Log-based diagnosis for declarative-deployed applications
First Claim
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1. A system, comprising:
- a memory that stores computer executable components; and
a processor that executes the computer executable components stored in the memory, wherein the computer executable components comprise;
a classification component that;
based on a labeled deployment declaration of an application, classifies a runtime log associated with the application, resulting in a classified runtime log; and
a training component that;
based on the classified runtime log, trains an aggregation model to represent a defined state of the application, wherein the runtime log is a first runtime log, wherein the deployment declaration is a first deployment declaration; and
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a clustering component that;
based on a similarity between the first deployment declaration and a second deployment declaration, groups the first runtime log with a second runtime log.
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Abstract
Techniques for log-based diagnosis for declarative-deployed applications can comprise: based on a labeled deployment declaration, classifying, by a device operatively coupled to a processor, a runtime log associated with an application, resulting in a classified runtime log. Techniques can also comprise: based on the classified runtime log, training, by the device, an aggregation model to represent a defined state of the application.
14 Citations
17 Claims
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1. A system, comprising:
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a memory that stores computer executable components; and a processor that executes the computer executable components stored in the memory, wherein the computer executable components comprise; a classification component that; based on a labeled deployment declaration of an application, classifies a runtime log associated with the application, resulting in a classified runtime log; and a training component that; based on the classified runtime log, trains an aggregation model to represent a defined state of the application, wherein the runtime log is a first runtime log, wherein the deployment declaration is a first deployment declaration; and
;a clustering component that; based on a similarity between the first deployment declaration and a second deployment declaration, groups the first runtime log with a second runtime log. - View Dependent Claims (2, 3, 4, 5, 6)
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7. A computer program product that facilitates log-based diagnosis for declarative-deployed applications, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a processor to cause the processor to:
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based on a labeled deployment declaration, classify a runtime log associated with the application, resulting in a classified runtime log; and based on the classified runtime log, train an aggregation model to represent a defined state of the application, wherein the runtime log is a first runtime log, wherein the deployment declaration is a first deployment declaration; and based on a similarity between the first deployment declaration and a second deployment declaration, group the first runtime log with a second runtime log. - View Dependent Claims (8, 9, 10, 11, 12)
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13. A computer-implemented method, comprising:
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based on a labeled deployment declaration, classifying, by a device operatively coupled to a processor, a runtime log associated with an application, resulting in a classified runtime log; based on the classified runtime log, training, by the device, an aggregation model to represent a defined state of the application, wherein the runtime log is a first runtime log, wherein the deployment declaration is a first deployment declaration; and based on a similarity between the first deployment declaration and a second deployment declaration, grouping, by the device, the first runtime log with a second runtime log. - View Dependent Claims (14, 15, 16, 17)
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Specification