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The runtime is mainly saved by avoiding static data shuffling.
A pseudocode specification of this data shuffling process is shown in Algorithm ??
First, our reshape or data shuffling kernel divides up one frame worth of data, composed of 600,000 input samples, by 512 TPB, yielding 1,172 blocks.
The quality of the extracted logo in noisy environment would be high if no data shuffling happens as described in Section 3.2.2.
Some common data manipulation operations can be quite expensive even in a distributed environment as it could lead to a lot of data shuffling among the nodes.
Even with an extra kernel for data shuffling, the entire operation is now simplified and further streamlined by eliminating a dominant sequential loop from our previous design.
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The "cards" themselves were really just bits of data, "shuffled" by a random-number generator on a Mohawk Indian reservation in Quebec.
Statistical parameters were calculated at each EEG sensor and time point within the SN window for the comparisons of interest, and significance thresholds were determined for each hypothesis (below) by calculating 8,000 topographies on random permutations of the existing data, shuffled within subject but across conditions.
When the confusion matrix was computed for data shuffled among all 7 tasks, the results appear random (Fig. 8-left).
To determine whether values of Blomberg's K for pesticide sensitivity were statistically significant, we performed a permutation procedure implemented in Picante where the variance of phylogenetically independent contrasts of observed data is compared with the variance of contrasts estimated from data shuffled randomly across the tips of the tree (Blomberg and Garland 2002; Kembel et al. 2010).
Due to our use of the data shuffle kernel, we are able to enforce coalescing for nearly 100% of the global read operations.
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