NVIDIA GeForce RTX 2070 Ubuntu Linux compute OpenCL CUDA TensorFlow benchmarks. Tests by Michael Larabel for a future article on Phoronix.com.
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phoronix-test-suite benchmark 1810180-SK-GPGPUCOMP97 NVIDIA GeForce RTX 2070 Linux Compute Benchmarks - Phoronix Test Suite NVIDIA GeForce RTX 2070 Linux Compute Benchmarks NVIDIA GeForce RTX 2070 Ubuntu Linux compute OpenCL CUDA TensorFlow benchmarks. Tests by Michael Larabel for a future article on Phoronix.com.
HTML result view exported from: https://openbenchmarking.org/result/1810180-SK-GPGPUCOMP97&rdt&grs .
NVIDIA GeForce RTX 2070 Linux Compute Benchmarks Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL OpenCL Compiler File-System Screen Resolution RX Vega 56 RX Vega 64 R9 Fury RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads) ASUS ROG ZENITH EXTREME (1402 BIOS) AMD Family 17h 32768MB Samsung SSD 970 EVO 500GB AMD Radeon RX Vega 8GB Realtek ALC1220 ASUS VP28U Intel I211 Gigabit Connection Ubuntu 18.04 4.18.0-041800-generic (x86_64) GNOME Shell 3.28.3 X Server 1.19.6 modesetting 1.19.6 4.5 Mesa 18.0.5 (LLVM 6.0.0) OpenCL 2.1 AMD-APP (2679.0) GCC 7.3.0 ext4 3840x2160 Sapphire AMD Radeon 4GB MSI AMD Radeon RX 580 8GB NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz) NVIDIA 410.66 4.6.0 OpenCL 1.2 CUDA 10.0.175 GCC 7.3.0 + CUDA 10.0 NVIDIA GeForce GTX 1080 8GB (1607/5005MHz) NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz) Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz) NVIDIA GeForce GTX 1070 8GB (1506/4006MHz) eVGA NVIDIA GeForce GTX 970 4GB (1163/3505MHz) NVIDIA GeForce GTX 980 4GB (1126/3505MHz) NVIDIA GeForce GTX TITAN X 12GB (1001/3505MHz) eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz) OpenBenchmarking.org Compiler Details - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --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: acpi-cpufreq ondemand Security Details - __user pointer sanitization + Full AMD retpoline IBPB + SSB disabled via prctl and seccomp OpenCL Details - RTX 2080 Ti: GPU Compute Cores: 4352 - GTX 1080: GPU Compute Cores: 2560 - GTX 1080 Ti: GPU Compute Cores: 3584 - GTX 1070 Ti: GPU Compute Cores: 2432 - GTX 1070: GPU Compute Cores: 1920 - GTX 970: GPU Compute Cores: 1664 - GTX 980: GPU Compute Cores: 2048 - GTX TITAN X: GPU Compute Cores: 3072 - RTX 2070: GPU Compute Cores: 2304 Python Details - GTX 1080, GTX 1080 Ti, GTX 1070 Ti, GTX 1070, GTX 970, GTX 980, GTX TITAN X, RTX 2070: Python 2.7.15rc1 + Python 3.6.6
NVIDIA GeForce RTX 2070 Linux Compute Benchmarks shoc: OpenCL - MD5 Hash cuda-mini-nbody: Original ngc-tensorflow: AlexNet, FP16 askap: Degridding shoc: OpenCL - FFT SP ngc-tensorflow: AlexNet, FP32 ngc-tensorflow: Inception v4, FP16 ngc-tensorflow: ResNet-50, FP16 ngc-tensorflow: Googlenet, FP16 ngc-tensorflow: VGG-16, FP16 ngc-tensorflow: ResNet-50, FP32 v-ray: CUDA GPU ngc-tensorflow: VGG-16, FP32 clpeak: Integer Compute INT parboil: OpenCL TPACF RX Vega 56 RX Vega 64 R9 Fury RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 12.41 929 1984 16.43 931 2502 9.20 821 1430 8.06 546 1253 34.87 11.22 4330 38037 1443 