2023 IEEE-HPEC Paper Data

This page has a list of some of the data columns/fields that are included in the 2023 IEEE-HPEC paper:

A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, “Lincoln AI Computing Survey (LAICS) Update,” 2023 IEEE High Performance Extreme Computing Conference (HPEC), 2023, pp. 1-7, [IEEE Xplore doi: 10.1109/HPEC58863.2023.10363568] [ArXiv.org/abs/2310.09145].

For the full dataset in CSV format, please download [peak-accelerators-ieee-hpec-2023.csv].

Company	Product	Label	Peak Perf. (GOPs/ GFLOPs)	Peak Power (W)	Precision	Form Factor	References
Achronix	VectorPath S7t-VG6	Achronix	86000	300	int8	Card	[www.eetimes.com]
Adapteva	Epiphany-V	Adaptiva	2050	29.26	fp32	Chip	[arxiv.org] [doi.org]
Aimotive	aiWare3	Aimotive	100000	25	int8	Chip	[aimotive.com]
AIStorm	AIStorm	AIStorm	2500	0.225	int8	Chip	[www.eetimes.com]
Alibaba	HanGuang 800	Alibaba	314252	157.126	int8	Card	[medium.com]
AlphaIC	RAP-C	AlphaIC	60000	40	int8	System	[www.alphaics.ai]
AlphaIC	RAP-E	AlphaIC	30000	3	int8	Chip	[www.eenewsanalog.com]
Amazon	Inferentia	AWSi1	128000	200	int8	Card	[perspectives.mvdirona.com] [www.cloudmanagementinsider.com]
AMD	Radeon Instinct MI6	AMD-MI8	8190	150	fp16	Card	[blog.exxactcorp.com]
AMD	Radeon Instinct MI60	AMD-MI60	29500	300	fp16	Card	[www.anandtech.com]
AMD	MI100	AMD-MI100	92300	300	fp16	Card	[www.anandtech.com]
AMD	MI210	AMD-MI210	181000	300	fp16	Card	[www.anandtech.com]
AMD	MI250	AMD-MI250	362000	550	fp16	Card	[www.anandtech.com]
AMD	MI300	AMD-MI300	766000	700	fp16	Card	[www.nextplatform.com]
ARM	Ethos N77	Ethos	4100	0.8	int8	Chip	[fuse.wikichip.org]
Axelera	Axelera Test Core	Axelera	39100	2.79	int8	Chip	[www.eetimes.com]
Baidu	Baidu Kunlun 200	Baidu-K1	64000	160	fp16	Chip	[doi.org] [www.eetimes.com] [www.zdnet.com]
Baidu	Baidu Kunlun II	Baidu-K2	192000	120	fp16	Chip	[www.tomshardware.com]
Biren Technology	br100	br100	1.02e+06	550	fp16	Card	[www.hpcwire.com] [www.tomshardware.com]
Biren Technology	br104	br104	512000	300	fp16	Card	[www.hpcwire.com] [www.tomshardware.com]
Bitmain	BM1880	Bitmain	1000	2.5	int8	Chip	[www.linleygroup.com]
Blaize	El Cano	Blaize	1600	7	int8	Card	[www.blaize.com]
Cambricon	MLU100	Cambricon	64000	80	fp16	Card	[www.chinamoneynetwork.com] [www.anandtech.com]
Cambricon	MLU100	Cambricon	128000	80	int8	Card	[www.chinamoneynetwork.com] [www.anandtech.com]
Canaan	Kendrite K210	Kendryte	230	0.3	int8	Chip	[www.linleygroup.com]
Cerebras	CS-1	CS-1	1.64e+06	15000	fp16	System	[www.cerebras.net]
Cerebras	CS-2	CS-2	3.4e+06	23000	fp16	System	[www.hpcwire.com]
Cornami	Cornami	Cornami	418792	30	fp16	Chip	[cornami.com]
Enflame	Cloudblazer T10	Enflame	8e-08	225	bf16	Card	[www.eenewsanalog.com]
