Amazon Graviton2 vs. Xeon Cascade Lake Refresh vs. AMD EPYC Rome Linux Benchmarks Benchmarks for a future article. ,,"Xeon Gold 5220R","2 x Xeon Gold 5220R","Xeon Gold 6226R","2 x Xeon Gold 6226R","Xeon Platinum 8280","2 x Xeon Platinum 8280","EPYC 7502P","2 x EPYC 7352","2 x EPYC 7532","EPYC 7F52","2 x EPYC 7F52","2 x EPYC 7452","EPYC 7742","EPYC 7262","2 x EPYC 7262","EPYC 7F32","2 x EPYC 7F32","EPYC 7F72","2 x EPYC 7F72","2 x EPYC 7742","Xeon Gold 6250","2 x Xeon Gold 6250","Xeon Gold 6258R","2 x Xeon Gold 6258R","Graviton2","Graviton" Processor,,Intel Xeon Gold 5220R @ 3.90GHz (18 Cores / 36 Threads),2 x Intel Xeon Gold 5220R @ 3.90GHz (36 Cores / 72 Threads),Intel Xeon Gold 6226R @ 3.90GHz (16 Cores / 32 Threads),2 x Intel Xeon Gold 6226R @ 3.90GHz (32 Cores / 64 Threads),Intel Xeon Platinum 8280 @ 4.00GHz (28 Cores / 56 Threads),2 x Intel Xeon Platinum 8280 @ 4.00GHz (56 Cores / 112 Threads),AMD EPYC 7502P 32-Core @ 2.50GHz (32 Cores / 64 Threads),2 x AMD EPYC 7352 24-Core @ 2.30GHz (48 Cores / 96 Threads),2 x AMD EPYC 7532 32-Core @ 2.40GHz (64 Cores / 128 Threads),AMD EPYC 7F52 16-Core @ 3.50GHz (16 Cores / 32 Threads),2 x AMD EPYC 7F52 16-Core @ 3.50GHz (32 Cores / 64 Threads),AMD EPYC 7452 32-Core @ 2.35GHz (64 Cores / 128 Threads),AMD EPYC 7742 64-Core @ 2.25GHz (64 Cores / 128 Threads),AMD EPYC 7262 8-Core @ 3.20GHz (8 Cores / 16 Threads),2 x AMD EPYC 7262 8-Core @ 3.20GHz (16 Cores / 32 Threads),AMD EPYC 7F32 8-Core @ 3.70GHz (8 Cores / 16 Threads),2 x AMD EPYC 7F32 8-Core @ 3.70GHz (16 Cores / 32 Threads),AMD EPYC 7F72 24-Core @ 3.20GHz (24 Cores / 48 Threads),2 x AMD EPYC 7F72 24-Core @ 3.20GHz (48 Cores / 96 Threads),2 x AMD EPYC 7742 64-Core @ 2.25GHz (128 Cores / 256 Threads),Intel Xeon Gold 6250 @ 4.50GHz (8 Cores / 16 Threads),2 x Intel Xeon Gold 6250 @ 4.50GHz (16 Cores / 32 Threads),Intel Xeon Gold 6258R @ 4.00GHz (28 Cores / 56 Threads),2 x Intel Xeon Gold 6258R @ 4.00GHz (56 Cores / 112 Threads),ARMv8 Neoverse-N1 (64 Cores),ARMv8 Cortex-A72 (16 Cores) Motherboard,,GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),AMD DAYTONA_X (RDY1006G BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),GIGABYTE MD61-SC2-00 v01000100 (T15 BIOS),Amazon EC2 m6g.metal v1.0,Amazon EC2 a1.metal v1.0 Chipset,,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,Intel Sky Lake-E DMI3 Registers,, Memory,,6 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,12 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,6 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,12 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,6 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,12 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,8 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,16 x 32 GB DDR4-3200MT/s 36ASF4G72PZ-3G2E2,6 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,12 