3277 123 428 986 204 276 53.91 150 14679 0.82 14.31 32.76 1856 14273 654 1746 53.83 190 454 92.97 141 83.41 82.77 2439 1.21 19.96 21.23 2635 22188 983 2499 72.17 265 622 131.27 207 66.85 119.27 3292 0.93 13.66 31.91 1773 13780 556 1660 52.93 185 448 89.33 136 83.03 79.03 2339 1.20 10.67 39.69 1549 13546 550 1504 43.90 158 374 77.13 124 87.99 71.70 1710 1.24 6.47 51.71 1045 9291 407 998 120.57 1142 1.59 7.49 45.90 1203 10650 459 1146 107.78 1314 1.55 10.30 33.55 1648 17750 726 1575 42.63 152 371 78.27 123 78.72 72.83 1805 1.49 19.28 17.71 2714 25819 1015 2110 85.20 295 641 138.33 181 66.55 90.67 8150 1.03 OpenBenchmarking.org
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 RX Vega 56 RX Vega 64 R9 Fury RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 8 16 24 32 40 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.07, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 SE +/- 0.04, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 12.41 16.43 9.20 8.06 34.87 14.31 19.96 13.66 10.67 6.47 7.49 10.30 19.28 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
CUDA Mini-Nbody Test: Original OpenBenchmarking.org Seconds, Fewer Is Better CUDA Mini-Nbody 2015-11-10 Test: Original RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 12 24 36 48 60 SE +/- 0.07, N = 3 SE +/- 0.05, N = 3 SE +/- 0.09, N = 3 SE +/- 0.03, N = 3 SE +/- 0.02, N = 3 SE +/- 0.04, N = 3 SE +/- 0.20, N = 3 SE +/- 0.32, N = 3 SE +/- 0.04, N = 3 11.22 32.76 21.23 31.91 39.69 51.71 45.90 33.55 17.71
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 140.1 / Avg: 247.2 / Max: 404 Min: 132.4 / Avg: 241.44 / Max: 307.7 Min: 99.4 / Avg: 272.26 / Max: 380.7 Min: 138.9 / Avg: 243.51 / Max: 311.7 Min: 132.4 / Avg: 221.97 / Max: 272.5 Min: 108 / Avg: 278.24 / Max: 380.9 Min: 92.5 / Avg: 210.62 / Max: 301.7
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 101.7 / Avg: 311.29 / Max: 404.4 Min: 132.8 / Avg: 251.17 / Max: 299.3 Min: 139.5 / Avg: 308.82 / Max: 375 Min: 99.1 / Avg: 248.3 / Max: 292.9 Min: 93.5 / Avg: 228.29 / Max: 264.8 Min: 145.5 / Avg: 317.87 / Max: 381.9 Min: 92.7 / Avg: 262.66 / Max: 313.7
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 139.9 / Avg: 264.23 / Max: 398 Min: 137.1 / Avg: 211.28 / Max: 282.8 Min: 112.5 / Avg: 241.74 / Max: 360.8 Min: 140.1 / Avg: 239.23 / Max: 301.2 Min: 91.3 / Avg: 206.58 / Max: 261.8 Min: 138.5 / Avg: 238.83 / Max: 290.6 Min: 142.1 / Avg: 248.35 / Max: 303.8 Min: 111.2 / Avg: 273.97 / Max: 376.8 Min: 140.1 / Avg: 238.56 / Max: 305.1
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 101.9 / Avg: 299.78 / Max: 396.1 Min: 92.5 / Avg: 248.1 / Max: 296.9 Min: 190.3 / Avg: 310.17 / Max: 375.6 Min: 112.1 / Avg: 242.95 / Max: 294.5 Min: 91.5 / Avg: 229.25 / Max: 265.4 Min: 206.8 / Avg: 322.78 / Max: 378.7 Min: 138.7 / Avg: 249.29 / Max: 302.5
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 104.2 / Avg: 279.93 / Max: 400.8 Min: 94 / Avg: 248.88 / Max: 305.1 Min: 110.9 / Avg: 271.47 / Max: 375.5 Min: 100.5 / Avg: 240.85 / Max: 305.9 Min: 134.3 / Avg: 235.05 / Max: 274.2 Min: 110.8 / Avg: 305.55 / Max: 380.1 Min: 96.4 / Avg: 253.4 / Max: 312
