2025 IEEE-HPEC Paper Data

This page has a list of some of the data columns/fields that are included in the 2025 IEEE-HPEC paper:

A. Reuther, P. Michaleas, M. Jones, V. Gadepally, and J. Kepner, “Lincoln AI Computing Survey (LAICS) and Trends,” 2025 IEEE High Performance Extreme Computing Conference (HPEC), 2025, pp. 1-12, [IEEE Xplore doi: 10.1109/HPEC67600.2025.11196427] [ArXiv.org/abs/2510.20931].

For the full dataset in CSV format, please download [peak-accelerators-ieee-hpec-2025.csv].

Company	Product	Label	Country	Peak Perf. (GOPs/ GFLOPs)	Peak Power (W)	Precision	Form Factor	References
Achronix	VectorPath S7t-VG6	Achronix	USA	86000	300	int8	Card	[www.eetimes.com]
Adapteva	Epiphany-V	Adaptiva	USA	2050	29.26	fp32	Chip	[arxiv.org] [doi.org]
Aimotive	aiWare3	Aimotive	Hungary	100000	25	int8	Chip	[aimotive.com]
AIStorm	AIStorm	AIStorm	USA	2500	0.225	int8	Chip	[www.eetimes.com]
Alibaba	HanGuang 800	Alibaba	China	314252	157.126	int8	Card	[medium.com]
AlphaIC	RAP-C	AlphaIC	USA	60000	40	int8	System	[www.alphaics.ai]
AlphaIC	RAP-E	AlphaIC	USA	30000	3	int8	Chip	[www.eenewsanalog.com]
Amazon	Inferentia	AWSi1	USA	63300	200	int8	Card	[www.nextplatform.com]
Amazon	Inferentia2	AWSi2	USA	380000	300	int8	Card	[www.nextplatform.com]
Amazon	Trainium	AWSt1	USA	190000	300	fp16	Card	[www.nextplatform.com]
AMD	Radeon Instinct MI6	AMD-MI8	USA	8190	150	fp16	Card	[blog.exxactcorp.com]
AMD	Radeon Instinct MI60	AMD-MI60	USA	29500	300	fp16	Card	[www.anandtech.com]
AMD	MI100	AMD-MI100	USA	92300	300	fp16	Card	[www.anandtech.com]
AMD	MI210	AMD-MI210	USA	181000	300	fp16	Card	[www.nextplatform.com]
AMD	MI250	AMD-MI250	USA	362000	550	fp16	Card	[www.nextplatform.com]
AMD	MI300X	AMD-MI300X	USA	766000	700	fp16	Card	[www.nextplatform.com]
AMD	MI325X	AMD-MI325X	USA	2.61e+06	1000	fp16	Card	[www.nextplatform.com]
AMD	MI350X	AMD-MI350X	USA	4.6e+06	1000	fp16	Card	[www.tomshardware.com]
AMD	MI355X	AMD-MI355X	USA	5e+06	1400	fp16	Card	[www.tomshardware.com]
ARM	Ethos N77	Ethos	UK	4100	0.8	int8	Chip	[fuse.wikichip.org]
Aspinity	AML100	AML100	USA	400	0.02	int8	Chip	[www.aspinity.com] [www.allaboutcircuits.com]
Aspinity	AML200	AML200	USA	2000	0.1	int8	Chip	[www.aspinity.com] [www.allaboutcircuits.com]
Axelera	Axelera Test Core	Axelera	Netherlands	39100	2.79	int8	Chip	[www.eetimes.com]
Baidu	Baidu Kunlun 200	Baidu-K1	China	64000	160	fp16	Chip	[doi.org] [www.eetimes.com] [www.zdnet.com]
Baidu	Baidu Kunlun II	Baidu-K2	China	192000	120	fp16	Chip	[www.tomshardware.com]
