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&grw.

NVIDIA GeForce RTX 2070 Linux Compute BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLCompilerFile-SystemScreen ResolutionRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads)ASUS ROG ZENITH EXTREME (1402 BIOS)AMD Family 17h32768MBSamsung SSD 970 EVO 500GBAMD Radeon RX Vega 8GBRealtek ALC1220ASUS VP28UIntel I211 Gigabit ConnectionUbuntu 18.044.18.0-041800-generic (x86_64)GNOME Shell 3.28.3X Server 1.19.6modesetting 1.19.64.5 Mesa 18.0.5 (LLVM 6.0.0)OpenCL 2.1 AMD-APP (2679.0)GCC 7.3.0ext43840x2160Sapphire AMD Radeon 4GBMSI AMD Radeon RX 580 8GBNVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA 410.664.6.0OpenCL 1.2 CUDA 10.0.175GCC 7.3.0 + CUDA 10.0NVIDIA 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.orgCompiler 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 ondemandSecurity Details- __user pointer sanitization + Full AMD retpoline IBPB + SSB disabled via prctl and seccompOpenCL 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: 2304Python 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 Benchmarksclpeak: Integer Compute INTcuda-mini-nbody: Originalngc-tensorflow: ResNet-50, FP16ngc-tensorflow: ResNet-50, FP32ngc-tensorflow: AlexNet, FP16ngc-tensorflow: AlexNet, FP32ngc-tensorflow: Googlenet, FP16shoc: OpenCL - MD5 Hashparboil: OpenCL TPACFaskap: Degriddingv-ray: CUDA GPUngc-tensorflow: VGG-16, FP16ngc-tensorflow: VGG-16, FP32ngc-tensorflow: Inception v4, FP16shoc: OpenCL - FFT SPRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070198412.41929250216.4393114309.2082112538.065461467911.224282764330327798634.870.823803753.912041501231443243932.761901411856174645414.311.211427383.4192.9782.7753.83654329221.232652072635249962219.960.932218866.85131.27119.2772.17983233931.911851361773166044813.661.201378083.0389.3379.0352.93556171039.691581241549150437410.671.241354687.9977.1371.7043.90550114251.7110459986.471.599291120.57407131445.90120311467.491.5510650107.78459180533.551521231648157537110.301.491775078.7278.2772.8342.63726815017.712951812714211064119.281.032581966.55138.3390.6785.201015OpenBenchmarking.org

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20703K6K9K12K15KSE +/- 1.34, N = 3SE +/- 2.43, N = 3SE +/- 0.08, N = 3SE +/- 0.03, N = 3SE +/- 947.36, N = 3SE +/- 23.15, N = 3SE +/- 104.07, N = 3SE +/- 28.40, N = 3SE +/- 6.94, N = 3SE +/- 17.17, N = 3SE +/- 3.45, N = 3SE +/- 19.05, N = 3SE +/- 495.02, N = 319842502143012531467924393292233917101142131418058150

CUDA Mini-Nbody

Test: Original

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20701224364860SE +/- 0.07, N = 3SE +/- 0.05, N = 3SE +/- 0.09, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.20, N = 3SE +/- 0.32, N = 3SE +/- 0.04, N = 311.2232.7621.2331.9139.6951.7145.9033.5517.71

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207090180270360450SE +/- 4.94, N = 3SE +/- 0.28, N = 3SE +/- 0.98, N = 3SE +/- 0.28, N = 3SE +/- 0.12, N = 3SE +/- 4.87, N = 3SE +/- 0.93, N = 3428190265185158152295

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207060120180240300SE +/- 0.52, N = 3SE +/- 0.10, N = 3SE +/- 0.09, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.60, N = 3SE +/- 0.35, N = 3276141207136124123181

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20709001800270036004500SE +/- 5.30, N = 3SE +/- 2.12, N = 3SE +/- 2.34, N = 3SE +/- 0.64, N = 3SE +/- 0.98, N = 3SE +/- 0.48, N = 3SE +/- 2.27, N = 3SE +/- 0.59, N = 3SE +/- 5.17, N = 3433018562635177315491045120316482714

