NVIDIA GeForce RTX SUPER Linux OpenCL/CUDA GPU compute benchmarks by Michael Larabel for a future article.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1909299-AS-RTXSUPERC34 NVIDIA Linux OpenCL CUDA RTX SUPER Compute - Phoronix Test Suite NVIDIA Linux OpenCL CUDA RTX SUPER Compute NVIDIA GeForce RTX SUPER Linux OpenCL/CUDA GPU compute benchmarks by Michael Larabel for a future article.
HTML result view exported from: https://openbenchmarking.org/result/1909299-AS-RTXSUPERC34 .
NVIDIA Linux OpenCL CUDA RTX SUPER Compute Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL Compiler File-System Screen Resolution GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads) ASUS PRIME Z390-A (0802 BIOS) Intel Cannon Lake PCH 16384MB Samsung SSD 970 EVO 250GB eVGA NVIDIA GeForce GTX 970 4GB (1163/3505MHz) Realtek ALC1220 Acer B286HK Intel I219-V Ubuntu 19.04 5.0.0-29-generic (x86_64) GNOME Shell 3.32.2 X Server 1.20.4 NVIDIA 435.21 4.6.0 GCC 8.3.0 ext4 3840x2160 NVIDIA GeForce GTX 980 4GB (1126/3505MHz) NVIDIA GeForce GTX 980 Ti 6GB (999/3505MHz) 5.3.0-999-generic (x86_64) 20190914 NVIDIA GeForce GTX 1060 6GB (1506/4006MHz) 5.0.0-29-generic (x86_64) NVIDIA GeForce GTX 1070 8GB (1506/4006MHz) Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz) NVIDIA GeForce GTX 1080 8GB (1607/5005MHz) NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz) ASUS NVIDIA GeForce GTX 1660 6GB (1530/4001MHz) eVGA NVIDIA GeForce GTX 1660 Ti 6GB (1500/6000MHz) NVIDIA GeForce RTX 2060 6GB (1365/7000MHz) NVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz) 5.3.0-999-generic (x86_64) 20190914 ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz) 5.0.0-29-generic (x86_64) NVIDIA GeForce RTX 2070 SUPER 8GB (1605/7000MHz) 5.3.0-999-generic (x86_64) 20190914 Zotac NVIDIA GeForce RTX 2080 8GB (795/810MHz) 5.0.0-29-generic (x86_64) NVIDIA GeForce RTX 2080 SUPER 8GB (1650/7750MHz) 5.3.0-999-generic (x86_64) 20190914 NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz) 5.0.0-29-generic (x86_64) NVIDIA TITAN RTX 24GB (1350/7000MHz) 5.3.0-999-generic (x86_64) 20190914 OpenBenchmarking.org Compiler Details - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v Processor Details - Scaling Governor: intel_pstate performance OpenCL Details - GTX 970: GPU Compute Cores: 1664 - GTX 980: GPU Compute Cores: 2048 - GTX 980 Ti: GPU Compute Cores: 2816 - GTX 1060: GPU Compute Cores: 1280 - GTX 1070: GPU Compute Cores: 1920 - GTX 1070 Ti: GPU Compute Cores: 2432 - GTX 1080: GPU Compute Cores: 2560 - GTX 1080 Ti: GPU Compute Cores: 3584 - GTX 1660: GPU Compute Cores: 1408 - GTX 1660 Ti: GPU Compute Cores: 1536 - RTX 2060: GPU Compute Cores: 1920 - RTX 2060 SUPER: GPU Compute Cores: 2176 - RTX 2070: GPU Compute Cores: 2304 - RTX 2070 SUPER: GPU Compute Cores: 2560 - RTX 2080: GPU Compute Cores: 2944 - RTX 2080 SUPER: GPU Compute Cores: 3072 - RTX 2080 Ti: GPU Compute Cores: 4352 - TITAN RTX: GPU Compute Cores: 4608 Python Details - GTX 970, GTX 980, GTX 980 Ti, GTX 1060, GTX 1070, GTX 1070 Ti, GTX 1080, GTX 1080 Ti, GTX 1660, GTX 1660 Ti, RTX 2060, RTX 2070, RTX 2070 SUPER, RTX 2080, RTX 2080 SUPER, RTX 2080 Ti, TITAN RTX: Python 2.7.16 + Python 3.7.3 Security Details - l1tf: Not affected + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling
NVIDIA Linux OpenCL CUDA RTX SUPER Compute fahbench: namd-cuda: ATPase Simulation - 327,506 Atoms luxmark: GPU - Luxball HDR luxmark: GPU - Microphone luxmark: GPU - Hotel darktable: Boat - OpenCL darktable: Masskrug - OpenCL darktable: Server Room - OpenCL rodinia: OpenCL Myocyte rodinia: OpenCL Particle Filter viennacl: OpenCL LU Factorization cl-mem: Copy shoc: OpenCL - Max SP Flops shoc: OpenCL - FFT SP shoc: OpenCL - MD5 Hash juliagpu: GPU clpeak: Global Memory Bandwidth clpeak: Single-Precision Float clpeak: Double-Precision Double clpeak: Integer Compute INT cl-mem: Read cl-mem: Write plaidml: Yes - Inference - Mobilenet - OpenCL plaidml: Yes - Inference - Inception V3 - OpenCL plaidml: Yes - Inference - ResNet 50 - OpenCL plaidml: Yes - Inference - NASNer Large - OpenCL plaidml: Yes - Inference - DenseNet 201 - OpenCL plaidml: Yes - Inference - VGG16 - OpenCL plaidml: Yes - Inference - VGG19 - OpenCL plaidml: No - Inference - Mobilenet - OpenCL plaidml: No - Inference - Inception V3 - OpenCL plaidml: No - Inference - ResNet 50 - OpenCL plaidml: No - Inference - IMDB LSTM - OpenCL plaidml: No - Inference - VGG16 - OpenCL plaidml: No - Inference - VGG19 - OpenCL lczero: OpenCL octanebench: Total Score GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 91.53 0.36368 11732 7985 2730 4.42 5.78 3.16 45.48 12.99 56.95 124.77 4362.31 411.29 6.50 169258044.90 143.48 3888.16 137.47 1140.29 142.10 132.60 841.48 88.16 116.05 21.42 79.71 49.76 39.34 671.49 94.72 181.87 204.32 60.32 47.70 207.84 95.60 102.86 0.33110 13246 8914 3048 3.92 5.74 3.10 47.38 11.69 59.21 143.40 5052.73 458.35 7.49 181882709.77 164.25 4476.69 159.68 1312.06 164.50 151.50 973.39 101.92 142.14 24.24 92.92 55.70 43.63 759.43 105.64 203.91 231.66 68.95 53.49 280.99 109.70 116.02 0.28675 16871 11096 3885 3.27 4.12 1.51 52.13 9.95 62.01 216.83 6213.97 725.98 9.22 195653728.47 263.22 5538.75 196.60 1610.28 265.33 241.50 1202.77 116.31 162.63 30.64 111.46 71.26 56.13 990.12 135.14 247.47 270.00 87.39 68.47 466.84 142.20 102.61 0.31789 12245 7086 2648 3.65 4.07 1.28 34.69 11.93 58.67 137.20 4788.92 326.68 7.26 182188318.67 146.62 4199.71 149.58 1267.89 153.50 144.57 908.43 97.83 130.64 23.16 91.07 56.07 44.37 726.30 104.44 196.00 224.89 69.31 54.78 262.41 91.44 140.29 0.23957 17290 9983 3870 2.89 3.92 1.11 35.10 8.26 63.86 182.00 7115.39 478.54 10.61 216942144.93 196.47 6269.49 223.91 1685.05 205.27 190.90 1288.94 141.55 196.01 33.07 127.02 80.27 63.56 987.69 147.17 276.89 315.37 97.32 76.89 642.12 132.86 138.21 0.22269 16925 10259 4170 2.93 3.97 1.17 38.70 7.88 64.68 182.70 7715.42 525.89 11.70 220447755.87 197.26 6770.97 242.63 2076.93 205.27 190.03 1371.21 147.04 205.85 35.41 130.15 92.03 73.12 1009.26 153.34 294.36 333.03 114.03 90.34 753.69 141.35 155.22 0.20978 13788 8716 3807 2.72 3.94 1.09 34.87 6.49 66.67 205.93 9407.75 614.69 14.25 237914974.40 222.09 8314.29 297.94 2430.74 228.80 214.67 1544.50 173.79 240.62 40.38 143.53 106.09 83.83 1123.85 184.80 337.47 399.00 128.05 101.00 1146.75 147.98 198.25 0.19669 21689 13721 5649 2.29 3.92 1.05 35.91 4.96 69.09 283.20 13230.77 982.23 19.72 262248899.33 328.90 11720.57 414.96 3301.89 337.53 340.27 2162.58 228.68 333.54 56.64 191.31 145.42 115.03 1672.73 257.55 496.24 523.98 175.37 138.68 1886.30 212.04 126.64 0.25031 15162 9794 3733 3.35 4.01 1.18 30.97 11.87 65.10 145.37 5329.84 452.89 11.87 230919642.13 157.60 4610.01 168.44 4657.79 162.90 148.87 1160.52 137.66 156.50 28.99 102.83 66.24 52.52 814.65 116.90 228.14 287.68 84.83 67.24 335.86 118.49 139.81 0.23185 16147 11003 3805 2.92 4.02 1.15 30.67 10.82 66.06 208.50 5893.41 665.66 12.98 239300837.60 234.67 4793.66 185.12 4775.45 250.23 208.67 1394.05 161.33 172.68 34.12 114.58 73.18 58.03 1002.00 140.05 259.43 315.83 92.45 73.35 420.04 132.28 183.41 0.20250 21683 13754 4833 2.22 3.73 0.83 