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However, the use of global memory cannot be totally evaded as synchronization and regular information sharing among blocks are essential.
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They also pointed out several important design issues for tuning performance, including how to ensure that registers are used, instead of global memory, even when the capacity is not exceeded.
Attending to the largest memory usage configuration considered in [14], 3.5 GB of global memory was used, which was close to the capacity limit of a single GPU.
Because the number of bytes per floating type value is 4, 8 × (w_{max}^{prime}) × R bytes of global memory are used to store C.
The MMSE is a measure of global memory function [ 25].
However, the shared memory space is so much smaller than the local memory space that it is impossible to only use shared memory for all the buffering without the help of global memory or local memory if sequences are too long.
We use an NVIDIA GTX 280 GPU that contains 30 multiprocessors with eight cores in each multiprocessor, 1 GB of global memory, and 16 kB of shared memory by block (or SM).
We evaluated those schemes on the basis of global memory requirements, shared memory requirements, memory access patterns and the amount of parallelism.
This vast amount of processing power is supported by a large amount of global memory.
As we increase the GOP size, more amount of global memory is needed in the GPU.
As discussed later, however, thread divergence instead of global memory access is GPU-BLAST's bottleneck.
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