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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

At 706, computer-implemented method 700 can comprise determining (e.g., via microservice generation system 102, model component 108, and/or cluster component 110) whether one or more potential microservice candidates of the monolithic application are identified. For example, with reference to FIG. 1 and the example trading application described above, cluster component 110 can employ the trained version of model component 108 to generate one or more positive sample pairs from causal sequences, where such one or more positive sample pairs can constitute one or more potential microservice candidates of the monolithic application.

If it is determined at 706 that one or more potential microservice candidates of the monolithic application are identified, at 708, computer-implemented method 700 can comprise refining (e.g., via refinement component 206) the one or more potential microservice candidates based on a data dependency graph and/or a static call graph of the monolithic application (e.g., the data dependency graph and/or the static call graph described above with reference to FIGS. 1, 2, and/or 3) to identify a microservice of the monolithic application.

權(quán)利要求

1
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