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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Identifier
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Date
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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 980GTX 1070 TiGTX 1080GTX TITAN X GM200GTX 980 TiRX Vega 56GTX 1080 TiRTX 2070RX Vega 64RTX 2080RTX 2080 TiTITAN RTX30060090012001500SE +/- 0.94, N = 3SE +/- 0.27, N = 3SE +/- 0.73, N = 3SE +/- 2.68, N = 3SE +/- 0.60, N = 3SE +/- 0.20, N = 3SE +/- 1.57, N = 3SE +/- 1.23, N = 3SE +/- 40.79, N = 3SE +/- 0.64, N = 3SE +/- 5.95, N = 3SE +/- 14.24, N = 3SE +/- 11.44, N = 34524684975757267289269729981070108314431548-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-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-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 -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 980GTX 1070GTX 1070 TiRX Vega 56GTX 1080GTX 980 TiGTX TITAN X GM200RX Vega 64GTX 1080 TiRTX 2080RTX 2070RTX 2080 TiTITAN RTX100200300400500SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.12, N = 3SE +/- 0.39, N = 3SE +/- 0.24, N = 31431871882032092172182213173283304544841. (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 980GTX 1080GTX 1070 TiGTX 980 TiGTX 1070GTX TITAN X GM200GTX 1080 TiRTX 2080RTX 2070RX Vega 56RX Vega 64RTX 2080 TiTITAN RTX10K20K30K40K50KSE +/- 33.13, N = 3SE +/- 29.04, N = 3SE +/- 0.67, N = 3SE +/- 26.00, N = 3SE +/- 0.58, N = 3SE +/- 11.50, N = 3SE +/- 119.86, N = 3SE +/- 2.73, N = 3SE +/- 20.53, N = 3SE +/- 570.76, N = 3SE +/- 66.64, N = 3SE +/- 41.88, N = 313242138231688616910172881729921562296413009131179328154269345932

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorTITAN RTXRX Vega 64RTX 2080 TiRX Vega 56GTX 1080 TiRTX 2080RTX 2070GTX 1080GTX 1070GTX 1070 Ti50100150200250Min: 47.9 / Avg: 232.9 / Max: 281.3Min: 51.8 / Avg: 223.18 / Max: 249.9Min: 47.5 / Avg: 222.96 / Max: 282.7Min: 49.4 / Avg: 197.63 / Max: 234.4Min: 120.8 / Avg: 190.06 / Max: 216.8Min: 47.1 / Avg: 169.8 / Max: 202.9Min: 53.7 / Avg: 162.86 / Max: 198.7Min: 89.7 / Avg: 144.76 / Max: 164.6Min: 82.6 / Avg: 134.72 / Max: 155.3Min: 47 / Avg: 122.6 / Max: 141.5

LuxMark

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorTITAN RTXRX Vega 64RTX 2080 TiRX Vega 56GTX TITAN X GM200GTX 1080 TiRTX 2080GTX 980 TiRTX 2070GTX 980GTX 1070GTX 1080GTX 1070 Ti60120180240300Min: 48.7 / Avg: 329.43 / Max: 344Min: 53 / Avg: 323.35 / Max: 337.9Min: 111.1 / Avg: 315.29 / Max: 328.4Min: 51.8 / Avg: 251.16 / Max: 263.3Min: 126.4 / Avg: 249.16 / Max: 256.8Min: 122.9 / Avg: 241.59 / Max: 247.8Min: 101.9 / Avg: 240.83 / Max: 247.3Min: 118.7 / Avg: 233.83 / Max: 241.4Min: 78 / Avg: 225.33 / Max: 232.6Min: 80.2 / Avg: 189.6 / Max: 196.9Min: 83.1 / Avg: 176.9 / Max: 181.3Min: 90.8 / Avg: 174.24 / Max: 176.2Min: 146.8 / Avg: 148.92 / Max: 149.4

