Skip to content

Latest commit

 

History

History
122 lines (111 loc) · 21.5 KB

peak_2021.md

File metadata and controls

122 lines (111 loc) · 21.5 KB
Raw

2021 IEEE-HPEC Paper Data

This page has a list of some of the data columns/fields that are included in the 2021 IEEE-HPEC paper:

A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "Survey of Machine Learning Accelerators," 2021 IEEE High Performance Extreme Computing Conference (HPEC), 2021, pp. 1-10, [IEEE Xplore doi: coming in October] [ArXiv.org/abs/2109.08957].

For the full dataset in CSV format, please download [peak-accelerators-ieee-hpec-2021.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 Alibaba 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 AWS 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]
ARM Ethos N77 Ethos 4100 0.8 int8 Chip [fuse.wikichip.org]
Baidu Baidu Kunlun 818-300 Baidu 281000 160 int8 Chip [doi.org] [www.eetimes.com] [www.zdnet.com]
Bitmain BM1880 Bitmain 1000 2.5 int8 Chip [www.linleygroup.com]
Blaize El Cano Blaize 1.6e-08 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]
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]
GraphCore C2 GraphCore 250000 300 fp16.32 Card [www.linleygroup.com] [www.graphcore.ai]
GraphCore C2 GraphCoreNode 1.6e+06 2400 fp16.32 System [www.graphcore.ai]
GreenWaves GAP9 GreenWaves 151 4.98 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 150 fp16 Card [habana.ai] [doi.org]
Habana Goya HL-1000 Goya 100000 150 int8 Card [habana.ai] [doi.org]
Hailo Hailo Hailo-8 2688 9.3 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 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]
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]
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 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 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 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 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 Preferred-MN-3 5.24e-07 500 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]
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]
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 1.6 1 fp16 Chip [www.eetimes.com]

Copyright 2021 MIT, Albert I. Reuther