公开(公告)号：GB2607528A

公开(公告)日：2022-12-07

申请号：GB202212227

申请日：2021-01-18

Applicant: IBM

Inventor： JINHO HWANG ,  ANUP KALIA ,  JIN XIAO ,  MAJA VUKOVIC ,  MALIK JACKSON ,  JOHN ROFRANO ,  SENTHIL KUMAR KUMARASAMY MANI

IPC: G06F9/50

Abstract: Systems and techniques that facilitate automated recommendation of microservice decomposition strategies for monolithic applications are provided. In various embodiments, a community detection component can detect a disjoint code cluster in a monolithic application based on a code property graph characterizing the monolithic application. In various aspects, the code property graph can be based on a temporal code evolution of the monolithic application. In various embodiments, a topic modeling component can identify a functional purpose of the disjoint code cluster based on a business document corpus corresponding to the monolithic application. In various embodiments, a microservice component can recommend a microservice to replace the disjoint code cluster based on the functional purpose.

公开(公告)号：IL296108B1

公开(公告)日：2025-01-01

申请号：IL29610822

申请日：2022-08-31

Applicant: IBM ,  JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

Inventor： JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

IPC: G06F11/30 ,  G06F11/32 ,  G06F11/34 ,  G06F11/36 ,  G06N20/00

Abstract: 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.

公开(公告)号：IL296108B2

公开(公告)日：2025-05-01

申请号：IL29610822

申请日：2022-08-31

Applicant: IBM CORP ,  JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

Inventor： JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

IPC: G06F11/30 ,  G06F11/32 ,  G06F11/34 ,  G06F11/36 ,  G06N20/00

Abstract: 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.

公开(公告)号：IL296108A

公开(公告)日：2022-11-01

申请号：IL29610822

申请日：2022-08-31

Applicant: IBM ,  JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

Inventor： JIN XIAO ,  ANUP KALIA ,  CHEN LIN ,  RAGHAV BATTA ,  SAURABH SINHA ,  JOHN ROFRANO ,  MAJA VUKOVIC

IPC: G06F11/30 ,  G06F11/32 ,  G06F11/34 ,  G06F11/36 ,  G06N20/00

Abstract: 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.