Biren Technology	br100	br100	China	1.02e+06	550	fp16	Card	[www.hpcwire.com] [www.tomshardware.com] [www.tomshardware.com]
Biren Technology	br104	br104	China	512000	300	fp16	Card	[www.hpcwire.com] [www.tomshardware.com] [www.tomshardware.com]
Bitmain	BM1880	Bitmain	China	1000	2.5	int8	Chip	[www.linleygroup.com]
Blaize	El Cano	Blaize	USA	1600	7	int8	Card	[www.blaize.com]
Cambricon	MLU100	Cambricon	China	64000	80	fp16	Card	[www.chinamoneynetwork.com] [www.anandtech.com]
Cambricon	MLU100	Cambricon	China	128000	80	int8	Card	[www.chinamoneynetwork.com] [www.anandtech.com]
Cambricon	MLU290-M5	Cambricon-M5	China	512000	350	int8	Card	[www.tomshardware.com] [www.cambricon.com]
Cambricon	MLU370-X8	Cambricon-X8	China	96000	250	fp16	Card	[www.tomshardware.com] [www.cambricon.com]
Canaan	Kendrite K210	Kendryte	Singapore	230	0.3	int8	Chip	[www.linleygroup.com]
Cerebras	CS-1	CS-1	USA	2.65e+06	15000	fp16	System	[www.cerebras.net] [www.nextplatform.com]
Cerebras	CS-2	CS-2	USA	6.25e+06	23000	fp16	System	[www.hpcwire.com] [www.nextplatform.com]
Cerebras	CS-3	CS-3	USA	1.25e+07	23000	fp16	System	[www.nextplatform.com]
HyperX Logic	HyperX	HyperX	USA	6600	8	int8	Chip	[www.edge-ai-vision.com]
Cornami	Cornami	Cornami	USA	418792	30	fp16	Chip	[cornami.com]
d-Matrix	Corsair	d-Matrix	USA	2.4e+06	600	int8	Card	[www.eetimes.com]
Enflame	Cloudblazer T10	Enflame	China	80000	225	bf16	Card	[www.eenewsanalog.com]
Esperanto	ET-SoC-1	ES-1	USA	500000	120	int8	Card	[www.computer.org] [fuse.wikichip.org]
Flex Logix	InferX X1	FlexLogix	USA	7640	13.5	int8	Chip	[flex-logix.com]
FuriosaAI	RNGD	FuriosaRNGD	S. Korea	512000	150	int8	Card	[chipsandcheese.com] [doi.org]
Google	TPU Edge	TPUedge	USA	4000	2	int8	System	[aiyprojects.withgoogle.com]
Google	TPU1	TPU1	USA	92000	75	int8	Chip	[doi.org] [www.nextplatform.com]
Google	TPU2	TPU2	USA	45000	280	fp16	Chip	[doi.org] [www.nextplatform.com]
Google	TPU3	TPU3	USA	123000	450	fp16	Chip	[doi.org] [www.nextplatform.com]
Google	TPU4i	TPU4i	USA	138000	175	int8	Chip	[doi.org]
Google	TPU4	TPU4	USA	275000	192	fp16	Chip	[www.hpcwire.com]
Google	TPU5e	TPU5e	USA	393000	225	int8	Chip	[www.nextplatform.com]
Google	TPU5p	TPU5p	USA	459000	537	fp16	Chip	[www.nextplatform.com]
Google	TPU6e	TPU6e	USA	918000	383	fp16	Chip	[www.nextplatform.com]
Google	TPU7	TPU7	USA	2.31e+06	959	fp16	Chip	[www.nextplatform.com]
GraphCore	C2	GraphCore	UK	125000	300	fp16	Card	[www.linleygroup.com] [www.graphcore.ai]
GraphCore	C2	GraphCoreNode	UK	1.6e+06	2400	fp16	System	[www.graphcore.ai]
