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The Java language was chosen for development of Adamant, primarily due to the availability of user interface components in the Swing library, the ease of data caching, and the existence of the Java MAGE-stk for MAGE-ML output.
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Filesystem locality can improve the search speed by reducing the amount of time spent seeking between different parts of the hard disks and by taking advantage of data caching.
SAMtools demonstrates an apparent lack of data caching in this test, but was still fast and responsive.
The ease of data collection may be affected by the locally available data storage methods.
Quartiles were selected for ease of data presentation.
However, the problematic of distributed data caching is not studied.
What we observe in the results is the large influence of filesystem data caching by the operating system.
The edge servers are capable of keeping numerous copies of data, perform content-aware data caching and content-blind data caching.
Apple has now promised to upgrade the software in coming weeks to reduce the amount of location data cached in the devices from a year's worth to no more than a week's supply.
When the set of queries gets large, the same data caching effect starts to show (flattening of the curve with query sets of more than 10,000).
To further reduce memory access latency, we can also exploit the constant memory in the GPU and optimal ordering of the mesh nodes to improve data caching efficiency.
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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