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公开(公告)号：US11829766B2
公开(公告)日：2023-11-28
申请号：US17307482
申请日：2021-05-04
Applicant: International Business Machines Corporation
Inventor： Constantin Mircea Adam , Shripad Nadgowda , James R. Doran , John Rofrano
CPC classification number: G06F9/3838 , G06F8/30 , G06F8/75 , G06F11/3604
Abstract: Systems and techniques that facilitate compliance enforcement via service discovery analytics are provided. In various embodiments, a system can comprise a receiver component that can access one or more declarative deployment manifests associated with a computing application. In various instances, the system can comprise a dependency component that can build a dependency topology based on the one or more declarative deployment manifests. In various cases, the dependency topology can indicate dependencies among one or more computing objects that are declared by the one or more declarative deployment manifests. In various aspects, the system can comprise a compliance component that can determine, based on the dependency topology, whether the computing application satisfies one or more compliance standards.
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公开(公告)号：US11520783B2
公开(公告)日：2022-12-06
申请号：US16575916
申请日：2019-09-19
Applicant: International Business Machines Corporation
Inventor： Chen Lin , John Rofrano , Anup Kalia , Maja Vukovic , Jinho Hwang , Jie Ma , Lijun Mei , Ya Bin Dang
IPC: G06F16/2452 , G06F16/242 , G06F40/253 , G06N3/08
Abstract: A system, program product, and method for use with an artificial intelligence (AI) platform to dynamically amend a knowledge base responsive to query evaluating and processing. A received or detected query is subject to natural language processing to identify, annotate, and map one or more query tokens against a knowledge base. The query tokens are evaluated against the knowledge base to identify one or more query tokens absent from the knowledge base and leverage a neural network to predict a probability relationship between the query tokens absent from the knowledge base and one or more tokens populated in the knowledge base. The natural language (NL) query is translated to a structured query language (SQL) and the SQL query is executed and evaluated, and the knowledge base is selectively and dynamically amended subject to the SQL evaluation.
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公开(公告)号：US11360877B2
公开(公告)日：2022-06-14
申请号：US17019480
申请日：2020-09-14
Applicant: International Business Machines Corporation
Inventor： Chen Lin , Anup Kalia , Jin Xiao , John Rofrano , Saurabh Sinha , Raghav Batta , Maja Vukovic
Abstract: A method, system, and computer program product for decomposing monolithic applications to form microservices are provided. The method identifies a set of classes within a monolithic application. A set of horizontal clusters are generated by performing horizontal clustering to the set of classes to decompose the classes based on a first functionality type. The method generates a set of vertical clusters by performing vertical clustering to the set of classes to decompose the classes based on a second functionality type. A subset of classes occurring in a common horizontal cluster and vertical cluster are identified as a functional unit. The method merges one or more functional units to form a microservice.
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公开(公告)号：US20210279566A1
公开(公告)日：2021-09-09
申请号：US16809319
申请日：2020-03-04
Applicant: International Business Machines Corporation
Inventor： Chen Lin , Hongtan Sun , John Rofrano , Maja Vukovic
Abstract: Embodiments relate to a system, program product, and method for training a contrastive neural network (CNN) in an active learning environment. A neural network is pre-trained with labeled data of a historical dataset. The CNN is trained for the new dataset by applying the new dataset and contrasting the new dataset against the historical dataset to extract novel patterns. Features novel to the new dataset are learned, including updating weights of the knowledge operator. The borrowed knowledge operator weights are combined with the updated knowledge operator weights. The CNN is leveraged to predict one or more labels for the new dataset as output data.
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公开(公告)号：US20210279066A1
公开(公告)日：2021-09-09
申请号：US16811586
申请日：2020-03-06
Applicant: International Business Machines Corporation
Inventor： Jin Xiao , Anup Kalia , Jinho Hwang , Maja Vukovic , John Rofrano
Abstract: Systems, computer-implemented methods, and computer program products to facilitate transformation of an enterprise application into a cloud native container are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an analysis component that employs a model to discover attributes of an enterprise application. The computer executable components can further comprise a transformation component that generates artifacts based on the attributes to transform the enterprise application into a cloud native container.
