EPYC Tyan Server, "High Performance Conjugate Gradient 3.1 - ", Higher Results Are Better "Ubuntu 20.04.2 LTS",12.8885,12.8686,12.8764 "Fedora Server 34",18.3134,11.6069,11.2356,11.0426,11.0304,11.0234,11.0439,11.0321,11.0606,11.0676,11.0511,11.0482 "Debian Bullseye",16.8979,11.1513,11.1584,11.2089,11.1228,11.1492,11.1545,11.1522,11.1521 "CentOS Stream",11.0469,12.4265,12.6165,12.6151,12.6679,12.5337,12.5618,12.5734,12.5666,12.6355,12.619,12.6405 "NAS Parallel Benchmarks 3.4 - Test / Class: BT.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",88339.84,87879.62,87645.48 "Fedora Server 34",19748.39,21231.61,21252.8,16918.37,20417.45,21232.59,21241.68,21270.48,21254.61 "Debian 10.10",87259.16,88110.33,88295.64 "Debian Bullseye",89239.06,89234.8,89104.44 "CentOS Stream",21322.49,21312.84,21306.79 "NAS Parallel Benchmarks 3.4 - Test / Class: CG.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",29384.41,30314.17,29976.54 "Fedora Server 34",13566.81,13603.74,13592.27 "Debian Bullseye",30460.11,30714.59,29881.94 "CentOS Stream",13080.4,12510.8,13066.78,13041.09 "NAS Parallel Benchmarks 3.4 - Test / Class: EP.D", Higher Results Are Better "Ubuntu 20.04.2 LTS",2933.36,2683.67,2969.06,2917.41,2943.29,2968.93,2967.82,2961.18,2950.23,2938,2976.57,2964.35,2971.48 "Fedora Server 34",1641.65,1278.9,1641.66,1641.03,1640.64,1640.86,1444.76,1642.12,1641.21,1641.07,1640.2,1641.29,1641.17,1640.51 "Debian Bullseye",2948.6,2971.76,2975.28 "CentOS Stream",1019.52,899.49,1034.65,1042.39,1032.5,966.13,894.19,1034.84,1036.69,1033.25,1036.44,1042.91 "NAS Parallel Benchmarks 3.4 - Test / Class: FT.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",46997.65,47044.85,47136.55 "Fedora Server 34",17987.58,17925.22,18075.48 "Debian Bullseye",49204.61,49217.54,48806.56 "CentOS Stream",18872.29,18782.62,18954.69 "NAS Parallel Benchmarks 3.4 - Test / Class: IS.D", Higher Results Are Better "Ubuntu 20.04.2 LTS",1794.3,1770.26,1795.89 "Fedora Server 34",1060.76,1117.81,1090.51,1099.63 "Debian Bullseye",1714.2,1728.6,1751.23 "CentOS Stream",969.43,956.6,948.46 "NAS Parallel Benchmarks 3.4 - Test / Class: LU.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",102059.87,103765.24,101833.42 "Fedora Server 34",21326,21421.19,21472.15 "Debian Bullseye",105980.87,106548.29,103841.68 "CentOS Stream",21262.3,20939.85,21059.63 "NAS Parallel Benchmarks 3.4 - Test / Class: MG.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",49305,49105.03,49386.05 "Fedora Server 34",21046.26,23081.32,24083.41,24210.28,24160.38,23762.77,22616.29,17561.91,22425.92,24323.63,24333.59,23856.92,24279.13,24365.05,23211.31 "Debian Bullseye",50160.98,50212.59,50012.22 "CentOS Stream",21308.91,23735.81,23176.15,23784.5,22304.13,22761.56,22061.48,23569.85,23641.19,23724.12,21247.24,23758.11,23720.74,23191.52,23568.58 "NAS Parallel Benchmarks 3.4 - Test / Class: SP.C", Higher Results Are Better "Ubuntu 20.04.2 LTS",33278.4,33307.04,33117.39 "Fedora Server 34",9977.77,10065.31,10131.76 "Debian 10.10",34000.76,33749.33,33781.46 "Debian Bullseye",33168.24,33179.86,32956.09 "CentOS Stream",10293.32,10309.49,10309.08 "miniFE 2.2 - Problem Size: Small", Higher Results Are Better "Ubuntu 20.04.2 LTS",9938.39,10300,11197.9,10226.9,11158.7,10751.9,12300.6,10280.1,11397.8,10808.3,11914.2,13203.5,12390.2,12209.2,9967.97 "Fedora Server 34",10309.9,10241.1,11026,8854.68,9947.88,11284.3,9380.75,9289.93,10114.7,9440.54,10251.1,10072.6 "Debian 10.10",11416.2,10209.7,12084.6,11215.5,11338,10421,11257.6,10843.4,9597,11016.1,11004.8,12216.4,11813.2,8624.73,10717.8 "Debian Bullseye",13517.3,13155.2,12721.8,12410.2,13390.8,16651.5,13407.9,13465.8,13465.7,14384.8,11293.7,12400.5 "CentOS Stream",8120.42,7838.88,6916.88,7793.08,7393.96,7541.55,7552.19,7370.45,12021.8,7410.39,7631.17,7550 "NAMD 2.14 - ATPase Simulation - 327,506 Atoms", Lower Results Are Better "Ubuntu 20.04.2 LTS",0.673336,0.671988,0.67224 "Fedora