Skip to content

Memory Efficiency Benchmarking

Anirudh Subramanian edited this page Sep 7, 2017 · 28 revisions

CSR vs Dense Storage Comparison

Dimensions: 128 * 1M, rhs_density = 5%

Density(%) Peak Memory Consumption (Sparse) Peak Memory Consumption (Dense) Ratio of Memory Consumption
0.01 29 1456 50.20689655
0.02 32 1456 45.5
0.04 34 1456 42.82352941
0.08 40 1456 36.4
0.16 53 1456 27.47169811
0.32 78 1456 18.66666667
0.64 130 1456 11.2
1.28 232 1456 6.275862069
2.56 437 1456 3.33180778
5.12 846 1456 1.721040189
10.24 1626 1456 0.895448954
Clone this wiki locally