GraphCore	Colossus Mk2	GraphCore2	UK	250000	300	bf16	Card	[www.eetimes.com]
GraphCore	Bow-2000	GraphCoreBow	UK	350000	300	bf16	Card	[www.tomshardware.com]
GreenWaves	GAP8	GAP8	France	22.7	0.1	int8	Chip	[greenwaves-technologies.com] [www.eejournal.com]
GreenWaves	GAP9	GAP9	France	151	0.64	int8	Chip	[greenwaves-technologies.com] [www.eejournal.com]
Groq	Groq Node	GroqNode	USA	1.5e+06	3300	fp16	System	[www.nextplatform.com]
Groq	Groq Node	GroqNode	USA	6e+06	3300	int8	System	[www.nextplatform.com]
Groq	Tensor Streaming Proc.	Groq	USA	205000	300	fp16	Card	[groq.com] [doi.org]
Groq	Tensor Streaming Proc.	Groq	USA	820000	300	int8	Card	[groq.com] [doi.org]
Gyrfalcon	Gyrfalcon	Gyrfalcon	USA	2800	0.224	int8	Chip	[www.eetimes.com]
Gyrfalcon	Gyrfalcon	GyrfalconServer	USA	2.15e+06	900	int8	System	[www.hpcwire.com]
Hailo	Hailo-8	Hailo-8	Israel	2688	9.3	int8	Chip	[www.eetimes.com]
Hailo	Hailo-15H	Hailo-15	Israel	20000	2	int8	Chip	[www.eetimes.com]
Horizon Robotics	Journey2	Journey2	China	4000	2	int8	Chip	[en.horizon.ai]
Huawei HiSilicon	Ascend 310	Ascend-310	China	8000	8	fp16	Card	[e.huawei.com]
Huawei HiSilicon	Ascend 310	Ascend-310	China	16000	8	int8	Card	[e.huawei.com]
Huawei HiSilicon	Ascend 910A	Ascend-910A	China	320000	350	fp16	Card	[www.nextplatform.com] [www.tomshardware.com]
Huawei HiSilicon	Ascend 910A	Ascend-910A	China	640000	350	int8	Card	[www.nextplatform.com] [www.tomshardware.com]
Huawei HiSilicon	Ascend 910B	Ascend-910B	China	200000	400	fp16	Card	[www.nextplatform.com] [www.tomshardware.com]
Huawei HiSilicon	Ascend 910C	Ascend-910C	China	256000	600	fp16	Card	[www.nextplatform.com] [www.tomshardware.com]
IBM	TrueNorth	TrueNorth	USA	1890	0.5	int8	System	[www.top500.org] [doi.org] [doi.org]
IBM	TrueNorth	TrueNorthSys	USA	1890	44	int8	System	[www.top500.org] [doi.org] [doi.org]
IBM	NorthPole	NorthPole	USA	256000	44	int8	Chip	[doi.org] [doi.org] [doi.org]
IBM	Spyre AIU	Spyre	USA	300000	75	fp16	Card	[www.nextplatform.com] [hc2024.hotchips.org]
IBM/NYU	NeuFlow	NeuFlow	USA	320	10	int16	Chip	[doi.org]
Institute for Computing Technology	DaDianNao	DaDianNao	China	5590	15.97	int16	Chip	[cacm.acm.org] [doi.org]
Institute for Computing Technology	DianNao	DianNao	China	452	0.485	int16	Chip	[cacm.acm.org]
Institute for Computing Technology	PuDianNao	PuDianNao	China	1060	0.596	int16	Chip	[cacm.acm.org] [dl.acm.org]
Institute for Computing Technology	ShiDianNao	ShiDianNao	China	194	0.32	int16	Chip	[cacm.acm.org] [doi.org]
Intel	Arria 10 1150	Arria	USA	283000	85	fp16	Chip	[arxiv.org] [www.nextplatform.com]
