NVIDIA TITAN RTX Linux GPU Compute Benchmarks

NVIDIA and AMD GPU Linux compute benchmarks December 2018 by Michael Larabel for a future article, review of the NVIDIA TITAN RTX.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 1812224-SP-GPUCOMPUT75
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  Test
  Duration
GTX 980
December 21 2018
  16 Minutes
GTX 980 Ti
December 21 2018
  30 Minutes
GTX TITAN X GM200
December 21 2018
  35 Minutes
GTX 1070
December 08 2018
  36 Minutes
GTX 1070 Ti
December 08 2018
  34 Minutes
GTX 1080
December 07 2018
  34 Minutes
GTX 1080 Ti
December 08 2018
  28 Minutes
RTX 2070
December 07 2018
  11 Minutes
RTX 2080
December 07 2018
  30 Minutes
RTX 2080 Ti
December 07 2018
  26 Minutes
TITAN RTX
December 21 2018
  25 Minutes
RX Vega 56
December 07 2018
  7 Minutes
RX Vega 64
December 07 2018
  7 Minutes
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  25 Minutes

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NVIDIA TITAN RTX Linux GPU Compute BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionGTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTXRX Vega 56RX Vega 64Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads)ASUS PRIME Z390-A (0602 BIOS)Intel Cannon Lake PCH Shared SRAM16384MB2000GB SABRENT + Samsung SSD 970 EVO 250GBNVIDIA GeForce GTX 980 4GB (1126/3505MHz)Realtek ALC1220Acer B286HKIntel ConnectionUbuntu 18.044.19.5-041905-generic (x86_64)GNOME Shell 3.28.3X Server 1.19.6NVIDIA 415.234.6.0OpenCL 1.2 CUDA 10.0.1321.1.84GCC 7.3.0 + CUDA 10.0ext43840x2160NVIDIA GeForce GTX 980 Ti 6GB (999/3505MHz)NVIDIA GeForce GTX TITAN X 12GB (1001/3505MHz)NVIDIA GeForce GTX 1070 8GB (1506/4006MHz)NVIDIA 415.22Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz)NVIDIA GeForce GTX 1080 8GB (1607/5005MHz)NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz)eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz)Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA TITAN RTX 24GB (1350/7000MHz)NVIDIA 415.23AMD Radeon RX Vega 8GB (1590/800MHz)4.5 Mesa 19.0.0-devel padoka PPA (LLVM 8.0.0)OpenCL 2.1 AMD-APP (2679.0)1.1.70GCC 7.3.0AMD Radeon RX Vega 8GB (1630/945MHz)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: intel_pstate performanceOpenCL Details- GTX 980: GPU Compute Cores: 2048- GTX 980 Ti: GPU Compute Cores: 2816- GTX TITAN X GM200: GPU Compute Cores: 3072- 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- RTX 2070: GPU Compute Cores: 2304- RTX 2080: GPU Compute Cores: 2944- RTX 2080 Ti: GPU Compute Cores: 4352- TITAN RTX: GPU Compute Cores: 4608Security Details- __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp

GTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTXRX Vega 56RX Vega 64Result OverviewPhoronix Test Suite100%162%223%285%347%LuxMarkSHOC Scalable HeterOgeneous Computingcl-mem

NVIDIA TITAN RTX Linux GPU Compute Benchmarksshoc: OpenCL - FFT SPcl-mem: Copyluxmark: GPU - Luxball HDRv-ray: CUDA GPUngc-tensorflow: ResNet-50, FP16ngc-tensorflow: ResNet-50, FP32ngc-tensorflow: AlexNet, FP16ngc-tensorflow: AlexNet, FP32ngc-tensorflow: Googlenet, FP16ngc-tensorflow: Inception v4, FP16ngc-tensorflow: VGG-16, FP16ngc-tensorflow: VGG-16, FP32GTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTXRX Vega 56RX Vega 6446814313242106.51120811547282171691077.701501552150135640.9077.577262181729980.621561251662158737243.2379.2072.774521871728890.431601251563151637544.7776.9371.574971881688686.301751331683159141349.2384.4376.4057520913823102.071931431875176445855.0393.1382.909723172156266.412712102674253962974.63131.37119.509983303009166.02309217410833282964172.0733520531532419738102.77153.33108.5714434544269356.09449285443233441015135.90206.97152.4015484844593250.08520299503235761132152.80244.40162.3392620331179107022132815OpenBenchmarking.org