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 146.4 / Avg: 287.83 / Max: 399.7 Min: 140.8 / Avg: 237.52 / Max: 288 Min: 173.7 / Avg: 266.19 / Max: 367.3 Min: 141 / Avg: 215.98 / Max: 281 Min: 160.5 / Avg: 216.33 / Max: 256.6 Min: 141.7 / Avg: 234.98 / Max: 287.4 Min: 168.7 / Avg: 253.88 / Max: 296.7 Min: 207.4 / Avg: 314.76 / Max: 370.5 Min: 94.9 / Avg: 232.75 / Max: 306.7
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 102.9 / Avg: 249.44 / Max: 398.5 Min: 133.9 / Avg: 235.46 / Max: 308.2 Min: 128.1 / Avg: 284.31 / Max: 376 Min: 124.9 / Avg: 242.2 / Max: 307 Min: 125.5 / Avg: 230.02 / Max: 273.2 Min: 144.3 / Avg: 318.58 / Max: 383.5 Min: 96.1 / Avg: 229.19 / Max: 310.5
NVIDIA GPU Cloud TensorFlow Test: AlexNet, FP16 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 900 1800 2700 3600 4500 SE +/- 5.30, N = 3 SE +/- 2.12, N = 3 SE +/- 2.34, N = 3 SE +/- 0.64, N = 3 SE +/- 0.98, N = 3 SE +/- 0.48, N = 3 SE +/- 2.27, N = 3 SE +/- 0.59, N = 3 SE +/- 5.17, N = 3 4330 1856 2635 1773 1549 1045 1203 1648 2714
ASKAP tConvolveCuda Processing: Degridding OpenBenchmarking.org Million Grid Points Per Second, More Is Better ASKAP tConvolveCuda 2015-11-10 Processing: Degridding RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 8K 16K 24K 32K 40K SE +/- 0.00, N = 3 SE +/- 259.50, N = 3 SE +/- 233.57, N = 3 SE +/- 233.57, N = 3 SE +/- 109.30, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 806.83, N = 3 38037 14273 22188 13780 13546 9291 10650 17750 25819 1. (CXX) g++ options: -fPIC -O3 -m64 -std=c++14 -lcudadevrt -lcudart_static -lrt -lpthread -ldl
NVIDIA GPU Cloud TensorFlow System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 99.4 / Avg: 304.21 / Max: 401.7 Min: 136.4 / Avg: 259.54 / Max: 306.2 Min: 144.5 / Avg: 318.02 / Max: 375 Min: 99.2 / Avg: 263.81 / Max: 307.6 Min: 133.7 / Avg: 244.62 / Max: 274.7 Min: 151.6 / Avg: 325.99 / Max: 388 Min: 136.9 / Avg: 260.13 / Max: 307.7
CUDA Mini-Nbody System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better CUDA Mini-Nbody 2015-11-10 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 101.7 / Avg: 291.2 / Max: 393 Min: 137.4 / Avg: 283.52 / Max: 306.4 Min: 167.1 / Avg: 312.36 / Max: 369.9 Min: 179.2 / Avg: 282.55 / Max: 312.9 Min: 125.3 / Avg: 258.33 / Max: 276.4 Min: 279 / Avg: 295.27 / Max: 300.3 Min: 110.9 / Avg: 287.91 / Max: 313.7 Min: 198.9 / Avg: 344.61 / Max: 382.3 Min: 179 / Avg: 277.58 / Max: 305.7
NVIDIA GPU Cloud TensorFlow Test: AlexNet, FP16 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 4 8 12 16 20 16.39 8.79 10.90 7.41 7.50 4.37 4.84 6.01 11.38
Chaos Group V-RAY System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Chaos Group V-RAY 1.1.0 System Power Consumption Monitor RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 60 120 180 240 300 Min: 99.6 / Avg: 298.13 / Max: 341.2 Min: 162.9 / Avg: 219.51 / Max: 227.5 Min: 168.6 / Avg: 277.93 / Max: 303.6 Min: 136 / Avg: 229.75 / Max: 241.9 Min: 130.8 / Avg: 219.79 / Max: 228.1 Min: 157.1 / Avg: 222.29 / Max: 231.6 Min: 96.2 / Avg: 233.17 / Max: 245.5 Min: 170.3 / Avg: 297.26 / Max: 311.3 Min: 91.4 / Avg: 260.71 / Max: 281.6