Intel	Mobileye EyeQ5	EyeQ5	Israel	12000	5	int8	Chip	[www.blaize.com]
Intel	Movidius Myriad X	MovidiusX	USA	1000	2	int16	Chip	[www.extremetech.com]
Intel	Xe-HPC	Intel-Xe-HPC	USA	360000	600	fp16	Card	[www.tomshardware.com] [www.hpcwire.com] [www.tomshardware.com]
Intel	Flex140	Flex140	USA	105000	75	int8	Card	[www.nextplatform.com]
Intel	Flex170	Flex170	USA	256000	150	int8	Card	[www.nextplatform.com]
Intel	Nervana Lake Crest	Nervana1	USA	38000	210	fp32	Card	[newsroom.intel.com]
Intel	Nervana Spring Crest	Nervana2	USA	120000	210	fp16	Card	[newsroom.intel.com]
Intel	Xeon Platinum 8180	2xXeon8180	USA	4480	205	fp32	Chip	[www.anandtech.com] [www.cpu-world.com]
Intel	Xeon Platinum 8180	2xXeon8280	USA	38700	205	int8	Chip	[www.anandtech.com] [www.cpu-world.com]
Intel Habana	Gaudi	Gaudi	Israel	50000	200	fp16	Card	[habana.ai] [doi.org]
Intel Habana	Goya HL-1000	Goya	Israel	100000	150	int8	Card	[habana.ai] [doi.org] [www.linleygroup.com]
Intel Habana	Gaudi2	Gaudi2	Israel	432000	600	fp16	Card	[www.anandtech.com] [www.nextplatform.com]
Intel Habana	Gaudi3	Gaudi3	Israel	1.84e+06	900	fp16	Card	[www.anandtech.com]
Kalray	Coolidge	Kalray	France	3000	20	fp16	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kalray	Coolidge	Kalray	France	1000	20	fp32	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kalray	Coolidge	Kalray	France	24000	20	int8	Chip	[www.european-processor-initiative.eu] [www.eenewsanalog.com]
Kneron	KL520 Neural Processing Unit	KL520	USA	300	0.5	int8	Chip	[www.eetasia.com]
Kneron	KL720	KL720	USA	1400	1.556	int8	Chip	[www.eetimes.com]
Maxim	Max 78000	Maxim	USA	56	0.028	int8	Chip	[www.eetimes.com] [www.linleygroup.com] [doi.org]
MemryX	MX3	MX3	USA	5000	1	fp16	Chip	[www.eetimes.com]
Meta/Facebook	MTIA	MTIA	USA	102000	35	int8	Card	[www.nextplatform.com] [doi.org]
Meta/Facebook	MTIA2i	MTIA2i	USA	354000	85	int8	Card	[doi.org] [doi.org]
Microsoft	Brainwave	Brainwave	USA	2000	150	int8	Chip	[www.nextplatform.com]
MIT	Eyeriss	Eyeriss	USA	67.2	0.278	int16	Chip	[doi.org] [doi.org] [doi.org]
MIT	Netcast	Netcast	USA	10000	0.001	int8	Chip	[arxiv.org]
Moore Threads	MTT S50	MTT-S50	China	20800	85	int8	Chip	[www.tomshardware.com]
Moore Threads	MTT S2000	MTT-S2000	China	42400	150	int8	Chip	[www.tomshardware.com]
Mythic	M1076	Mythic76	USA	25000	3	analog	Chip	[www.eetimes.com] [www.nextplatform.com] [medium.com]
Mythic	M1108	Mythic108	USA	35000	4	analog	Chip	[www.eetimes.com] [www.nextplatform.com] [medium.com]
Neuchips	Raptor	NeuChipsRaptor	Taiwan	200000	55	int8	Card	[spectrum.ieee.org]