Server 34",0.674556,0.673144,0.672953 "Debian 10.10",0.671728,0.67175,0.672297 "Debian Bullseye",0.670476,0.67203,0.671415 "CentOS Stream",0.674646,0.674107,0.673711 "NWChem 7.0.2 - Input: C240 Buckyball", Lower Results Are Better "Ubuntu 20.04.2 LTS", "Debian Bullseye", "Xcompact3d Incompact3d 2021-03-11 - Input: input.i3d 193 Cells Per Direction", Lower Results Are Better "Ubuntu 20.04.2 LTS",28.317215,28.9640121,27.2486725,27.3068027,28.0782299,27.346756 "Fedora Server 34",28.9039173,28.995739,29.2102871 "Debian Bullseye",28.3182449,26.6126499,27.0685196,26.5906181,28.2774391,28.2597561,28.3102837,28.3411903,28.2037296,28.2685699,26.3862782,27.1005173,27.116581,28.3925686,28.2810287 "CentOS Stream",28.7642555,28.295433,28.8835392 "OpenFOAM 8 - Input: Motorbike 30M", Lower Results Are Better "Ubuntu 20.04.2 LTS",22.3,22.14,22.28 "Debian Bullseye",21.73,21.68,21.91 "OpenFOAM 8 - Input: Motorbike 60M", Lower Results Are Better "Ubuntu 20.04.2 LTS",237.46,237.44,237.24 "Debian Bullseye",236.42,236.69,236.63 "Xmrig 6.12.1 - Variant: Monero - Hash Count: 1M", Higher Results Are Better "Ubuntu 20.04.2 LTS",21879.4,21982.4,21882.8 "Debian 10.10",22235.1,22413,22355.4 "Debian Bullseye",23620,23595.5,23513.4 "Xmrig 6.12.1 - Variant: Wownero - Hash Count: 1M", Higher Results Are Better "Ubuntu 20.04.2 LTS",23194.3,23075,23100 "Debian 10.10",22869.7,23143.9,22996.4 "Debian Bullseye",24461.2,24436.7,24536.9 "LuxCoreRender 2.5 - Scene: DLSC - Acceleration: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",5.47,5.44,5.44 "Fedora Server 34",5.41,5.54,5.44 "Debian 10.10",5.49,5.43,5.48 "Debian Bullseye",5.43,5.48,5.45 "CentOS Stream",5.44,5.47,5.47 "LuxCoreRender 2.5 - Scene: Danish Mood - Acceleration: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",4.35,4.3,4.3 "Fedora Server 34",4.4,4.32,4.46 "Debian 10.10",4.38,4.39,4.31 "Debian Bullseye",4.42,4.44,4.41 "CentOS Stream",4.44,4.44,4.31 "LuxCoreRender 2.5 - Scene: Orange Juice - Acceleration: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",8.28,8.28,8.3 "Fedora Server 34",8.3,8.26,8.31 "Debian 10.10",8.35,8.32,8.32 "Debian Bullseye",8.44,8.35,8.39 "CentOS Stream",8.21,8.26,8.29 "LuxCoreRender 2.5 - Scene: LuxCore Benchmark - Acceleration: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",4.72,4.74,4.72 "Fedora Server 34",4.68,4.7,4.67 "Debian 10.10",4.74,4.71,4.78 "Debian Bullseye",4.76,4.78,4.82 "CentOS Stream",4.75,4.71,4.75 "LuxCoreRender 2.5 - Scene: Rainbow Colors and Prism - Acceleration: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",15.85,17.69,16.25,16.34,16.1,16.1,16,16.27,16.21,18.46,16,16.33,16,16.12,15.94 "Fedora Server 34",15.91,16.24,16.17 "Debian 10.10",18.37,16.18,16.26,18.66,16.13,16.21,18.48,16.01,18.27,16.05,16.4,16.27,18.5,18.8,16.44 "Debian Bullseye",16.06,16.14,17.58,16.05,15.78,17.82,15.93,15.69,18.09,17.88,17.69,16.02,16.17,18.35,16.01 "CentOS Stream",15.97,18.83,18.35,15.9,16.11,15.87,16.17,16.46,16.41,18.11,18.2,18.31,18.11,16.23,16.11 "OSPray 1.8.5 - Demo: San Miguel - Renderer: Path Tracer", Higher Results Are Better "Ubuntu 20.04.2 LTS",3.7174721189591,3.7174721189591,3.7174721189591 "Fedora Server 34",3.7174721189591,3.6764705882353,3.7174721189591 "Debian 10.10",3.7313432835821,3.7313432835821,3.7313432835821 "Debian Bullseye",3.7735849056604,3.7735849056604,3.7878787878788 "CentOS Stream",3.7735849056604,3.7593984962406,3.690036900369 "OSPray 1.8.5 - Demo: XFrog Forest - Renderer: Path Tracer", Higher Results Are Better "Ubuntu 20.04.2 LTS",4.4642857142857,4.4843049327354,4.4642857142857 "Fedora Server 34",4.4642857142857,4.4642857142857,4.4642857142857 "Debian 10.10",4.4843049327354,4.4843049327354,4.4843049327354 "Debian Bullseye",4.5045045045045,4.4843049327354,4.5045045045045 "CentOS Stream",4.4642857142857,4.4642857142857,4.4642857142857 "OSPray 1.8.5 - Demo: NASA Streamlines - Renderer: Path Tracer", Higher Results Are Better "Ubuntu 20.04.2 LTS",12.345679012346,12.345679012346,12.345679012346 "Fedora Server 34",12.345679012346,12.345679012346,12.345679012346 "Debian 10.10",12.5,12.5,12.5 "Debian Bullseye",12.658227848101,12.658227848101,12.658227848101 "CentOS Stream",12.5,12.5,12.5 "OSPray 1.8.5 - Demo: Magnetic Reconnection - Renderer: Path Tracer", Higher Results Are Better "Ubuntu 20.04.2 LTS", "Fedora Server 34", "Debian 10.10",500,333.33333333333,500,333.33333333333,500,500,333.33333333333,333.33333333333,500,500,500,500,500,500,333.33333333333 "Debian Bullseye",333.33333333333,500,333.33333333333,500,333.33333333333,500,500,333.33333333333,500,333.33333333333,500,333.33333333333,500,333.33333333333,500 "CentOS Stream", "Embree 3.13 - Binary: Pathtracer ISPC - Model: Crown", Higher Results Are Better "Ubuntu 20.04.2 LTS",33.3053,33.3077,33.3431 "Fedora Server 34",33.3741,33.4832,33.3107 "Debian 10.10",32.8169,32.5116,32.4331 "Debian Bullseye",33.6106,33.5669,33.3838 "CentOS Stream",33.2806,33.4227,33.1846 "Embree 3.13 - Binary: Pathtracer ISPC - Model: Asian Dragon", Higher Results Are Better "Ubuntu 20.04.2 LTS",37.4051,37.479,36.6753 "Fedora Server 34",37.552,37.0926,37.5068 "Debian 10.10",29.8958,36.4988,32.7684,29.5464,33.4295,31.7848,34.2474,32.3842,36.5398,29.4866,29.363,33.7604,33.4849,29.4647,33.9596 "Debian Bullseye",37.0854,37.1007,37.7598 "CentOS Stream",37.1615,37.4275,37.0954 "SVT-AV1 0.8.7 - Encoder Mode: Preset 4 - Input: Bosphorus 4K", Higher Results Are Better "Ubuntu 20.04.2 LTS",1.931,1.93,1.932 "Fedora Server 34",1.909,1.91,1.92 "Debian 10.10",1.851,1.857,1.847 "Debian Bullseye",1.696,1.712,1.712 "CentOS Stream",1.95,1.975,1.951 "SVT-AV1 0.8.7 - Encoder Mode: Preset 8 - Input: Bosphorus 4K", Higher Results Are Better "Ubuntu 20.04.2 LTS",20.663,21.083,20.807 "Fedora Server 34",18.218,18.261,18.557 "Debian 10.10",20.657,20.927,20.565 "Debian Bullseye",14.653,15.076,14.897 "CentOS Stream",22.536,22.293,22.376 "SVT-HEVC 1.5.0 - Tuning: 1 - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",24.48,24.75,24.73 "Fedora Server 34",24.53,24.87,24.74 "Debian 10.10",25.11,25.23,25.22 "Debian Bullseye",24.79,25.02,25.06 "CentOS Stream",24.86,24.76,24.67 "SVT-HEVC 1.5.0 - Tuning: 7 - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",275.48,289.16,282.49 "Fedora Server 34",280.5,278.04,285.58 "Debian 10.10",299.1,289.86,300.75 "Debian Bullseye",282.89,270.03,271.37,270.51 "CentOS Stream",288.46,285.31,281.82 "SVT-HEVC 1.5.0 - Tuning: 10 - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",505.48,476.57,438.28,413.51,396.04,464.4,508.47,408.16,505.05,415.22,405.95,491.4,521.29,410.12,512.82 "Fedora Server 34",461.54,408.72,422.24,426.74,429.18,407.61,430.42,427.96,442.48,456.27,412.65,411.24,450.11,494.64,429.18 "Debian 10.10",522.65,531.91,550.96,542.5 "Debian Bullseye",469.12,403.77,443.13,426.74,462.61,489.8,424.63,478.47,422.54,383.88,420.46,407.61,396.83,409.84,406.23 "CentOS Stream",531.44,481.93,517.24,433.53,471.33,455.58,529.1,446.1,476.95,433.84,406.5,422.83 "SVT-VP9 0.3 - Tuning: VMAF Optimized - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",303.39,354.28,354.85,352.56,351.49,353.43,358.61,353.3,348.81,350.67,353.71,354.78 "Fedora Server 34",288.3,292.71,294.26 "Debian 10.10",311.18,341.87,345.76,349.06,343.82,347.69,343.89,340.57,353.22,347.28,348.47,351.47,348.88,350.94,349.86 "Debian Bullseye",259.25,252.17,257.62 "CentOS Stream",318.8,295.25,300.25,290.48,306.48,296.53,302.12,296.73,301.62,296.64,329.41,284.82,302.95,296.6,331.3 "SVT-VP9 0.3 - Tuning: PSNR/SSIM Optimized - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",354.41,350,357.53 "Fedora Server 34",329.62,306.18,297.47,305.08,306.5,304.05,298.14,301.49,305.82,307.29,298.07,316.29,296.81,301.95,302.33 "Debian 10.10",352.47,356.69,352.03 "Debian Bullseye",260.09,259.38,259.2 "CentOS Stream",302.14,307.53,299.34 "SVT-VP9 0.3 - Tuning: Visual Quality