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2019 IEEE-HPEC Paper Data

This page has a list of some of the data columns/fields that are included in the 2019 IEEE-HPEC paper:

A. Reuther, P. Michaleas, M. Jones, V. Gadepally, S. Samsi and J. Kepner, "Survey and Benchmarking of Machine Learning Accelerators," 2019 IEEE High Performance Extreme Computing Conference (HPEC), 2019, pp. 1-9, [IEEE Xplore doi:: 10.1109/HPEC.2019.8916327] [ArXiv.org/abs/1908.11348].

For the full dataset in CSV format, please download [peak_accelerators_ieee_hpec_2019.csv].

Company Product Label Peak Perf. (GOPs/ GFLOPs) Peak Power (W) Precision Form Factor References
NVIDIA Tesla K80 K80 8740 300 float Card [www.anandtech.com]
NVIDIA Pascal NVMe P100 21200 300 half Card [www.nvidia.com] [www.anandtech.com]
NVIDIA Volta NVMe V100 125000 300 AI Card [www.nvidia.com] [www.anandtech.com]
NVIDIA DGX-1 DGX-1 960000 3500 AI System [www.anandtech.com]
NVIDIA DGX-2 DGX-2 1.92e+06 10000 AI System [www.anandtech.com]
NVIDIA DGX Station DGX-Station 480000 1500 AI System [clustervision.com]
NVIDIA Jetson1 Jetson1 408 11.7 AI System [devblogs.nvidia.com]
NVIDIA Jetson2 Jetson2 580 12.8 AI System [devblogs.nvidia.com]
NVIDIA Jetson Xavier Xavier 10000 30 half System [www.extremetech.com]
NVIDIA Turing Quadro RTX 6000 Turing 131000 260 int8 Card [devblogs.nvidia.com]
GraphCore C2 GraphCoreC2 5000 300 AI Card [www.graphcore.ai] [github.com]
GraphCore C2 GraphCoreNode 32000 2400 AI System [www.graphcore.ai] [github.com]
Wave Computing DPU Wave DPU 180000 300 AI Card [www.nextplatform.com] [github.com]
Wave Computing DPU Wave System 2.9e+06 2700 AI System [www.top500.org] [github.com]
Intel Xeon Phi 7210F Phi7210F 2660 230 double Chip [en.wikipedia.org]
Intel Xeon Phi 7290F Phi7290F 3460 260 double Chip [en.wikipedia.org]
Intel Xeon Skylake SP (Scalable) 2xSkylakeSP 2620 410 float Chip [software.intel.com] [ark.intel.com]
Intel Nervana Lake Crest Nervana1 38000 210 float Card [newsroom.intel.com] [www.hpcwire.com] [www.top500.org]
Intel Nervana NNP L-1000 (Spring Crest) Nervana2 120000 210 AI Card [newsroom.intel.com] [www.hpcwire.com] [www.top500.org]
Intel Movidius Myriad X MovidiusX 1000 2 int16 Chip [www.extremetech.com] [thenewstack.io]
Intel Arria 10 1150 Arria 283000 85 AI Chip [arxiv.org] [www.nextplatform.com]
Habana Goya HL-1000 Goya 57000 100 AI Chip [www.top500.org] [www.cv-foundation.org]
Google TPU1 TPU1 23000 40 int16 Chip [www.nextplatform.com]
Google TPU2 TPU2 45000 250 AI Chip [www.nextplatform.com]
Google TPU3 TPU3 90000 200 AI Chip [www.nextplatform.com]
Google TPU Edge TPUedge 58.5 2 AI System [aiyprojects.withgoogle.com]
MIT Eyeriss Eyeriss 32.7 0.45 AI Chip [ieeexplore.ieee.org] [github.com]
IBM TrueNorth TrueNorth 1890 0.5 int8 System [www.top500.org] [github.com]
IBM TrueNorth TrueNorth 1890 44 int8 System [www.top500.org] [github.com]
Rockchip RK3399Pro RK3399Pro 2400 3 8bit Chip [www.rock-chips.com] [www.cnx-software.com]
Baidu Baidu Kunlun 818-300 Baidu 260000 100 AI Chip [www.eetimes.com] [www.zdnet.com]
AIStorm AIStorm AIStorm 2500 0.227 int8 Chip [www.eetimes.com]
Xilinx / Tokyo Tech Zynq XC7Z020 Zynq-020 330 2.3 1-bit System [arxiv.org] [ieeexplore.ieee.org]
Intel / Univ Sydney GX1155 GX1155 40800 48 1-bit System [arxiv.org] [ieeexplore.ieee.org]