SHOC Scalable HeterOgeneous Computing

The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX30060090012001500SE +/- 0.94, N = 3SE +/- 0.73, N = 3SE +/- 2.68, N = 3SE +/- 1.23, N = 3SE +/- 0.27, N = 3SE +/- 0.20, N = 3SE +/- 0.60, N = 3SE +/- 40.79, N = 3SE +/- 5.95, N = 3SE +/- 14.24, N = 3SE +/- 1.57, N = 3SE +/- 0.64, N = 3SE +/- 11.44, N = 34524975759724687287269981083144392610701548-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft1. (CXX) g++ options: -O2 -lSHOCCommon -lrt

cl-mem

A basic OpenCL memory benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX100200300400500SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.39, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 3SE +/- 0.24, N = 31871882093171432172183303284542032214841. (CC) gcc options: -O2 -flto -lOpenCL

LuxMark

LuxMark is a multi-platform OpenGL benchmark using LuxRender. LuxMark supports targeting different OpenCL devices and has multiple scenes available for rendering. LuxMark is a fully open-source OpenCL program with real-world rendering examples. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX10K20K30K40K50KSE +/- 0.58, N = 3SE +/- 0.67, N = 3SE +/- 29.04, N = 3SE +/- 119.86, N = 3SE +/- 33.13, N = 3SE +/- 26.00, N = 3SE +/- 11.50, N = 3SE +/- 2.73, N = 3SE +/- 66.64, N = 3SE +/- 20.53, N = 3SE +/- 570.76, N = 3SE +/- 41.88, N = 317288168861382321562132421691017299300912964142693311793281545932

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX50100150200250Min: 82.6 / Avg: 134.72 / Max: 155.3Min: 47 / Avg: 122.6 / Max: 141.5Min: 89.7 / Avg: 144.76 / Max: 164.6Min: 120.8 / Avg: 190.06 / Max: 216.8Min: 53.7 / Avg: 162.86 / Max: 198.7Min: 47.1 / Avg: 169.8 / Max: 202.9Min: 47.5 / Avg: 222.96 / Max: 282.7Min: 49.4 / Avg: 197.63 / Max: 234.4Min: 51.8 / Avg: 223.18 / Max: 249.9Min: 47.9 / Avg: 232.9 / Max: 281.3

LuxMark

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX60120180240300Min: 83.1 / Avg: 176.9 / Max: 181.3Min: 146.8 / Avg: 148.92 / Max: 149.4Min: 90.8 / Avg: 174.24 / Max: 176.2Min: 122.9 / Avg: 241.59 / Max: 247.8Min: 80.2 / Avg: 189.6 / Max: 196.9Min: 118.7 / Avg: 233.83 / Max: 241.4Min: 126.4 / Avg: 249.16 / Max: 256.8Min: 78 / Avg: 225.33 / Max: 232.6Min: 101.9 / Avg: 240.83 / Max: 247.3Min: 111.1 / Avg: 315.29 / Max: 328.4Min: 51.8 / Avg: 251.16 / Max: 263.3Min: 53 / Avg: 323.35 / Max: 337.9Min: 48.7 / Avg: 329.43 / Max: 344

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX1632486480Min: 31 / Avg: 61.13 / Max: 75Min: 36 / Avg: 46.92 / Max: 60Min: 45 / Avg: 63.06 / Max: 79Min: 33 / Avg: 66.46 / Max: 80Min: 34 / Avg: 58.36 / Max: 77Min: 38 / Avg: 74.74 / Max: 84Min: 35 / Avg: 76.87 / Max: 85Min: 33 / Avg: 54.57 / Max: 64Min: 35 / Avg: 66.5 / Max: 80Min: 34 / Avg: 60.3 / Max: 76Min: 31 / Avg: 51.02 / Max: 75Min: 28 / Avg: 52.98 / Max: 85Min: 38 / Avg: 63.55 / Max: 77

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 64TITAN RTX70140210280350Min: 41.9 / Avg: 143.92 / Max: 213.8Min: 45.9 / Avg: 127.84 / Max: 213.8Min: 42.2 / Avg: 154.56 / Max: 251.7Min: 43.4 / Avg: 200.91 / Max: 320.9Min: 45.1 / Avg: 126.87 / Max: 240.4Min: 52.1 / Avg: 218.82 / Max: 321.2Min: 48.8 / Avg: 240.32 / Max: 327.7Min: 42.1 / Avg: 146.13 / Max: 247.2Min: 43.9 / Avg: 175.16 / Max: 287.8Min: 45.5 / Avg: 208.03 / Max: 346.7Min: 48.8 / Avg: 143.52 / Max: 284.1Min: 48.4 / Avg: 169.45 / Max: 358.6Min: 47.9 / Avg: 242.09 / Max: 364.6