31.11 8.90 67.92 237.77 7320.73 818.44 16.04 251925176.90 275.86 5329.07 231.44 5269.01 296.20 241.20 1694.07 193.75 220.44 41.11 154.19 89.55 71.07 1232.47 167.87 319.25 389.40 110.93 88.04 704.69 164.52 205.20 0.19336 30093 18509 6148 1.95 3.68 0.75 30.42 7.87 69.17 287.80 8378.87 971.24 18.22 264172441.47 367.92 7089.50 263.11 7023.07 395.67 333.20 1983.82 219.76 250.98 48.96 179.51 102.58 80.82 1531.01 199.43 374.71 440.79 128.22 101.17 998.17 205.23 204.71 0.19440 30097 18441 6150 1.93 3.67 0.75 31.64 7.75 69.41 284.43 8528.70 976.78 18.77 267086274.53 368.96 7198.64 268.32 7161.48 395.70 322.67 1969.50 220.99 251.07 49.94 176.49 105.60 83.56 1516.96 198.03 376.73 446.23 131.54 103.89 999.75 206.88 229.12 0.19501 29734 20499 6565 1.93 3.71 0.80 30.76 6.82 70.45 291.87 9869.34 1088.17 21.78 275868151.17 369.11 8502.71 310.27 8570.60 395.67 319.57 2264.97 239.61 283.98 55.24 190.01 123.20 97.82 1649.17 215.85 421.58 499.69 154.64 122.32 1604.21 220.76 242.75 0.19307 29164 19916 6590 1.90 3.71 0.80 31.65 6.22 70.96 289.20 10952.77 1100.00 24.07 280162469.67 368.47 8883.90 345.81 9660.92 395.70 331.50 2292.38 268.33 305.76 58.47 189.28 133.20 105.54 1663.87 238.73 441.24 548.83 164.05 129.58 1879.99 222.88 256.83 0.19385 30179 20164 6839 1.82 3.69 0.79 30.63 5.74 71.47 301.23 12015.50 1203.57 26.56 286818331.27 405.00 10335.50 378.98 10404.71 436.27 345.77 2437.48 301.11 327.80 64.80 200.38 145.65 115.44 1762.00 259.26 468.70 589.86 180.45 143.02 2105.26 233.56 301.89 0.18909 42974 28631 9215 1.64 3.66 0.75 31.05 4.39 72.71 324.40 16656.20 1485.73 34.91 299834728.80 506.33 13532.74 521.90 13609.33 544.33 441.23 2750.57 363.16 424.07 84.97 254.45 194.83 154.20 2335.46 343.49 634.09 758.21 234.65 186.19 3032.10 309.04 301.93 0.18867 46546 30756 9836 1.64 3.66 0.74 31.69 4.24 72.96 322.20 17334.00 1578.29 36.39 303198573.97 528.89 14203.87 547.97 13841.25 566.70 495.37 2842.38 373.71 433.81 87.17 263.13 204.67 162.05 2466.66 347.93 648.36 790.77 247.83 196.44 3126.48 322.76 OpenBenchmarking.org
FAHBench OpenBenchmarking.org Ns Per Day, More Is Better FAHBench 2.3.2 GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 SE +/- 0.03, N = 3 SE +/- 0.08, N = 3 SE +/- 0.04, N = 3 SE +/- 0.17, N = 3 SE +/- 0.43, N = 3 SE +/- 0.05, N = 3 SE +/- 0.53, N = 3 SE +/- 0.43, N = 3 SE +/- 0.27, N = 3 SE +/- 0.15, N = 3 SE +/- 0.61, N = 3 SE +/- 0.34, N = 3 SE +/- 0.64, N = 3 SE +/- 0.60, N = 3 SE +/- 0.99, N = 3 SE +/- 0.78, N = 3 SE +/- 0.90, N = 3 SE +/- 0.71, N = 3 91.53 102.86 116.02 102.61 140.29 138.21 155.22 198.25 126.64 139.81 183.41 205.20 204.71 229.12 242.75 256.83 301.89 301.93
FAHBench OpenBenchmarking.org Ns Per Day Per Watt, More Is Better FAHBench 2.3.2 GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.3263 0.6526 0.9789 1.3052 1.6315 0.62 0.65 0.62 0.83 0.96 1.10 1.00 1.02 1.11 1.10 1.21 1.27 1.29 1.42 1.38 1.45 1.38 1.33
FAHBench System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better FAHBench 2.3.2 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 48.8 / Avg: 147.69 / Max: 193 Min: 49.8 / Avg: 159.19 / Max: 211.9 Min: 56.3 / Avg: 186.17 / Max: 244.4 Min: 66.3 / Avg: 124.04 / Max: 159.6 Min: 43.8 / Avg: 145.58 / Max: 193.2 Min: 49.1 / Avg: 125.16 / Max: 155 Min: 44.9 / Avg: 154.62 / Max: 208.2 Min: 77.6 / Avg: 195.24 / Max: 264.4 Min: 46.5 / Avg: 114.3 / Max: 152.8 Min: 47.6 / Avg: 127.19 / Max: 170.3 Min: 45.7 / Avg: 151.46 / Max: 214.2 Min: 48.5 / Avg: 161.35 / Max: 226.3 Min: 46 / Avg: 158.7 / Max: 226.7 Min: 46.6 / Avg: 161.4 / Max: 230 Min: 47.5 / Avg: 176.01 / Max: 263 Min: 64 / Avg: 177.55 / Max: 252.2 Min: 49.7 / Avg: 218.05 / Max: 323.3 Min: 52.5 / Avg: 226.18 / Max: 324.2
NAMD CUDA ATPase Simulation - 327,506 Atoms OpenBenchmarking.org days/ns, Fewer Is Better NAMD CUDA 2.13 ATPase Simulation - 327,506 Atoms GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.0818 0.1636 0.2454 0.3272 0.409 SE +/- 0.00026, N = 4 SE +/- 0.00159, N = 3 SE +/- 0.00105, N = 3 SE +/- 0.00303, N = 3 SE +/- 0.00195, N = 3 SE +/- 0.00075, N = 6 SE +/- 0.00088, N = 5 SE +/- 0.00044, N = 3 SE +/- 0.00287, N = 3 SE +/- 0.00192, N = 3 SE +/- 0.00147, N = 4 SE +/- 0.00245, N = 3 SE +/- 0.00250, N = 3 SE +/- 0.00245, N = 3 SE +/- 0.00199, N = 3 SE +/- 0.00233, N = 3 SE +/- 0.00238, N = 3 SE +/- 0.00297, N = 3 0.36368 0.33110 0.28675 0.31789 0.23957 0.22269 0.20978 0.19669 0.25031 0.23185 0.20250 0.19336 0.19440 0.19501 0.19307 0.19385 0.18909 0.18867
NAMD CUDA System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NAMD CUDA 2.13 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 51.3 / Avg: 258.19 / Max: 306.3 Min: 52.6 / Avg: 238.95 / Max: 329.4 Min: 55.9 / Avg: 272.91 / Max: 370.3 Min: 45.2 / Avg: 198.8 / Max: 269.5 Min: 48.2 / Avg: 206.59 / Max: 286.9 Min: 50.3 / Avg: 198.82 / Max: 259.9 Min: 48.6 / Avg: 253.18 / Max: 326.9 Min: 55.3 / Avg: 266.23 / Max: 380 Min: 44.9 / Avg: 177.54 / Max: 262.4 Min: 47.7 / Avg: 177.22 / Max: 273.9 Min: 46.1 / Avg: 197.89 / Max: 303.8 Min: 48.4 / Avg: 233.81 / Max: 312 Min: 50 / Avg: 202.69 / Max: 321.3 Min: 47.2 / Avg: 198.42 / Max: 323.3 Min: 52.9 / Avg: 238.49 / Max: 342.9 Min: 48.8 / Avg: 219.44 / Max: 330.5 Min: 53.9 / Avg: 251.92 / Max: 374 Min: 54.3 / Avg: 214.96 / Max: 367.7
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 10K 20K 30K 40K 50K SE +/- 6.23, N = 3 SE +/- 26.16, N = 3 SE +/- 39.15, N = 3 SE +/- 4.00, N = 3 SE +/- 1.00, N = 3 SE +/- 36.50, N = 3 SE +/- 17.98, N = 3 SE +/- 7.67, N = 3 SE +/- 35.04, N = 3 SE +/- 19.86, N = 3 SE +/- 0.67, N = 3 SE +/- 4.93, N = 3 SE +/- 7.54, N = 3 SE +/- 98.93, N = 3 SE +/- 7.51, N = 3 SE +/- 0.88, N = 3 SE +/- 166.33, N = 3 SE +/- 20.92, N = 3 11732 13246 16871 12245 17290 16925 13788 21689 15162 16147 21683 30093 30097 29734 29164 30179 42974 46546
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 30 60 90 120 150 65.07 67.87 70.64 83.34 95.03 111.54 76.55 88.26 108.70 102.75 112.43 131.33 130.30 136.85 119.09 130.92 131.66 137.34
LuxMark System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 52.2 / Avg: 180.29 / Max: 185.6 Min: 87.7 / Avg: 195.16 / Max: 205 Min: 130.4 / Avg: 238.82 / Max: 247.5 Min: 76 / Avg: 146.92 / Max: 152 Min: 48.6 / Avg: 181.94 / Max: 188.2 Min: 52.3 / Avg: 151.74 / Max: 155.9 Min: 75.8 / Avg: 180.11 / Max: 185.5 Min: 107.7 / Avg: 245.73 / Max: 254 Min: 45.9 / Avg: 139.49 / Max: 144 Min: 48.2 / Avg: 157.16 / Max: 163.8 Min: 47.4 / Avg: 192.86 / Max: 200.8 Min: 47.2 / Avg: 229.14 / Max: 241 Min: 50.1 / Avg: 230.98 / Max: 243.5 Min: 47.5 / Avg: 217.27 / Max: 227.7 Min: 52.5 / Avg: 244.9 / Max: 255.3 Min: 49.4 / Avg: 230.52 / Max: 238 Min: 53.9 / Avg: 326.39 / Max: 340.7 Min: 53.7 / Avg: 338.9 / Max: 360.6
LuxMark OpenCL Device: GPU - Scene: Microphone OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Microphone GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 7K 14K 21K 28K 35K SE +/- 2.00, N = 3 SE +/- 18.25, N = 3 SE +/- 49.74, N = 3 SE +/- 1.53, N = 3 SE +/- 4.91, N = 3 SE +/- 15.50, N = 3 SE +/- 1.20, N = 3 SE +/- 19.33, N = 3 SE +/- 1.33, N = 3 SE +/- 2.33, N = 3 SE +/- 3.84, N = 3 SE +/- 43.34, N = 3 SE +/- 26.44, N = 3 SE +/- 16.84, N = 3 SE +/- 11.68, N = 3 SE +/- 108.17, N = 3 SE +/- 21.50, N = 3 SE +/- 168.12, N = 3 7985 8914 11096 7086 9983 10259 8716 13721 9794 11003 13754 18509 18441 20499 19916 20164 28631 30756