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX TITAN X GM200GTX 980 TiRTX 2080GTX 1080 TiTITAN RTXGTX 1080GTX 1070RTX 2080 TiGTX 980RTX 2070RX Vega 64RX Vega 56GTX 1070 Ti1632486480Min: 35 / Avg: 76.87 / Max: 85Min: 38 / Avg: 74.74 / Max: 84Min: 35 / Avg: 66.5 / Max: 80Min: 33 / Avg: 66.46 / Max: 80Min: 38 / Avg: 63.55 / Max: 77Min: 45 / Avg: 63.06 / Max: 79Min: 31 / Avg: 61.13 / Max: 75Min: 34 / Avg: 60.3 / Max: 76Min: 34 / Avg: 58.36 / Max: 77Min: 33 / Avg: 54.57 / Max: 64Min: 28 / Avg: 52.98 / Max: 85Min: 31 / Avg: 51.02 / Max: 75Min: 36 / Avg: 46.92 / Max: 60

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringTITAN RTXGTX TITAN X GM200GTX 980 TiRTX 2080 TiGTX 1080 TiRTX 2080RX Vega 64GTX 1080RTX 2070GTX 1070RX Vega 56GTX 1070 TiGTX 98070140210280350Min: 47.9 / Avg: 242.09 / Max: 364.6Min: 48.8 / Avg: 240.32 / Max: 327.7Min: 52.1 / Avg: 218.82 / Max: 321.2Min: 45.5 / Avg: 208.03 / Max: 346.7Min: 43.4 / Avg: 200.91 / Max: 320.9Min: 43.9 / Avg: 175.16 / Max: 287.8Min: 48.4 / Avg: 169.45 / Max: 358.6Min: 42.2 / Avg: 154.56 / Max: 251.7Min: 42.1 / Avg: 146.13 / Max: 247.2Min: 41.9 / Avg: 143.92 / Max: 213.8Min: 48.8 / Avg: 143.52 / Max: 284.1Min: 45.9 / Avg: 127.84 / Max: 213.8Min: 45.1 / Avg: 126.87 / Max: 240.4

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 980GTX 1080GTX 1070GTX 1070 TiGTX TITAN X GM200GTX 980 TiRTX 2080GTX 1080 TiRTX 2070RTX 2080 TiTITAN RTX20406080100SE +/- 0.16, N = 3SE +/- 3.08, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 2.94, N = 3SE +/- 0.14, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 3.00, N = 3SE +/- 0.02, N = 3106.51102.0790.4386.3080.6277.7072.0766.4166.0256.0950.08

OpenBenchmarking.orgCelsius, Fewer Is BetterChaos Group V-RAY 1.1.0GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiGTX 980RTX 2080GTX 1080 TiTITAN RTXGTX 1080GTX 1070RTX 2070RTX 2080 TiGTX 1070 Ti1632486480Min: 67 / Avg: 78.35 / Max: 82Min: 69 / Avg: 78.07 / Max: 81Min: 64 / Avg: 72.91 / Max: 75Min: 50 / Avg: 68.2 / Max: 74Min: 54 / Avg: 68.11 / Max: 73Min: 56 / Avg: 67.85 / Max: 72Min: 48 / Avg: 62.93 / Max: 67Min: 46 / Avg: 62.55 / Max: 68Min: 53 / Avg: 60.72 / Max: 62Min: 46 / Avg: 60.03 / Max: 68Min: 38 / Avg: 47.77 / Max: 50

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorTITAN RTXRTX 2080 TiGTX TITAN X GM200GTX 1080 TiGTX 980 TiRTX 2080RTX 2070GTX 980GTX 1080GTX 1070GTX 1070 Ti50100150200250Min: 57.5 / Avg: 262.41 / Max: 287.8Min: 69.5 / Avg: 242.72 / Max: 272Min: 55.7 / Avg: 230.04 / Max: 248.4Min: 120.4 / Avg: 218.99 / Max: 231.8Min: 52.1 / Avg: 218.49 / Max: 231.5Min: 63 / Avg: 191.71 / Max: 202.8Min: 53.7 / Avg: 185.77 / Max: 199.3Min: 47.6 / Avg: 170.22 / Max: 175.3Min: 43.6 / Avg: 153.26 / Max: 165.9Min: 43.4 / Avg: 151.17 / Max: 164.2Min: 46.1 / Avg: 130.78 / Max: 135.6