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,6 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,12 x 32 GB DDR4-2933MT/s HMA84GR7CJR4N-WM,252GB,32GB Disk,,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPED1D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,280GB INTEL SSDPE21D280GA,137GB Amazon Elastic Block Store,94GB Amazon Elastic Block Store Graphics,,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,llvmpipe 504GB,ASPEED,ASPEED,llvmpipe 252GB,ASPEED,ASPEED,llvmpipe 504GB,ASPEED,llvmpipe 504GB,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,ASPEED,, Monitor,,VE228,VE228,4 x VE228,5 x VE228,VE228,VE228,VE228,8 x VE228,7 x VE228,12 x VE228,16 x VE228,17 x VE228,20 x VE228,23 x VE228,24 x VE228,25 x VE228,26 x VE228,27 x VE228,28 x VE228,30 x VE228,31 x VE228,32 x VE228,33 x VE228,34 x VE228,, Network,,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Mellanox MT27710,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,2 x Intel X722 for 1GbE + 2 x QLogic FastLinQ QL41000 10/25/40/50GbE,Amazon Elastic,Amazon Elastic OS,,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04,Ubuntu 20.04 Kernel,,5.4.0-18-generic (x86_64),5.4.0-18-generic (x86_64),5.4.0-18-generic (x86_64),5.4.0-18-generic (x86_64),5.4.0-18-generic (x86_64),5.4.0-18-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-21-generic (x86_64),5.4.0-1009-aws (aarch64),5.4.0-1009-aws (aarch64) Desktop,,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,GNOME Shell 3.36.0,, Display Server,,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,X Server 1.20.7,, Display Driver,,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,modesetting 1.20.7,, Compiler,,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0,GCC 9.3.0 File-System,,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4,ext4 Screen Resolution,,1024x768,1920x1080,1920x1080,1920x1080,1024x768,1024x768,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,1920x1080,, ,,"Xeon Gold 5220R","2 x Xeon Gold 5220R","Xeon Gold 6226R","2 x Xeon Gold 6226R","Xeon Platinum 8280","2 x Xeon Platinum 8280","EPYC 7502P","2 x EPYC 7352","2 x EPYC 7532","EPYC 7F52","2 x EPYC 7F52","2 x EPYC 7452","EPYC 7742","EPYC 7262","2 x EPYC 7262","EPYC 7F32","2 x EPYC 7F32","EPYC 7F72","2 x EPYC 7F72","2 x EPYC 7742","Xeon Gold 6250","2 x Xeon Gold 6250","Xeon Gold 6258R","2 x Xeon Gold 6258R","Graviton2","Graviton" "High Performance Conjugate Gradient - (GFLOP/s)",HIB,13.3529,25.6303,13.9581,26.5910,14.9097,28.8542,15.1056,28.4007,33.9207,17.7444,33.5182,28.7970,17.1621,12.7008,23.0647,13.2247,24.8643,16.9363,32.3602,34.0485,10.3321,19.9764,14.7849,28.8783,21.4337,3.83797 "Timed MrBayes Analysis - Primate Phylogeny Analysis (sec)",LIB,134.483,134.928,123.702,124.258,128.848,129.986,93.639,102.291,97.780,72.146,72.093,103.914,106.587,82.184,82.666,72.185,72.018,79.650,79.373,108.872,79.605,79.445,109.111,111.157,256.979,437.481 "dav1d - Video Input: Chimera 1080p 10-bit (FPS)",HIB,58.05,70.81,62.32,73.95,65.40,85.14,110.71,125.03,137.12,110.88,131.66,139.87,142.98,79.80,87.77,95.14,105.18,121.95,158.21,183.96,68.55,62.16,65.28,85.20,332.11, "dav1d - Video Input: Summer Nature 4K (FPS)",HIB,160.59,177.89,170.07,203.10,199.08,221.31,260.52,261.12,296.06,222.23,263.77,302.35,336.08,132.86,167.36,152.02,193.94,287.41,314.80,322.35,149.90,184.99,199.38,223.17,239.07,63.00 "Basis Universal - Settings: UASTC Level 3 (sec)",LIB,46.708,27.981,44.943,27.226,30.689,19.885,25.142,21.058,17.340,33.531,20.483,17.696,17.760,69.080,38.594,60.115,33.737,26.506,17.169,13.164,66.381,37.234,30.446,19.714,21.189, "Timed Linux Kernel Compilation - Time To Compile (sec)",LIB,59.012,36.699,57.772,36.595,40.898,27.309,37.014,30.876,25.983,43.909,28.063,26.617,26.500,87.747,49.962,76.783,43.740,37.003,24.603,20.203,80.489,46.936,40.622,27.178,86.664, "Nettle - Test: aes256 (Mbyte/s)",HIB,6133.91,6159.21,6161.42,6157.49,6313.16,6320.00,4727.65,4445.94,4652.83,5499.49,5505.70,4724.39,4798.93,4801.24,4791.16,5498.43,5499.84,5214.50,5220.70,4795.51,7100.35,7111.12,6305.78,6322.32,2783.66,1716.54 "dav1d - Video Input: Summer Nature 1080p (FPS)",HIB,274.98,321.84,307.75,358.62,323.20,409.88,547.08,566.85,649.45,501.21,618.87,658.09,691.02,320.91,388.46,373.28,467.44,660.54,752.02,767.92,369.48,310.84,325.10,402.97,652.84,194.11 "Nettle - Test: chacha (Mbyte/s)",HIB,1020.093,1024.975,1024.992,1025.384,1051.111,1051.936,760.212,714.461,748.575,884.925,884.591,760.062,771.42,771.543,771.733,884.714,884.434,839.577,839.487,771.423,1183.153,1182.027,1042.682,1044.815,450.211,327.107 "Timed LLVM Compilation - Time To Compile (sec)",LIB,430.426,286.782,433.191,279.682,308.741,221.515,287.127,248.568,217.743,328.764,217.826,224.563,223.876,647.299,368.990,570.972,332.009,282.564,202.133,195.880,609.862,353.756,306.990,219.982,311.080, "GROMACS - Water Benchmark (Ns/Day)",HIB,,,,,,,,,,,,,1.073,1.113,1.676,1.244,1.762,2.167,2.028,0.243,1.245,2.441,2.782,5.449,2.761, "Mlpack Benchmark - Benchmark: scikit_ica (sec)",LIB,68.19,77.41,61.82,74.63,67.36,63.35,68.91,70.28,65.60,53.26,67.48,64.27,57.69,57.61,68.62,53.13,60.75,61.93,61.54,55.18,50.09,55.54,67.36,63.38,111.90, "John The Ripper - Test: Blowfish (Real C/S)",HIB,25547,51324,27126,53485,42864,84084,43593,60146,83737,26349,52525,79273,74944,11493,22957,13179,26314,36831,73095,145129,16751,33269,42952,84240,43349,7507 "Nettle - Test: sha512 (Mbyte/s)",HIB,485.86,489.15,488.81,489.42,501.98,500.98,484.24,455.36,476.65,563.39,563.07,483.85,491.54,490.29,491.04,563.45,563.59,534.18,534.86,491.47,563.82,564.54,498.99,500.75,380.06,285.93 "Build2 - Time To Compile (sec)",LIB,91.641,72.151,88.977,70.608,74.118,62.776,71.558,70.287,64.693,69.542,58.185,64.682,63.786,113.847,80.657,98.780,70.676,66.248,58.284,60.909,105.598,73.353,73.559,63.048,86.154, "Numpy