Profiling and Benchmarks - 2024.1 English

Vitis Libraries

Release Date
2024-05-30
Version
2024.1 English

The General Similarity Kernel is validated on an AMD Alveo |trade| U50 board at 295MHz frequency. The hardware resource utilization and benchmark results are shown in the following tables.

Table 95 Table 1 Hardware resources
Name LUT Register BRAM URAM DSP
generalSimilarityKernel 168516 230995 230.5 80 645
Table 96 Table 2 Performance comparison of sparse graph between TigerGraph on CPU and FPGA
Datasets Vertex Edges Similarity Type FPGA Time / ms TigerGraph (32 core 512 GB)
Time / ms Speed up
as-Skitter 1694616 11094209 Cosine 21.3 278 13.5
Jaccard 21.2 271 12.7
coPaperDBLP 540486 15245729 Cosine 24.4 289 11.8
Jaccard 24.5 271 11.0
coPaperCiteseer 434102 16036720 Cosine 30.6 282 9.2
Jaccard 30.7 283 9.2
cit-Patents 3774768 16518948 Cosine 35.3 268 7.6
Jaccard 35.1 262 7.5
europe_osm 50912018 54054660 Cosine 188.4 309 1.6
Jaccard 188.3 315 1.7
hollywood 1139905 57515616 Cosine 110.3 280 2.6
Jaccard 110.1 329 3.0
soc-LiveJournal1 4847571 68993773 Cosine 105.2 293 2.8
Jaccard 105.3 288 2.7
ljournal-2008 5363260 79023142 Cosine 120.6 281 2.4
Jaccard 120.5 384 3.2
GEOMEAN       79.4 292.7 3.70
Table 97 Table 2 Performance comparison of dense graph between TigerGraph on CPU and FPGA
Datasets Vertex Edges Similarity Type FPGA Time / ms TigerGraph (32 core 512 GB)
Time / ms Speed up
Patients(1 GB) 1250000 200 Cosine 22.1 585.7 26.5

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.