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This requires increasing the processing power of the device, increasing the memory, a need for greater durability of the battery and so on.
However, increasing the memory bus width to 256-bit or using 128-bit dual-port memory, improves the performance to 112.5 b/cc (45 Gb/s at 400 MHz), which represents 88% of the ideal performance (128 b/cc).
Time sharing between different tasks running on the processor allowed further optimization in the memory system by increasing the memory reuse option.
Moreover, increasing the memory depth to approach better the right statistics leads to an exponential increase in the number of monomials which becomes rapidly intractable.
De La Luz et al. present a strategy of increasing the memory bank idleness by modifying the execution order of loop iterations [20].
Thus, handling a larger number of parameters requires increasing the memory on each computational node which makes these approaches harder or even infeasible to scale, where the number of parameters are very large.
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If you are still getting messages about tight memory, repeat the process and increase the memory settings even more.
In particular, you can increase the memory from 4GB to 8GB for an extra £33.60, or to 12GB for £69.60.
This reduces the computational time but significantly increases the memory consumption.
This approach increases the memory requirement but not the computational costs.
When running from within Eclipse, follow these instructions to increase the memory given to a program being run from inside Eclipse.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com