LuxMark OpenCL Device: GPU - Scene: Microphone OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Microphone GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 20 40 60 80 100 44.91 46.08 47.25 51.14 58.63 70.32 50.29 57.68 71.22 70.33 72.11 83.09 83.92 92.78 82.60 89.58 89.77 91.00
LuxMark System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 51.9 / Avg: 177.8 / Max: 184.4 Min: 51 / Avg: 193.46 / Max: 203.7 Min: 112.5 / Avg: 234.81 / Max: 244.3 Min: 45.6 / Avg: 138.57 / Max: 144.8 Min: 49 / Avg: 170.27 / Max: 177.6 Min: 50.1 / Avg: 145.89 / Max: 150.4 Min: 49.1 / Avg: 173.32 / Max: 180.3 Min: 52.7 / Avg: 237.89 / Max: 245.4 Min: 46 / Avg: 137.52 / Max: 142.7 Min: 48 / Avg: 156.46 / Max: 161.4 Min: 48.6 / Avg: 190.73 / Max: 198.4 Min: 49.8 / Avg: 222.76 / Max: 232.3 Min: 51.5 / Avg: 219.74 / Max: 234.1 Min: 47.6 / Avg: 220.93 / Max: 232.4 Min: 53.8 / Avg: 241.11 / Max: 251.4 Min: 47.8 / Avg: 225.09 / Max: 235.4 Min: 55.9 / Avg: 318.95 / Max: 337.2 Min: 60.2 / Avg: 337.98 / Max: 356.9
LuxMark OpenCL Device: GPU - Scene: Hotel OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Hotel GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 2K 4K 6K 8K 10K SE +/- 1.86, N = 3 SE +/- 2.73, N = 3 SE +/- 8.00, N = 3 SE +/- 3.76, N = 3 SE +/- 1.20, N = 3 SE +/- 3.51, N = 3 SE +/- 0.67, N = 3 SE +/- 7.09, N = 3 SE +/- 0.58, N = 3 SE +/- 0.67, N = 3 SE +/- 0.67, N = 3 SE +/- 1.86, N = 3 SE +/- 0.88, N = 3 SE +/- 0.58, N = 3 SE +/- 4.37, N = 3 SE +/- 1.73, N = 3 2730 3048 3885 2648 3870 4170 3807 5649 3733 3805 4833 6148 6150 6565 6590 6839 9215 9836
LuxMark OpenCL Device: GPU - Scene: Hotel OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Hotel GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 6 12 18 24 30 13.72 14.16 15.21 17.00 19.59 25.64 18.51 20.02 24.22 22.50 22.92 26.38 25.52 27.18 24.50 27.41 26.99 27.46
LuxMark System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 50.9 / Avg: 198.98 / Max: 206.3 Min: 51.4 / Avg: 215.19 / Max: 226.6 Min: 57.2 / Avg: 255.39 / Max: 271.7 Min: 45.7 / Avg: 155.74 / Max: 161.6 Min: 48.8 / Avg: 197.56 / Max: 206 Min: 51.1 / Avg: 162.66 / Max: 167.9 Min: 47.9 / Avg: 205.71 / Max: 214.4 Min: 55.9 / Avg: 282.16 / Max: 295.6 Min: 46.7 / Avg: 154.16 / Max: 157.9 Min: 47.2 / Avg: 169.1 / Max: 176.4 Min: 50.4 / Avg: 210.86 / Max: 220.4 Min: 47.9 / Avg: 233.07 / Max: 242.2 Min: 51.8 / Avg: 241 / Max: 251.5 Min: 47.6 / Avg: 241.53 / Max: 254.1 Min: 52.6 / Avg: 269.03 / Max: 281.5 Min: 50.8 / Avg: 249.5 / Max: 264.2 Min: 54.2 / Avg: 341.41 / Max: 361 Min: 57.7 / Avg: 358.16 / Max: 371
Darktable Test: Boat - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Boat - Acceleration: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.9945 1.989 2.9835 3.978 4.9725 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 4.42 3.92 3.27 3.65 2.89 2.93 2.72 2.29 3.35 2.92 2.22 1.95 1.93 1.93 1.90 1.82 1.64 1.64
Darktable Test: Masskrug - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Masskrug - Acceleration: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 1.3005 2.601 3.9015 5.202 6.5025 SE +/- 0.03, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 5.78 5.74 4.12 4.07 3.92 3.97 3.94 3.92 4.01 4.02 3.73 3.68 3.67 3.71 3.71 3.69 3.66 3.66
Darktable Test: Server Room - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Server Room - Acceleration: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.711 1.422 2.133 2.844 3.555 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 4 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 8 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 3.16 3.10 1.51 1.28 1.11 1.17 1.09 1.05 1.18 1.15 0.83 0.75 0.75 0.80 0.80 0.79 0.75 0.74
Rodinia Test: OpenCL Myocyte OpenBenchmarking.org Seconds, Fewer Is Better Rodinia 2.4 Test: OpenCL Myocyte GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 12 24 36 48 60 SE +/- 0.06, N = 3 SE +/- 0.05, N = 3 SE +/- 0.18, N = 3 SE +/- 0.10, N = 3 SE +/- 0.08, N = 3 SE +/- 0.14, N = 3 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.08, N = 3 SE +/- 0.05, N = 3 SE +/- 0.05, N = 3 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.15, N = 3 SE +/- 0.04, N = 3 SE +/- 0.04, N = 3 SE +/- 0.07, N = 3 SE +/- 0.04, N = 3 45.48 47.38 52.13 34.69 35.10 38.70 34.87 35.91 30.97 30.67 31.11 30.42 31.64 30.76 31.65 30.63 31.05 31.69 1. (CXX) g++ options: -O2 -lOpenCL
Rodinia System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Rodinia 2.4 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 30 60 90 120 150 Min: 85.4 / Avg: 117.57 / Max: 120.9 Min: 88.8 / Avg: 119.77 / Max: 124.7 Min: 110.1 / Avg: 153.24 / Max: 157.4 Min: 62.8 / Avg: 97.17 / Max: 100.8 Min: 70.9 / Avg: 107.97 / Max: 112.9 Min: 49.1 / Avg: 105.1 / Max: 108.7 Min: 47.4 / Avg: 113.6 / Max: 118.7 Min: 53.3 / Avg: 137.65 / Max: 146.3 Min: 45.5 / Avg: 90.35 / Max: 95.7 Min: 45.9 / Avg: 98.53 / Max: 104.6 Min: 46.6 / Avg: 112.18 / Max: 123.5 Min: 46.3 / Avg: 122.27 / Max: 129.5 Min: 48.1 / Avg: 122.39 / Max: 128.3 Min: 46.4 / Avg: 116.19 / Max: 128.7 Min: 49.5 / Avg: 131.08 / Max: 142 Min: 46.6 / Avg: 123.16 / Max: 135.3 Min: 51.1 / Avg: 152.87 / Max: 162.6 Min: 51.9 / Avg: 158.82 / Max: 169.5
Rodinia Test: OpenCL Particle Filter OpenBenchmarking.org Seconds, Fewer Is Better Rodinia 2.4 Test: OpenCL Particle Filter GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 3 6 9 12 15 SE +/- 0.02, N = 3 SE +/- 0.07, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.07, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.07, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 12.99 11.69 9.95 11.93 8.26 7.88 6.49 4.96 11.87 10.82 8.90 7.87 7.75 6.82 6.22 5.74 4.39 4.24 1. (CXX) g++ options: -O2 -lOpenCL
Rodinia System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Rodinia 2.4 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2070 SUPER 40 80 120 160 200 Min: 50.5 / Avg: 141.83 / Max: 190 Min: 52.6 / Avg: 156.47 / Max: 203.2 Min: 54.7 / Avg: 167.04 / Max: 233.5 Min: 44.7 / Avg: 111.27 / Max: 154.1 Min: 50.3 / Avg: 101.74 / Max: 149.4 Min: 45.1 / Avg: 88.85 / Max: 116.6 Min: 46 / Avg: 107.04 / Max: 129.7 Min: 47.6 / Avg: 121.91 / Max: 156.6 Min: 47 / Avg: 103.36 / Max: 166
ViennaCL OpenCL LU Factorization OpenBenchmarking.org GFLOPS, More Is Better ViennaCL 1.4.2 OpenCL LU Factorization GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 16 32 48 64 80 SE +/- 0.11, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 SE +/- 0.05, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.20, N = 3 SE +/- 0.31, N = 3 SE +/- 0.02, N = 3 SE +/- 0.05, N = 3 SE +/- 0.21, N = 3 SE +/- 0.06, N = 3 SE +/- 0.03, N = 3 SE +/- 0.05, N = 3 SE +/- 0.07, N = 3 SE +/- 0.26, N = 3 SE +/- 0.72, N = 3 SE +/- 0.60, N = 3 56.95 59.21 62.01 58.67 63.86 64.68 66.67 69.09 65.10 66.06 67.92 69.17 69.41 70.45 70.96 71.47 72.71 72.96 1. (CXX) g++ options: -rdynamic -lOpenCL
