International Business Machines Corporation

Hai He

Xin Zheng

Yan Wang

Li Li

Si Bin Fan

Li Xiang

Ting Xie

Chang Zhi Gz Zhang

Zhen Zhang

Xue Yong Zhang

Ji Dong Li

Xiaowan Lu

Chang Zhi G Z Zhang

Data collection is provided, in which one or more affected transactions related to one or more transaction exceptions are determined. Based on one or more features of the one or more affected transactions, one or more trace features are determined. Based on the one or more trace features, a data collection rule is generated. Data of a subsequent transaction complying with the data collection rule is collected.

Data collection in transaction problem diagnostic

Aspects of the invention include receiving performance data comprising video data and audio data associated with a performance by a performer, wherein the video data comprises audience video data for the performance, determining a performer skill score based on a feature vector generated by a performance skill machine learning model, the feature vector comprising a plurality of features extracted from the performance data, parsing the performance data into a plurality of performance segments, analyzing the performance data to determine a performer emotion of the performer for each performance segment, determining an audience emotion based on the audience video data for one or more audience members for each of the performance segments, comparing the audience emotion to the performer emotion for each performance segment to determine an emotion accuracy score, and determining a final score for the performance based on the performer skill score and the emotion accuracy score.

Intelligent performance rating

Provided are systems, methods, and media for concurrency conflict testing for shared resources. An example method includes identifying shared resources that are to be accessed by an application. Generating a plurality of concurrency test scenarios based on the shared resources. Analyzing a plurality of concurrency test cases to detect which concurrency test cases include a reference to the shared resources. Executing a concurrency test scenario. Performing the following while or before the concurrency test scenario is executing, obtaining analyzed concurrency test cases associated with the concurrency test scenario which referenced the shared resources, obtaining application modules pertaining to the obtained concurrency test cases, generating concurrency application modules by adding breakpoints to the obtained application modules, executing the obtained concurrency test cases until all of the obtained concurrency test cases are latched at the breakpoints, and simultaneously resuming the execution of the obtained concurrency test cases.

White box code concurrency testing for transaction processing

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Beijing, China

Hai He