Fudan Univ Zynq XC7Z020 Zynq-020 410 2.26 2-bit System [arxiv.org] [ieeexplore.ieee.org]
Xilinx / Tsinghua U Zynq XC7Z020 Zynq-020 84.3 3.5 int8 System [arxiv.org] [ieeexplore.ieee.org]
ASU / Intel Intel Arria 10 GX1150 Arria 10 645 21.2 int16/int8 System [arxiv.org] [dl.acm.org]
DeePhi / Stanford / Xilinx Xilinx XCKU060 Zynq-060 2520 41 int16/int12 System [arxiv.org] [dl.acm.org]
Peking Univ / UCLA / Xilinx Xilinx XC7Z020 + XCV7VX620Tx6 XilinxCluster 1280 160 int16 System [arxiv.org] [dl.acm.org]
Univ Wisconsin / Intel Intel Arria 10 GX1150 Arria 10 1790 37.46 int16 System [arxiv.org] [dl.acm.org]
Peking Univ / Xilinx Xilinx ZCU102 ZCU102 2940 23.6 int16 System [arxiv.org] [ieeexplore.ieee.org]
Intel Intel Arria 10 GX1150 Arria 10 1380 45 fp16 System [arxiv.org] [dl.acm.org]
USC / Intel Stratix-V Stratix-V 229 8.04 int32 System [arxiv.org] [ieeexplore.ieee.org]
Univ Wisconsin / Intel Intel Arria 10 GX1150 Arria 10 866 41.73 float System [arxiv.org] [dl.acm.org]
Cambricon Cambricon MLU-100 Cambricon 166000 110 int8 Chip [www.anandtech.com] [ieeexplore.ieee.org]
Cambricon Cambricon MLU-100 Cambricon 83200 110 fp16 Chip [www.anandtech.com] [ieeexplore.ieee.org]
DianNao DianNao DianNao 452 0.485 int16 Chip [cacm.acm.org]
DianNao DaDianNao DaDianNao 5590 15.97 int16 Chip [cacm.acm.org]
DianNao ShiDianNao ShiDianNao 194 0.32 int16 Chip [cacm.acm.org]
DianNao PuDianNao PuDianNao 1060 0.596 int16 Chip [cacm.acm.org]
Apple Apple A12 Neural Engine A12 624 5.5 int8 System [www.anandtech.com] [medium.com]
Qualcomm Snapdragon 845 S845 200 5.01 int8 System [www.anandtech.com]
QualComm Snapdragon 835 S835 130 3.79 int8 System [www.anandtech.com]
Huawei Kirin 970 (Mali--75) Mali-75 261 6.33 int8 System [www.anandtech.com]
Huawei Kirin 980 (Mali-76) Mali-76 468 5 int8 System [www.anandtech.com]
Groq Groq Groq 400000 300 int16 Card [www.electronicdesign.com]
AMD Radeon Instinct MI60 AMD-MI60 29500 300 fp16 Card [www.amd.com]
AMD Radeon Instinct MI6 AMD-MI6 5730 150 fp16 Card [www.amd.com]
Tesla Tesla Full Self-Driving Computer Tesla 72000 72 int8 [www.youtube.com]
ASU / Intel Stratix-V 5SGSD8 Stratix-V 118 19.1 int16/int8 System [arxiv.org] [dl.acm.org]
NUDT / Xilinx Virtex7 XC7VX690T Virtex7 222 24.8 int16/int8 System [arxiv.org] [ieeexplore.ieee.org]
Imperial College Xilinx XC7Z020 Zynq-020 12.7 1.75 int16 System [arxiv.org] [dl.acm.org]
Tsinghua / Xilinx Xilinx Zynq XC7Z045 Zynq-045 137 9.63 int16 System [arxiv.org] [dl.acm.org]
Peking Univ / Xilinx Xilinx XC7Z045 Zynq-045 230 9.4 int16 System [arxiv.org] [dl.acm.org]
Peking Univ / UCLA / Xilinx Xilinx XC7VX690T Virtex7 354 26 int16 System [arxiv.org] [ieeexplore.ieee.org]
Peking Univ / UCLA / Intel Stratix-V 5SGSMD5 Stratix-V 364 25 int16 System [arxiv.org] [ieeexplore.ieee.org]
Fudan Univ / Xilinx Xilinx XC7VX690T Virtex7 566 30.2 int16 System [arxiv.org] [ieeexplore.ieee.org]
NUDT / Xilinx Xilinx XC7VX690T Virtex7 431 25 int16 System [arxiv.org] [dl.acm.org]
NUDT / Xilinx Xilinx XCVU440 Xilinx-440 785 26 int16 System [arxiv.org] [dl.acm.org]
Peking Univ / UCLA / Xilinx Xilinx XC7VX485T XC-485T 7.26 19.63 float System [arxiv.org] [ieeexplore.ieee.org]
Peking Univ / UCLA / Xilinx Xilinx XC7VX485T XC-485T 61.6 18.61 float System [arxiv.org] [dl.acm.org]
USC / Intel Stratix V Stratix-V 124 13.18 float System [arxiv.org] [dl.acm.org]

Copyright 2021 MIT, Albert I. Reuther