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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(shuō)明書

In this example embodiment, where the monolithic application comprises an example trading application, microservice generation system 102 can train model component 108 to achieve the objective described above to minimize the negative log likelihood of observing these neighborhoods of node conditional on the node embedding by employing equation (1) defined below.

min f ? v V ? - log ? ? P ? ( ?? s ? ( i ) ? f ? ( v ) )

權(quán)利要求

1
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