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公开(公告)号：GB2583636A
公开(公告)日：2020-11-04
申请号：GB202010629
申请日：2018-12-12
Applicant: IBM
Inventor： CHEN LIN , ANUP KALIA , JIN XIAO , MAJA VUKOVIV , NIKOLAOS ANEROUSIS
IPC: G06F9/44
Abstract: Techniques for generating domain and client-specific application program interface recommendations are provided. In one example, a computer-implemented method comprises determining a semantic similarity between a first client application program interface and a second client application program interface based on a modified client application program interface being generated by removing text data associated with a first description of the first client application program interface. The computer-implemented method can further comprise matching the first description to a second description of the second client application program interface based on the semantic similarity, resulting in on or more matched client application program interfaces. Additionally, the computer- implemented method can further comprise associating the first client application program interface with a community based on the one or more matched client application program interfaces.
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公开(公告)号：GB2607528A
公开(公告)日：2022-12-07
申请号：GB202212227
申请日：2021-01-18
Applicant: IBM
Inventor： JINHO HWANG , ANUP KALIA , JIN XIAO , MAJA VUKOVIC , MALIK JACKSON , JOHN ROFRANO , SENTHIL KUMAR KUMARASAMY MANI
IPC: G06F9/50
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 microservice 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：GB2602703A9
公开(公告)日：2022-07-20
申请号：GB202114739
申请日：2021-10-15
Applicant: IBM
Inventor： JIN XIAO , ANUP KALIA , RAGHAV BATTA , HONGTAN SUN , MAJA VUKOVIC
Abstract: Technology for applying artificial intelligence to decide when to, and/or when not to, send a consumer of a computer system a communication recommending that the computer system be revised to include a more recent version of at least one of the following: a hardware component(for example, microprocessor(s)) and/or a software compo nent (for example, an updated version of an app). The computer system, that is subject to modernization, may be owned outright by the consumer, or it may be purchased as a service (for example, infrastructure as a service, software as a service, package of cloud services). Some embodiments focus on modernization recommendations specifically tailored to cloud orchestration software that deploys containers.
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公开(公告)号：IL296108B1
公开(公告)日：2025-01-01
申请号：IL29610822
申请日：2022-08-31
Applicant: IBM , JIN XIAO , ANUP KALIA , CHEN LIN , RAGHAV BATTA , SAURABH SINHA , JOHN ROFRANO , MAJA VUKOVIC
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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Patent Agency Ranking
公开(公告)号：GB2602703A
公开(公告)日：2022-07-13
申请号：GB202114739
申请日：2021-10-15
Applicant: IBM
Inventor： JIN XIAO , ANUP KALIA , RAGHAV BATTA , HONGTAN SUN , MAJA VUKOVIC
Abstract: Technology for applying artificial intelligence to decide when to, and/or when not to, send a consumer of a computer system a communication recommending that the computer system be revised to include a more recent version of at least one of the following: a hardware component (for example, microprocessor(s)) and/or a software component (for example, an updated version of an app). The computer system, that is subject to modernization, may be owned outright by the consumer, or it may be purchased as a service (for example, infrastructure as a service, software as a service, package of cloud services). Some embodiments focus on modernization recommendations specifically tailored to cloud orchestration software that deploys containers.
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公开(公告)号：GB2583636A8
公开(公告)日：2021-01-13
申请号：GB202010629
申请日：2018-12-12
Applicant: IBM
Inventor： CHEN LIN , ANUP KALIA , JIN XIAO , MAJA VUKOVIC , NIKOLAOS ANEROUSIS
IPC: G06F9/44
Abstract: Techniques for generating domain and client-specific application program interface recommendations are provided. In one example, a computer-implemented method comprises determining a semantic similarity between a first client application program interface and a second client application program interface based on a modified client application program interface being generated by removing text data associated with a first description of the first client application program interface. The computer-implemented method can further comprise matching the first description to a second description of the second client application program interface based on the semantic similarity, resulting in on or more matched client application program interfaces. Additionally, the computer- implemented method can further comprise associating the first client application program interface with a community based on the one or more matched client application program interfaces.
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公开(公告)号：IL296108B2
公开(公告)日：2025-05-01
申请号：IL29610822
申请日：2022-08-31
Applicant: IBM CORP , JIN XIAO , ANUP KALIA , CHEN LIN , RAGHAV BATTA , SAURABH SINHA , JOHN ROFRANO , MAJA VUKOVIC
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：IL296108A
公开(公告)日：2022-11-01
申请号：IL29610822
申请日：2022-08-31
Applicant: IBM , JIN XIAO , ANUP KALIA , CHEN LIN , RAGHAV BATTA , SAURABH SINHA , JOHN ROFRANO , MAJA VUKOVIC
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：GB2583638A
公开(公告)日：2020-11-04
申请号：GB202010666
申请日：2018-12-12
Applicant: IBM
Inventor： CHEN LIN , ANUP KALIA , JIN XIAO , MAJA VUKOVIC , NIKOLAOS ANEROUSIS
IPC: G06F16/36
Abstract: Techniques for generating domain and client-specific application program interface recommendations are provided. A computer-implemented method comprises modifying, by a device operatively coupled to a processor, a description of a client application program interface by removing text data associated with the description of the client application program interface, resulting in a modified description of the client application program interface. The computer-implemented method can further comprise analyzing, by the device, a performance associated with the client application program interface to generate an ontology based on a semantic similarity between the modified description of the client application program interface and one or more previous descriptions of one or more previous client application program interfaces.
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