The utility of a particular workload is equal to the sum of the selected configurations of all applications running in a particular workload.
If a particular workload uses less energy than the average, another workload can use more.
And, by charging $0.00 for transfers between Backblaze and our Compute Partners, customers choose what's best for their particular workload".
For accurate prediction of migration performance, a model is proposed by Akoush et al. [70], which examines the service interruptions for a particular workload.
This represents a great reduction in computational complexity, because applications that are not active in a particular workload do not need to be considered.
In other words, after transforming the original optimization problem into the Lagrangian form, we can find an optimal set of configurations for a particular workload in the larger stochastic allocation problem without doing a search across configurations in other workloads.
The complexity of the internal optimization operation is equal to the cross product of all the configurations of all applications running in a particular workload and each available CPU frequency.
Their results show that Cassandra and HBase shared similar behaviour, but the former scaled better, and that MongoDB performed better than HBase by factors in the hundreds for their particular workload.
Resource provisioning is defined by the authors as the stage to identify the adequate resources for a particular workload based on quality of service (QoS) requirements defined by cloud consumers.
Because the combinatorial explosion that results when we must jointly optimize across varying workloads, we wanted to find a way to optimize the performance of a battery-operated system while keeping the optimization "local" to a particular workload and therefore tractable.