Esperanto	ET-SoC-1	ES-1	500000	120	int8	Card	[www.computer.org] [fuse.wikichip.org]
Flex Logix	InferX X1	FlexLogix	7640	13.5	int8	Chip	[flex-logix.com]
Google	TPU Edge	TPUedge	4000	2	int8	System	[aiyprojects.withgoogle.com]
Google	TPU1	TPU1	92000	75	int8	Chip	[doi.org] [www.nextplatform.com]
Google	TPU2	TPU2	45000	280	bf16.32	Chip	[doi.org] [www.nextplatform.com]
Google	TPU3	TPU3	123000	450	bf16.32	Chip	[doi.org] [www.nextplatform.com]
Google	TPU4i	TPU4i	138000	175	bf16.32	Chip	[doi.org]
Google	TPU4	TPU4	275000	192	bf16.32	Chip	[www.hpcwire.com]
GraphCore	C2	GraphCore	125000	300	fp16.32	Card	[www.linleygroup.com] [www.graphcore.ai]
GraphCore	C2	GraphCoreNode	1.6e+06	2400	fp16.32	System	[www.graphcore.ai]
GraphCore	Colossus Mk2	GraphCore2	250000	300	bf16	Card	[www.eetimes.com]
GraphCore	Bow-2000	GraphCoreBow	350000	300	bf16	Card	[www.tomshardware.com]
GreenWaves	GAP8	GAP8	22.7	0.1	int8	Chip	[greenwaves-technologies.com] [www.eejournal.com]
GreenWaves	GAP9	GAP9	151	0.64	int8	Chip	[greenwaves-technologies.com] [www.eejournal.com]
Groq	Groq Node	GroqNode	1.5e+06	3300	fp16.32	System	[www.nextplatform.com]
Groq	Groq Node	GroqNode	6e+06	3300	int8	System	[www.nextplatform.com]
Groq	Tensor Streaming Processor	Groq	205000	300	fp16	Card	[groq.com] [doi.org]
Groq	Tensor Streaming Processor	Groq	820000	300	int8	Card	[groq.com] [doi.org]
Gyrfalcon	Gyrfalcon	Gyrfalcon	2800	0.224	int8	Chip	[www.eetimes.com]
Gyrfalcon	Gyrfalcon	GyrfalconServer	2.15e+06	900	int8	System	[www.hpcwire.com]
Habana	Gaudi	Gaudi	50000	200	fp16	Card	[habana.ai] [doi.org]
Habana	Goya HL-1000	Goya	100000	150	int8	Card	[habana.ai] [doi.org] [www.linleygroup.com]
Habana	Gaudi2	Gaudi2	NaN	650		Card	[www.nextplatform.com]
Habana	Greco	Greco	NaN	75		Card	[www.nextplatform.com]
Hailo	Hailo-8	Hailo-8	2688	9.3	int8	Chip	[www.eetimes.com]
Hailo	Hailo-15H	Hailo-15	20000	2	int8	Chip	[www.eetimes.com]
Horizon Robotics	Journey2	Journey2	4000	2	int8	Chip	[en.horizon.ai]
Huawei HiSilicon	Ascend 310	Ascend-310	8000	8	fp16	Chip	[e.huawei.com]
Huawei HiSilicon	Ascend 310	Ascend-310	16000	8	int8	Chip	[e.huawei.com]
Huawei HiSilicon	Ascend 910	Ascend-910	512000	310	fp16	Chip	[e.huawei.com]
Huawei HiSilicon	Ascend 910	Ascend-910	512000	310	int8	Chip	[e.huawei.com]
IBM	TrueNorth	TrueNorth	1890	0.5	int8	System	[www.top500.org] [doi.org] [doi.org]
IBM	TrueNorth	TrueNorthSys	1890	44	int8	System	[www.top500.org] [doi.org] [doi.org]
IBM/NYU	NeuFlow	NeuFlow	320	10	int16	Chip	[doi.org]
Institute for Computing Technology	DaDianNao	DaDianNao	5590	15.97	int16	Chip	[cacm.acm.org] [doi.org]
Institute for Computing Technology	DianNao	DianNao	452	0.485	int16	Chip	[cacm.acm.org]