Optimized - Input: Bosphorus 1080p", Higher Results Are Better "Ubuntu 20.04.2 LTS",267.93,260.29,266.45 "Fedora Server 34",268.31,275.55,273.78 "Debian 10.10",296.63,302.84,292.75 "Debian Bullseye",241.76,229.27,230.68,240.47,239.42 "CentOS Stream",278.09,272.51,271.47 "VP9 libvpx Encoding 1.10.0 - Speed: Speed 0 - Input: Bosphorus 4K", Higher Results Are Better "Ubuntu 20.04.2 LTS",6.15,6.15,6.17 "Fedora Server 34",6.85,6.86,6.96 "Debian 10.10",6.04,6.07,6.04 "Debian Bullseye",6.46,6.48,6.63 "CentOS Stream",6.44,6.46,6.55 "VP9 libvpx Encoding 1.10.0 - Speed: Speed 5 - Input: Bosphorus 4K", Higher Results Are Better "Ubuntu 20.04.2 LTS",13.73,13.67,13.5 "Fedora Server 34",16.06,16.49,16.13 "Debian 10.10",13.06,12.93,13.1 "Debian Bullseye",9.4,9.25,9.29 "CentOS Stream",14.58,15.25,14.62,15.97,14.69,14.79,15.16,14.98,14.82,14.51,14.62,15.07,14.63,14.78,14.94 "Intel Open Image Denoise 1.4.0 - Run: RT.hdr_alb_nrm.3840x2160", Higher Results Are Better "Ubuntu 20.04.2 LTS",0.89612961618769,0.90619109757866,0.90468263733082 "Fedora Server 34",0.96081784815235,0.96019972154208,0.95460837191542 "Debian 10.10",0.86775425199584,0.85605444506271,0.8727755134102 "Debian Bullseye",0.86472276987998,0.88769740170971,0.90391394739221 "CentOS Stream",0.9323313878685,0.94223177017083,0.94688003030016 "Intel Open Image Denoise 1.4.0 - Run: RT.ldr_alb_nrm.3840x2160", Higher Results Are Better "Ubuntu 20.04.2 LTS",0.89779501544207,0.90077106002738,0.90947123342489 "Fedora Server 34",0.95821235902301,0.96059633820676,0.96104869633744 "Debian 10.10",0.87658552406666,0.87017812546228,0.86961058837852 "Debian Bullseye",0.89304851039509,0.94450111451132,0.94434948485736,0.93549745076945,0.95218144769667,0.95713014098527 "CentOS Stream",0.95232653372188,0.9379103357719,0.94567119012719 "Intel Open Image Denoise 1.4.0 - Run: RTLightmap.hdr.4096x4096", Higher Results Are Better "Ubuntu 20.04.2 LTS",0.44806681572356,0.45861251370105,0.45254602393063 "Fedora Server 34",0.48124584925455,0.48184875731206,0.48073225136528 "Debian 10.10",0.43478638944687,0.44135106387674,0.43037408115134 "Debian Bullseye",0.45804743539241,0.45576566352644,0.46045391546987 "CentOS Stream",0.47584831858997,0.4749826631328,0.46729627050847 "OpenVKL 0.9 - Benchmark: vklBenchmark", Higher Results Are Better "Ubuntu 20.04.2 LTS",329,295,292,292,296,295,292,290,292 "Fedora Server 34",299,296,294 "Debian 10.10",286,278,282 "Debian Bullseye",294,283,284 "CentOS Stream",328,286,289,289,290,290,290,291,288 "libavif avifenc 0.9.0 - Encoder Speed: 10", Lower Results Are Better "Ubuntu 20.04.2 LTS",3.826,3.843,3.783 "Fedora Server 34",3.661,3.513,3.725,3.698,3.521,3.709,3.534,3.543,3.678 "Debian 10.10",2.857,2.763,2.735 "Debian Bullseye",2.759,2.808,2.972,2.812,2.948,2.795,2.968,2.782,2.945,2.896,2.923,2.976,2.793,2.81,2.915 "CentOS Stream",2.791,2.955,2.724,2.836,2.965,2.855,2.941,2.687,2.806,2.867,2.699,2.834,2.756,2.834,2.709 "libavif avifenc 0.9.0 - Encoder Speed: 6, Lossless", Lower Results Are Better "Ubuntu 20.04.2 LTS",30.554,29.856,30.257 "Fedora Server 34",27.916,27.838,27.89 "Debian 10.10",27.023,27.853,26.835 "Debian Bullseye",27.225,27.549,27.411 "CentOS Stream",26.782,27.141,27.078 "libavif avifenc 0.9.0 - Encoder Speed: 10, Lossless", Lower Results Are Better "Ubuntu 20.04.2 LTS",6.009,6.33,6.382,6.428,6.257,6.315 "Fedora Server 34",6.181,6.196,6.177 "Debian 10.10",5.87,5.104,5.12,5.204,5.143,5.207,5.182,5.161,5.893,5.093,5.215,5.242,5.947,5.236,5.234 "Debian Bullseye",5.311,5.268,5.316 "CentOS Stream",5.192,5.296,5.075 "Timed Godot Game Engine Compilation 3.2.3 - Time To Compile", Lower Results Are Better "Ubuntu 20.04.2 LTS",58.274,58.087,57.359 "Fedora Server 34",54.88,55.132,54.832 "Debian 10.10",63.21,63.956,62.714 "Debian Bullseye",53.495,53.684,53.098 "Timed Linux Kernel Compilation 5.10.20 - Time To Compile", Lower Results Are Better "Ubuntu 20.04.2 LTS",36.565,34.853,34.734,34.797,34.738 "Fedora Server 34",35.229,33.598,33.623,33.624 "Debian 10.10",31.156,28.646,29.041,29.772,29.691,29.22,29.594,28.796,29.644,29.358 "Debian Bullseye",32.949,31.505,31.639 "CentOS Stream",32.57,30.168,31.196,31.233,31.07,30.551,31.15 "Timed LLVM Compilation 12.0 - Build System: Ninja", Lower Results Are Better "Ubuntu 20.04.2 LTS",231.031,233.661,233.581 "Fedora Server 34",208.319,209.772,210.98 "Debian 10.10",185.185,185.441,184.977 "Debian Bullseye",202.031,202.199,201.809 "CentOS Stream",191.937,191.192,193.462 "Timed LLVM Compilation 12.0 - Build System: Unix Makefiles", Lower Results Are Better "Ubuntu 20.04.2 LTS",285.939,283.969,289.218 "Fedora Server 34",254.199,260.503,256.803 "Debian 10.10",216.96,227.031,225.801 "Debian Bullseye",247.471,255.124,249.124 "CentOS Stream",229.015,226.064,228.145 "Timed Mesa Compilation 21.0 - Time To Compile", Lower Results Are Better "Ubuntu 20.04.2 LTS",23.346,22.628,22.266 "Debian Bullseye",20.447,20.278,20.094 "CentOS Stream",20.168,20.095,19.984 "Timed Node.js Compilation 15.11 - Time To Compile", Lower Results Are Better "Ubuntu 20.04.2 LTS",151.849,151.57,151.523 "Fedora Server 34",137.236,137.962,137.566 "Debian 10.10",122.805,123.315,123.296 "Debian Bullseye",134.101,134.632,134.487 "CentOS Stream",127.198,127.599,127.698 "Timed Wasmer Compilation 1.0.2 - Time To Compile", Lower Results Are Better "Ubuntu 20.04.2 LTS",60.618,61.286,61.819 "Fedora Server 34",41.42,41.214,41.861 "Debian Bullseye",60.688,59.624,61.612 "CentOS Stream",44.2,46.257,44.565 "GROMACS 2021.2 - Implementation: MPI CPU - Input: water_GMX50_bare", Higher Results Are Better "Ubuntu 20.04.2 LTS",3.623,3.636,3.657 "Fedora Server 34",3.655,3.635,3.631 "Debian Bullseye",3.751,3.765,3.751 "CentOS Stream",3.799,3.807,3.798 "TensorFlow Lite 2020-08-23 - Model: SqueezeNet", Lower Results Are Better "Ubuntu 20.04.2 LTS",69103.8,68919.2,69554.9 "Fedora Server 34",71144.7,70785.3,69431.8 "Debian 10.10",69390.7,69562.6,70585.3 "Debian Bullseye",68718.2,69679.8,68924 "CentOS Stream",82746.5,97374,75881.5,84327,84766.8,82046.1,77407.2,104795,88124.9,84564.8,88128.7,91116,80405.9,95216.9,96811.3 "TensorFlow Lite 2020-08-23 - Model: Inception V4", Lower Results Are Better "Ubuntu 20.04.2 LTS",935713,933660,940709 "Fedora Server 34",954182,935827,935667 "Debian 10.10",933269,947885,946070 "Debian Bullseye",931977,934761,930015 "CentOS Stream",947319,934679,950316 "TensorFlow Lite 2020-08-23 - Model: NASNet Mobile", Lower Results Are Better "Ubuntu 20.04.2 LTS",77725,92198.7,98496.3,94219.6,85029.3,96620.7,86062,86113.9,91434.8,90780.2,85205.9,83794.9,81441.2,87118.9,93855.6 "Fedora Server 34",92171.2,109757,113826,100581,131733,100327,146041,114365,116254,100761,108872,95063.5,123691,100593,122701 "Debian 10.10",75892.9,75052.6,76281.5 "Debian Bullseye",78115.1,86180.9,75430,85131.6,89717.1,82339,79475.9,89987.6,79570.8,81609.7,102259,101464,77706.8,78155.6,85116.2 "CentOS Stream",137334,243571,148657,241078,142297,177014,222373,146537,165913,198217,233853,200040,278962,147254,116777 "TensorFlow Lite 2020-08-23 - Model: Mobilenet Float", Lower Results Are Better "Ubuntu 20.04.2 LTS",43422,43663.5,43979.7 "Fedora Server 34",43954.1,44028,43675.1 "Debian 10.10",44080.8,44406.3,44181.5 "Debian Bullseye",43913.5,43607.2,43613.7 "CentOS Stream",44030,43546.7,47184.7,44637.2,47310.5,44495.7,44108.1,43700.5,45960.6,49215.9,44292.8,43651.9,54995.4 "TensorFlow Lite 2020-08-23 - Model: Mobilenet Quant", Lower Results Are Better "Ubuntu 20.04.2 LTS",46401,46648.9,46368.7 "Fedora Server 34",46407.3,46368.5,46897.3 "Debian 10.10",46581.8,46837.2,46531.2 "Debian Bullseye",46324.4,46324,46400.9 "CentOS Stream",46509.2,48017.2,47725.6 "TensorFlow Lite 2020-08-23 - Model: Inception ResNet V2", Lower Results Are Better "Ubuntu 20.04.2 LTS",832863,836995,836758 "Fedora Server 34",834000,840178,837016 "Debian 10.10",835016,834481,834674 "Debian Bullseye",831574,835701,836835 "CentOS Stream",844111,848785,838443 "ASTC Encoder 3.0 - Preset: Exhaustive", Lower Results Are Better "Ubuntu 20.04.2 LTS",23.691,23.6786,23.664 "Fedora Server 34",23.5112,23.5212,23.5176 "Debian Bullseye",23.4431,23.4703,23.4682 "CentOS Stream",23.9151,23.9563,23.9182 "GPAW 20.1 - Input: Carbon Nanotube", Lower Results Are Better "Ubuntu 20.04.2 LTS",115.601,115.462,113.626 "Mobile Neural Network 1.2 - Model: mobilenetV3", Lower Results Are Better "Ubuntu 20.04.2 LTS",2.474,2.58,2.633,2.569,2.603 "Fedora Server 34",2.642,2.33,2.602,2.588,2.429,2.458,2.411,2.629,2.65,2.423,2.65,2.61,2.625,2.568,2.413 "Debian 10.10",3.019,2.95,2.802,2.97,2.597,3.285,3.038,2.669,3,2.694,2.947,2.905 "Debian Bullseye",2.593,2.85,2.519,2.673,2.767,2.458,2.65,2.639,2.554,2.692,2.478,2.427,2.661,2.484,2.789 "CentOS Stream",2.597,2.549,2.607 "Mobile Neural Network 1.2 - Model: squeezenetv1.1", Lower Results Are Better "Ubuntu 20.04.2 LTS",4.075,4.264,4.055,4.156,4.168 "Fedora Server 34",4.25,3.93,4.236,3.993,3.928,4.051,3.986,3.956,4.02,4.072,4.088,4.312,3.978,4.025,3.803 "Debian 10.10",4.773,4.734,4.626,4.643,4.901,4.916,4.869,4.663,4.545,4.636,4.418,4.918 "Debian Bullseye",4.508,4.703,4.812,4.742,4.662,4.631,4.69,4.709,4.78,4.784,4.835,4.572,4.667,4.428,4.62 "CentOS Stream",4.196,4.39,4.48 "Mobile Neural Network 1.2 - Model: resnet-v2-50", Lower Results Are Better "Ubuntu 20.04.2 LTS",22.033,21.96,21.965,22.16,21.65 "Fedora Server 34",19.069,18.132,21.999,17.917,18.318,18.763,20.681,18.499,18.35,18.895,19.201,18.961,17.997,18.577,18.637 "Debian 10.10",24.816,23.349,22.748,25.534,22.989,23.961,25.339,23.435,23.676,23.11,22.725,23.145 "Debian Bullseye",22.598,22.307,21.322,21.806,21.471,20.892,22.452,21.753,21.085,23.836,21.324,24.69,21.92,25.047,25.296 "CentOS Stream",21.202,22.276,22.623 "Mobile Neural Network 1.2 - Model: SqueezeNetV1.0", Lower Results Are Better "Ubuntu 20.04.2 LTS",5.993,6.018,6.152,6.433,5.873 "Fedora Server 34",5.796,5.736,5.675,5.632,5.575,5.695,6.355,5.829,5.744,5.735,5.894,5.693,5.71,5.885,5.558 "Debian 10.10",6.355,6.334,6.32,6.111,6.501,6.323,6.178,6.258,6.089,6.312,5.85,7.279 "Debian Bullseye",6.001,6.691,5.768,6.44,6.288,5.868,6.139,6.043,6.179,5.868,6.674,6.303,6.179,5.676,6.939 "CentOS Stream",6.72,6.948,6.659 "Mobile Neural Network 1.2 - Model: MobileNetV2_224", Lower Results Are Better "Ubuntu 20.04.2 LTS",3.857,3.913,4.191,4.114,3.66 "Fedora Server 34",4.13,3.846,3.925,4.076,3.872,3.809,4.139,4.003,4.208,3.966,3.702,3.713,4.015,4.239 "Debian 10.10",4.592,4.12,4.173,4.416,3.917,4.539,4.569,4.29,4.174,4.217,4.056,3.838 "Debian Bullseye",4.375,3.988,3.554,3.833,3.891,3.791,4.671,3.875,3.821,3.871,3.631,3.695,4.033,5.025,4.458 "CentOS Stream",4.172,4.32,4.332 "Mobile Neural Network 1.2 - Model: mobilenet-v1-1.0", Lower Results Are Better "Ubuntu 20.04.2 LTS",2.888,2.597,2.91,3.062,2.788 "Fedora Server 34",3.16,2.679,3.453,3.03,2.934,2.618,2.915,2.883,2.891,2.733,2.962,2.986,2.644,2.874,2.652 "Debian 10.10",3.022,3.182,3.43,3.464,3.908,3.213,3.18,3.797,3.783,3.376,3.631,3.799 "Debian Bullseye",4.065,4.322,3.274,3.689,3.988,3.966,3.828,3.86,3.819,3.666,3.714,3.05,3.935,3.62,4.137 "CentOS Stream",2.703,3.321,2.773 "Mobile Neural Network 1.2 - Model: inception-v3", Lower Results Are Better "Ubuntu 20.04.2 LTS",24.136,24.058,24.496,25.166,23.95 "Fedora Server 34",22.59,22.644,24.205,21.865,22.535,22.751,22.609,22.606,23.072,22.667,22.766,22.159,22.168,22.417,21.997 "Debian 10.10",25.995,27.812,25.735,27.061,27.288,26.942,26.345,26.484,26.664,26.896,25.173,25.256 "Debian Bullseye",27.308,28.131,27.178,27.789,27.733,27.093,27.833,27.757,28.021,27.197,28.233,27.217,27.407,27.665,28.199 "CentOS Stream",27.955,27.736,26.865 "TNN 0.3 - Target: CPU - Model: DenseNet", Lower Results Are Better "Ubuntu 20.04.2 LTS",2906.411,2908.888,2906.499 "Fedora Server 34",3006.041,3044.333,3078.208 "Debian 