公开(公告)号：US10474667B2

公开(公告)日：2019-11-12

申请号：US15811710

申请日：2017-11-14

Applicant: VMWARE, INC.

Inventor： Chandrashekhar Jha ,  Jobin George ,  Prateek Sahu ,  Kumar Gaurav ,  Jusvinder Singh

IPC: G06F16/23 ,  G06F3/06 ,  G06F16/25 ,  G06F16/22 ,  G06F16/951

Abstract: Methods and systems are directed to detection and correction of outliers in a dataset stored in a data-storage device. The dataset comprises parameter data that may be stored and organized in the form of a data table with rows and columns of parameter values. Each column of the parameter data is searched for outlier parameter values based on the parameters values in the same column. The parameter data as a whole may be searched for outlier rows of parameter values based on first and second largest variations in the parameter data. Substitute parameter values are determined for the outlier parameter values based on non-outlier parameter values of the parameter data. The substitute parameter values and corresponding outlier parameter values may be displayed in a database management user interface that enables a user to selectively accept or reject each of the substitute parameter values for the corresponding outlier parameter values.

公开(公告)号：US20190034473A1

公开(公告)日：2019-01-31

申请号：US15811710

申请日：2017-11-14

Applicant: VMWARE, INC.

Inventor： CHANDRASHEKHAR JHA ,  Jobin George ,  Prateek Sahu ,  Kumar Gaurav ,  Jusvinder Singh

IPC: G06F17/30 ,  G06F3/06

Abstract: Methods and systems are directed to detection and correction of outliers in a dataset stored in a data-storage device. The dataset comprises parameter data that may be stored and organized in the form of a data table with rows and columns of parameter values. Each column of the parameter data is searched for outlier parameter values based on the parameters values in the same column. The parameter data as a whole may be searched for outlier rows of parameter values based on first and second largest variations in the parameter data. Substitute parameter values are determined for the outlier parameter values based on non-outlier parameter values of the parameter data. The substitute parameter values and corresponding outlier parameter values may be displayed in a database management user interface that enables a user to selectively accept or reject each of the substitute parameter values for the corresponding outlier parameter values.

公开(公告)号：US20200326982A1

公开(公告)日：2020-10-15

申请号：US16424517

申请日：2019-05-29

Applicant: VMWARE, INC.

Inventor： Ritesh Jha ,  Jobin George ,  Shivanju Awasthi ,  Chandrashekhar Jha ,  Nikhil Jaiswal

IPC: G06F9/50 ,  G06F9/48

Abstract: System and computer-implemented method for managing workloads in a computing environment use collected resource utilization metrics for a workload of a compute instance running in the computing environment that are superimposed to produce a unified time series of the resource utilization metrics for the workload. Undesired periodic patterns are then removed from the unified time series of the resource utilization metrics, which is used to identify the compute instance as a particular type of compute instances. Based on the identification, an action is recommended and implemented on the compute instance.

公开(公告)号：US20190163720A1

公开(公告)日：2019-05-30

申请号：US15898238

申请日：2018-02-16

Applicant: VMWARE, INC.

Inventor： CHANDRASHEKHAR JHA ,  Jobin George ,  Prateek Sahu ,  Kumar Gaurav ,  Jusvinder Singh

IPC: G06F17/18 ,  G06F17/30 ,  G06F17/11 ,  G06Q10/06

CPC classification number: G06F17/18 ,  G06F16/285 ,  G06F17/11 ,  G06Q10/063

Abstract: Methods and systems predict parameters in a dataset of an identified piece of (“information technology”) IT equipment. An automated method identifies datasets IT equipment in a same category of IT equipment as a piece of IT equipment identified as having incomplete dataset information. Each dataset of IT equipment parameters are used to construct generalized linear models of different classes of IT equipment within the category of IT equipment. The class of the identified IT equipment is determined. A predicted equipment parameter of incomplete information of the identified piece of IT equipment is computed using the generalized linear model associated with the class. The predicted equipment parameter can be used to complete the dataset of the identified piece of IT equipment.

公开(公告)号：US11113117B2

公开(公告)日：2021-09-07

申请号：US16000052

申请日：2018-06-05

Applicant: VMware, Inc.

Inventor： Chandrashekhar Jha ,  Kumar Gaurav ,  Jobin George ,  Jusvinder Singh ,  Naveen Mudnal

IPC: G06F15/173 ,  G06F9/50 ,  G06K9/62

Abstract: Various examples are disclosed for using clustering routines to extrapolate metrics to other computing resources in a cluster. One or more computing devices can classify computing resources, such as servers, based on various characteristics of the computing resources. For each class of computing resource, a clustering routine can be applied to generate clusters of the computing resources. A minimal number of metrics required to be obtained from an end user can be determined as a function of a number of the clusters. If one or more of the metrics are obtained from the end user, the metrics can be extrapolated to other computing resources in the same cluster.

