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Benchmarks

mattjones315 edited this page Aug 19, 2017 · 6 revisions

Benchmarks without Pooling

We find that the FastProjectR Analysis performs well on input sizes where clustering is not required (i.e. <=35000 cells), where the analysis time scales almost linearly with the number of cells.

balltreeknn_plots

Benchmarking Massive Inputs

We find that the FastProjectR pipeline works extremely well for larger inputs as well; with the clustering algorithm employed, the complexity seems to scale much more linearly with the number of cells. Assuming memory is not a problem storing 1M cells, computational demands shouldn't be too strenuous.

CPU Massive Input

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