Benchmark - (Score)",HIB,313.76,300.73,318.87,304.16,330.33,321.82,314.28,296.14,307.69,366.16,364.86,310.54,317.39,329.14,326.72,368.08,370.14,348.71,347.12,323.70,367.44,360.01,337.46,325.69,194.36, "PHPBench - PHP Benchmark Suite (Score)",HIB,629690,631283,632431,632601,649164,649693,526537,485243,515758,604627,606970,516902,527173,527259,529981,602328,609673,572134,560990,527208,729819,731952,643737,647832,396410, "Mlpack Benchmark - Benchmark: scikit_svm (sec)",LIB,17.82,17.92,17.92,17.77,17.19,17.19,14.76,16.50,17.23,12.86,12.99,16.39,14.58,14.66,16.42,12.94,13.10,13.54,13.70,15.95,15.72,15.47,17.11,17.33,23.71, "PyPerformance - Benchmark: float (Milliseconds)",LIB,114,113,115,113,109,109,137,146,139,118,119,137,135,135,135,119,119,125,125,135,96.6,96.5,109,109,175, "PyPerformance - Benchmark: django_template (Milliseconds)",LIB,47.1,47.3,47.3,47.1,46.2,45.9,59.3,63.4,60.8,49.1,50.0,60.1,57.6,56.5,56.7,49.0,49.7,53.3,53.2,58.4,40.9,40.7,46.0,46.1,73.6, "PyBench - Total For Average Test Times (Milliseconds)",LIB,1114,1100,1103,1104,1076,1073,1155,1230,1170,987,997,1155,1135,1135,1138,994,994,1065,1045,1153,955,956,1076,1073,1702, "Scikit-Learn - (sec)",LIB,10.112,10.458,9.924,10.449,9.127,9.392,10.618,11.531,10.913,9.571,9.888,10.788,10.463,10.894,10.823,9.742,9.735,9.928,10.125,10.533,8.525,8.819,9.283,9.452,14.035, "Mlpack Benchmark - Benchmark: scikit_linearridgeregression (sec)",LIB,2.25,2.39,1.93,2.08,1.67,1.82,1.81,2.29,1.95,1.78,1.95,1.97,1.66,2.58,2.23,2.25,1.99,1.69,1.84,1.76,2.07,1.74,1.66,1.78,1.76, "Himeno Benchmark - Poisson Pressure Solver (MFLOPS)",HIB,3398.397455,3404.690861,3401.157135,3410.383938,3510.205159,3514.604106,3883.475136,3647.333581,3783.181041,4370.132847,4303.722489,3777.665703,3820.889134,3864.647543,3712.160982,4244.543366,4225.875316,4212.892767,4118.014040,3861.378210,3890.933014,3934.564931,3515.822337,3526.774455,2904.940776, "PyPerformance - Benchmark: regex_compile (Milliseconds)",LIB,168,167,168,167,164,164,203,216,210,173,175,204,199,202,202,176,177,185,184,204,145,145,164,163,213, "Scikit-Learn - Performance / Cost - (sec x Dollar)",LIB,17453.312,36101.016,14399.724,30322.998,,,26322.022,34777.496,,,,,,,,,,,,,,,,,, "Mlpack Benchmark - Performance / Cost - Benchmark: scikit_linearridgeregression (sec x Dollar)",LIB,3883.500,8250.280,2800.430,6036.160,,,4486.990,6906.640,,,,,,,,,,,,,,,,,, "Mlpack Benchmark - Performance / Cost - Benchmark: scikit_svm (sec x Dollar)",LIB,30757.320,61859.840,26001.920,51568.540,,,36590.040,49764.000,,,,,,,,,,,,,,,,,, "Mlpack Benchmark - Performance / Cost - Benchmark: scikit_ica (sec x Dollar)",LIB,117695.940,267219.320,89700.820,216576.260,,,170827.890,211964.480,,,,,,,,,,,,,,,,,, "PHPBench - Performance / Cost - PHP Benchmark Suite (Score/Dollar)",HIB,364.826,182.875,435.859,217.988,,,212.399,160.890,,,,,,,,,,,,,,,,,, "PyPerformance - Performance / Cost - Benchmark: django_template (Milliseconds x Dollar)",LIB,81294.600,163279.600,68632.300,136684.200,,,147004.700,191214.400,,,,,,,,,,,,,,,,,, "PyPerformance - Performance / Cost - Benchmark: regex_compile (Milliseconds x Dollar)",LIB,289968.000,576484.000,243768.000,484634.000,,,503237.000,651456.000,,,,,,,,,,,,,,,,,, "PyPerformance - Performance / Cost - Benchmark: float (Milliseconds x Dollar)",LIB,196764.000,390076.000,166865.000,327926.000,,,339623.000,440336.000,,,,,,,,,,,,,,,,,, "PyBench - Performance / Cost - Total For Average Test Times (Milliseconds x Dollar)",LIB,1922764.000,3797200.000,1600453.000,3203808.000,,,2863245.000,3709680.000,,,,,,,,,,,,,,,,,, "Basis Universal - Performance / Cost - Settings: UASTC Level 3 (sec x Dollar)",LIB,80618.008,96590.412,65212.293,79009.852,,,62327.018,63510.928,,,,,,,,,,,,,,,,,, "Numpy Benchmark - Performance / Cost - (Score/Dollar)",HIB,0.182,0.087,0.220,0.105,,,0.127,0.098,,,,,,,,,,,,,,,,,, "Build2 - Performance / Cost - Time To Compile (sec x Dollar)",LIB,158172.366,249065.252,129105.627,204904.416,,,177392.282,211985.592,,,,,,,,,,,,,,,,,, "Timed LLVM Compilation - Performance / Cost - Time To Compile (sec x Dollar)",LIB,742915.276,989971.464,628560.141,811637.164,,,711787.833,749681.088,,,,,,,,,,,,,,,,,, "Timed Linux Kernel Compilation - Performance / Cost - Time To Compile (sec x Dollar)",LIB,101854.712,126684.948,83827.172,106198.690,,,91757.706,93122.016,,,,,,,,,,,,,,,,,, "Himeno Benchmark - Performance / Cost - Poisson Pressure Solver (MFLOPS/Dollar)",HIB,1.969,0.986,2.344,1.175,,,1.567,1.209,,,,,,,,,,,,,,,,,, "dav1d - Performance / Cost - Video Input: Chimera 1080p 10-bit (FPS/Dollar)",HIB,0.034,0.021,0.043,0.025,,,0.045,0.041,,,,,,,,,,,,,,,,,, "dav1d - Performance / Cost - Video Input: Summer Nature 1080p (FPS/Dollar)",HIB,0.159,0.093,0.212,0.124,,,0.221,0.188,,,,,,,,,,,,,,,,,, "dav1d - Performance / Cost - Video Input: Summer Nature 4K (FPS/Dollar)",HIB,0.093,0.052,0.117,0.070,,,0.105,0.087,,,,,,,,,,,,,,,,,, "John The Ripper - Performance / Cost - Test: Blowfish (Real C/S/Dollar)",HIB,14.801,14.868,18.695,18.430,,,17.585,19.942,,,,,,,,,,,,,,,,,, "Nettle - Performance / Cost - Test: sha512 (Mbyte/s/Dollar)",HIB,0.281,0.142,0.337,0.169,,,0.195,0.151,,,,,,,,,,,,,,,,,, "Nettle - Performance / Cost - Test: chacha (Mbyte/s/Dollar)",HIB,0.591,0.297,0.706,0.353,,,0.307,0.237,,,,,,,,,,,,,,,,,, "Nettle - Performance / Cost - Test: aes256 (Mbyte/s/Dollar)",HIB,3.554,1.784,4.246,2.122,,,1.907,1.474,,,,,,,,,,,,,,,,,, "Timed MrBayes Analysis - Performance / Cost - Primate Phylogeny Analysis (sec x Dollar)",LIB,232117.658,465771.456,179491.602,360596.716,,,232131.081,308509.656,,,,,,,,,,,,,,,,,, "High Performance Conjugate Gradient - Performance / Cost - (GFLOP/s/Dollar)",HIB,0.008,0.007,0.010,0.009,,,0.006,0.009,,,,,,,,,,,,,,,,,,