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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

Some existing application modernization technologies apply a dynamic microservice composition-based approach to generate microservices from a monolithic application. Such a dynamic microservice composition-based approach utilizes operational data and produces dynamically adapting microservice models during runtime. A problem with such a dynamic microservice composition-based approach is that the operational data is difficult to collect.

Some existing application modernization technologies apply a workload-data-based approach to generate microservices from a monolithic application. Such a workload-data-based approach uses operational data (e.g., log file) and produces fixed microservice models after data collection. A problem with such a workload-data-based approach is that the operational data is difficult to collect.

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