DETECTING AND DIAGNOSING MISBEHAVING APPLICATIONS IN VIRTUALIZED COMPUTING SYSTEMS
Misbehaving applications may be detected by monitoring system resource utilization in a virtualized computer system. Utilization may be forecasted based on historical utilization data for the system resources when the application is known to be behaving normally. When the monitored utilization of system resources deviates from the forecasted utilization, an alert may be generated. When the alert is generated, system resources allocated to the application may be increased or decreased to prevent abnormal behavior in the virtualized computer system executing to misbehaving application.
1 . A method, comprising:
measuring current utilization of at least one system resource by an application;
generating a forecasted utilization for the at least one system resource by the application;
calculating an error between the current utilization and forecasted utilization; and
determining when the application is misbehaving based, in part, on the error.
2 . The method of claim 1 , in which the step of calculating the error comprises:
identifying a plurality of variables for statistical analysis;
calculating a correlation matrix for the variables; and
deleting at least one variable having a weak correlation in the correlation matrix.
3 . The method of claim 2 , in which the step of calculating the error further comprises:
computing a T 2 value for plurality of variables remaining after deleting the at least one variable having a weak correlation; and
deleting at least one variable from the plurality of variables having a T 2 value greater than a threshold.
4 . The method of claim 3 , in which the step of calculating the error further comprises:
calculating a T 2 value for pairs of variables of the plurality of variables remaining after deleting the at least one variable having a T 2 value greater than the threshold; and
deleting at least one pair of variables from the plurality of variables having a T 2 value greater than a threshold.
5 . The method of claim 1 , in which the at least one system resource is at least one of a processor, memory, network input/output (I/O), and disk I/O.
6 . The method of claim 1 , in which the current utilization is measured by executing the application on a first system of a virtualized computing system and the historical utilization is based on executing the application on a second system of the virtualized computing system different from the first system, and further comprising adjusting the forecast utilization based on differences between a first system and a second system.
7 . The method of claim 1 , further comprising, when the application is misbehaving, allocating different system resources to the application.
8 . A computer program product, comprising:
a non-transitory computer storage medium comprising:
code to measure current utilization of at least one system resource by an application;
code to generate a forecasted utilization for the at least one system resource by the application;
code to calculate an error between the current utilization and forecasted utilization; and
code to determine when the application is misbehaving based, in part, on the error.
9 . The computer program product of claim 8 , in which the at least one system resource is at least one of a processor, memory, network input/output (I/O), and disk I/O.
10 . The computer program product of claim 8 , in which the code to generate the forecasted utilization comprises code to generate a forecasted utilization based, in part, on historical utilization.
11 . The computer program product of claim 10 , in which the current utilization is measured by executing the application on a first system of a virtualized computing system and the historical utilization is based on executing the application on a second system of the virtualized computing system different from the first system.
12 . The computer program product of claim 11 , in which the medium further comprises code to adjust the forecast utilization based on differences between the first system and the second system.
13 . The computer program product of claim 11 , in which the second system is a base system.
14 . The computer program product of claim 11 , in which the medium further comprises code to, when the application is misbehaving, allocate different system resources to the application.
15 . An apparatus, comprising:
a virtualized computer system;
a monitoring system;
a database of historical utilization data of the virtualized computer system for at least one application;
a forecasting system; and
a fault detection system.
16 . The apparatus of claim 15 , in which the virtualized computer system includes at least one computer resource coupled to the monitoring system.
17 . The apparatus of claim 15 , further comprising a calibration system coupled to the forecasting system.
18 . The apparatus of claim 15 , further comprising a provisioning system coupled to the fault detection system and the virtualized computer system.
19 . The apparatus of claim 18 , further comprising a policy-based management system coupled to the provisioning system and the fault detection system.
20 . The apparatus of claim 15 , in which the virtualized computer system is a cloud computing system.