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Patent Agency Ranking
公开(公告)号：US11416243B2
公开(公告)日：2022-08-16
申请号：US16750532
申请日：2020-01-23
Applicant: International Business Machines Corporation
Inventor： Jinho Hwang , Anup Kalia , Jin Xiao , Malik Jackson , Maja Vukovic , John Rofrano , Senthil Kumar Kumarasamy Mani
IPC: G06F9/44 , G06F8/72 , H04L41/0803 , G06F9/22
Abstract: Systems and techniques that facilitate automated recommendation of microservice decomposition strategies for monolithic applications are provided. In various embodiments, a community detection component can detect a disjoint code cluster in a monolithic application based on a code property graph characterizing the monolithic application. In various aspects, the code property graph can be based on a temporal code evolution of the monolithic application. In various embodiments, a topic modeling component can identify a functional purpose of the disjoint code cluster based on a business document corpus corresponding to the monolithic application. In various embodiments, a microservices component can recommend a microservice to replace the disjoint code cluster based on the functional purpose.
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公开(公告)号：US20220083451A1
公开(公告)日：2022-03-17
申请号：US17019480
申请日：2020-09-14
Applicant: International Business Machines Corporation
Inventor： Chen Lin , Anup KALIA , Jin Xiao , John Rofrano , Saurabh Sinha , Raghav Batta , Maja Vukovic
Abstract: A method, system, and computer program product for decomposing monolithic applications to form microservices are provided. The method identifies a set of classes within a monolithic application. A set of horizontal clusters are generated by performing horizontal clustering to the set of classes to decompose the classes based on a first functionality type. The method generates a set of vertical clusters by performing vertical clustering to the set of classes to decompose the classes based on a second functionality type. A subset of classes occurring in a common horizontal cluster and vertical cluster are identified as a functional unit. The method merges one or more functional units to form a microservice.
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公开(公告)号：US20220035732A1
公开(公告)日：2022-02-03
申请号：US17500299
申请日：2021-10-13
Applicant: INTERNATIONAL BUSINESS MACHINES CORPORATION
Inventor： Jin Xiao , Anup Kalia , Chen Lin , Raghav Batta , Saurabh Sinha , John Rofrano , Maja Vukovic
Abstract: Systems, computer-implemented methods, and computer program products to facilitate generation of microservices from a monolithic application based on runtime traces are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a model component that learns cluster assignments of classes in a monolithic application based on runtime traces of executed test cases. The computer executable components can further comprise a cluster component that employs the model component to generate clusters of the classes based on the cluster assignments to identify one or more microservices of the monolithic application.
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公开(公告)号：US20210334194A1
公开(公告)日：2021-10-28
申请号：US16855565
申请日：2020-04-22
Applicant: International Business Machines Corporation
Inventor： Jin Xiao , Anup Kalia , Chin Lin , Raghav Batta , Saurabh Sinha , John Rofrano , Maja Vukovic
Abstract: Systems, computer-implemented methods, and computer program products to facilitate generation of microservices from a monolithic application based on runtime traces are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a model component that learns cluster assignments of classes in a monolithic application based on runtime traces of executed test cases. The computer executable components can further comprise a cluster component that employs the model component to generate clusters of the classes based on the cluster assignments to identify one or more microservices of the monolithic application.
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公开(公告)号：US20210294600A1
公开(公告)日：2021-09-23
申请号：US16823649
申请日：2020-03-19
Applicant: International Business Machines Corporation
Inventor： Anup Kalia , Jin Xiao , Jinho Hwang , Maja Vukovic , John Rofrano
Abstract: A system can include a memory that stores computer-executable components and a processor, operably coupled to the memory, that can execute the computer-executable components stored in the memory. The computer-executable components can include a model generator component that can execute a search function on an application based on a set of application component topics to identify application components of the application that facilitate execution of the application. A configuration property extractor component can analyze the application based on the application components and can determine configuration properties associated with operating the application components. An application builder component can process the application components and the configuration properties and can generate instructions that facilitate execution of the application in a target computing environment.
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