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Fortunately, the structure is fairly easy to convert into hardware processing units executing in parallel.
The performance of this new version of the algorithm is demonstrated using the SSCA#1 (Bioinformatics) benchmark running on one GPU and on up to four GPUs executing in parallel.
The proposed algorithm utilizes the Co-CEA's divide-and-cooperative mechanism, which utilizes the evolutionary algorithms executing in parallel to coevolve subpopulations, corresponding to the hidden layer structure and the dominate features respectively.
Each instance of the reduce function therefore executes only dependent tuple keys from the map function, and there can be as many reduce functions executing in parallel as the number of keys.
Each instance of the reduce function executes independently, so there can be as many reduce functions executing in parallel as there are distinct keys, i.e. k-mers in the input.
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As described above, each functional module is replicated and executed in parallel to achieve parallelism.
VLIW platforms allow several heterogeneous operations to be executed in parallel, due to multiple execution units in their architecture, achieving high computation capability (Fig. 5).
A more detailed analysis of POTION's behavior when executed in parallel mode can be found in the " Parallelization benchmarking" section.
In-order execution constrains the set of instructions that can be executed in parallel so a less sophisticated decode stage is sufficient to feed the execution stage.
Each thread is executed in parallel on different CPU cores.
Next, all data sources are executed in parallel.
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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