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Generation of microservices from a monolithic application based on runtime traces

專利號
US11176027B1
公開日期
2021-11-16
申請人
International Business Machines Corporation(US NY Armonk)
發(fā)明人
Jin Xiao; Anup Kalia; Chen Lin; Raghav Batta; Saurabh Sinha; John Rofrano; Maja Vukovic
IPC分類
G06F11/36; G06F11/32
技術領域
monolithic,or,runtime,can,model,cluster,causal,traces,generation,classes
地域: NY NY Armonk

摘要

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.

說明書

In an example, the executed test cases described above can comprise business function test cases that can be executed using the monolithic application (e.g., run on the monolithic application via processor 106). In this example, such business function test cases can provide business functionalities of the monolithic application in the runtime traces. For instance, such business function test cases can provide microservice generation system 102 and/or model component 108 with the order and frequency of how classes and function calls of the monolithic application interact and can further enable microservice generation system 102 and/or model component 108 to associate business context with each trace to provide improved functional grouping (e.g., via microservice generation system 102, model component 108, and/or cluster component 110 as described below).

權(quán)利要求

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