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    • 5. 发明申请
    • FLOW BASED SCHEDULING
    • 流量调度
    • US20110067030A1
    • 2011-03-17
    • US12560452
    • 2009-09-16
    • Michael IsardVijayan PrabhakaranJonathan James CurreyEhud WiederKunal Talwar
    • Michael IsardVijayan PrabhakaranJonathan James CurreyEhud WiederKunal Talwar
    • G06F9/46G06F15/173
    • G06F9/5066G06F8/433G06F9/4881
    • A job scheduler may schedule concurrent distributed jobs in a computer cluster by assigning tasks from the running jobs to compute nodes while balancing fairness with efficiency. Determining which tasks to assign to the compute nodes may be performed using a network flow graph. The weights on at least some of the edges of the graph encode data locality, and the capacities provide constraints that ensure fairness. A min-cost flow technique may be used to perform an assignment of the tasks represented by the network flow graph. Thus, online task scheduling with locality may be mapped onto a network flow graph, which in turn may be used to determine a scheduling assignment using min-cost flow techniques. The costs may encode data locality, fairness, and starvation-freedom.
    • 作业调度器可以通过将运行作业中的任务分配给计算节点,同时平衡公平性和效率,来计划计算机集群中的并发分布式作业。 确定分配给计算节点的任务可以使用网络流程图来执行。 图的至少一些边缘上的权重编码数据位置,并且容量提供确保公平性的约束。 最小成本流技术可用于执行由网络流程图表示的任务的分配。 因此,具有局部性的在线任务调度可以映射到网络流程图上,网络流程图可以用于使用最小成本流技术来确定调度分配。 成本可能会对数据的局部性,公平性和饥饿自由进行编码。
    • 7. 发明申请
    • MULTIPHASE VIRTUAL MACHINE HOST CAPACITY PLANNING
    • 多功能虚拟机主机容量规划
    • US20100281478A1
    • 2010-11-04
    • US12433919
    • 2009-05-01
    • Larry Jay SaulsSanjay GautamEhud WiederRina PanigrahyKunal Talwar
    • Larry Jay SaulsSanjay GautamEhud WiederRina PanigrahyKunal Talwar
    • G06F9/455
    • G06F9/5077
    • A virtual machine distribution system is described herein that uses a multiphase approach that provides a fast layout of virtual machines on physical computers followed by at least one verification phase that verifies that the layout is correct. During the fast layout phase, the system uses a dimension-aware vector bin-packing algorithm to determine an initial fit of virtual machines to physical hardware based on rescaled resource utilizations calculated against hardware models. During the verification phase, the system uses a virtualization model to check the recommended fit of virtual machine guests to physical hosts created during the fast layout phase to ensure that the distribution will not over-utilize any host given the overhead associated with virtualization. The system modifies the layout to eliminate any identified overutilization. Thus, the virtual machine distribution system provides the advantages of a fast, automated layout planning process with the robustness of slower, exhaustive processes.
    • 本文描述了一种虚拟机分配系统,其使用多相方法,其在物理计算机上提供虚拟机的快速布局,之后是验证布局正确的至少一个验证阶段。 在快速布局阶段,系统使用维度感知向量二进制包装算法,根据硬件模型计算的重新定义的资源利用率来确定虚拟机对物理硬件的初始拟合。 在验证阶段,系统使用虚拟化模型来检查虚拟机guest虚拟机对于在快速布局阶段期间创建的物理主机的推荐配置,以确保分配不会过度利用任何与虚拟化相关的开销的主机。 系统修改布局以消除任何确定的过度利用。 因此,虚拟机分配系统提供了快速,自动化的布局规划过程的优点,具有较慢,详尽的过程的鲁棒性。