ViennaCL OpenCL LU Factorization OpenBenchmarking.org GFLOPS Per Watt, More Is Better ViennaCL 1.4.2 OpenCL LU Factorization GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.315 0.63 0.945 1.26 1.575 0.66 0.79 0.60 1.00 0.80 0.71 0.70 0.59 1.08 1.10 0.73 1.40 1.35 0.90 0.71 1.18 1.31 1.35
cl-mem Benchmark: Copy OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 SE +/- 0.03, N = 3 SE +/- 0.00, N = 3 SE +/- 0.17, N = 3 SE +/- 0.06, N = 3 SE +/- 0.06, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.25, N = 3 SE +/- 0.03, N = 3 SE +/- 0.15, N = 3 SE +/- 0.12, N = 3 SE +/- 0.31, N = 3 SE +/- 0.24, N = 3 SE +/- 0.17, N = 3 SE +/- 0.15, N = 3 SE +/- 0.13, N = 3 SE +/- 0.40, N = 3 SE +/- 0.67, N = 3 124.77 143.40 216.83 137.20 182.00 182.70 205.93 283.20 145.37 208.50 237.77 287.80 284.43 291.87 289.20 301.23 324.40 322.20 1. (CC) gcc options: -O2 -flto -lOpenCL
cl-mem Benchmark: Copy OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.7268 1.4536 2.1804 2.9072 3.634 0.96 1.04 1.45 1.25 1.35 1.53 1.65 1.62 1.58 1.96 2.66 2.43 2.44 2.82 2.28 2.83 3.23 2.17
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Max SP Flops OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Max SP Flops GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 4K 8K 12K 16K 20K SE +/- 0.74, N = 3 SE +/- 3.92, N = 3 SE +/- 11.70, N = 3 SE +/- 6.34, N = 3 SE +/- 1.89, N = 3 SE +/- 0.84, N = 3 SE +/- 3.00, N = 3 SE +/- 3.93, N = 3 SE +/- 13.79, N = 3 SE +/- 0.04, N = 3 SE +/- 19.13, N = 3 SE +/- 27.40, N = 3 SE +/- 45.97, N = 3 SE +/- 51.02, N = 3 SE +/- 29.32, N = 3 SE +/- 61.30, N = 3 SE +/- 87.95, N = 3 SE +/- 91.95, N = 3 4362.31 5052.73 6213.97 4788.92 7115.39 7715.42 9407.75 13230.77 5329.84 5893.41 7320.73 8378.87 8528.70 9869.34 10952.77 12015.50 16656.20 17334.00 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Max SP Flops OpenBenchmarking.org GFLOPS Per Watt, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Max SP Flops GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 20 40 60 80 100 29.29 31.40 32.05 40.06 50.30 61.43 59.87 66.26 50.17 49.63 50.36 56.38 57.13 65.76 63.93 73.23 76.69 77.72
SHOC Scalable HeterOgeneous Computing System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 80.6 / Avg: 148.92 / Max: 222.7 Min: 97.6 / Avg: 160.93 / Max: 243.5 Min: 126.9 / Avg: 193.91 / Max: 298.6 Min: 74.8 / Avg: 119.53 / Max: 184.8 Min: 78 / Avg: 141.46 / Max: 206.4 Min: 50.5 / Avg: 125.61 / Max: 179.8 Min: 94 / Avg: 157.13 / Max: 259.6 Min: 49.6 / Avg: 199.67 / Max: 326.6 Min: 44.5 / Avg: 106.24 / Max: 161 Min: 46.4 / Avg: 118.75 / Max: 170.7 Min: 47 / Avg: 145.37 / Max: 229.5 Min: 46.8 / Avg: 148.63 / Max: 238 Min: 47.9 / Avg: 149.29 / Max: 251.7 Min: 47.1 / Avg: 150.09 / Max: 265.5 Min: 48.7 / Avg: 171.33 / Max: 292.2 Min: 47 / Avg: 164.08 / Max: 318.6 Min: 51.3 / Avg: 217.17 / Max: 360 Min: 52 / Avg: 223.03 / Max: 367
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: FFT SP OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 300 600 900 1200 1500 SE +/- 0.48, N = 3 SE +/- 1.09, N = 3 SE +/- 3.01, N = 3 SE +/- 3.50, N = 7 SE +/- 6.42, N = 4 SE +/- 0.19, N = 3 SE +/- 3.58, N = 3 SE +/- 1.06, N = 3 SE +/- 0.27, N = 3 SE +/- 1.57, N = 3 SE +/- 0.56, N = 3 SE +/- 3.09, N = 3 SE +/- 2.90, N = 3 SE +/- 0.27, N = 3 SE +/- 0.39, N = 3 SE +/- 0.78, N = 3 SE +/- 2.79, N = 3 SE +/- 1.38, N = 3 411.29 458.35 725.98 326.68 478.54 525.89 614.69 982.23 452.89 665.66 818.44 971.24 976.78 1088.17 1100.00 1203.57 1485.73 1578.29 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: FFT SP OpenBenchmarking.org GFLOPS Per Watt, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 Ti 4 8 12 16 20 5.12 5.45 6.92 4.00 6.23 6.36 7.87 7.97 5.70 12.25 13.23 17.59 8.67 15.58 15.46 11.54
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: MD5 Hash OpenBenchmarking.org GHash/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 8 16 24 32 40 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.04, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.02, N = 3 SE +/- 0.03, N = 3 SE +/- 0.05, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.12, N = 3 SE +/- 0.06, N = 3 6.50 7.49 9.22 7.26 10.61 11.70 14.25 19.72 11.87 12.98 16.04 18.22 18.77 21.78 24.07 26.56 34.91 36.39 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: MD5 Hash OpenBenchmarking.org GHash/s Per Watt, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1080 GTX 1660 GTX 1660 Ti RTX 2060 RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER TITAN RTX 0.0833 0.1666 0.2499 0.3332 0.4165 0.05 0.08 0.04 0.11 0.15 0.26 0.26 0.12 0.15 0.30 0.21 0.32 0.37
JuliaGPU OpenCL Device: GPU OpenBenchmarking.org Samples/sec, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60M 120M 180M 240M 300M SE +/- 383961.59, N = 3 SE +/- 52667.10, N = 3 SE +/- 78142.08, N = 3 SE +/- 137674.47, N = 3 SE +/- 76295.47, N = 3 SE +/- 97519.45, N = 3 SE +/- 341457.11, N = 3 SE +/- 540298.84, N = 3 SE +/- 197521.26, N = 3 SE +/- 495295.96, N = 3 SE +/- 121354.48, N = 3 SE +/- 369711.60, N = 3 SE +/- 633693.84, N = 3 SE +/- 389272.10, N = 3 SE +/- 169596.23, N = 3 SE +/- 1165562.77, N = 3 SE +/- 78810.54, N = 3 SE +/- 489061.14, N = 3 169258044.90 181882709.77 195653728.47 182188318.67 216942144.93 220447755.87 237914974.40 262248899.33 230919642.13 239300837.60 251925176.90 264172441.47 267086274.53 275868151.17 280162469.67 286818331.27 299834728.80 303198573.97 1. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm
JuliaGPU OpenCL Device: GPU OpenBenchmarking.org Samples/sec Per Watt, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 600K 1200K 1800K 2400K 3000K 1275493.93 1325997.88 1099178.25 1658141.69 1809790.27 2260229.90 1906369.99 1682592.71 2790569.69 2880366.36 2469451.17 2670026.70 2271141.79 2632329.69 2691799.29 2379445.26 1910018.66 1923116.67
clpeak OpenCL Test: Global Memory Bandwidth OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Global Memory Bandwidth GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 110 220 330 440 550 SE +/- 0.06, N = 3 SE +/- 0.03, N = 3 SE +/- 0.52, N = 3 SE +/- 0.06, N = 3 SE +/- 0.18, N = 3 SE +/- 0.00, N = 3 SE +/- 0.09, N = 3 SE +/- 0.71, N = 3 SE +/- 0.00, N = 3 SE +/- 0.17, N = 3 SE +/- 0.24, N = 3 SE +/- 0.11, N = 3 SE +/- 0.07, N = 3 SE +/- 0.33, N = 3 SE +/- 0.22, N = 3 SE +/- 0.08, N = 3 SE +/- 0.44, N = 3 SE +/- 0.66, N = 3 143.48 164.25 263.22 146.62 196.47 197.26 222.09 328.90 157.60 234.67 275.86 367.92 368.96 369.11 368.47 405.00 506.33 528.89 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Global Memory Bandwidth OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Global Memory Bandwidth GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 3 6 9 12 15 1.52 1.65 2.02 1.84 2.63 1.92 2.26 2.73 3.16 2.24 4.88 3.33 5.41 5.09 4.86 9.15 6.18
