Profiling and Benchmarks - 2023.1 English

The Sparse Similarity Kernel is validated on Alveo U50 board at 295MHz frequency. The hardware resource utilization and benchmark results are shown in the two table below.

Table 75 Table 1 Hardware resources
Name	LUT	Register	BRAM	URAM	DSP
sparseSimilarityKernel	123017	190284	310.5	128	127

Table 76 Table 2 Comparison between TigerGraph on CPU and FPGA
Datasets	Vertex	Edges	Similarity Type	FPGA Time / ms	TigerGraph (32 core 512 GB)
Datasets	Vertex	Edges	Similarity Type	FPGA Time / ms	Time / ms	Speed up
as-Skitter	1694616	11094209	Cosine	12.3	278	22.6
as-Skitter	1694616	11094209	Jaccard	12.2	271	22.3
coPaperDBLP	540486	15245729	Cosine	13.7	289	21.1
coPaperDBLP	540486	15245729	Jaccard	13.5	271	20.1
coPaperCiteseer	434102	16036720	Cosine	17.6	282	16.0
coPaperCiteseer	434102	16036720	Jaccard	17.7	283	15.9
cit-Patents	3774768	16518948	Cosine	24.8	268	10.8
cit-Patents	3774768	16518948	Jaccard	24.7	262	10.6
europe_osm	50912018	54054660	Cosine	105.0	309	2.94
europe_osm	50912018	54054660	Jaccard	104.9	315	3.0
hollywood	1139905	57515616	Cosine	68.7	280	4.07
hollywood	1139905	57515616	Jaccard	68.8	329	4.78
soc-LiveJournal1	4847571	68993773	Cosine	75.5	293	3.88
soc-LiveJournal1	4847571	68993773	Jaccard	75.4	288	3.82
ljournal-2008	5363260	79023142	Cosine	83.6	281	3.36
ljournal-2008	5363260	79023142	Jaccard	83.8	384	4.58
GEOMEAN				50.1	292.7	5.84

Note

1. Tigergraph running on platform with Intel(R) Xeon(R) CPU E5-2640 v3 @2.600GHz, 32 Threads (16 Core(s)).

2. Time unit: ms.