Institute for Computing Technology	PuDianNao	PuDianNao	1060	0.596	int16	Chip	[cacm.acm.org] [dl.acm.org]
Institute for Computing Technology	ShiDianNao	ShiDianNao	194	0.32	int16	Chip	[cacm.acm.org] [doi.org]
Intel	Arria 10 1150	Arria	283000	85	fp16.32	Chip	[arxiv.org] [www.nextplatform.com]
Intel	Mobileye EyeQ5	EyeQ5	12000	5	int8	Chip	[www.blaize.com]
Intel	Movidius Myriad X	MovidiusX	1000	2	int16	Chip	[www.extremetech.com]
Intel	Xe-HPC	Intel-Xe-HPC	360000	600	fp16	Card	[www.tomshardware.com] [www.hpcwire.com] [www.tomshardware.com]
Intel	Flex140	Flex140	105000	75	int8	Card	[www.nextplatform.com]
Intel	Flex170	Flex170	256000	150	int8	Card	[www.nextplatform.com]
Intel	Nervana Lake Crest	Nervana1	38000	210	fp32	Card	[newsroom.intel.com]
Intel	Nervana Spring Crest	Nervana2	120000	210	fp16.32	Card	[newsroom.intel.com]
Intel	Xeon Platinum 8180	2xXeon8180	4480	205	fp32	Chip	[www.anandtech.com] [www.cpu-world.com]
Intel	Xeon Platinum 8180	2xXeon8280	38700	205	int8	Chip	[www.anandtech.com] [www.cpu-world.com]
Kalray	Coolidge	Kalray	3000	20	fp16.32	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kalray	Coolidge	Kalray	1000	20	fp32	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kalray	Coolidge	Kalray	24000	20	int8.32	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kneron	KL520 Neural Processing Unit	KL520	300	0.5	int8	Chip	[www.eetasia.com]
Kneron	KL720	KL720	1400	1.556	int8	Chip	[www.eetimes.com]
Maxim	Max 78000	Maxim	56	0.028	int8	Chip	[www.eetimes.com] [www.linleygroup.com] [doi.org]
MemryX	MX3	MX3	5000	1	fp16	Chip	[www.eetimes.com]
Microsoft	Brainwave	Brainwave	2000	150	int8	Chip	[www.nextplatform.com]
MIT	Eyeriss	Eyeriss	67.2	0.278	int16	Chip	[doi.org] [doi.org] [doi.org]
MIT	Netcast	Netcast	10000	0.001	int8	Chip	[arxiv.org]
Mythic	M1076	Mythic76	25000	3	analog	Chip	[www.eetimes.com] [www.nextplatform.com] [medium.com]
Mythic	M1108	Mythic108	35000	4	analog	Chip	[www.eetimes.com] [www.nextplatform.com] [medium.com]
NovuMind	NovuTensor	NovuMind	15000	15	int8	Chip	[moorinsightsstrategy.com] [www.eetimes.com]
NVIDIA	Ampere A10	A10	125000	150	fp16.32	Card	[www.nextplatform.com]
NVIDIA	Ampere A100	A100	312000	400	fp16.32	Card	[devblogs.nvidia.com]
NVIDIA	Ampere A800	A800	218000	300	fp16.32	Card	[www.tomshardware.com]
NVIDIA	Ampere A30	A30	165000	165	fp16.32	Card	[www.nextplatform.com]
NVIDIA	Ampere A40	A40	150000	300	fp16.32	Card	[www.nextplatform.com]
NVIDIA	DGX Station	DGX-Station	480000	1500	fp16.32	System	[www.tomshardware.com]
NVIDIA	DGX-1	DGX-1	900000	3500	fp16.32	System	[www.tomshardware.com] [www.anandtech.com]
NVIDIA	DGX-2	DGX-2	1.92e+06	10000	fp16.32	System	[www.anandtech.com]