NovuMind	NovuTensor	NovuMind	USA	15000	15	int8	Chip	[moorinsightsstrategy.com] [www.eetimes.com]
NVIDIA	Ampere A10	A10	USA	125000	150	fp16	Card	[www.nextplatform.com]
NVIDIA	Ampere A100	A100	USA	312000	400	fp16	Card	[devblogs.nvidia.com]
NVIDIA	Ampere A800	A800	USA	218000	300	fp16	Card	[www.tomshardware.com]
NVIDIA	Ampere A30	A30	USA	165000	165	fp16	Card	[www.nextplatform.com]
NVIDIA	Ampere A40	A40	USA	150000	300	fp16	Card	[www.nextplatform.com]
NVIDIA	Broadwell	B100	USA	3.5e+06	700	fp16	Card	[www.nextplatform.com]
NVIDIA	Broadwell	B200	USA	4.5e+06	1000	fp16	Card	[www.nextplatform.com]
NVIDIA	DGX Station	DGX-Station	USA	480000	1500	fp16	System	[www.tomshardware.com]
NVIDIA	DGX-1	DGX-1	USA	900000	3500	fp16	System	[www.tomshardware.com] [www.anandtech.com]
NVIDIA	DGX-2	DGX-2	USA	1.92e+06	10000	fp16	System	[www.anandtech.com]
NVIDIA	DGX-A100	DGX-A100	USA	5e+06	6500	fp16	System	[devblogs.nvidia.com]
NVIDIA	DGX-H100	DGX-H100	USA	1.6e+07	10200	fp16	System	[wccftech.com]
NVIDIA	HGX-B200	HGX-B200	USA	3.5e+07	14300	fp16	System	[www.nvidia.com]
NVIDIA	Hopper H100 PCIe	H100	USA	800000	350	fp16	Card	[www.nextplatform.com]
NVIDIA	Hopper H100 SXM	H100SXM	USA	1e+06	700	fp16	Card	[www.anandtech.com]
NVIDIA	Hopper H100 NVL	H100NVL	USA	1e+06	400	fp16	Card	[www.nextplatform.com]
NVIDIA	H800 SXM	H800SXM	USA	989000	700	fp16	Card	[www.nextplatform.com]
NVIDIA	H800 SXM PCIe	H800	USA	757000	350	fp16	Card	[www.nextplatform.com]
NVIDIA	Hopper H200 SMX	H200SXM	USA	1.67e+06	600	fp16	Card	[www.nvidia.com]
NVIDIA	Hopper H200 NVL	H200NVL	USA	1.98e+06	700	fp16	Card	[www.nvidia.com]
NVIDIA	H20	H20	USA	148000	275	fp16	Card	[www.nextplatform.com]
NVIDIA	Jetson AGX Xavier	XavierAGX	USA	11000	30	fp16	System	[www.anandtech.com]
NVIDIA	Jetson AGX Xavier	XavierAGX	USA	32000	30	int8	System	[www.anandtech.com]
NVIDIA	Jetson NX Orin	OrinNX	USA	50000	25	int8	System	[www.hothardware.com] [www.nvidia.com]
NVIDIA	Jetson AGX Orin	OrinAGX	USA	138000	60	int8	System	[www.hothardware.com] [www.nvidia.com]
NVIDIA	Jetson TX1	Jetson1	USA	408	11.7	fp16	System	[devblogs.nvidia.com]
NVIDIA	Jetson TX2	Jetson2	USA	580	12.8	fp16	System	[devblogs.nvidia.com]
NVIDIA	Jetson Xavier NX	XavierNX	USA	6000	15	fp16	System	[www.anandtech.com]
NVIDIA	Jetson Xavier NX	XavierNX	USA	21000	15	int8	System	[www.anandtech.com]
NVIDIA	DRIVE AGX L2	AGX-L2	USA	200000	45	int8	System	[hothardware.com]
NVIDIA	DRIVE AGX L5	AGX-L5	USA	2e+06	800	int8	System	[hothardware.com]
NVIDIA	L4	L4	USA	243000	72	int8	Card	[www.nextplatform.com]
