Interactive augmented reality based optimization of machine learning model execution on hybrid cloud

    公开(公告)号:US12118406B2

    公开(公告)日:2024-10-15

    申请号:US17443983

    申请日:2021-07-29

    申请人: KYNDRYL, INC.

    IPC分类号: G06F9/50

    摘要: According to one embodiment, a method, computer system, and computer program product for cloud service brokerage. The embodiment may include receiving a data set and user defined contextual parameters relating to a machine learning (ML) problem of a user to be performed on the data set. The embodiment may include identifying a resource requirement of the ML problem and available resources. The embodiment may include enabling user configuration of the contextual parameters in an interactive augmented reality (AR) view. The embodiment may include identifying a set of clusters upon which to execute computing tasks of the ML problem. The set of clusters is identified out of the available resources. The embodiment may include implementing a ML evaluation process to determine an optimized load distribution model for execution of the computing tasks within the set of clusters. The embodiment may include implementing the optimized load distribution model.

    RISK MITIGATION IN SERVICE LEVEL AGREEMENTS
    3.
    发明公开

    公开(公告)号:US20240340227A1

    公开(公告)日:2024-10-10

    申请号:US18748183

    申请日:2024-06-20

    申请人: Kyndryl, Inc.

    IPC分类号: H04L41/5006 H04L41/5009

    CPC分类号: H04L41/5006 H04L41/5009

    摘要: A method of mitigating risks in a service level agreement (SLA), including: identifying relationships between an infrastructure and an application associated with the SLA; identifying changes to a technological environment of the SLA based on collected data associated with the SLA and the identified relationships, the collected data including the infrastructure and the application; establishing a baseline for a service level objective (SLO) of the SLA by analyzing the collected data of the infrastructure and the application; determining risk impact to the SLA based on an assessment of requirements to the SLO and the changes to the technological environment of the SLA; generating a solution option for the SLA by applying an explainable artificial intelligence (XAI) model based on processing the risk impact with the baseline in the XAI model; and updating the SLA based on the solution option.

    Computation, prediction, and use of vandalism scores

    公开(公告)号:US12111855B1

    公开(公告)日:2024-10-08

    申请号:US18127963

    申请日:2023-03-29

    申请人: Kyndryl, Inc.

    摘要: A computer-implemented method, in accordance with one embodiment, includes collecting data from a plurality of predefined functional areas in a particular geographical area in which a plurality of physical objects are located, at least some of the data relating to vandalism. Wrangling is performed on the data to correlate the data from the functional areas with respective ones of the physical objects. The wrangled data corresponding to each of the physical objects is transformed into features corresponding to a the functional areas. For each of the physical objects, the features are processed according to predefined rules for generating a rank for each of the functional areas. Dynamic weights are computed for at least some of the features to account for data drift by comparing historical data with latest data. The ranks and dynamic weights are transformed into a vandalism score for each of the physical objects, which is output.

    SECURE NETWORK IDENTIFICATION FOR ACTIVE SCANNING DEVICE

    公开(公告)号:US20240334313A1

    公开(公告)日:2024-10-03

    申请号:US18130102

    申请日:2023-04-03

    申请人: Kyndryl, Inc.

    IPC分类号: H04W48/14 H04W48/16

    CPC分类号: H04W48/14 H04W48/16

    摘要: An example operation may include one or more of storing a hash of a service set identifier (SSID) of a wireless network via an apparatus, receiving a probe request message transmitted from a network device, wherein the probe request message comprises a hash value, determining that the hash value within the probe request is a valid SSID based on the hash of the SSID of the wireless network stored in the storage device, and controlling the network interface to transmit a probe response with a plain text name of the SSID to the network device in response to the determination.

    AUTOMATIC CURATION OF CHATS IN VIRTUAL REALITY

    公开(公告)号:US20240323149A1

    公开(公告)日:2024-09-26

    申请号:US18186249

    申请日:2023-03-20

    申请人: Kyndryl, Inc.

    发明人: Cesar Bravo

    IPC分类号: H04L51/02 G06F21/62 G06F40/20

    摘要: Embodiments relate to providing automatic curation of chats in virtual reality. A technique includes determining, using a machine learning model, that consecutive segmented messages combine to form a complete message, the consecutive segmented messages being from a virtual environment. The technique includes determining that the complete message violates a security rule and performing a security action that affects a display of the consecutive segmented messages forming the complete message.

    CODE CHANGE REQUEST MANAGEMENT AND HUMAN GATE FREE DEPLOYMENT BASED ON DATA COLLECTED FROM A DEVELOPMENT SYSTEM

    公开(公告)号:US20240311146A1

    公开(公告)日:2024-09-19

    申请号:US18122053

    申请日:2023-03-15

    申请人: Kyndryl, Inc.

    IPC分类号: G06F8/77 G06F8/72 G06F21/57

    摘要: A computer-implemented method, in accordance with one aspect of the present invention, includes collecting data existing in a development system that relates to the code change request, in response to receiving a code change request to merge new code with existing code. Factors from the collected data are computed for assessing a risk of promoting the new code, the factors including at least: a developer information factor, a developer availability factor, and an environment health analysis factor. The factors are processed to compute a confidence score for the code change request. If the confidence score is in a first predefined range, the new code corresponding to the code change request is promoted for merging with the existing code, without human intervention. If the confidence score is in a second predefined range, an indication that human intervention is needed before promoting the code is output.

    SOFTWARE APPLICATION DEPLOYMENT
    8.
    发明公开

    公开(公告)号:US20240311115A1

    公开(公告)日:2024-09-19

    申请号:US18669934

    申请日:2024-05-21

    申请人: Kyndryl, Inc.

    IPC分类号: G06F8/60 G06F8/41

    CPC分类号: G06F8/60 G06F8/427 G06F8/436

    摘要: Methods, computer program products, and systems can include obtaining a first computing environment specific application deployment software code instance associated to a first computing environment, the first computing environment specific application deployment software code instance for deployment of a certain application on the first computing environment; parsing the first computing environment specific application deployment software code instance, wherein the parsing includes determining attributes of the first computing environment specific application deployment software code instance and generating, using the determined attributes of the first computing environment specific application deployment software code instance, a computing environment agnostic semantic tree data structure that expresses a workflow pattern for deployment of the certain application; and composing, with use of the computing environment agnostic semantic tree data structure, a second computing environment specific application deployment software code instance associated to a second computing environment for deployment of the certain application on the second computing environment.

    SERVICE HEALTH ASSESSMENT
    10.
    发明公开

    公开(公告)号:US20240283719A1

    公开(公告)日:2024-08-22

    申请号:US18112416

    申请日:2023-02-21

    申请人: Kyndryl, Inc.

    IPC分类号: H04L43/0817 H04L43/02

    CPC分类号: H04L43/0817 H04L43/02

    摘要: A computer-implemented method, in accordance with one embodiment, includes receiving a taxonomy specifying entities of a business service and levels of said entities. Time series data about the entities is collected and stored. Impactor propagation paths between entities is identified. A territory of a health impact of each entity is also identified. A health score for each of the entities, considering impacts on a health of the entity by at least one other entity, is computed based on the data, the propagation paths, and the territories of the entities. At least one of the health scores is output.