Chaos Group V-RAY

This is a test of Chaos Group's V-RAY benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterChaos Group V-RAY 1.1.0Mode: CUDA GPUGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX20406080100SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 3.08, N = 3SE +/- 0.03, N = 3SE +/- 0.16, N = 3SE +/- 0.14, N = 3SE +/- 2.94, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 3.00, N = 3SE +/- 0.02, N = 390.4386.30102.0766.41106.5177.7080.6266.0272.0756.0950.08

OpenBenchmarking.orgCelsius, Fewer Is BetterChaos Group V-RAY 1.1.0GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 46 / Avg: 62.55 / Max: 68Min: 38 / Avg: 47.77 / Max: 50Min: 48 / Avg: 62.93 / Max: 67Min: 54 / Avg: 68.11 / Max: 73Min: 64 / Avg: 72.91 / Max: 75Min: 69 / Avg: 78.07 / Max: 81Min: 67 / Avg: 78.35 / Max: 82Min: 53 / Avg: 60.72 / Max: 62Min: 50 / Avg: 68.2 / Max: 74Min: 46 / Avg: 60.03 / Max: 68Min: 56 / Avg: 67.85 / Max: 72

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 43.4 / Avg: 151.17 / Max: 164.2Min: 46.1 / Avg: 130.78 / Max: 135.6Min: 43.6 / Avg: 153.26 / Max: 165.9Min: 120.4 / Avg: 218.99 / Max: 231.8Min: 47.6 / Avg: 170.22 / Max: 175.3Min: 52.1 / Avg: 218.49 / Max: 231.5Min: 55.7 / Avg: 230.04 / Max: 248.4Min: 53.7 / Avg: 185.77 / Max: 199.3Min: 63 / Avg: 191.71 / Max: 202.8Min: 69.5 / Avg: 242.72 / Max: 272Min: 57.5 / Avg: 262.41 / Max: 287.8

NVIDIA GPU Cloud TensorFlow

This test profile uses the NVIDIA GPU Cloud (NGC/nvcr.io) for running the TensorFlow image inside Docker for benchmarking. You must have already signed into NGC for this test profile to work. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX110220330440550SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.15, N = 3SE +/- 1.68, N = 3SE +/- 4.74, N = 3SE +/- 0.85, N = 3SE +/- 0.28, N = 3SE +/- 0.06, N = 3160175193271150156309335449520

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.57381.14761.72142.29522.8690.921.141.021.220.610.621.901.862.102.55

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 58 / Avg: 65.55 / Max: 70Min: 46 / Avg: 50.94 / Max: 55Min: 61 / Avg: 68.3 / Max: 75Min: 61 / Avg: 68.17 / Max: 75Min: 65 / Avg: 76.82 / Max: 83Min: 66 / Avg: 77.41 / Max: 84Min: 32 / Avg: 45.47 / Max: 58Min: 60 / Avg: 67.05 / Max: 75Min: 55 / Avg: 59.52 / Max: 65Min: 57 / Avg: 61.37 / Max: 67

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 42.7 / Avg: 174.04 / Max: 212.6Min: 47 / Avg: 153.76 / Max: 192.3Min: 44.7 / Avg: 189.85 / Max: 248.8Min: 54.6 / Avg: 222.3 / Max: 319.6Min: 52.8 / Avg: 244.09 / Max: 310.7Min: 55.5 / Avg: 252.42 / Max: 326.9Min: 71.1 / Avg: 162.36 / Max: 246.8Min: 47.3 / Avg: 179.59 / Max: 284.7Min: 56.1 / Avg: 213.62 / Max: 342.3Min: 51 / Avg: 203.63 / Max: 350.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX70140210280350SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.19, N = 3SE +/- 0.20, N = 3SE +/- 0.28, N = 3SE +/- 0.44, N = 3SE +/- 0.31, N = 3125133143210125205285299

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX0.26550.5310.79651.0621.32750.730.840.730.890.490.991.151.18

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 57 / Avg: 65.61 / Max: 71Min: 44 / Avg: 50.85 / Max: 54Min: 60 / Avg: 68.77 / Max: 75Min: 62 / Avg: 70.04 / Max: 77Min: 65 / Avg: 77.91 / Max: 84Min: 59 / Avg: 70.41 / Max: 77Min: 54 / Avg: 61.16 / Max: 67Min: 54 / Avg: 62.76 / Max: 70

