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The most important consideration is the total elapsed time of the workflow in simulation studies, which includes pre- and post-processing, analysis, and visualization.
The makespan speedup corresponds to the actual completion time of the workflow when all sites have terminated and the resulting data is available.
It uses an extensible cost model and heuristic algorithms to determine the number of VMs that should be provisioned in order to execute a workflow, while considering requirements such as the completion time of the workflow.
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On the other hand, if the number of outputs and subsequent number of downstream tasks to be instantiated can not be calculated at the time of scheduling the workflow, SciLuigi can not model this in a natural way.
These two goals have been achieved by reducing the total time of the entire workflow or increasing the number of samples treated at the same time.
The model reconstructions were performed on a standard 3.40 GHz Intel Core i5 computer with 4 GB RAM in 38 and 288 s for cancer 1 and cancer 2 respectively, so that the overall computational time of the FASTCORMICS workflow is below 5 min.
This is due to the fact that while alignment itself can be parallelized, all alignments for a given chromosome must be completed before joint variant-calling can be performed, effectively making the final step a single serial step resulting in each NGS sample completed and ready at the total wall time of the entire workflow.
Cross domain alignment can give us a multi side view to domains, but it costs on time and when the datasets are as big as real-life workflows data it exhibits its expensiveness so we utilize Transfer learning to reduce the middle process sequences time of the cross domain workflow alignment.
The datasets were chosen with the purpose of approximately doubling the execution time of each workflow run when compared to the previous one.
Finally, administrative assistants have fewer gaps between their tasks at the start and the end of workflow, with but has relatively longer idle time in the middle of the workflow.
Physicians perform tasks consistently with shorter idle times, but towards the end of the workflow they have relatively longer idle time as compared with others.
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