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20707001400210028003500SE +/- 5.44, N = 3SE +/- 0.65, N = 3SE +/- 1.49, N = 3SE +/- 0.85, N = 3SE +/- 0.80, N = 3SE +/- 0.27, N = 3SE +/- 0.03, N = 3SE +/- 2.34, N = 3SE +/- 4.62, N = 332771746249916601504998114615752110

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20702004006008001000SE +/- 2.13, N = 3SE +/- 0.35, N = 3SE +/- 0.09, N = 3SE +/- 0.21, N = 3SE +/- 0.67, N = 3SE +/- 1.26, N = 3SE +/- 0.51, N = 3986454622448374371641

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070816243240SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 312.4116.439.208.0634.8714.3119.9613.6610.676.477.4910.3019.281. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

Parboil

Test: OpenCL TPACF

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenCL TPACFRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20700.35780.71561.07341.43121.789SE +/- 0.07, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 30.821.210.931.201.241.591.551.491.031. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

ASKAP tConvolveCuda

Processing: Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20708K16K24K32K40KSE +/- 0.00, N = 3SE +/- 259.50, N = 3SE +/- 233.57, N = 3SE +/- 233.57, N = 3SE +/- 109.30, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 806.83, N = 3380371427322188137801354692911065017750258191. (CXX) g++ options: -fPIC -O3 -m64 -std=c++14 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

Chaos Group V-RAY

Mode: CUDA GPU

OpenBenchmarking.orgSeconds, Fewer Is BetterChaos Group V-RAY 1.1.0Mode: CUDA GPURTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070306090120150SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.15, N = 3SE +/- 0.29, N = 3SE +/- 0.38, N = 3SE +/- 0.02, N = 3SE +/- 0.25, N = 353.9183.4166.8583.0387.99120.57107.7878.7266.55

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20704080120160200SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.19, N = 3SE +/- 0.12, N = 3SE +/- 0.15, N = 3SE +/- 0.55, N = 3SE +/- 0.20, N = 3204.0092.97131.2789.3377.1378.27138.33

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 2070306090120150SE +/- 0.35, N = 3SE +/- 0.03, N = 3SE +/- 0.13, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 3SE +/- 0.37, N = 3SE +/- 9.08, N = 3150.0082.77119.2779.0371.7072.8390.67

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 2070306090120150SE +/- 0.81, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.17, N = 3SE +/- 0.72, N = 3123.0053.8372.1752.9343.9042.6385.20

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207030060090012001500SE +/- 2.01, N = 3SE +/- 0.54, N = 3SE +/- 0.06, N = 3SE +/- 0.11, N = 3SE +/- 14.55, N = 3SE +/- 0.71, N = 3SE +/- 1.62, N = 3SE +/- 0.37, N = 3SE +/- 1.15, N = 3SE +/- 1.04, N = 3SE +/- 0.36, N = 3SE +/- 1.00, N = 3SE +/- 24.94, N = 3929931821546144365498355655040745972610151. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

Chaos Group V-RAY

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207060120180240300Min: 99.6 / Avg: 298.13 / Max: 341.2Min: 162.9 / Avg: 219.51 / Max: 227.5Min: 168.6 / Avg: 277.93 / Max: 303.6Min: 136 / Avg: 229.75 / Max: 241.9Min: 130.8 / Avg: 219.79 / Max: 228.1Min: 157.1 / Avg: 222.29 / Max: 231.6Min: 96.2 / Avg: 233.17 / Max: 245.5Min: 170.3 / Avg: 297.26 / Max: 311.3Min: 91.4 / Avg: 260.71 / Max: 281.6

