A hierarchical diagnosis approach

namely Magnifier

was proposed

which models the execution path graph of a user request as component layer

module layer and function layer

and detects anomalies from higher layer to lower layer separately.Extensive experiments were conducted on the Alibaba cloud computing platform.The results indicate that

under the conditions of large volume of data and high complexity of execution paths

Magnifier can accurately and efficiently locate the prime causes of performance degradation.