10.10",2829.259,2817.577,2820.304 "Debian Bullseye",3086.434,3117.367,3091.199 "CentOS Stream",2959.187,2950.67,2961.341 "TNN 0.3 - Target: CPU - Model: MobileNet v2", Lower Results Are Better "Ubuntu 20.04.2 LTS",291.757,289.74,289.514 "Fedora Server 34",298.702,291.45,299.489 "Debian 10.10",283.397,291.76,283.605 "Debian Bullseye",299.891,316.625,305.262,308.359 "CentOS Stream",301.409,302.531,300.972 "TNN 0.3 - Target: CPU - Model: SqueezeNet v2", Lower Results Are Better "Ubuntu 20.04.2 LTS",62.152,63.191,62.449 "Fedora Server 34",64.695,64.858,64.88 "Debian 10.10",61.995,64.813,61.262,61.885,61.128 "Debian Bullseye",61.236,62.797,62.462 "CentOS Stream",62.949,62.464,62.447 "TNN 0.3 - Target: CPU - Model: SqueezeNet v1.1", Lower Results Are Better "Ubuntu 20.04.2 LTS",269.342,269.122,269.083 "Fedora Server 34",271.443,271.508,271.222 "Debian 10.10",267.587,268.711,267.712 "Debian Bullseye",268.729,268.847,270.499 "CentOS Stream",269.352,269.348,269.702 "PlaidML - FP16: No - Mode: Inference - Network: VGG16 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",26.91,27.01,26.27 "Fedora Server 34",27.11,26.58,27.2 "Debian 10.10",33.09,33.94,33.6 "Debian Bullseye",33.2,34.75,33.66 "CentOS Stream",33.17,33.51,34.08 "PlaidML - FP16: No - Mode: Inference - Network: VGG19 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",22.56,22.78,22.14 "Fedora Server 34",22.43,22.76,21.46,21.76,22.23 "Debian 10.10",28.52,27.92,27.41 "Debian Bullseye",27.85,27.19,27.98 "CentOS Stream",28.39,27.52,27.84 "PlaidML - FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",9.01,9.09,9.02 "Fedora Server 34",8.54,8.62,8.61 "Debian 10.10",9.61,9.42,9.78 "Debian Bullseye",9.62,9.57,9.64 "CentOS Stream",7.56,7.59,7.62 "OpenVINO 2021.1 - Model: Face Detection 0106 FP16 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",6.24,6.26,6.26 "OpenVINO 2021.1 - Model: Face Detection 0106 FP16 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",2548.24,2547.98,2548.15 "OpenVINO 2021.1 - Model: Face Detection 0106 FP32 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",6.27,6.22,6.26 "OpenVINO 2021.1 - Model: Face Detection 0106 FP32 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",2551.86,2559.22,2542.74 "OpenVINO 2021.1 - Model: Person Detection 0106 FP16 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",4.56,4.57,4.57 "OpenVINO 2021.1 - Model: Person Detection 0106 FP16 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",3486.88,3489.54,3482.91 "OpenVINO 2021.1 - Model: Person Detection 0106 FP32 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",4.57,4.58,4.59 "OpenVINO 2021.1 - Model: Person Detection 0106 FP32 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",3476.45,3451.82,3417.86 "OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",19965.34,20464.45,20391.55 "OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",0.76,0.76,0.76 "OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",20445.15,20473.09,20458.36 "OpenVINO 2021.1 - Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU", Lower Results Are Better "Ubuntu 20.04.2 LTS",0.76,0.76,0.76 "Blender 2.92 - Blend File: BMW27 - Compute: CPU-Only", Lower Results Are Better "Ubuntu 20.04.2 LTS",52.78,52.97,52.79 "Fedora Server 34",53.12,53.3,52.98 "Debian 10.10",52.53,52.35,52.43 "Debian Bullseye",52.65,52.53,52.48 "CentOS Stream",52.3,52.33,52.12 "Blender 2.92 - Blend File: Classroom - Compute: CPU-Only", Lower Results Are Better "Ubuntu 20.04.2 LTS",146.61,146.24,146.67 "Fedora Server 34",146.7,146.45,146.8 "Debian 10.10",146.48,146.23,145.56 "Debian Bullseye",145.59,145.15,145.41 "CentOS Stream",145.99,146.47,146.42 "Blender 2.92 - Blend File: Barbershop - Compute: CPU-Only", Lower Results Are Better "Ubuntu 20.04.2 LTS",195.72,195.88,195.76 "Fedora Server 34",197.15,196.63,196.15 "Debian 10.10",194.28,192.47,190.89 "Debian Bullseye",189.36,190.28,190.06 "CentOS