clpeak OpenCL Test: Single-Precision Float OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Single-Precision Float GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 3K 6K 9K 12K 15K SE +/- 40.24, N = 15 SE +/- 46.38, N = 8 SE +/- 44.36, N = 15 SE +/- 1.88, N = 3 SE +/- 3.03, N = 3 SE +/- 7.63, N = 3 SE +/- 3.14, N = 3 SE +/- 5.50, N = 3 SE +/- 7.83, N = 3 SE +/- 61.47, N = 15 SE +/- 77.72, N = 3 SE +/- 84.87, N = 15 SE +/- 81.15, N = 15 SE +/- 76.18, N = 15 SE +/- 7.41, N = 3 SE +/- 124.22, N = 3 SE +/- 207.30, N = 3 SE +/- 228.75, N = 15 3888.16 4476.69 5538.75 4199.71 6269.49 6770.97 8314.29 11720.57 4610.01 4793.66 5329.07 7089.50 7198.64 8502.71 8883.90 10335.50 13532.74 14203.87 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Single-Precision Float OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Single-Precision Float GTX 970 GTX 980 GTX 980 Ti GTX 1070 GTX 1070 Ti GTX 1080 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 50 100 150 200 250 39.36 36.49 42.00 70.63 84.46 89.11 71.35 109.20 111.74 74.32 121.62 79.25 84.49 222.09 103.61
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1660 Ti RTX 2060 SUPER RTX 2070 RTX 2070 SUPER TITAN RTX 60 120 180 240 300 Min: 51.4 / Avg: 98.78 / Max: 148.8 Min: 52.5 / Avg: 122.69 / Max: 181.1 Min: 54.9 / Avg: 131.87 / Max: 194.2 Min: 45.5 / Avg: 67.18 / Max: 127.1 Min: 46.6 / Avg: 63.45 / Max: 103 Min: 48.2 / Avg: 96.86 / Max: 180.2 Min: 47.5 / Avg: 69.91 / Max: 138.9 Min: 50.6 / Avg: 137.09 / Max: 308.7
clpeak OpenCL Test: Double-Precision Double OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Double-Precision Double GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 120 240 360 480 600 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.35, N = 3 SE +/- 0.14, N = 3 SE +/- 0.71, N = 3 SE +/- 0.02, N = 3 SE +/- 0.76, N = 3 SE +/- 1.14, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.71, N = 3 SE +/- 0.81, N = 3 SE +/- 0.77, N = 3 SE +/- 0.92, N = 3 SE +/- 0.03, N = 3 SE +/- 1.46, N = 3 SE +/- 1.16, N = 3 137.47 159.68 196.60 149.58 223.91 242.63 297.94 414.96 168.44 185.12 231.44 263.11 268.32 310.27 345.81 378.98 521.90 547.97 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Double-Precision Double OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Double-Precision Double GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.6075 1.215 1.8225 2.43 3.0375 0.98 1.09 1.09 1.46 1.90 2.14 2.20 2.49 1.73 1.72 1.84 1.85 1.95 2.25 2.25 2.50 2.65 2.70
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 40 80 120 160 200 Min: 93.6 / Avg: 140.29 / Max: 146.2 Min: 51.6 / Avg: 146.12 / Max: 159.1 Min: 128.4 / Avg: 179.97 / Max: 191.4 Min: 44.7 / Avg: 102.22 / Max: 117.3 Min: 46 / Avg: 117.77 / Max: 137.1 Min: 51 / Avg: 113.26 / Max: 124.1 Min: 46.2 / Avg: 135.52 / Max: 152.6 Min: 51.6 / Avg: 166.5 / Max: 193 Min: 43.9 / Avg: 97.25 / Max: 106.6 Min: 46.4 / Avg: 107.92 / Max: 119.4 Min: 47.9 / Avg: 126.06 / Max: 143 Min: 47.1 / Avg: 142.14 / Max: 150.8 Min: 46.9 / Avg: 137.5 / Max: 151.9 Min: 47 / Avg: 137.66 / Max: 150.3 Min: 49.8 / Avg: 153.89 / Max: 172.5 Min: 47.6 / Avg: 151.43 / Max: 166.9 Min: 50.3 / Avg: 197 / Max: 217.1 Min: 51.5 / Avg: 203.24 / Max: 225.1
clpeak OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS, More Is Better clpeak OpenCL Test: Integer Compute INT GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 3K 6K 9K 12K 15K SE +/- 19.67, N = 3 SE +/- 0.38, N = 3 SE +/- 23.09, N = 3 SE +/- 13.36, N = 15 SE +/- 24.36, N = 3 SE +/- 0.72, N = 3 SE +/- 26.46, N = 3 SE +/- 29.87, N = 15 SE +/- 32.97, N = 3 SE +/- 64.34, N = 15 SE +/- 63.11, N = 3 SE +/- 76.65, N = 15 SE +/- 84.78, N = 15 SE +/- 81.60, N = 15 SE +/- 4.11, N = 3 SE +/- 83.79, N = 15 SE +/- 57.62, N = 3 SE +/- 156.59, N = 15 1140.29 1312.06 1610.28 1267.89 1685.05 2076.93 2430.74 3301.89 4657.79 4775.45 5269.01 7023.07 7161.48 8570.60 9660.92 10404.71 13609.33 13841.25 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS Per Watt, More Is Better clpeak OpenCL Test: Integer Compute INT GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 30 60 90 120 150 9.19 8.44 9.00 10.83 23.89 25.59 26.82 16.52 79.94 61.38 63.25 80.74 52.78 60.39 123.07 72.16 54.76 66.58
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor GTX 1060 GTX 1080 Ti GTX 1660 Ti RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 SUPER TITAN RTX 70 140 210 280 350 Min: 66.2 / Avg: 117.06 / Max: 191 Min: 52.4 / Avg: 199.89 / Max: 328.7 Min: 46.4 / Avg: 77.81 / Max: 158.1 Min: 47.4 / Avg: 86.98 / Max: 242.5 Min: 47.8 / Avg: 135.68 / Max: 254.5 Min: 47.5 / Avg: 141.91 / Max: 279.4 Min: 47.9 / Avg: 144.19 / Max: 288.8 Min: 52.5 / Avg: 207.88 / Max: 366.7
cl-mem Benchmark: Read OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 120 240 360 480 600 SE +/- 1.50, N = 8 SE +/- 0.10, N = 3 SE +/- 0.12, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.12, N = 3 SE +/- 0.20, N = 3 SE +/- 0.00, N = 3 SE +/- 0.07, N = 3 SE +/- 0.20, N = 3 SE +/- 0.22, N = 3 SE +/- 0.25, N = 3 SE +/- 0.22, N = 3 SE +/- 0.25, N = 3 SE +/- 0.27, N = 3 SE +/- 0.38, N = 3 SE +/- 0.40, N = 3 142.10 164.50 265.33 153.50 205.27 205.27 228.80 337.53 162.90 250.23 296.20 395.67 395.70 395.67 395.70 436.27 544.33 566.70 1. (CC) gcc options: -O2 -flto -lOpenCL
cl-mem Benchmark: Read OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.8663 1.7326 2.5989 3.4652 4.3315 1.05 1.19 1.76 1.34 1.68 1.86 1.90 2.10 1.69 2.67 2.76 3.09 3.28 3.47 3.26 3.85 3.38 3.37
cl-mem Benchmark: Write OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 110 220 330 440 550 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.06, N = 3 SE +/- 0.03, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 SE +/- 0.28, N = 3 SE +/- 0.03, N = 3 SE +/- 0.12, N = 3 SE +/- 0.40, N = 3 SE +/- 0.82, N = 3 SE +/- 1.00, N = 3 SE +/- 0.43, N = 3 SE +/- 0.15, N = 3 SE +/- 0.54, N = 3 SE +/- 0.35, N = 3 SE +/- 1.39, N = 3 132.60 151.50 241.50 144.57 190.90 190.03 214.67 340.27 148.87 208.67 241.20 333.20 322.67 319.57 331.50 345.77 441.23 495.37 1. (CC) gcc options: -O2 -flto -lOpenCL
cl-mem Benchmark: Write OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.8348 1.6696 2.5044 3.3392 4.174 1.07 1.03 1.48 1.44 1.54 1.76 1.64 2.02 1.61 2.33 2.24 2.61 3.71 2.60 2.74 2.85 3.46 3.13
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 600 1200 1800 2400 3000 SE +/- 1.43, N = 3 SE +/- 2.37, N = 3 SE +/- 1.24, N = 3 SE +/- 2.37, N = 3 SE +/- 4.57, N = 3 SE +/- 0.80, N = 3 SE +/- 4.27, N = 3 SE +/- 7.35, N = 3 SE +/- 1.34, N = 3 SE +/- 2.77, N = 3 SE +/- 3.62, N = 3 SE +/- 10.89, N = 3 SE +/- 5.21, N = 3 SE +/- 4.73, N = 3 SE +/- 4.68, N = 3 SE +/- 6.75, N = 3 SE +/- 13.82, N = 3 SE +/- 4.02, N = 3 841.48 973.39 1202.77 908.43 1288.94 1371.21 1544.50 2162.58 1160.52 1394.05 1694.07 1983.82 1969.50 2264.97 2292.38 2437.48 2750.57 2842.38
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 6 12 18 24 30 6.98 7.17 7.67 9.57 12.35 14.16 14.02 15.21 14.79 16.06 18.20 20.68 21.35 24.75 26.21 25.06 26.71 22.19
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 80 160 240 320 400 SE +/- 0.01, N = 3 SE +/- 0.27, N = 3 SE +/- 0.26, N = 3 SE +/- 0.20, N = 3 SE +/- 0.18, N = 3 SE +/- 0.06, N = 3 SE +/- 0.30, N = 3 SE +/- 0.21, N = 3 SE +/- 0.27, N = 3 SE +/- 0.05, N = 3 SE +/- 0.37, N = 3 SE +/- 0.44, N = 3 SE +/- 0.43, N = 3 SE +/- 0.10, N = 3 SE +/- 0.59, N = 3 SE +/- 0.23, N = 3 SE +/- 0.44, N = 3 SE +/- 0.48, N = 3 88.16 101.92 116.31 97.83 141.55 147.04 173.79 228.68 137.66 161.33 193.75 219.76 220.99 239.61 268.33 301.11 363.16 373.71
