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To optimize the algorithm and to reduce the computation time, the correlation algorithm must be rewritten to highlight the computation dependencies.
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Fig. 13 Computation time in dependency on the dimension of the feature vectors.
Moreover, the assumption presented is that data exchange requests can run concurrently with the computation without any dependency.
Programming a highly parallel machine or chip can then be formulated as finding an efficient embedding of the computation's data dependency into the underlying hardware's communication layout.
Moreover, the robustness of the proposed method is attested by the fact that we proceed as described in [ 25], by using a shuffling method which generates more than 20 000 data for each of the dependency computation done between each pair of the studied genes.
Images are divided into several subimages processed by a software pipeline while respecting dependencies between computation stages.
Dependencies between computations and their enclosing control flow constructs can lead to inefficient adjoint code.
It has been shown that such an enhancement restores the objectivity of the computation as spurious mesh dependency is avoided.
Such intricate sets of computations create complex task dependencies that are not always easy to encode in existing tools, if at all possible.
Dataflows (or data processing workflows) can be represented as directed acyclic graphs (DAGs) that express the dependencies between computations and data.
Our study also provides a new understanding of sequential consistency and linearizability in terms of abstraction of dependency between computation steps of client programs.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com