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Generation of microservices from a monolithic application based on runtime traces

專利號(hào)
US11176027B1
公開日期
2021-11-16
申請(qǐng)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(shù)領(lǐng)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 another example, as illustrated in FIG. 3 at 302, collection component 202 can employ runtime context generator such as, for instance, a Java front-end tool that can generate runtime context (e.g., business context). In this example, as illustrated in FIG. 3 at 302, such a runtime context generator can generate runtime context comprising context labels (e.g., business context labels) formatted as a JavaScript object notation (JSON) file and/or a comma-separated values (CSV) file. In this example, an entity (e.g., a human, a client, a user, a computing device, a software application, an agent, a machine learning (ML) model, an artificial intelligence (AI) model, etc.) implementing microservice generation system 102 can define such context labels (e.g., business context labels) using an interface component (not illustrated in the figures) of microservice generation system 102 (e.g., an application programming interface (API), a representational state transfer API, a graphical user interface (GUI), etc.).

權(quán)利要求

1
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