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.459 0.918 1.377 1.836 2.295 0.56 0.61 0.60 0.78 0.95 1.12 1.10 1.13 1.22 1.32 1.34 1.49 1.57 1.72 1.75 1.99 2.04 2.04
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 50 100 150 200 250 Min: 72.9 / Avg: 158.81 / Max: 190.7 Min: 99.3 / Avg: 168.06 / Max: 211.7 Min: 128.3 / Avg: 193.81 / Max: 239.9 Min: 55.5 / Avg: 124.66 / Max: 155.7 Min: 70.5 / Avg: 148.83 / Max: 185.2 Min: 51 / Avg: 131.33 / Max: 154.1 Min: 84.5 / Avg: 158.48 / Max: 204.6 Min: 125.6 / Avg: 201.87 / Max: 257 Min: 44.4 / Avg: 112.99 / Max: 143 Min: 46.7 / Avg: 122.59 / Max: 164 Min: 48.8 / Avg: 144.1 / Max: 197.4 Min: 53 / Avg: 147.84 / Max: 203.6 Min: 47.6 / Avg: 141.04 / Max: 207.9 Min: 46.6 / Avg: 139.53 / Max: 205.1 Min: 49 / Avg: 153.24 / Max: 230.1 Min: 48.4 / Avg: 151.02 / Max: 226.9 Min: 50.7 / Avg: 178.03 / Max: 280 Min: 51.1 / Avg: 182.86 / Max: 282.6
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 90 180 270 360 450 SE +/- 0.00, N = 3 SE +/- 0.26, N = 3 SE +/- 0.06, N = 3 SE +/- 0.16, N = 3 SE +/- 0.28, N = 3 SE +/- 0.08, N = 3 SE +/- 0.11, N = 3 SE +/- 0.42, N = 3 SE +/- 0.31, N = 3 SE +/- 0.06, N = 3 SE +/- 0.16, N = 3 SE +/- 0.48, N = 3 SE +/- 0.53, N = 3 SE +/- 0.71, N = 3 SE +/- 0.60, N = 3 SE +/- 0.12, N = 3 SE +/- 1.04, N = 3 SE +/- 0.70, N = 3 116.05 142.14 162.63 130.64 196.01 205.85 240.62 333.54 156.50 172.68 220.44 250.98 251.07 283.98 305.76 327.80 424.07 433.81
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.576 1.152 1.728 2.304 2.88 0.71 0.78 0.79 1.01 1.24 1.57 1.51 1.76 1.42 1.47 1.55 1.74 1.69 2.10 2.19 2.22 2.53 2.56
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 50 100 150 200 250 Min: 81.7 / Avg: 163.48 / Max: 201.2 Min: 52.8 / Avg: 183.08 / Max: 228.8 Min: 127.5 / Avg: 205.03 / Max: 260.5 Min: 68.7 / Avg: 129.36 / Max: 164 Min: 77.9 / Avg: 157.58 / Max: 202.6 Min: 51.5 / Avg: 131.42 / Max: 162.8 Min: 94.6 / Avg: 159.56 / Max: 227.4 Min: 55.7 / Avg: 189.84 / Max: 284.9 Min: 44.8 / Avg: 109.89 / Max: 143.5 Min: 47.3 / Avg: 117.8 / Max: 162 Min: 47.9 / Avg: 142.09 / Max: 199.4 Min: 54.4 / Avg: 144.26 / Max: 207.2 Min: 49 / Avg: 148.17 / Max: 210.6 Min: 47.9 / Avg: 135.09 / Max: 211.7 Min: 50.7 / Avg: 139.72 / Max: 234.8 Min: 48.5 / Avg: 147.96 / Max: 225.2 Min: 51.5 / Avg: 167.74 / Max: 291.7 Min: 55.6 / Avg: 169.21 / Max: 293
PlaidML FP16: Yes - Mode: Inference - Network: NASNer Large - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: NASNer Large - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 20 40 60 80 100 SE +/- 0.03, N = 3 SE +/- 0.15, N = 3 SE +/- 0.10, N = 3 SE +/- 0.03, N = 3 SE +/- 0.05, N = 3 SE +/- 0.02, N = 3 SE +/- 0.08, N = 3 SE +/- 0.11, N = 3 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 SE +/- 0.08, N = 3 SE +/- 0.14, N = 3 SE +/- 0.13, N = 3 SE +/- 0.05, N = 3 SE +/- 0.15, N = 3 SE +/- 0.08, N = 3 SE +/- 0.21, N = 3 SE +/- 0.25, N = 3 21.42 24.24 30.64 23.16 33.07 35.41 40.38 56.64 28.99 34.12 41.11 48.96 49.94 55.24 58.47 64.80 84.97 87.17
PlaidML FP16: Yes - Mode: Inference - Network: NASNer Large - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: NASNer Large - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.0833 0.1666 0.2499 0.3332 0.4165 0.11 0.12 0.13 0.15 0.18 0.23 0.20 0.24 0.21 0.22 0.23 0.25 0.26 0.30 0.29 0.32 0.37 0.37
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 94.8 / Avg: 192.64 / Max: 216.8 Min: 99.4 / Avg: 199.9 / Max: 241.3 Min: 124.3 / Avg: 237.03 / Max: 284.6 Min: 75.4 / Avg: 157.49 / Max: 178.6 Min: 83.7 / Avg: 182.29 / Max: 211.2 Min: 51.4 / Avg: 151.49 / Max: 175.5 Min: 48.2 / Avg: 203.49 / Max: 246 Min: 107 / Avg: 238.78 / Max: 315.7 Min: 44.8 / Avg: 135.27 / Max: 159.9 Min: 46.5 / Avg: 154.44 / Max: 184.5 Min: 48.1 / Avg: 176.3 / Max: 224.1 Min: 54.2 / Avg: 192.58 / Max: 235.4 Min: 48 / Avg: 190.9 / Max: 247 Min: 46.5 / Avg: 184.51 / Max: 249.7 Min: 49.7 / Avg: 201.32 / Max: 272.7 Min: 46.7 / Avg: 204.84 / Max: 277 Min: 50.4 / Avg: 231.53 / Max: 336 Min: 51.3 / Avg: 235.38 / Max: 341.7
PlaidML FP16: Yes - Mode: Inference - Network: DenseNet 201 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: DenseNet 201 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 SE +/- 0.01, N = 3 SE +/- 0.12, N = 3 SE +/- 0.18, N = 3 SE +/- 0.15, N = 3 SE +/- 0.05, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.03, N = 3 SE +/- 0.10, N = 3 SE +/- 0.03, N = 3 SE +/- 0.05, N = 3 SE +/- 0.03, N = 3 SE +/- 0.22, N = 3 SE +/- 0.14, N = 3 SE +/- 0.17, N = 3 SE +/- 0.07, N = 3 SE +/- 0.10, N = 3 SE +/- 0.18, N = 3 79.71 92.92 111.46 91.07 127.02 130.15 143.53 191.31 102.83 114.58 154.19 179.51 176.49 190.01 189.28 200.38 254.45 263.13
PlaidML FP16: Yes - Mode: Inference - Network: DenseNet 201 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: DenseNet 201 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.3443 0.6886 1.0329 1.3772 1.7215 0.54 0.59 0.58 0.72 0.94 1.01 0.95 0.94 0.96 0.99 1.15 1.26 1.27 1.53 1.29 1.41 1.47 1.52
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 50 100 150 200 250 Min: 52.1 / Avg: 148.78 / Max: 190.2 Min: 53.5 / Avg: 157.67 / Max: 213.1 Min: 57 / Avg: 191.08 / Max: 247.4 Min: 45.7 / Avg: 125.77 / Max: 157.6 Min: 48.3 / Avg: 135.38 / Max: 188.6 Min: 53.5 / Avg: 128.35 / Max: 157.6 Min: 49.1 / Avg: 151.63 / Max: 200.9 Min: 109.8 / Avg: 203.83 / Max: 255.3 Min: 45.8 / Avg: 106.92 / Max: 138.1 Min: 48.2 / Avg: 115.16 / Max: 152 Min: 49 / Avg: 134.34 / Max: 190.3 Min: 55.8 / Avg: 142.16 / Max: 204.9 Min: 51.5 / Avg: 138.71 / Max: 203.8 Min: 49.1 / Avg: 124.58 / Max: 203.3 Min: 51.5 / Avg: 146.49 / Max: 216.5 Min: 48.8 / Avg: 141.86 / Max: 214.3 Min: 52.4 / Avg: 173.16 / Max: 273 Min: 52.7 / Avg: 173.29 / Max: 277.5
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 40 80 120 160 200 SE +/- 0.21, N = 3 SE +/- 0.83, N = 4 SE +/- 1.12, N = 3 SE +/- 0.18, N = 3 SE +/- 0.30, N = 3 SE +/- 0.08, N = 3 SE +/- 0.40, N = 3 SE +/- 0.62, N = 3 SE +/- 0.17, N = 3 SE +/- 0.14, N = 3 SE +/- 0.23, N = 3 SE +/- 0.35, N = 3 SE +/- 0.39, N = 3 SE +/- 0.28, N = 3 SE +/- 0.57, N = 3 SE +/- 0.29, N = 3 SE +/- 0.51, N = 3 SE +/- 0.57, N = 3 49.76 55.70 71.26 56.07 80.27 92.03 106.09 145.42 66.24 73.18 89.55 102.58 105.60 123.20 133.20 145.65 194.83 204.67
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.234 0.468 0.702 0.936 1.17 0.27 0.28 0.29 0.37 0.49 0.57 0.56 0.62 0.48 0.48 0.55 0.55 0.61 0.66 0.77 0.80 1.04 0.94
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 51.5 / Avg: 184.27 / Max: 233.4 Min: 69.1 / Avg: 196.2 / Max: 247.2 Min: 55.1 / Avg: 244.29 / Max: 316.2 Min: 45.8 / Avg: 152.31 / Max: 187.6 Min: 47.7 / Avg: 162.2 / Max: 207.3 Min: 95.2 / Avg: 160.1 / Max: 191.4 Min: 88.2 / Avg: 189.28 / Max: 251.8 Min: 118 / Avg: 235.58 / Max: 316.5 Min: 45.6 / Avg: 137.8 / Max: 169.2 Min: 47.3 / Avg: 151.58 / Max: 191.5 Min: 48.1 / Avg: 163.79 / Max: 226.4 Min: 54 / Avg: 187.95 / Max: 233.7 Min: 48.1 / Avg: 174.02 / Max: 249.3 Min: 46.7 / Avg: 187.65 / Max: 267.6 Min: 54.1 / Avg: 173.35 / Max: 273.1 Min: 49.4 / Avg: 181.31 / Max: 274.6 Min: 52.7 / Avg: 188.04 / Max: 345.4 Min: 53.8 / Avg: 216.91 / Max: 353.5
PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 40 80 120 160 200 SE +/- 0.18, N = 3 SE +/- 0.62, N = 4 SE +/- 0.77, N = 3 SE +/- 0.12, N = 3 SE +/- 0.19, N = 3 SE +/- 0.03, N = 3 SE +/- 0.28, N = 3 SE +/- 0.44, N = 3 SE +/- 0.08, N = 3 SE +/- 0.12, N = 3 SE +/- 0.19, N = 3 SE +/- 0.23, N = 3 SE +/- 0.35, N = 3 SE +/- 0.16, N = 3 SE +/- 0.44, N = 3 SE +/- 0.21, N = 3 SE +/- 0.36, N = 3 SE +/- 0.48, N = 3 39.34 43.63 56.13 44.37 63.56 73.12 83.83 115.03 52.52 58.03 71.07 80.82 83.56 97.82 105.54 115.44 154.20 162.05
PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.1643 0.3286 0.4929 0.6572 0.8215 0.20 0.22 0.23 0.28 0.37 0.46 0.43 0.49 0.38 0.38 0.40 0.39 0.44 0.49 0.58 0.59 0.73 0.71
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 89.6 / Avg: 193.7 / Max: 220.3 Min: 53.3 / Avg: 201.25 / Max: 246.9 Min: 71.2 / Avg: 244.52 / Max: 316.6 Min: 45.9 / Avg: 157.15 / Max: 187.3 Min: 70.7 / Avg: 170.23 / Max: 208.9 Min: 51.9 / Avg: 158.16 / Max: 196.1 Min: 91.2 / Avg: 194.23 / Max: 252.2 Min: 120.6 / Avg: 236.48 / Max: 318.6 Min: 45.5 / Avg: 136.67 / Max: 171.6 Min: 48.2 / Avg: 154.23 / Max: 191.6 Min: 48.9 / Avg: 179.62 / Max: 228 Min: 57.1 / Avg: 209.61 / Max: 237.5 Min: 48.7 / Avg: 189.06 / Max: 250.5 Min: 47.2 / Avg: 198.27 / Max: 271.7 Min: 52.6 / Avg: 181.66 / Max: 277.7 Min: 49.1 / Avg: 194.92 / Max: 278.5 Min: 52.9 / Avg: 210.77 / Max: 350.6 Min: 52.8 / Avg: 227.24 / Max: 356.3
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 500 1000 1500 2000 2500 SE +/- 0.75, N = 3 SE +/- 0.24, N = 3 SE +/- 0.07, N = 3 SE +/- 0.63, N = 3 SE +/- 1.57, N = 3 SE +/- 0.73, N = 3 SE +/- 1.27, N = 3 SE +/- 5.20, N = 3 SE +/- 1.38, N = 3 SE +/- 0.86, N = 3 SE +/- 2.11, N = 3 SE +/- 1.59, N = 3 SE +/- 1.46, N = 3 SE +/- 1.25, N = 3 SE +/- 4.17, N = 3 SE +/- 2.80, N = 3 SE +/- 6.28, N = 3 SE +/- 13.68, N = 3 671.49 759.43 990.12 726.30 987.69 1009.26 1123.85 1672.73 814.65 1002.00 1232.47 1531.01 1516.96 1649.17 1663.87 1762.00 2335.46 2466.66
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 6 12 18 24 30 5.20 5.53 6.64 7.59 9.65 11.30 9.35 10.22 9.56 11.20 11.67 12.98 14.84 19.70 14.16 16.60 22.63 23.23
PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 80 160 240 320 400 SE +/- 0.16, N = 3 SE +/- 0.17, N = 3 SE +/- 0.07, N = 3 SE +/- 0.10, N = 3 SE +/- 0.09, N = 3 SE +/- 0.06, N = 3 SE +/- 0.38, N = 3 SE +/- 0.14, N = 3 SE +/- 0.12, N = 3 SE +/- 0.23, N = 3 SE +/- 0.23, N = 3 SE +/- 0.25, N = 3 SE +/- 0.29, N = 3 SE +/- 0.07, N = 3 SE +/- 0.57, N = 3 SE +/- 0.10, N = 3 SE +/- 0.38, N = 3 SE +/- 0.42, N = 3 94.72 105.64 135.14 104.44 147.17 153.34 184.80 257.55 116.90 140.05 167.87 199.43 198.03 215.85 238.73 259.26 343.49 347.93
PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.4388 0.8776 1.3164 1.7552 2.194 0.52 0.56 0.61 0.70 0.99 1.08 0.94 1.34 0.95 1.02 1.11 1.23 1.18 1.34 1.36 1.52 1.66 1.95
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 81.4 / Avg: 182.54 / Max: 219.9 Min: 56.7 / Avg: 188.31 / Max: 242.7 Min: 126.5 / Avg: 220.09 / Max: 281.6 Min: 46.9 / Avg: 150.12 / Max: 180 Min: 84.3 / Avg: 149.15 / Max: 206.1 Min: 51.1 / Avg: 141.76 / Max: 172.5 Min: 84.7 / Avg: 196.13 / Max: 242.5 Min: 128 / Avg: 191.53 / Max: 304 Min: 46.3 / Avg: 123.06 / Max: 152.7 Min: 46.3 / Avg: 136.65 / Max: 177.5 Min: 47.6 / Avg: 150.66 / Max: 214.3 Min: 54.4 / Avg: 162.79 / Max: 223.8 Min: 49.8 / Avg: 167.7 / Max: 230.4 Min: 49.5 / Avg: 161.34 / Max: 234.9 Min: 49.4 / Avg: 176.08 / Max: 254.9 Min: 49.6 / Avg: 170.73 / Max: 255.1 Min: 51.8 / Avg: 206.66 / Max: 321.6 Min: 56.2 / Avg: 178.56 / Max: 327.6
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 140 280 420 560 700 SE +/- 0.06, N = 3 SE +/- 0.02, N = 3 SE +/- 0.58, N = 3 SE +/- 0.07, N = 3 SE +/- 0.15, N = 3 SE +/- 0.09, N = 3 SE +/- 0.32, N = 3 SE +/- 0.72, N = 3 SE +/- 0.16, N = 3 SE +/- 0.47, N = 3 SE +/- 0.39, N = 3 SE +/- 0.53, N = 3 SE +/- 0.27, N = 3 SE +/- 0.19, N = 3 SE +/- 0.25, N = 3 SE +/- 0.61, N = 3 SE +/- 0.63, N = 3 SE +/- 0.75, N = 3 181.87 203.91 247.47 196.00 276.89 294.36 337.47 496.24 228.14 259.43 319.25 374.71 376.73 421.58 441.24 468.70 634.09 648.36
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 1.1318 2.2636 3.3954 4.5272 5.659 1.05 1.15 1.06 1.48 1.80 2.10 2.25 2.66 1.90 1.84 2.16 2.59 3.09 2.89 3.21 3.18 3.70 5.03
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER TITAN RTX 60 120 180 240 300 Min: 83.3 / Avg: 172.91 / Max: 233.2 Min: 53 / Avg: 176.69 / Max: 244.6 Min: 129.1 / Avg: 233.7 / Max: 292 Min: 45.9 / Avg: 132.6 / Max: 182.3 Min: 89.6 / Avg: 153.55 / Max: 208.4 Min: 52.2 / Avg: 140.17 / Max: 177.3 Min: 48.4 / Avg: 149.71 / Max: 246.6 Min: 56.4 / Avg: 186.43 / Max: 312.7 Min: 46.3 / Avg: 119.8 / Max: 159.7 Min: 47.9 / Avg: 141.14 / Max: 182.8 Min: 48.6 / Avg: 147.64 / Max: 221.8 Min: 55.4 / Avg: 144.71 / Max: 231.4 Min: 47.5 / Avg: 122.1 / Max: 239.9 Min: 46.8 / Avg: 145.98 / Max: 249.6 Min: 52 / Avg: 137.63 / Max: 231.8 Min: 49.4 / Avg: 162.94 / Max: 270.3 Min: 52.7 / Avg: 128.84 / Max: 167.9
PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 200 400 600 800 1000 SE +/- 0.03, N = 3 SE +/- 0.50, N = 3 SE +/- 0.56, N = 3 SE +/- 0.17, N = 3 SE +/- 0.13, N = 3 SE +/- 0.49, N = 3 SE +/- 0.31, N = 3 SE +/- 0.74, N = 3 SE +/- 0.01, N = 3 SE +/- 0.15, N = 3 SE +/- 0.37, N = 3 SE +/- 0.31, N = 3 SE +/- 0.21, N = 3 SE +/- 0.67, N = 3 SE +/- 1.63, N = 3 SE +/- 1.47, N = 3 SE +/- 1.01, N = 3 SE +/- 2.25, N = 3 204.32 231.66 270.00 224.89 315.37 333.03 399.00 523.98 287.68 315.83 389.40 440.79 446.23 499.69 548.83 589.86 758.21 790.77
PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 1.1453 2.2906 3.4359 4.5812 5.7265 1.28 1.43 1.41 1.83 2.37 2.59 2.81 3.00 2.98 3.14 3.10 3.23 3.68 3.67 3.95 4.52 4.56 5.09
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti 50 100 150 200 250 Min: 94.4 / Avg: 160.18 / Max: 203.4 Min: 100 / Avg: 162.49 / Max: 218.7 Min: 57.1 / Avg: 192.1 / Max: 249.1 Min: 46.3 / Avg: 122.88 / Max: 159.6 Min: 50.4 / Avg: 132.86 / Max: 187.3 Min: 52.4 / Avg: 128.8 / Max: 152 Min: 48.5 / Avg: 142.23 / Max: 208.8 Min: 46.3 / Avg: 96.5 / Max: 135.8 Min: 46.6 / Avg: 100.43 / Max: 150.5 Min: 49.2 / Avg: 125.65 / Max: 186.5 Min: 54.9 / Avg: 136.39 / Max: 187.2 Min: 49.2 / Avg: 136.18 / Max: 192.6 Min: 56.5 / Avg: 138.96 / Max: 215.1 Min: 51.8 / Avg: 130.6 / Max: 207.8 Min: 52.6 / Avg: 166.27 / Max: 275.3
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 50 100 150 200 250 SE +/- 0.05, N = 3 SE +/- 0.79, N = 3 SE +/- 1.36, N = 3 SE +/- 0.12, N = 3 SE +/- 0.17, N = 3 SE +/- 0.06, N = 3 SE +/- 0.38, N = 3 SE +/- 0.62, N = 3 SE +/- 0.21, N = 3 SE +/- 0.24, N = 3 SE +/- 0.32, N = 3 SE +/- 0.34, N = 3 SE +/- 0.43, N = 3 SE +/- 0.29, N = 3 SE +/- 0.73, N = 3 SE +/- 0.28, N = 3 SE +/- 0.50, N = 3 SE +/- 0.40, N = 3 60.32 68.95 87.39 69.31 97.32 114.03 128.05 175.37 84.83 92.45 110.93 128.22 131.54 154.64 164.05 180.45 234.65 247.83
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.2318 0.4636 0.6954 0.9272 1.159 0.31 0.32 0.32 0.42 0.56 0.67 0.61 0.75 0.58 0.56 0.62 0.71 0.68 0.81 0.82 0.82 0.98 1.03
