SYSTEM AND METHOD FOR REDUCING STATE SPACE IN REINFORCED LEARNING BY USING DECISION TREE CLASSIFICATION
    31.
    发明申请
    SYSTEM AND METHOD FOR REDUCING STATE SPACE IN REINFORCED LEARNING BY USING DECISION TREE CLASSIFICATION 审中-公开
    通过使用决策树分类来减少加强学习中的状态空间的系统和方法

    公开(公告)号:US20160275412A1

    公开(公告)日:2016-09-22

    申请号:US14660862

    申请日:2015-03-17

    Applicant: VMware, Inc.

    CPC classification number: G06N20/00 G06F9/45558 G06F2009/4557 G06N5/003

    Abstract: An automatic scaling system and method for reducing state space in reinforced learning for automatic scaling of a multi-tier application uses a state decision tree that is updated with new states of the multi-tier application. When a new state of the multi-tier application is received, the new state is placed in an existing node of the state decision tree only if a first attribute of the new state is same as a first attribute of any state contained in the existing node and a second attribute of the new state is sufficiently similar to a second attribute of each existing state contained in the existing node based on a similarity measurement of the second attribute of each state contained in the existing node with the second attribute of the new state.

    Abstract translation: 用于减少加强学习中的状态空间以自动缩放多层应用程序的自动缩放系统和方法使用用多层应用程序的新状态更新的状态决策树。 当接收到多层应用的新状态时,仅当新状态的第一属性与现有节点中包含的任何状态的第一属性相同时,才将新状态放置在状态决策树的现有节点中 并且新状态的第二属性基于包含在现有节点中的每个状态的第二属性与新状态的第二属性的相似性度量而与包含在现有节点中的每个现有状态的第二属性充分相似。

    Replication of a write-back cache using a placeholder virtual machine for resource management
    33.
    发明授权
    Replication of a write-back cache using a placeholder virtual machine for resource management 有权
    使用占位符虚拟机复制回写缓存以进行资源管理

    公开(公告)号:US09183099B2

    公开(公告)日:2015-11-10

    申请号:US14078185

    申请日:2013-11-12

    Applicant: VMware, Inc.

    Abstract: Exemplary methods, apparatuses, and systems include a first host system configuring storage of the first host to serve as a primary cache for a virtual machine running on the first host. A second host system configures storage of the second host to serve as a secondary cache and boots a placeholder virtual machine. The first host transmits, in response to write operations from the virtual machine directed to the primary cache, copies of the write operations to the second host to create mirrored copies on the secondary cache. The first host acknowledges each write operation from the virtual machine when the write operation is committed to both the primary cache and the secondary cache. When the virtual machine is restarted on the second host in response to a failure or migration event, the secondary cache is promoted to serve as a new primary cache for the virtual machine.

    Abstract translation: 示例性方法,装置和系统包括配置第一主机的存储以用作在第一主机上运行的虚拟机的主缓存的第一主机系统。 第二个主机系统将第二个主机的存储配置为二级缓存并启动占位符虚拟机。 响应于来自指向主缓存的虚拟机的写入操作,第一主机向第二主机发送写入操作的副本,以在二级缓存上创建镜像副本。 当写入操作提交到主缓存和辅助缓存时,第一个主机确认来自虚拟机的每个写入操作。 当虚拟机在第二个主机上重新启动以响应故障或迁移事件时,辅助缓存将被提升为虚拟机的新主缓存。

    POWER MANAGEMENT ANALYSIS AND MODELING FOR DISTRIBUTED COMPUTER SYSTEMS
    34.
    发明申请
    POWER MANAGEMENT ANALYSIS AND MODELING FOR DISTRIBUTED COMPUTER SYSTEMS 有权
    分布式计算机系统的电源管理分析与建模

    公开(公告)号:US20150006140A1

    公开(公告)日:2015-01-01

    申请号:US13931787

    申请日:2013-06-28

    Applicant: VMware, Inc.

    CPC classification number: G06Q50/06 G06F17/5009 G06Q10/06

    Abstract: A system and method for performing a hypothetical power management analysis on a distributed computer system uses chronologically consecutive snapshots of the distributed computer system. The snapshots are used to extract demands of clients running in the distributed computer system for a resource for different time intervals, which are then stitched together to produce a workload trace. The snapshots and the workload trace are used to construct modeling scenarios for the distributed computer system. The modeling scenarios are used to perform analyses to simulate the operation of the distributed computer system during which the power management module is enabled to compute potential power savings.

    Abstract translation: 用于在分布式计算机系统上执行假想功率管理分析的系统和方法使用分布式计算机系统的按时间顺序连续的快照。 快照用于提取在分布式计算机系统中运行的不同时间间隔资源的客户端的需求,然后将其缝合在一起以产生工作负载跟踪。 快照和工作负载跟踪用于构建分布式计算机系统的建模方案。 建模场景用于执行分析,以模拟分布式计算机系统的运行,在此期间,电源管理模块能够计算潜在的功率节省。

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