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This approach does add an extra execution time overhead to the analytics jobs and will repeat the data transformation every time an analytics job is carried out.
As shown in Fig. 7, an extra execution time overhead was added to the modified analytics job when compared with unmodified job that computed pre-transformed data, but the computation was seamless, as the MapReduce framework adopts a parallel programming model.
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Experiments revealed that our implementation improved resolutions of consequent structures for most cases, but only a little extra execution time was incurred.
Despite two errors, Kim edged Asada on difficulty, landing an effortless triple-triple combination and a soaring triple flip that earned extra execution points.
As an extra incentive, execution stakes had been erected around the stadium to inspire any boys who did not feel "Olympic" enough.
The way to estimate extra execution time using the reference assembly instruction set is also introduced.
In this study, we extracted the extra execution time (EET) of each method using (30).
This is understandable as the transformation is carried out by chained MapReduce jobs, which add extra execution time overhead.
Table 5 Extra execution time (EET%) of the PropME over ConvME (D1MD0 configuration) QP Rate control = OFF Rate control = ON 202428323640Avr40 Avr.
So we increase the number of tasks only when the extra execution round does not deteriorate the task's execution time (i.e., the improvement in the phase's execution time due to the decrease of the tasks' average execution time is negligible).
Moreover, this implementation does not incorporate too much extra execution time.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com