Systems and methods for optimizing the number of servers in a cluster

    公开(公告)号:US11546220B2

    公开(公告)日:2023-01-03

    申请号:US17343085

    申请日:2021-06-09

    Applicant: VMWARE, INC.

    Abstract: Examples described herein include systems and methods for optimizing the number of servers in a cluster. In one example, a number of application servers, a number of backend servers, and a first disk throughput of a backend server to be included in the cluster are determined. The first disk throughput is determined based on the storage capacity of the backend server and a first round trip time. Example systems and method can also include validating the number of application servers based on a cluster throughput and one of a network interface card bandwidth of an application server to be included in the cluster and a load bearing capacity of the application server. The systems and methods can further include determining a second disk throughput of the backend server and increasing the number of backend servers if the second disk throughput is less than the second disk throughput.

    Systems and methods for optimizing the number of servers in a cluster

    公开(公告)号:US11038758B2

    公开(公告)日:2021-06-15

    申请号:US16372448

    申请日:2019-04-02

    Applicant: VMWARE, INC.

    Abstract: Examples described herein include systems and methods for optimizing the number of servers in a cluster. In one example, a number of application servers, a number of backend servers, and a first disk throughput of a backend server to be included in the cluster are determined. The first disk throughput is determined based on the storage capacity of the backend server and a first round trip time. Example systems and method can also include validating the number of application servers based on a cluster throughput and one of a network interface card bandwidth of an application server to be included in the cluster and a load bearing capacity of the application server. The systems and methods can further include determining a second disk throughput of the backend server and increasing the number of backend servers if the second disk throughput is less than the second disk throughput.

    METHODS AND SYSTEMS TO PREDICT PARAMETERS IN A DATABASE OF INFORMATION TECHNOLOGY 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.

    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.

    Methods and systems to predict parameters in a database of information technology equipment

    公开(公告)号:US10678888B2

    公开(公告)日:2020-06-09

    申请号:US15898238

    申请日:2018-02-16

    Applicant: VMWARE, INC.

    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.

    Methods and systems for storing and querying log messages using log message bifurcation

    公开(公告)号:US11755430B2

    公开(公告)日:2023-09-12

    申请号:US17184647

    申请日:2021-02-25

    Applicant: VMWARE, INC.

    CPC classification number: G06F11/1471 G06F16/2477 G06F16/256

    Abstract: Methods and systems described herein are directed to storing and querying log messages using log message bifurcation. Each log message that exceeds a time limit for storage in a live storage database is bifurcated into a log pattern that is stored in a log-pattern database and a metric object that records variable information of the log message in a time-series metric database. The log-pattern database and the time-series metric database together provide long-term log storage for the information contained in log messages that are too old to be stored in a live storage database. A request for access to log messages stored in the long-term log storage is completed by reconstructing the requested log messages from log patterns stored in the log-pattern database and metric objects stored in the time-series metric database.

    AUTOMATED LOG/EVENT-MESSAGE MASKING IN A DISTRIBUTED LOG-ANALYTICS SYSTEM

    公开(公告)号:US20220179991A1

    公开(公告)日:2022-06-09

    申请号:US17115197

    申请日:2020-12-08

    Applicant: VMware, Inc.

    Abstract: The current document is directed to methods and systems that efficiently and accurately process log/event messages generated within distributed computer facilities. Various different types of initial processing steps may be applied to a stream of log/event messages received by a message-collector system and/or a message-ingestion-and-processing system, including masking sensitive fields to prevent exposure of confidential and sensitive information contained in log/event messages. Rule-based identification and masking of sensitive fields in log/event messages is currently provided by certain automated log/event-message systems, but current approaches suffer numerous deficiencies. The methods and systems to which the current document is directed automatically create sensitive-field dictionaries and associated logic and/or train machine-learning components to automatically identify and mask fields within log/event messages in order to address the deficiencies of traditional rule-based sensitive-field identification and masking.

    Methods and apparatus to generate migration recommendations to migrate services between geographic regions

    公开(公告)号:US11349935B2

    公开(公告)日:2022-05-31

    申请号:US16689098

    申请日:2019-11-20

    Applicant: VMware, Inc.

    Abstract: A disclosed example to determine a migration recommendation of a service between geographic regions includes: a graph generator to generate an interaction graph, the interaction graph including first and second nodes and an edge therebetween, the first node representative of a first service in a first geographic region, the second node representative of a second service in a second geographic region, and the edge representative of a network path of interactions between the first and second services; a weighing engine to determine a weight value of the edge between the first and second services based on a count of network interactions between the first and second services and a real-time latency between the first and second services; and a recommendation engine to generate a migration recommendation to migrate the first service to the second geographic region based on the weight value of the edge.

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