CUDA Mini-Nbody

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterCUDA Mini-Nbody 2015-11-10System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207070140210280350Min: 101.7 / Avg: 291.2 / Max: 393Min: 137.4 / Avg: 283.52 / Max: 306.4Min: 167.1 / Avg: 312.36 / Max: 369.9Min: 179.2 / Avg: 282.55 / Max: 312.9Min: 125.3 / Avg: 258.33 / Max: 276.4Min: 279 / Avg: 295.27 / Max: 300.3Min: 110.9 / Avg: 287.91 / Max: 313.7Min: 198.9 / Avg: 344.61 / Max: 382.3Min: 179 / Avg: 277.58 / Max: 305.7

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.38480.76961.15441.53921.9241.710.810.930.760.690.481.29

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 102.9 / Avg: 249.44 / Max: 398.5Min: 133.9 / Avg: 235.46 / Max: 308.2Min: 128.1 / Avg: 284.31 / Max: 376Min: 124.9 / Avg: 242.2 / Max: 307Min: 125.5 / Avg: 230.02 / Max: 273.2Min: 144.3 / Avg: 318.58 / Max: 383.5Min: 96.1 / Avg: 229.19 / Max: 310.5

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.22280.44560.66840.89121.1140.990.570.760.570.530.400.71

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 104.2 / Avg: 279.93 / Max: 400.8Min: 94 / Avg: 248.88 / Max: 305.1Min: 110.9 / Avg: 271.47 / Max: 375.5Min: 100.5 / Avg: 240.85 / Max: 305.9Min: 134.3 / Avg: 235.05 / Max: 274.2Min: 110.8 / Avg: 305.55 / Max: 380.1Min: 96.4 / Avg: 253.4 / Max: 312

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20704812162016.398.7910.907.417.504.374.846.0111.38

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207070140210280350Min: 139.9 / Avg: 264.23 / Max: 398Min: 137.1 / Avg: 211.28 / Max: 282.8Min: 112.5 / Avg: 241.74 / Max: 360.8Min: 140.1 / Avg: 239.23 / Max: 301.2Min: 91.3 / Avg: 206.58 / Max: 261.8Min: 138.5 / Avg: 238.83 / Max: 290.6Min: 142.1 / Avg: 248.35 / Max: 303.8Min: 111.2 / Avg: 273.97 / Max: 376.8Min: 140.1 / Avg: 238.56 / Max: 305.1

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070369121511.397.359.397.696.954.254.525.009.07

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207070140210280350Min: 146.4 / Avg: 287.83 / Max: 399.7Min: 140.8 / Avg: 237.52 / Max: 288Min: 173.7 / Avg: 266.19 / Max: 367.3Min: 141 / Avg: 215.98 / Max: 281Min: 160.5 / Avg: 216.33 / Max: 256.6Min: 141.7 / Avg: 234.98 / Max: 287.4Min: 168.7 / Avg: 253.88 / Max: 296.7Min: 207.4 / Avg: 314.76 / Max: 370.5Min: 94.9 / Avg: 232.75 / Max: 306.7

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.7291.4582.1872.9163.6453.241.751.961.701.531.142.46

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 99.4 / Avg: 304.21 / Max: 401.7Min: 136.4 / Avg: 259.54 / Max: 306.2Min: 144.5 / Avg: 318.02 / Max: 375Min: 99.2 / Avg: 263.81 / Max: 307.6Min: 133.7 / Avg: 244.62 / Max: 274.7Min: 151.6 / Avg: 325.99 / Max: 388Min: 136.9 / Avg: 260.13 / Max: 307.7

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.11250.2250.33750.450.56250.500.220.270.220.200.150.40

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 140.1 / Avg: 247.2 / Max: 404Min: 132.4 / Avg: 241.44 / Max: 307.7Min: 99.4 / Avg: 272.26 / Max: 380.7Min: 138.9 / Avg: 243.51 / Max: 311.7Min: 132.4 / Avg: 221.97 / Max: 272.5Min: 108 / Avg: 278.24 / Max: 380.9Min: 92.5 / Avg: 210.62 / Max: 301.7

