Mechanism for on-line prediction of future performance measurements in a computer system
View Patent ↗Disclosed are a method and system for predicting future values of a target metric associated with a task executed on a computer system. The method includes the steps of, over a given period of time, measuring at least one defined metric, transforming that measurement into a value for a predictor source metric, and using the value for the predictor source metric to obtain a predicted future value for said target metric. The preferred embodiment of this invention provides a flexible performance multi-predictor to solve the problem of providing accurate future behavior predictions for adaptive reconfiguration systems. The multi-predictor makes predictions about future workload characteristic by periodically reading available hardware counters. Also disclosed is a method and system for periodically reconfiguring an adaptive computer system by rescheduling tasks based on future behavior predictions.
1. A method of predicting future values of a target metric associated with a task executed on a computer system, comprising the steps:
over a given period of time, measuring at least one defined metric; transforming said measurement into a value for a predictor source metric; and
using the value for the predictor source metric to obtain a predicted future value for said target metric;
wherein the using step includes the step of providing a set of possible future values, including the steps of:
i) identifying values that the target metric had at different times;
ii) for each of said identified values of the target metric, determining the value that the source metric had before the time at which the target metric had the identified value; and
iii) using said identified values of the target metric as the possible future values.