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Performance Tuning Cycle
The goal of the performance tuning cycle is to improve the time to solution whether that be interactive response time or elapsed time of a batch job. In the case of a heterogeneous platform, there are compute cycles available on the devices that execute independently from the host. Taking advantage of these resources offers a performance boost.
The performance tuning cycle includes the following steps detailed in the next sections:
Establish a baseline
Identify kernels to offload
Offload the kernels
Optimize
Repeat until objectives are met