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 94.5 / Avg: 195.88 / Max: 219.3 Min: 90.4 / Avg: 213.83 / Max: 251.4 Min: 56.5 / Avg: 270.73 / Max: 328.7 Min: 69.4 / Avg: 166.46 / Max: 190 Min: 50 / Avg: 172.78 / Max: 208.8 Min: 52.3 / Avg: 169.99 / Max: 205.7 Min: 46.2 / Avg: 209.24 / Max: 254.3 Min: 51.8 / Avg: 234.29 / Max: 318.4 Min: 45.6 / Avg: 146.27 / Max: 182 Min: 46.4 / Avg: 163.81 / Max: 195.7 Min: 48.4 / Avg: 179.22 / Max: 228.5 Min: 53.3 / Avg: 181.51 / Max: 239.5 Min: 48.4 / Avg: 193.79 / Max: 250.6 Min: 47.2 / Avg: 191.71 / Max: 276.3 Min: 48.9 / Avg: 201.23 / Max: 285.7 Min: 47.7 / Avg: 218.91 / Max: 299.1 Min: 52.7 / Avg: 239.16 / Max: 354.3 Min: 52.4 / Avg: 239.94 / Max: 363
PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 40 80 120 160 200 SE +/- 0.01, N = 3 SE +/- 0.47, N = 3 SE +/- 0.65, N = 3 SE +/- 0.08, N = 3 SE +/- 0.11, N = 3 SE +/- 0.06, N = 3 SE +/- 0.16, N = 3 SE +/- 0.35, N = 3 SE +/- 0.17, N = 3 SE +/- 0.12, N = 3 SE +/- 0.17, N = 3 SE +/- 0.19, N = 3 SE +/- 0.25, N = 3 SE +/- 0.23, N = 3 SE +/- 0.42, N = 3 SE +/- 0.22, N = 3 SE +/- 0.41, N = 3 SE +/- 0.54, N = 3 47.70 53.49 68.47 54.78 76.89 90.34 101.00 138.68 67.24 73.35 88.04 101.17 103.89 122.32 129.58 143.02 186.19 196.44
PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL OpenBenchmarking.org FPS Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.1688 0.3376 0.5064 0.6752 0.844 0.24 0.26 0.25 0.32 0.43 0.50 0.48 0.56 0.42 0.44 0.46 0.52 0.53 0.61 0.56 0.64 0.74 0.75
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 75.4 / Avg: 201.26 / Max: 220.7 Min: 55.7 / Avg: 208.34 / Max: 246.7 Min: 119.7 / Avg: 273.57 / Max: 330.8 Min: 45.1 / Avg: 170.04 / Max: 188.8 Min: 84.2 / Avg: 180.68 / Max: 209.8 Min: 52.4 / Avg: 180.41 / Max: 207.7 Min: 89.9 / Avg: 209.47 / Max: 253.5 Min: 55.7 / Avg: 245.95 / Max: 321.1 Min: 46 / Avg: 160.67 / Max: 185.8 Min: 48.3 / Avg: 167.7 / Max: 196.3 Min: 50.1 / Avg: 192.21 / Max: 230.7 Min: 55 / Avg: 193.52 / Max: 240.6 Min: 49.7 / Avg: 197.21 / Max: 252.5 Min: 47.5 / Avg: 199.98 / Max: 276.8 Min: 49.9 / Avg: 230.45 / Max: 288.2 Min: 49.5 / Avg: 224.18 / Max: 302.6 Min: 52.9 / Avg: 251.39 / Max: 354 Min: 53.2 / Avg: 260.22 / Max: 361.7
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second, More Is Better LeelaChessZero 0.22.0 Backend: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 700 1400 2100 2800 3500 SE +/- 1.93, N = 15 SE +/- 2.79, N = 3 SE +/- 5.67, N = 15 SE +/- 3.68, N = 4 SE +/- 12.32, N = 15 SE +/- 8.69, N = 6 SE +/- 14.70, N = 3 SE +/- 32.29, N = 3 SE +/- 4.05, N = 15 SE +/- 5.83, N = 15 SE +/- 1.84, N = 3 SE +/- 18.12, N = 15 SE +/- 16.93, N = 15 SE +/- 17.64, N = 7 SE +/- 21.60, N = 3 SE +/- 29.82, N = 3 SE +/- 8.77, N = 3 SE +/- 28.21, N = 3 207.84 280.99 466.84 262.41 642.12 753.69 1146.75 1886.30 335.86 420.04 704.69 998.17 999.75 1604.21 1879.99 2105.26 3032.10 3126.48 1. (CXX) g++ options: -lpthread
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second Per Watt, More Is Better LeelaChessZero 0.22.0 Backend: OpenCL GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 4 8 12 16 20 1.26 1.83 2.16 1.90 4.21 5.86 7.10 8.75 2.84 3.13 4.79 6.57 5.78 8.98 10.73 12.32 14.00 15.81
LeelaChessZero System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LeelaChessZero 0.22.0 System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER TITAN RTX 70 140 210 280 350 Min: 82.3 / Avg: 164.63 / Max: 252.9 Min: 51.8 / Avg: 153.94 / Max: 247.5 Min: 59.1 / Avg: 216.14 / Max: 319.4 Min: 47.2 / Avg: 138.37 / Max: 187.2 Min: 71.9 / Avg: 152.4 / Max: 214.7 Min: 52 / Avg: 128.59 / Max: 197.7 Min: 48.8 / Avg: 161.47 / Max: 252.9 Min: 106.6 / Avg: 215.46 / Max: 320.5 Min: 46.5 / Avg: 118.46 / Max: 180.4 Min: 47.9 / Avg: 134.26 / Max: 195.9 Min: 49.1 / Avg: 147.07 / Max: 231.4 Min: 45.5 / Avg: 151.83 / Max: 241.9 Min: 48.6 / Avg: 172.95 / Max: 253.7 Min: 47.2 / Avg: 178.69 / Max: 276 Min: 52.8 / Avg: 175.13 / Max: 286.6 Min: 47.5 / Avg: 170.9 / Max: 315 Min: 53.3 / Avg: 197.7 / Max: 371.4
OctaneBench Total Score OpenBenchmarking.org Score, More Is Better OctaneBench 4.00c Total Score GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 95.60 109.70 142.20 91.44 132.86 141.35 147.98 212.04 118.49 132.28 164.52 205.23 206.88 220.76 222.88 233.56 309.04 322.76
OctaneBench Total Score OpenBenchmarking.org Score Per Watt, More Is Better OctaneBench 4.00c Total Score GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 0.2408 0.4816 0.7224 0.9632 1.204 0.60 0.61 0.64 0.76 0.84 1.07 0.88 0.89 0.93 0.91 0.87 0.97 0.96 1.04 0.93 1.04 0.96 0.99
OctaneBench System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better OctaneBench 4.00c System Power Consumption Monitor GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 60 120 180 240 300 Min: 50.8 / Avg: 160.22 / Max: 180 Min: 53.6 / Avg: 178.66 / Max: 203.2 Min: 128.3 / Avg: 220.62 / Max: 240 Min: 44.9 / Avg: 120.33 / Max: 135.2 Min: 86 / Avg: 157.88 / Max: 173.8 Min: 52.2 / Avg: 132.45 / Max: 182.7 Min: 48.3 / Avg: 167.77 / Max: 228.3 Min: 130.6 / Avg: 236.94 / Max: 265 Min: 46.3 / Avg: 127.11 / Max: 144.7 Min: 47.1 / Avg: 145.79 / Max: 161.1 Min: 49.8 / Avg: 188.5 / Max: 218.2 Min: 46.5 / Avg: 210.53 / Max: 232.6 Min: 47.1 / Avg: 215.17 / Max: 242.1 Min: 49 / Avg: 211.57 / Max: 245.6 Min: 50 / Avg: 239.21 / Max: 278.1 Min: 47.8 / Avg: 225.1 / Max: 261.8 Min: 51.7 / Avg: 322.94 / Max: 355.5 Min: 55.3 / Avg: 326.69 / Max: 357.7
GPU Temperature Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 16 32 48 64 80 Min: 28 / Avg: 52.34 / Max: 68 Min: 29 / Avg: 68.53 / Max: 81 Min: 36 / Avg: 71.62 / Max: 85 Min: 30 / Avg: 58.15 / Max: 74 Min: 28 / Avg: 61.94 / Max: 76 Min: 39 / Avg: 48.41 / Max: 61 Min: 30 / Avg: 63.66 / Max: 77 Min: 34 / Avg: 67.92 / Max: 84 Min: 28 / Avg: 56.71 / Max: 77 Min: 30 / Avg: 50.73 / Max: 65 Min: 32 / Avg: 57.94 / Max: 72 Min: 29 / Avg: 54.33 / Max: 75 Min: 28 / Avg: 58.64 / Max: 77 Min: 27 / Avg: 43.67 / Max: 69 Min: 30 / Avg: 66.02 / Max: 83 Min: 34 / Avg: 53.35 / Max: 70 Min: 31 / Avg: 60.94 / Max: 77 Min: 37 / Avg: 62.01 / Max: 80
System Power Consumption Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring GTX 970 GTX 980 GTX 980 Ti GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1660 GTX 1660 Ti RTX 2060 RTX 2060 SUPER RTX 2070 RTX 2070 SUPER RTX 2080 RTX 2080 SUPER RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 48.8 / Avg: 157.71 / Max: 306.3 Min: 49.8 / Avg: 167.77 / Max: 329.4 Min: 53.6 / Avg: 199.07 / Max: 370.3 Min: 44.3 / Avg: 128.45 / Max: 269.5 Min: 43.8 / Avg: 150.54 / Max: 286.9 Min: 48.6 / Avg: 131.89 / Max: 259.9 Min: 44.9 / Avg: 162.99 / Max: 328.3 Min: 49.6 / Avg: 207.86 / Max: 380 Min: 43.1 / Avg: 115.15 / Max: 262.4 Min: 45.4 / Avg: 127.55 / Max: 273.9 Min: 46.1 / Avg: 153.75 / Max: 303.8 Min: 45.4 / Avg: 158.95 / Max: 312 Min: 46 / Avg: 164.53 / Max: 321.3 Min: 45.5 / Avg: 134.05 / Max: 323.3 Min: 47.5 / Avg: 181.54 / Max: 342.9 Min: 46 / Avg: 173.42 / Max: 330.5 Min: 49.7 / Avg: 227.4 / Max: 374 Min: 50.6 / Avg: 227.86 / Max: 371.4
Phoronix Test Suite v10.8.4