NVIDIA	DGX-A100	DGX-A100	5e+06	6500	fp16.32	System	[devblogs.nvidia.com]
NVIDIA	DGX-H100	DGX-H100	1.6e+07	10200	fp16.32	System	[wccftech.com]
NVIDIA	H100	H100	1e+06	700	fp16.32	Card	[www.anandtech.com]
NVIDIA	Jetson AGX Xavier	XavierAGX	11000	30	fp16	System	[www.anandtech.com]
NVIDIA	Jetson AGX Xavier	XavierAGX	32000	30	int8	System	[www.anandtech.com]
NVIDIA	Jetson NX Orin	OrinNX	50000	25	int8	System	[www.hothardware.com] [www.nvidia.com]
NVIDIA	Jetson AGX Orin	OrinAGX	138000	60	int8	System	[www.hothardware.com] [www.nvidia.com]
NVIDIA	Jetson TX1	Jetson1	408	11.7	fp16.32	System	[devblogs.nvidia.com]
NVIDIA	Jetson TX2	Jetson2	580	12.8	fp16.32	System	[devblogs.nvidia.com]
NVIDIA	Jetson Xavier NX	XavierNX	6000	15	fp16	System	[www.anandtech.com]
NVIDIA	Jetson Xavier NX	XavierNX	21000	15	int8	System	[www.anandtech.com]
NVIDIA	DRIVE AGX L2	AGX-L2	200000	45	int8	System	[hothardware.com]
NVIDIA	DRIVE AGX L5	AGX-L5	2e+06	800	int8	System	[hothardware.com]
NVIDIA	L40	L40	90500	300	fp16	Card	[www.techpowerup.com]
NVIDIA	Pascal P100	P100	21200	300	fp16.32	Card	[www.nvidia.com] [www.anandtech.com]
NVIDIA	T4	T4	131000	150	int8	Card	[devblogs.nvidia.com]
NVIDIA	Volta V100	V100	125000	300	fp16.32	Card	[www.nvidia.com] [www.anandtech.com]
Perceive	Ergo	Perceive	4000	0.0727	int8	Chip	[www.forbes.com]
PEZY Computing	PEZY-SC2	PEZY-SC2	8190	546.13	fp32	System	[fuse.wikichip.org]
Preferred Networks	MN-3	PN-3	524000	500	fp16	Card	[projects.preferred.jp] [www.anandtech.com]
Quadric	q1-64	Quadric	6240	12	int8	Chip	[quadric.io]
Qualcomm	Cloud AI 100	Qcomm	400000	75	int8	Card	[www.eetimes.com] [www.eetimes.com]
Qualcomm	QRB5165	RB5	15000	30	int8	System	[www.therobotreport.com]
Qualcomm	QRB5165N	RB6	200000	30	int8	System	[www.qualcomm.com]
Rockchip	RK3399Pro	RK3399Pro	2400	3	int8	Chip	[www.rock-chips.com]
SiMa.ai	SiMa.ai	SiMa.ai	9120	4	int8	Chip	[www.linleygroup.com]
Stanford	EIE	EIE	102	0.6	int16	Chip	[ieeexplore.ieee.org]
Stanford	TETRIS	Tetris	128	8.42	int16	Chip	[dl.acm.org]
Syntiant	NDP101	Syntiant	200	0.01	int4.8	Chip	[www.eetimes.com] [www.eetimes.com]
Tachyum	Prodigy	Tachyum	1.2e+07	950	fp16.32	Chip	[www.tomshardware.com]
Tenstorrent	Tenstorrent	Tenstorrent	368000	75	int8	Card	[www.tenstorrent.com]
Tesla	Tesla Full Self-Driving Computer	Tesla	72000	72	int8	System	[doi.org] [en.wikichip.org]
Texas Instruments	TDA4VM	TexInst	8000	20	int8	Chip	[www.eetimes.com] [www.ti.com] [www.linleygroup.com]
Toshiba	2015	Toshiba	20000	10	int8	System	[www.eetimes.com]
Tsinghua	Tianjic	Tianjic	1210	0.95	int8	Chip	[www.nature.com]
Untether	TsunAImi	TsunAImi	2e+06	400	int8	Card	[www.linleygroup.com]
XMOS	xcore.ai	xcore.ai	51.2	1	int8	Chip	[www.eetimes.com]