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX70140210280350Min: 45.9 / Avg: 172.02 / Max: 213.8Min: 48 / Avg: 157.29 / Max: 187.8Min: 44.1 / Avg: 196.38 / Max: 249.7Min: 79.7 / Avg: 234.81 / Max: 318.6Min: 56.2 / Avg: 255.72 / Max: 321Min: 48 / Avg: 206.72 / Max: 285Min: 50.5 / Avg: 248.25 / Max: 346.7Min: 50.5 / Avg: 252.59 / Max: 364.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX11002200330044005500SE +/- 2.26, N = 3SE +/- 0.50, N = 3SE +/- 2.60, N = 3SE +/- 1.32, N = 3SE +/- 2.04, N = 3SE +/- 6.83, N = 3SE +/- 2.24, N = 3SE +/- 3.35, N = 3SE +/- 2.27, N = 3SE +/- 4.39, N = 31563168318752674120815521662315344325032

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX6121824309.8612.3911.1912.536.456.547.0316.5324.9525.77

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 59 / Avg: 64.06 / Max: 67Min: 46 / Avg: 49.93 / Max: 53Min: 62 / Avg: 66.46 / Max: 70Min: 63 / Avg: 67.2 / Max: 70Min: 51 / Avg: 65.82 / Max: 74Min: 62 / Avg: 73.47 / Max: 81Min: 68 / Avg: 77.07 / Max: 85Min: 63 / Avg: 67.57 / Max: 72Min: 57 / Avg: 60.36 / Max: 64Min: 58 / Avg: 61.4 / Max: 65

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 68.9 / Avg: 158.49 / Max: 192.3Min: 46.9 / Avg: 135.79 / Max: 175Min: 44.1 / Avg: 167.55 / Max: 234.8Min: 51.3 / Avg: 213.37 / Max: 303.2Min: 48.6 / Avg: 187.19 / Max: 240.4Min: 135.2 / Avg: 237.19 / Max: 295.5Min: 55.1 / Avg: 236.59 / Max: 321.2Min: 47.3 / Avg: 190.7 / Max: 270.1Min: 49.3 / Avg: 177.62 / Max: 332.6Min: 50.6 / Avg: 195.26 / Max: 352.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX8001600240032004000SE +/- 0.44, N = 3SE +/- 0.32, N = 3SE +/- 1.62, N = 3SE +/- 1.83, N = 3SE +/- 1.06, N = 3SE +/- 4.76, N = 3SE +/- 0.78, N = 3SE +/- 1.84, N = 3SE +/- 6.99, N = 3SE +/- 1.48, N = 315161591176425391154150115872174241933443576

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX481216209.6110.999.9012.196.206.596.2911.7211.4412.9914.66

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 61 / Avg: 64.2 / Max: 68Min: 44 / Avg: 49.07 / Max: 52Min: 63 / Avg: 66.8 / Max: 71Min: 64 / Avg: 67.58 / Max: 71Min: 63 / Avg: 72.44 / Max: 77Min: 71 / Avg: 77.5 / Max: 82Min: 72 / Avg: 78.81 / Max: 84Min: 46 / Avg: 55.88 / Max: 61Min: 59 / Avg: 69.81 / Max: 76Min: 53 / Avg: 61.36 / Max: 67Min: 55 / Avg: 61.71 / Max: 67

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980GTX 980 TiGTX TITAN X GM200RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 87.1 / Avg: 157.65 / Max: 201.5Min: 48.2 / Avg: 144.76 / Max: 185.9Min: 100.9 / Avg: 178.22 / Max: 229Min: 126 / Avg: 208.21 / Max: 307.4Min: 101.5 / Avg: 186.05 / Max: 232.5Min: 122.8 / Avg: 227.61 / Max: 318.8Min: 136.3 / Avg: 252.18 / Max: 313.2Min: 64.2 / Avg: 185.45 / Max: 243.7Min: 48 / Avg: 211.46 / Max: 284.1Min: 48.9 / Avg: 257.45 / Max: 338.7Min: 78.6 / Avg: 243.91 / Max: 357

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX2004006008001000SE +/- 0.35, N = 3SE +/- 0.09, N = 3SE +/- 0.21, N = 3SE +/- 2.49, N = 3SE +/- 1.37, N = 3SE +/- 1.00, N = 3SE +/- 0.58, N = 3SE +/- 0.49, N = 3SE +/- 0.35, N = 337541345862935637273810151132

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX0.92481.84962.77443.69924.6242.062.532.132.451.361.403.214.074.11

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 56 / Avg: 69 / Max: 74Min: 43 / Avg: 52.93 / Max: 56Min: 58 / Avg: 72.23 / Max: 79Min: 60 / Avg: 72.84 / Max: 80Min: 70 / Avg: 80.35 / Max: 84Min: 72 / Avg: 80.77 / Max: 85Min: 60 / Avg: 73.17 / Max: 80Min: 55 / Avg: 64.78 / Max: 71Min: 55 / Avg: 65.27 / Max: 72