NVIDIA	L40	L40	USA	90500	300	fp16	Card	[www.techpowerup.com]
NVIDIA	L40S	L40S	USA	733000	350	int8	Card	[www.servethehome.com]
NVIDIA	Pascal P100	P100	USA	21200	300	fp16	Card	[www.nvidia.com] [www.anandtech.com]
NVIDIA	T4	T4	USA	131000	150	int8	Card	[devblogs.nvidia.com]
NVIDIA	Volta V100	V100	USA	125000	300	fp16	Card	[www.nvidia.com] [www.anandtech.com]
Perceive	Ergo	Perceive	USA	4000	0.0727	int8	Chip	[www.forbes.com]
PEZY Computing	PEZY-SC2	PEZY-SC2	Japan	8190	546.13	fp32	System	[fuse.wikichip.org]
Preferred Networks	MN-Core1	MN-C1	Japan	524000	500	fp16	Card	[projects.preferred.jp] [www.anandtech.com] [doi.org]
Preferred Networks	MN-Core2	MN-C2	Japan	393000	330	fp16	Card	[projects.preferred.jp] [doi.org]
Quadric	q1-64	Quadric	USA	6240	12	int8	Chip	[quadric.io]
Qualcomm	Cloud AI 100	Qcomm	USA	400000	75	int8	Card	[www.eetimes.com] [www.eetimes.com]
Qualcomm	QRB5165	RB5	USA	15000	30	int8	System	[www.therobotreport.com]
Qualcomm	QRB5165N	RB6	USA	200000	30	int8	System	[www.qualcomm.com]
Rebellions	ATOM Max	ATOM-Max	S. Korea	512000	350	int8	Card	[chipsandcheese.com] [www.eetimes.com] [doi.org]
Rockchip	RK3399Pro	RK3399Pro	China	2400	3	int8	Chip	[www.rock-chips.com]
SiMa.ai	SiMa.ai	SiMa.ai	USA	9120	4	int8	Chip	[www.linleygroup.com]
Stanford	EIE	EIE	USA	102	0.6	int16	Chip	[ieeexplore.ieee.org]
Stanford	TETRIS	Tetris	USA	128	8.42	int16	Chip	[dl.acm.org]
Syntiant	NDP101	Syntiant1	USA	200	0.01	int4	Chip	[www.eetimes.com] [www.eetimes.com]
Syntiant	NDP200	Syntiant2	USA	6.2	0.01	int8	Chip	[www.hackster.io]
Syntiant	NDP250	Syntiant3	USA	30	0.1	int8	Chip	[www.eetimes.com]
Tachyum	Prodigy	Tachyum	USA	1.2e+07	950	fp16	Chip	[www.tomshardware.com]
Tenstorrent	Greyskull	Greyskull	USA	368000	75	int8	Card	[www.tenstorrent.com]
Tenstorrent	Wormhole n300	Wormhole	USA	430000	160	fp8	Card	[doi.org] [www.anandtech.com]
Tenstorrent	Blackhole	Blackhole	USA	774000	300	fp8	Card	[www.theregister.com] [tenstorrent.com]
Tesla	Full Self-Driving Comp.	TeslaFSD	USA	72000	72	int8	System	[doi.org] [en.wikichip.org]
Tesla	Dojo D1	DojoD1	USA	360000	600	fp16	Chip	[doi.org] [www.nextplatform.com]
Texas Instruments	TDA4VM	TexInst	USA	8000	20	int8	Chip	[www.eetimes.com] [www.ti.com] [www.linleygroup.com]
Toshiba	2015	Toshiba	Japan	20000	10	int8	System	[www.eetimes.com]
Tsinghua	Tianjic	Tianjic	China	1210	0.95	int8	Chip	[www.nature.com]
Untether	TsunAImi	TsunAImi	Canada	2e+06	400	int8	Card	[www.linleygroup.com]
XMOS	xcore.ai	xcore.ai	UK	51.2	1	int8	Chip	[www.eetimes.com]