Note that, these speedups are all based on end-to-end processing time of a single sinogram using 32 compute nodes.
We describe the result of the core processing inside the database and the end-to-end processing time from back-end to front-end.
Ten distinct cases are presented for two locations, Texas and Hawaii, based on a 100-ha production facility with end-to-end processing that yields fungible co-products including biocrude, animal feed, and ethanol.
Our experimental evaluations show that our optimizations and parallelization techniques can provide 158× speedup using 32 compute nodes (384 cores) over a single-core configuration and decrease the end-to-end processing time of a large sinogram (with 4501 × 1 × 22,400 dimensions) from 12.5 h to <5 min per iteration.
Our experimental results showed that the proposed methods can provide up to 158 (times) speedup (using 32 compute nodes) over single-core configuration, which decreases the end-to-end processing time of a sinogram (with (4501, 1, 22,400) dimensions) from (sim 12.5 h to <5 min per iteration.
Open image in new window Fig. 8 Single selectivity Open image in new window Fig. 9 Drill-down Open image in new window Fig. 10 Roll-up Open image in new window Fig. 11 End-to-end processing tasks Open image in new window Fig. 12 Front-end vs back-end processing.
Moreover, from a practical point of view, it would be more cumbersome to time-align the different units prosodic, that is, acoustic units, and linguistic, that is, syntactic or dialogue units, based on automatic speech recognition and higher level segmentation at a later stage in an end-to-end processing system, and to interpret the combination of these two different types of units accordingly.
However in contrast to this work, the authors of this paper consider a 32GB dataset, the impact of five clustering algorithms and, most importantly, provide a complete end to end solution including data pre-processing, daily upload of new data, real-time access and a user interface by using the extended Hadoop ecosystem.
Park Avenue had golden tulips end to end.