NVIDIA GPU Cloud TensorFlow Test: ResNet-50, FP16 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.3848 0.7696 1.1544 1.5392 1.924 1.71 0.81 0.93 0.76 0.69 0.48 1.29
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 RX Vega 56 RX Vega 64 R9 Fury RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 300 600 900 1200 1500 SE +/- 2.01, N = 3 SE +/- 0.54, N = 3 SE +/- 0.06, N = 3 SE +/- 0.11, N = 3 SE +/- 14.55, N = 3 SE +/- 0.71, N = 3 SE +/- 1.62, N = 3 SE +/- 0.37, N = 3 SE +/- 1.15, N = 3 SE +/- 1.04, N = 3 SE +/- 0.36, N = 3 SE +/- 1.00, N = 3 SE +/- 24.94, N = 3 929 931 821 546 1443 654 983 556 550 407 459 726 1015 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
clpeak Performance / Cost - OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS Per Dollar, More Is Better clpeak Performance / Cost - OpenCL Test: Integer Compute INT RX Vega 56 RX Vega 64 RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 4 8 12 16 20 4.97 4.82 4.19 12.24 4.89 4.71 5.58 14.85 1. RX Vega 56: $399 reported cost. 2. RX Vega 64: $519 reported cost. 3. RX 580: $299 reported cost. 4. RTX 2080 Ti: $1199 reported cost. 5. GTX 1080: $499 reported cost. 6. GTX 1080 Ti: $699 reported cost. 7. GTX 1070 Ti: $419 reported cost. 8. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Test: Inception v4, FP16 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: Inception v4, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.1125 0.225 0.3375 0.45 0.5625 0.50 0.22 0.27 0.22 0.20 0.15 0.40
NVIDIA GPU Cloud TensorFlow Test: AlexNet, FP32 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 700 1400 2100 2800 3500 SE +/- 5.44, N = 3 SE +/- 0.65, N = 3 SE +/- 1.49, N = 3 SE +/- 0.85, N = 3 SE +/- 0.80, N = 3 SE +/- 0.27, N = 3 SE +/- 0.03, N = 3 SE +/- 2.34, N = 3 SE +/- 4.62, N = 3 3277 1746 2499 1660 1504 998 1146 1575 2110
NVIDIA GPU Cloud TensorFlow Test: Inception v4, FP16 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: Inception v4, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 30 60 90 120 150 SE +/- 0.81, N = 3 SE +/- 0.12, N = 3 SE +/- 0.09, N = 3 SE +/- 0.07, N = 3 SE +/- 0.10, N = 3 SE +/- 0.17, N = 3 SE +/- 0.72, N = 3 123.00 53.83 72.17 52.93 43.90 42.63 85.20
NVIDIA GPU Cloud TensorFlow Test: Googlenet, FP16 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: Googlenet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.729 1.458 2.187 2.916 3.645 3.24 1.75 1.96 1.70 1.53 1.14 2.46
NVIDIA GPU Cloud TensorFlow Test: VGG-16, FP16 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.153 0.306 0.459 0.612 0.765 0.68 0.37 0.42 0.37 0.34 0.24 0.55
NVIDIA GPU Cloud TensorFlow Test: ResNet-50, FP16 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 90 180 270 360 450 SE +/- 4.94, N = 3 SE +/- 0.28, N = 3 SE +/- 0.98, N = 3 SE +/- 0.28, N = 3 SE +/- 0.12, N = 3 SE +/- 4.87, N = 3 SE +/- 0.93, N = 3 428 190 265 185 158 152 295
NVIDIA GPU Cloud TensorFlow Test: AlexNet, FP32 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 3 6 9 12 15 11.39 7.35 9.39 7.69 6.95 4.25 4.52 5.00 9.07
