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For successful execution of a workload the observed deviation must be less than the defined thresholds.
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They are multi-tenant frameworks and are designed to manage the execution of a continuous workload of heterogeneous workflows.
Finally, another problem that is studied by the research community is how to distribute the execution of a MapReduce workload among multiple clusters and balance the resource usage between them [58].
This is a different problem than ours as we focus on the execution of the workload in a dedicated Hadoop cluster, examining the budget/makespan trade-off.
Although this waiting time could increase the execution time of a single workload, the overall performance is still improved as shown in Figure 7.
Figure12 illustrates the number of active virtual machine instances tracked across a 24-hour timeframe, which is a compressed image of a 7-day pattern, generated by the execution of the workload profile as described in Section Workload generation.
Workload generation and execution execution of the workload in order to understand the expected correct behavior of the Web service.
Note that in the experiments, only the execution of the workload on the system is simulated.
Budget: the actual budget the user will spend for the execution of the workload.
The execution of the workload (without considering invalid call parameters) includes several tests where each test corresponds to several executions of a given operation of the Web service.
After the Queues Manager has configured the slots per queue, it informs the Jobs Submitter that the required slots for the execution of the workload have been reserved.
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