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Generation of microservices from a monolithic application based on runtime traces

專利號
US11176027B1
公開日期
2021-11-16
申請人
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
技術領域
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 a data dependency generator such as, for instance, a python-based tool to extract information from source code of a monolithic application that can be used to generate a data dependency graph, where such information can comprise class name, attributes, method names, method arguments, return types, and/or other information. In this example, as illustrated in FIG. 3 at 302, such a data dependency generator can generate a data dependency graph comprising a symbol table (denoted as symTable in FIG. 3) and/or a reference table (denoted as refTable in FIG. 3) that can be formatted as a JSON file.

In another example, as illustrated in FIG. 3 at 302, collection component 202 can employ a static call graph generator such as, for instance, an extraction application that can extract inheritance relationships, data dependency, attributes, method argument, return type, and/or other relationships to generate a static call graph. In this example, as illustrated in FIG. 3 at 302, such a static call graph generator can generate a static call graph formatted as a JSON file. In this example, as illustrated in FIG. 3 at 302, microservice generation system 102 and/or collection component 202 can filter non-application classes out of the static call graph, where such a filtered static call graph can be utilized to refine clusters of classes and/or can be provided to a user interface (UI) as described below.

權利要求

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