公开(公告)号：US11106505B2

公开(公告)日：2021-08-31

申请号：US16424517

申请日：2019-05-29

Applicant: VMWARE, INC.

Inventor： Ritesh Jha ,  Jobin George ,  Shivanju Awasthi ,  Chandrashekhar Jha ,  Nikhil Jaiswal

IPC: G06F9/50 ,  G06F9/48 ,  G06F9/455

Abstract: System and computer-implemented method for managing workloads in a computing environment use collected resource utilization metrics for a workload of a compute instance running in the computing environment that are superimposed to produce a unified time series of the resource utilization metrics for the workload. Undesired periodic patterns are then removed from the unified time series of the resource utilization metrics, which is used to identify the compute instance as a particular type of compute instances. Based on the identification, an action is recommended and implemented on the compute instance.

公开(公告)号：US10210011B2

公开(公告)日：2019-02-19

申请号：US15169772

申请日：2016-06-01

Applicant: VMWARE, INC.

Inventor： Ajay Gautam ,  Kumar Gaurav ,  Gurusreekanth Chagalakondu ,  Jayalekshmy Nair ,  Jobin George

IPC: G06F9/455 ,  G06F9/48 ,  G06F17/30 ,  H04L29/06

Abstract: Techniques for migrating a VM in a hybrid cloud computing system are provided. The techniques include identifying a similar VM at the destination, comparing dictionaries for the VM to be transmitted and the similar VM, and compressing the VM based on the comparison. After transmitting the compressed VM, the destination decompresses the VM using the dictionary of the similar VM. Dictionaries associate chunks of VM data with hashes of those chunks. This allows replacement of chunks with the hashes, thereby compressing the VM for transmission.

公开(公告)号：US20240168790A1

公开(公告)日：2024-05-23

申请号：US18097526

申请日：2023-01-17

Applicant: VMWARE, INC.

Inventor： VAMSHIK SHETTY ,  Maarten Wiggers ,  Jobin George

IPC: G06F9/455

CPC classification number: G06F9/45558 ,  G06F2009/4557

Abstract: System and computer-implemented method for recommending guidelines for managed objects for a computing environment uses a transductive embedding technique on a graph of the computing environment to generate initial embeddings for the nodes of the graph. An inductive embedding technique is then applied on the initial embeddings and features of the nodes of the graph to produce final embeddings for the nodes of the graph, which are used to execute a link classification operation on the final embeddings for at least some nodes of the graph to select a recommended guideline for a target managed object.

公开(公告)号：US11651050B2

公开(公告)日：2023-05-16

申请号：US16866664

申请日：2020-05-05

Applicant: VMware, Inc.

Inventor： Chandrashekhar Jha ,  Jobin George ,  Prateek Sahu ,  Kumar Gaurav ,  Jusvinder Singh

IPC: G06F17/18 ,  G06Q10/063 ,  G06F17/11 ,  G06F16/28

CPC classification number: G06F17/18 ,  G06F16/285 ,  G06F17/11 ,  G06Q10/063

Abstract: Methods and systems predict parameters in a dataset of an identified piece of (“information technology”) IT equipment. An automated method identifies datasets IT equipment in a same category of IT equipment as a piece of IT equipment identified as having incomplete dataset information. Each dataset of IT equipment parameters is used to construct generalized linear models of different classes of IT equipment within the category of IT equipment. The class of the identified IT equipment is determined. A predicted equipment parameter of incomplete information of the identified piece of IT equipment is computed using the generalized linear model associated with the class. The predicted equipment parameter can be used to complete the dataset of the identified piece of IT equipment.

公开(公告)号：US20200265111A1

公开(公告)日：2020-08-20

申请号：US16866664

申请日：2020-05-05

Applicant: VMware, Inc.

Inventor： Chandrashekhar Jha ,  Jobin George ,  Prateek Sahu ,  Kumar Gaurav ,  Jusvinder Singh

IPC: G06F17/18 ,  G06F16/28 ,  G06F17/11 ,  G06Q10/06

Abstract: Methods and systems predict parameters in a dataset of an identified piece of (“information technology”) IT equipment. An automated method identifies datasets IT equipment in a same category of IT equipment as a piece of IT equipment identified as having incomplete dataset information. Each dataset of IT equipment parameters is used to construct generalized linear models of different classes of IT equipment within the category of IT equipment. The class of the identified IT equipment is determined. A predicted equipment parameter of incomplete information of the identified piece of IT equipment is computed using the generalized linear model associated with the class. The predicted equipment parameter can be used to complete the dataset of the identified piece of IT equipment.