NVIDIA GPU Cloud TensorFlow Test: Googlenet, FP16 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: Googlenet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 200 400 600 800 1000 SE +/- 2.13, N = 3 SE +/- 0.35, N = 3 SE +/- 0.09, N = 3 SE +/- 0.21, N = 3 SE +/- 0.67, N = 3 SE +/- 1.26, N = 3 SE +/- 0.51, N = 3 986 454 622 448 374 371 641
NVIDIA GPU Cloud TensorFlow Test: VGG-16, FP16 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 40 80 120 160 200 SE +/- 0.06, N = 3 SE +/- 0.09, N = 3 SE +/- 0.19, N = 3 SE +/- 0.12, N = 3 SE +/- 0.15, N = 3 SE +/- 0.55, N = 3 SE +/- 0.20, N = 3 204.00 92.97 131.27 89.33 77.13 78.27 138.33
NVIDIA GPU Cloud TensorFlow Test: ResNet-50, FP32 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.2228 0.4456 0.6684 0.8912 1.114 0.99 0.57 0.76 0.57 0.53 0.40 0.71
NVIDIA GPU Cloud TensorFlow Test: ResNet-50, FP32 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 60 120 180 240 300 SE +/- 0.52, N = 3 SE +/- 0.10, N = 3 SE +/- 0.09, N = 3 SE +/- 0.03, N = 3 SE +/- 0.06, N = 3 SE +/- 0.60, N = 3 SE +/- 0.35, N = 3 276 141 207 136 124 123 181
Chaos Group V-RAY Mode: CUDA GPU OpenBenchmarking.org Seconds, Fewer Is Better Chaos Group V-RAY 1.1.0 Mode: CUDA GPU RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 30 60 90 120 150 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.06, N = 3 SE +/- 0.15, N = 3 SE +/- 0.29, N = 3 SE +/- 0.38, N = 3 SE +/- 0.02, N = 3 SE +/- 0.25, N = 3 53.91 83.41 66.85 83.03 87.99 120.57 107.78 78.72 66.55
NVIDIA GPU Cloud TensorFlow Test: VGG-16, FP32 OpenBenchmarking.org Images Per Second, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 30 60 90 120 150 SE +/- 0.35, N = 3 SE +/- 0.03, N = 3 SE +/- 0.13, N = 3 SE +/- 0.03, N = 3 SE +/- 0.12, N = 3 SE +/- 0.37, N = 3 SE +/- 9.08, N = 3 150.00 82.77 119.27 79.03 71.70 72.83 90.67
NVIDIA GPU Cloud TensorFlow Test: VGG-16, FP32 OpenBenchmarking.org Images Per Second Per Watt, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX TITAN X RTX 2070 0.108 0.216 0.324 0.432 0.54 0.48 0.33 0.39 0.32 0.31 0.23 0.35
clpeak OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS, More Is Better clpeak OpenCL Test: Integer Compute INT RX Vega 56 RX Vega 64 R9 Fury RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 3K 6K 9K 12K 15K SE +/- 1.34, N = 3 SE +/- 2.43, N = 3 SE +/- 0.08, N = 3 SE +/- 0.03, N = 3 SE +/- 947.36, N = 3 SE +/- 23.15, N = 3 SE +/- 104.07, N = 3 SE +/- 28.40, N = 3 SE +/- 6.94, N = 3 SE +/- 17.17, N = 3 SE +/- 3.45, N = 3 SE +/- 19.05, N = 3 SE +/- 495.02, N = 3 1984 2502 1430 1253 14679 2439 3292 2339 1710 1142 1314 1805 8150
SHOC Scalable HeterOgeneous Computing Performance / Cost - Target: OpenCL - Benchmark: FFT SP OpenBenchmarking.org GFLOPS Per Dollar, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Performance / Cost - Target: OpenCL - Benchmark: FFT SP RX Vega 56 RX Vega 64 RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.5243 1.0486 1.5729 2.0972 2.6215 2.33 1.79 1.83 1.20 1.31 1.41 1.33 1.85 1. RX Vega 56: $399 reported cost. 2. RX Vega 64: $519 reported cost. 3. RX 580: $299 reported cost. 4. RTX 2080 Ti: $1199 reported cost. 5. GTX 1080: $499 reported cost. 6. GTX 1080 Ti: $699 reported cost. 7. GTX 1070 Ti: $419 reported cost. 8. RTX 2070: $549 reported cost.
