Abstract: Highlights•Combination of better filters and data packing method etc. improves the efficiency.•Serial version of nGIA on average runs faster than CD-HIT, Vsearch and Uclust.•nGIA software is programmed with oneAPI supporting both the GPU and CPU.•The strong scaling efficiency of nGIA is 31% with 32 threads.
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