Stream",190.9,190.66,190.71 "ONNX Runtime 1.6 - Model: yolov4 - Device: OpenMP CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",272,279.5,305,267,289,304.5,289.5,295,281.5,285,320.5,299.5 "Fedora Server 34",281,276,274.5 "Debian 10.10",241,227.5,226.5,211.5,234.5,230,223.5,251,220.5,233.5,226.5,273 "Debian Bullseye",283,269.5,272.5,297,303,295.5,262.5,283,268.5 "CentOS Stream",244.5,254,224.5,229,245.5,246,246.5,244.5,236,234.5,241,255.5 "ONNX Runtime 1.6 - Model: bertsquad-10 - Device: OpenMP CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",443,474.5,451.5,441,434.5,442,433,428.5,462.5,446,436.5,451 "Fedora Server 34",465,438,436.5,433,446.5,437,422.5,424,454.5,421.5,448,459 "Debian 10.10",460.5,409,439,447,390,424.5,420,430,447.5,406.5,458,446 "Debian Bullseye",433.5,413.5,417.5,440,450,411.5,437.5,435,423.5,409,404,413.5 "CentOS Stream",417,429.5,433 "ONNX Runtime 1.6 - Model: fcn-resnet101-11 - Device: OpenMP CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",88,99,100,86.5,102,102.5,91.5,64,99.5 "Fedora Server 34",81.5,101.5,84.5,95.5,104,87.5,79,89,69.5,74,67,78.5 "Debian 10.10",69.5,80,66.5,75.5,79.5,66.5,74,82.5,68.5,80.5,72,86.5 "Debian Bullseye",68.5,76.5,81,63,76,93,68.5,70,59.5 "CentOS Stream",84.5,79,72.5,74,63,75,66,64.5,77.5,78.5,65,86 "ONNX Runtime 1.6 - Model: shufflenet-v2-10 - Device: OpenMP CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",10855.5,10783,10960 "Fedora Server 34",10785.5,11056.5,10890 "Debian 10.10",11135.5,10850.5,11207 "Debian Bullseye",11294,11366,11189 "CentOS Stream",9730,9408,9945,9712.5 "ONNX Runtime 1.6 - Model: super-resolution-10 - Device: OpenMP CPU", Higher Results Are Better "Ubuntu 20.04.2 LTS",4813.5,4706,4805.5 "Fedora Server 34",4832,4901,4920 "Debian 10.10",4804,5363,4880.5,5488,4893.5,5165.5,5523,4836.5,4655.5,4775.5,4542,5293.5 "Debian Bullseye",4579,4642,4570 "CentOS Stream",4472.5,4038,4190.5,4539.5,4456.5,4611.5,4553,4605,4564,4578.5,4709.5,4377.5 "Numenta Anomaly Benchmark 1.1 - Detector: EXPoSE", Lower Results Are Better "Ubuntu 20.04.2 LTS",1428.083,1377.836,1387.408 "Debian 10.10",1108.257,1123.462,1130.471 "CentOS Stream",1013.861,937.133,1081.152,1046.584,854.867,1105.323,1047.006,968.081,1075.266 "Numenta Anomaly Benchmark 1.1 - Detector: Relative Entropy", Lower Results Are Better "Ubuntu 20.04.2 LTS",13.013,13.298,12.83 "Debian 10.10",12.361,12.253,12.35 "CentOS Stream",11.505,11.604,11.802 "Numenta Anomaly Benchmark 1.1 - Detector: Windowed Gaussian", Lower Results Are Better "Ubuntu 20.04.2 LTS",6.909,6.671,6.836 "Debian 10.10",6.63,6.643,6.74 "CentOS Stream",6.151,6.364,6.363 "Numenta Anomaly Benchmark 1.1 - Detector: Earthgecko Skyline", Lower Results Are Better "Ubuntu 20.04.2 LTS",76.576,76.903,75.763 "Debian 10.10",75.028,76.235,74.841 "CentOS Stream",67.63,65.818,66.042 "Numenta Anomaly Benchmark 1.1 - Detector: Bayesian Changepoint", Lower Results Are Better "Ubuntu 20.04.2 LTS",26.954,26.541,27.032 "Debian 10.10",36.161,35.247,36.029 "CentOS Stream",35.962,35.871,36.588 "Kripke 1.2.4 - ", Higher Results Are Better "Ubuntu 20.04.2 LTS",82012810,82635310,64469010,80030140,88693090,68454270,80724650,72480800,70039520,72981140,79043750,78740960,88651150,86783780,84144300 "Fedora Server 34",88108200,69620580,85572930,66629670,63559540,79241410,91474780,70533840,91733410,82977290,71809400,78375440,80816640,78412700,78191960 "Debian 10.10",73550440,81621150,73367990,70834600,89724790,87730390,65937930,83313360,67352280,84702360,94946430,68115700 "Debian Bullseye",79736350,74760560,78435230,78058800,74592960,69893600,83545600,81178180,86008090,78227980,72210120,80698130 "CentOS Stream",78326380,73368700,73855520,83531140,84643510,77409930,71069010,77693210,78635940,84414960,74936740,73698080 "BRL-CAD 7.32.2 - VGR Performance Metric", Higher Results Are Better "Ubuntu 20.04.2 LTS", "Fedora Server 34", "Debian 10.10", "Debian Bullseye", "CentOS Stream",