ASKAP tConvolveCuda Performance / Cost - Processing: Degridding OpenBenchmarking.org Million Grid Points Per Second Per Dollar, More Is Better ASKAP tConvolveCuda 2015-11-10 Performance / Cost - Processing: Degridding RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 11 22 33 44 55 31.72 28.60 31.74 32.89 47.03 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: Inception v4, FP16 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: Inception v4, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.036 0.072 0.108 0.144 0.18 0.10 0.11 0.10 0.13 0.16 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: ResNet-50, FP16 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: ResNet-50, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.1215 0.243 0.3645 0.486 0.6075 0.36 0.38 0.38 0.44 0.54 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: VGG-16, FP16 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: VGG-16, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.0563 0.1126 0.1689 0.2252 0.2815 0.17 0.19 0.19 0.21 0.25 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: VGG-16, FP32 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: VGG-16, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.0428 0.0856 0.1284 0.1712 0.214 0.13 0.17 0.17 0.19 0.17 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: AlexNet, FP32 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: AlexNet, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.891 1.782 2.673 3.564 4.455 2.73 3.50 3.58 3.96 3.84 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: ResNet-50, FP32 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: ResNet-50, FP32 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.0743 0.1486 0.2229 0.2972 0.3715 0.23 0.28 0.30 0.32 0.33 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: Googlenet, FP16 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: Googlenet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.2633 0.5266 0.7899 1.0532 1.3165 0.82 0.91 0.89 1.07 1.17 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
NVIDIA GPU Cloud TensorFlow Performance / Cost - Test: AlexNet, FP16 OpenBenchmarking.org Images Per Second Per Dollar, More Is Better NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: AlexNet, FP16 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 1.1115 2.223 3.3345 4.446 5.5575 3.61 3.72 3.77 4.23 4.94 1. RTX 2080 Ti: $1199 reported cost. 2. GTX 1080: $499 reported cost. 3. GTX 1080 Ti: $699 reported cost. 4. GTX 1070 Ti: $419 reported cost. 5. RTX 2070: $549 reported cost.
SHOC Scalable HeterOgeneous Computing Performance / Cost - Target: OpenCL - Benchmark: MD5 Hash OpenBenchmarking.org GHash/s Per Dollar, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Performance / Cost - Target: OpenCL - Benchmark: MD5 Hash RX Vega 56 RX Vega 64 RX 580 RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti RTX 2070 0.009 0.018 0.027 0.036 0.045 0.03 0.03 0.03 0.03 0.03 0.03 0.03 0.04 1. RX Vega 56: $399 reported cost. 2. RX Vega 64: $519 reported cost. 3. RX 580: $299 reported cost. 4. RTX 2080 Ti: $1199 reported cost. 5. GTX 1080: $499 reported cost. 6. GTX 1080 Ti: $699 reported cost. 7. GTX 1070 Ti: $419 reported cost. 8. RTX 2070: $549 reported cost.
System Power Consumption Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 70 140 210 280 350 Min: 95.3 / Avg: 264.13 / Max: 406.6 Min: 91 / Avg: 211.98 / Max: 308.2 Min: 94 / Avg: 268 / Max: 380.7 Min: 96.8 / Avg: 223.4 / Max: 312.9 Min: 91.3 / Avg: 209.2 / Max: 276.4 Min: 95.8 / Avg: 176.17 / Max: 300.3 Min: 93.6 / Avg: 176.4 / Max: 313.7 Min: 104.9 / Avg: 294.18 / Max: 388 Min: 91.4 / Avg: 214.35 / Max: 313.7
GPU Temperature Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 16 32 48 64 80 Min: 38 / Avg: 58.82 / Max: 74 Min: 37 / Avg: 61.56 / Max: 77 Min: 39 / Avg: 66.34 / Max: 79 Min: 38 / Avg: 54.27 / Max: 66 Min: 34 / Avg: 61.6 / Max: 74 Min: 30 / Avg: 44.97 / Max: 71 Min: 37 / Avg: 56.32 / Max: 81 Min: 41 / Avg: 76.41 / Max: 85 Min: 34 / Avg: 54.61 / Max: 65
Parboil Test: OpenCL TPACF OpenBenchmarking.org Seconds, Fewer Is Better Parboil 2.5 Test: OpenCL TPACF RTX 2080 Ti GTX 1080 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 970 GTX 980 GTX TITAN X RTX 2070 0.3578 0.7156 1.0734 1.4312 1.789 SE +/- 0.07, N = 3 SE +/- 0.05, N = 3 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 SE +/- 0.07, N = 3 SE +/- 0.03, N = 3 0.82 1.21 0.93 1.20 1.24 1.59 1.55 1.49 1.03 1. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp
Phoronix Test Suite v10.8.4