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 43.4 / Avg: 181.99 / Max: 210.5Min: 46.8 / Avg: 163.6 / Max: 187.8Min: 76.2 / Avg: 215.22 / Max: 247Min: 64 / Avg: 257.4 / Max: 319.4Min: 124.1 / Avg: 260.98 / Max: 317Min: 102.1 / Avg: 265.29 / Max: 320.1Min: 47.7 / Avg: 229.8 / Max: 284.5Min: 49.5 / Avg: 249.29 / Max: 343.1Min: 50.7 / Avg: 275.3 / Max: 360

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX306090120150SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.21, N = 344.7749.2355.0374.6340.9043.23102.77135.90152.80

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX0.17550.3510.52650.7020.87750.280.340.300.350.180.190.580.740.78

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 55 / Avg: 64.07 / Max: 72Min: 43 / Avg: 49.56 / Max: 55Min: 51 / Avg: 64.33 / Max: 76Min: 56 / Avg: 66.24 / Max: 77Min: 61 / Avg: 74.85 / Max: 84Min: 62 / Avg: 75.61 / Max: 85Min: 57 / Avg: 64.7 / Max: 74Min: 53 / Avg: 57.76 / Max: 65Min: 54 / Avg: 59.11 / Max: 66

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 44.1 / Avg: 157.87 / Max: 210.2Min: 47.2 / Avg: 146.22 / Max: 188.6Min: 71.3 / Avg: 185.89 / Max: 249.7Min: 52.2 / Avg: 211.84 / Max: 320.9Min: 52.9 / Avg: 226.01 / Max: 305.4Min: 55.1 / Avg: 232.58 / Max: 323Min: 47.6 / Avg: 177.11 / Max: 285.3Min: 50 / Avg: 183.11 / Max: 341.1Min: 58.3 / Avg: 196.21 / Max: 353.3

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX50100150200250SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.24, N = 3SE +/- 0.12, N = 3SE +/- 0.92, N = 3SE +/- 0.40, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.46, N = 376.9384.4393.13131.3777.5779.20153.33206.97244.40

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX0.21380.42760.64140.85521.0690.460.530.480.540.300.290.690.940.95

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 59 / Avg: 66.13 / Max: 70Min: 45 / Avg: 52.18 / Max: 55Min: 50 / Avg: 65.84 / Max: 74Min: 61 / Avg: 70.1 / Max: 76Min: 67 / Avg: 79.22 / Max: 84Min: 67 / Avg: 79 / Max: 84Min: 59 / Avg: 69.86 / Max: 77Min: 54 / Avg: 61.56 / Max: 68Min: 55 / Avg: 62.56 / Max: 68

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX 980 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 43.7 / Avg: 168.53 / Max: 201.8Min: 46.8 / Avg: 160.44 / Max: 192Min: 90.8 / Avg: 194.86 / Max: 239.8Min: 51.7 / Avg: 242.51 / Max: 313.1Min: 52.4 / Avg: 254.36 / Max: 318.4Min: 81.5 / Avg: 277.12 / Max: 327.7Min: 48.1 / Avg: 223.76 / Max: 283.3Min: 51 / Avg: 219.66 / Max: 332.2Min: 49.3 / Avg: 256.56 / Max: 354.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX4080120160200SE +/- 0.13, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.12, N = 3SE +/- 0.64, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.19, N = 371.5776.4082.90119.5072.77108.57152.40162.33

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX0.13050.2610.39150.5220.65250.420.470.420.490.280.450.560.58

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 58 / Avg: 66.1 / Max: 70Min: 46 / Avg: 52.21 / Max: 55Min: 60 / Avg: 69.33 / Max: 74Min: 61 / Avg: 70.55 / Max: 77Min: 67 / Avg: 79.62 / Max: 84Min: 61 / Avg: 74.1 / Max: 80Min: 56 / Avg: 65.52 / Max: 71Min: 56 / Avg: 67.15 / Max: 73

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiGTX TITAN X GM200RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 54.1 / Avg: 170.77 / Max: 203.5Min: 58.5 / Avg: 162.02 / Max: 191Min: 46.3 / Avg: 198.19 / Max: 236.2Min: 51.2 / Avg: 241.65 / Max: 309.7Min: 53 / Avg: 261.76 / Max: 321.8Min: 55.7 / Avg: 239.26 / Max: 287.8Min: 50.2 / Avg: 270.5 / Max: 342.3Min: 60 / Avg: 281.79 / Max: 357.7