Julia Evans • Júlio • Katie Atkinson • kdiether • Kelsey Jordahl • Kevin Sheppard • K.-Michael Aye

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 17 1.11.2 Snapshot Contents the Current State item, which represents the “now” point in the lifetime of the virtual machine. 1.11.1 Taking, Restoring, and Deleting Snapshots There are three operations related to snapshots, as follows:

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 17 1.11.2 Snapshot Contents the Current State item, which represents the “now” point in the lifetime of the virtual machine. 1.11.1 Taking, Restoring, and Deleting Snapshots There are three operations related to snapshots, as follows:

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 17 1.11.2 Snapshot Contents the Current State item, which represents the “now” point in the lifetime of the virtual machine. 1.11.1 Taking, Restoring, and Deleting Snapshots There are three operations related to snapshots, as follows:

1.11 Snapshots . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 1.11.1 Taking, Restoring, and Deleting Snapshots . . . . . . . . . . . . . . . . 17 1.11.2 Snapshot Contents the Current State item, which represents the “now” point in the lifetime of the virtual machine. 1.11.1 Taking, Restoring, and Deleting Snapshots There are three operations related to snapshots, as follows: