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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 the example above, c2: u, v belongs to the different clusters but have run time call dependency and ω2(u,v) calculates the normalized call frequency. In the example above, if two classes have frequent function call, then their representation should be close (e.g., inter-cluster call volume).

FIG. 3 illustrates a flow diagram of an example, non-limiting computer-implemented method 300 that can facilitate generation of microservices from a monolithic application based on runtime traces in accordance with one or more embodiments described herein. Repetitive description of like elements and/or processes employed in respective embodiments is omitted for sake of brevity.

At 302, computer-implemented method 300 can comprise collecting (e.g., via microservice generation system 102 and/or collection component 202) input data. For example, as described above with reference to FIG. 2, collection component 202 can collect runtime traces that can be produced by executing (e.g., via processor 106) test cases (e.g., business function test cases) using a monolithic application.

In an example, as illustrated in FIG. 3 at 302, collection component 202 can employ a monitoring application that can generate a runtime log from instrumented source code of a monolithic application. In this example, as illustrated in FIG. 3 at 302, such a monitoring application can generate the runtime log formatted as a log file and/or a text file.

權(quán)利要求

1
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