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.1530.3060.4590.6120.7650.680.370.420.370.340.240.55

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 101.9 / Avg: 299.78 / Max: 396.1Min: 92.5 / Avg: 248.1 / Max: 296.9Min: 190.3 / Avg: 310.17 / Max: 375.6Min: 112.1 / Avg: 242.95 / Max: 294.5Min: 91.5 / Avg: 229.25 / Max: 265.4Min: 206.8 / Avg: 322.78 / Max: 378.7Min: 138.7 / Avg: 249.29 / Max: 302.5

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 20700.1080.2160.3240.4320.540.480.330.390.320.310.230.35

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX TITAN XRTX 207070140210280350Min: 101.7 / Avg: 311.29 / Max: 404.4Min: 132.8 / Avg: 251.17 / Max: 299.3Min: 139.5 / Avg: 308.82 / Max: 375Min: 99.1 / Avg: 248.3 / Max: 292.9Min: 93.5 / Avg: 228.29 / Max: 264.8Min: 145.5 / Avg: 317.87 / Max: 381.9Min: 92.7 / Avg: 262.66 / Max: 313.7

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 20701632486480Min: 38 / Avg: 58.82 / Max: 74Min: 37 / Avg: 61.56 / Max: 77Min: 39 / Avg: 66.34 / Max: 79Min: 38 / Avg: 54.27 / Max: 66Min: 34 / Avg: 61.6 / Max: 74Min: 30 / Avg: 44.97 / Max: 71Min: 37 / Avg: 56.32 / Max: 81Min: 41 / Avg: 76.41 / Max: 85Min: 34 / Avg: 54.61 / Max: 65

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 207070140210280350Min: 95.3 / Avg: 264.13 / Max: 406.6Min: 91 / Avg: 211.98 / Max: 308.2Min: 94 / Avg: 268 / Max: 380.7Min: 96.8 / Avg: 223.4 / Max: 312.9Min: 91.3 / Avg: 209.2 / Max: 276.4Min: 95.8 / Avg: 176.17 / Max: 300.3Min: 93.6 / Avg: 176.4 / Max: 313.7Min: 104.9 / Avg: 294.18 / Max: 388Min: 91.4 / Avg: 214.35 / Max: 313.7

SHOC Scalable HeterOgeneous Computing

Performance / Cost - Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: FFT SPRX Vega 56RX Vega 64RX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.52431.04861.57292.09722.62152.331.791.831.201.311.411.331.851. 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.

SHOC Scalable HeterOgeneous Computing

Performance / Cost - Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: MD5 HashRX Vega 56RX Vega 64RX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.0090.0180.0270.0360.0450.030.030.030.030.030.030.030.041. 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.

clpeak

Performance / Cost - OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS Per Dollar, More Is BetterclpeakPerformance / Cost - OpenCL Test: Integer Compute INTRX Vega 56RX Vega 64RX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 2070481216204.974.824.1912.244.894.715.5814.851. 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.orgMillion Grid Points Per Second Per Dollar, More Is BetterASKAP tConvolveCuda 2015-11-10Performance / Cost - Processing: DegriddingRTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 2070112233445531.7228.6031.7432.8947.031. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: ResNet-50, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.12150.2430.36450.4860.60750.360.380.380.440.541. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: ResNet-50, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.07430.14860.22290.29720.37150.230.280.300.320.331. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: AlexNet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20701.11152.2233.33454.4465.55753.613.723.774.234.941. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: AlexNet, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.8911.7822.6733.5644.4552.733.503.583.963.841. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: Googlenet, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.26330.52660.78991.05321.31650.820.910.891.071.171. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: Inception v4, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.0360.0720.1080.1440.180.100.110.100.130.161. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: VGG-16, FP16RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.05630.11260.16890.22520.28150.170.190.190.210.251. 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.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: VGG-16, FP32RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiRTX 20700.04280.08560.12840.17120.2140.130.170.170.190.171. 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.

Phoronix Test Suite v10.8.5