notesum.ai

Published at November 8

cs.CR

cs.AR

Released Date: November 8, 2024

Authors: Haojie Ye¹, Yuchen Xia¹, Yuhan Chen¹, Kuan-Yu Chen¹, Yichao Yuan¹, Shuwen Deng², Baris Kasikci³, Trevor Mudge¹, Nishil Talati¹

Aff.: ¹University of Michigan, USA; ²Tsinghua University, China; ³University of Washington, USA

Category	Workload Name	Description
SPEC17	mcf (mcf)	Route planning computation [3]
SPEC17	lbm (lbm)	Fluid dynamics computation [3]
Graph	PageRank (pr)	Score ranking [2] on Livejournal [1]
Graph	Motif Mining (motif)	Graph mining [31] on Wikipedia [26]
DL	DLRM(MemBound) (rm1)	Meta RM [19, 18] on Criteo 1T [22]
	DLRM(Balanced) (rm2)	Alibaba RM [54] on DBLP [44]
	Large Lang. Model (llm)	GPT-2 [37] on OpenORCA [27]
KV	Redis (redis)	Redis KV access [23]
	Streaming (stm)	Streaming memory access
	Random (rand)	Random memory access