Profiling and Benchmarks - 2023.1 English

The connected component is validated on Alveo U250 board at 280MHz frequency. The hardware resource utilization and benchmark results are shown in the two table below.

Table 81 Table 1 Hardware resources
Name	LUT	BRAM	URAM	DSP
Platform	104112	165	0	4
wcc_kernel	103923	387	112	3
Total	208035 (12%)	552 (21%)	112 (9%)	7 (0%)

Table 82 Table 2 Comparison between spark on CPU and FPGA
Datasets	Vertex	Edges	FPGA Time	Spark (4 threads)		Spark (8 threads)		Spark (16 threads)		Spark (32 threads)
Datasets	Vertex	Edges	FPGA Time	Spark Time	Speed up	Spark Time	Speed up	Spark Time	Speed up	Spark Time	Speed up
as-Skitter	1696415	11095298	3401	27063	7.96	18195	5.35	16382	4.82	20490	6.02
coPapersDBLP	540486	15245729	1958	24109	12.31	17997	9.19	13723	7.01	17136	8.75
coPapersCiteseer	434102	16036720	1811	24020	13.26	20516	11.33	14546	8.03	18863	10.42
cit-Patents	3774768	16518948	16365	58366	3.57	42697	2.61	34405	2.10	34862	2.13
hollywood	1139905	57515616	7887	60888	7.72	41505	5.26	34689	4.40	31272	3.97
soc-LiveJournal1	4847571	68993773	30519	116193	3.81	91749	3.01	59977	1.97	67258	2.20
ljournal-2008	5363260	79023142	24334	144183	5.93	102186	4.20	74971	3.08	87338	3.59
GEOMEAN			7347.43	51284.68	6.98X	37865.87	5.15X	29071.30	3.96X	32977.43	4.49X

Note

1. Spark running on platform with Intel(R) Xeon(R) CPU E5-2690 v4 @2.600GHz, 56 Threads (2 Sockets, 14 Core(s) per socket, 2 Thread(s) per core)

2. Time unit: ms.