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    SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING NEURAL NETWORKS FOR ANOMALY DETECTION IN LOG DATA FROM DISTRIBUTED SYSTEMS
    1.
    发明申请
    SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING NEURAL NETWORKS FOR ANOMALY DETECTION IN LOG DATA FROM DISTRIBUTED SYSTEMS 有权

    公开(公告)号：US20210232906A1

    公开(公告)日：2021-07-29

    申请号：US16751127

    申请日：2020-01-23

    Applicant: VMware, Inc.

    Inventor： Ala SHAABANA ,  Arvind MOHAN ,  Vikram NAIR ,  Anant AGARWAL ,  Aalap DESAI ,  Ravi Kant CHERUKUPALLI ,  Pawan SAXENA

    IPC: G06N3/08 ,  G06N3/04

    Abstract: A system and method for automatically generating recurrent neural networks for log anomaly detection uses a controller recurrent neural network that generates an output set of hyperparameters when an input set of controller parameters is applied to the controller recurrent neural network. The output set of hyperparameters is applied to a target recurrent neural network to produce a child recurrent neural network with an architecture that is defined by the output set of hyperparameters. The child recurrent neural network is then trained, and a log classification accuracy of the child recurrent neural network is computed. Using the log classification accuracy, at least one of the controller parameters used to generate the child recurrent neural network is adjusted to produce a different input set of controller parameters to be applied to the controller recurrent neural network so that a different child recurrent neural network for log anomaly detection can be generated.

    INTEGRATING VIRTUAL MACHINE FILE SYSTEM INTO A NATIVE FILE EXPLORER
    2.
    发明申请
    INTEGRATING VIRTUAL MACHINE FILE SYSTEM INTO A NATIVE FILE EXPLORER 审中-公开
    将虚拟机文件系统集成到本机文件浏览器中

    公开(公告)号：US20150379039A1

    公开(公告)日：2015-12-31

    申请号：US14319656

    申请日：2014-06-30

    Applicant: VMware,Inc.

    Inventor： Rahul CHANDRASEKARAN ,  Ravi Kant CHERUKUPALLI ,  Uttam GUPTA

    IPC: G06F17/30 ,  G06F21/44 ,  G06F9/455

    CPC classification number: G06F17/30233 ,  G06F9/45558 ,  G06F21/6218

    Abstract: In a computer-implemented method for integrating a file system of a virtual machine into a native file explorer of a client system, a virtualization infrastructure that manages at least one virtual machine is accessed. The virtual machine is discovered. The file system of virtual machine is accessed. The file system of virtual machines is integrated with the native file explorer of the client system.

    Abstract translation: 在用于将虚拟机的文件系统集成到客户端系统的本地文件资源管理器的计算机实现的方法中，访问管理至少一个虚拟机的虚拟化基础设施。 虚拟机被发现。 访问虚拟机的文件系统。 虚拟机的文件系统与客户端系统的本地文件浏览器集成。

    MODIFYING A STATE OF A VIRTUAL MACHINE
    5.
    发明申请
    MODIFYING A STATE OF A VIRTUAL MACHINE 审中-公开
    修改虚拟机的状态

    公开(公告)号：US20160019083A1

    公开(公告)日：2016-01-21

    申请号：US14336782

    申请日：2014-07-21

    Applicant: VMware, Inc.

    Inventor： Rahul CHANDRASEKARAN ,  Ravi Kant CHERUKUPALLI ,  Uttam GUPTA

    IPC: G06F9/455

    Abstract: In a computer-implemented method for modifying a state of a virtual machine, information between two states of a virtual machine is compared, wherein the two states include a current state of the virtual machine and previous state of the virtual machine. The previous state of the virtual machine is included within a snapshot of the virtual machine at the previous state. Information that is different between the two states is identified. The information that is different between the two states is presented, wherein the information that is different is selectable for copying between the two states.

    Abstract translation: 在用于修改虚拟机的状态的计算机实现的方法中，比较虚拟机的两个状态之间的信息，其中两个状态包括虚拟机的当前状态和虚拟机的先前状态。 虚拟机的先前状态包含在先前状态下的虚拟机的快照中。 确定两种状态不同的信息。 呈现两种状态不同的信息，其中不同的信息可选择用于两种状态之间的复制。

    COMPARING STATES OF A VIRTUAL MACHINE
    6.
    发明申请
    COMPARING STATES OF A VIRTUAL MACHINE 有权
    虚拟机的比较状态

    公开(公告)号：US20160019082A1

    公开(公告)日：2016-01-21

    申请号：US14336698

    申请日：2014-07-21

    Applicant: VMware, Inc.

    Inventor： Rahul CHANDRASEKARAN ,  Ravi Kant CHERUKUPALLI ,  Uttam GUPTA

    IPC: G06F9/455 ,  G06F17/30

    CPC classification number: G06F9/45558 ,  G06F17/30088 ,  G06F2009/45591

    Abstract: In a computer-implemented method for comparing states of a virtual machine, a plurality of selectable states including a current state of a virtual machine and at least one snapshot of the virtual machine are presented for selection, wherein the at least one snapshot includes a state of the virtual machine at a previous state. Responsive to a selection of at least two states of the plurality of selectable states, a comparison tool for comparing information between the at least two states of the virtual machine is presented.

    Abstract translation: 在用于比较虚拟机的状态的计算机实现的方法中，呈现包括虚拟机的当前状态和虚拟机的至少一个快照的多个可选择状态用于选择，其中所述至少一个快照包括状态 的虚拟机。 响应于选择多个可选状态中的至少两个状态，呈现用于比较虚拟机的至少两个状态之间的信息的比较工具。

    VIEWING A SNAPSHOT OF A VIRTUAL MACHINE
    7.
    发明申请
    VIEWING A SNAPSHOT OF A VIRTUAL MACHINE 审中-公开
    查看虚拟机的快照

    公开(公告)号：US20160019081A1

    公开(公告)日：2016-01-21

    申请号：US14336583

    申请日：2014-07-21

    Applicant: VMware,Inc.

    Inventor： Rahul CHANDRASEKARAN ,  Ravi Kant CHERUKUPALLI ,  Uttam GUPTA

    IPC: G06F9/455

    CPC classification number: G06F9/45558 ,  G06F2009/45562 ,  G06F2009/4557

    Abstract: In a computer-implemented method for viewing a snapshot of a virtual machine, during operation of a virtual machine in a first console, at least one snapshot of the virtual machine is presented for selection, wherein the snapshot includes a previous state of the virtual machine. Responsive to a selection of the snapshot, a second virtual machine of the selected snapshot is deployed in a second console, wherein the second virtual machine is deployed without closing the virtual machine in the first console.

    Abstract translation: 在用于查看虚拟机的快照的计算机实现的方法中，在第一控制台中的虚拟机的操作期间，呈现所述虚拟机的至少一个快照以进行选择，其中所述快照包括所述虚拟机的先前状态 。 响应于快照的选择，所选快照的第二虚拟机被部署在第二控制台中，其中部署第二虚拟机而不关闭第一控制台中的虚拟机。

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