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 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTX110220330440550SE +/- 1.68, N = 3SE +/- 4.74, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.15, N = 3SE +/- 0.85, N = 3SE +/- 0.28, N = 3SE +/- 0.06, N = 3150156160175193271309335449520

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1080GTX 1070 TiGTX 1080 TiRTX 2080RTX 2070RTX 2080 TiTITAN RTX0.57381.14761.72142.29522.8690.610.620.921.021.141.221.861.902.102.55

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiGTX 1080GTX 1080 TiRTX 2080GTX 1070TITAN RTXRTX 2080 TiGTX 1070 TiRTX 20701632486480Min: 66 / Avg: 77.41 / Max: 84Min: 65 / Avg: 76.82 / Max: 83Min: 61 / Avg: 68.3 / Max: 75Min: 61 / Avg: 68.17 / Max: 75Min: 60 / Avg: 67.05 / Max: 75Min: 58 / Avg: 65.55 / Max: 70Min: 57 / Avg: 61.37 / Max: 67Min: 55 / Avg: 59.52 / Max: 65Min: 46 / Avg: 50.94 / Max: 55Min: 32 / Avg: 45.47 / Max: 58

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200GTX 980 TiGTX 1080 TiRTX 2080 TiTITAN RTXGTX 1080RTX 2080GTX 1070RTX 2070GTX 1070 Ti60120180240300Min: 55.5 / Avg: 252.42 / Max: 326.9Min: 52.8 / Avg: 244.09 / Max: 310.7Min: 54.6 / Avg: 222.3 / Max: 319.6Min: 56.1 / Avg: 213.62 / Max: 342.3Min: 51 / Avg: 203.63 / Max: 350.6Min: 44.7 / Avg: 189.85 / Max: 248.8Min: 47.3 / Avg: 179.59 / Max: 284.7Min: 42.7 / Avg: 174.04 / Max: 212.6Min: 71.1 / Avg: 162.36 / Max: 246.8Min: 47 / Avg: 153.76 / Max: 192.3

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080RTX 2080GTX 1080 TiRTX 2080 TiTITAN RTX70140210280350SE +/- 0.20, N = 3SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.28, N = 3SE +/- 0.19, N = 3SE +/- 0.44, N = 3SE +/- 0.31, N = 3125125133143205210285299

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX TITAN X GM200GTX 1070GTX 1080GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX0.26550.5310.79651.0621.32750.490.730.730.840.890.991.151.18

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200RTX 2080GTX 1080 TiGTX 1080GTX 1070TITAN RTXRTX 2080 TiGTX 1070 Ti1632486480Min: 65 / Avg: 77.91 / Max: 84Min: 59 / Avg: 70.41 / Max: 77Min: 62 / Avg: 70.04 / Max: 77Min: 60 / Avg: 68.77 / Max: 75Min: 57 / Avg: 65.61 / Max: 71Min: 54 / Avg: 62.76 / Max: 70Min: 54 / Avg: 61.16 / Max: 67Min: 44 / Avg: 50.85 / Max: 54

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200TITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080GTX 1080GTX 1070GTX 1070 Ti70140210280350Min: 56.2 / Avg: 255.72 / Max: 321Min: 50.5 / Avg: 252.59 / Max: 364.6Min: 50.5 / Avg: 248.25 / Max: 346.7Min: 79.7 / Avg: 234.81 / Max: 318.6Min: 48 / Avg: 206.72 / Max: 285Min: 44.1 / Avg: 196.38 / Max: 249.7Min: 45.9 / Avg: 172.02 / Max: 213.8Min: 48 / Avg: 157.29 / Max: 187.8

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 980GTX 980 TiGTX 1070GTX TITAN X GM200GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX11002200330044005500SE +/- 2.04, N = 3SE +/- 6.83, N = 3SE +/- 2.26, N = 3SE +/- 2.24, N = 3SE +/- 0.50, N = 3SE +/- 2.60, N = 3SE +/- 1.32, N = 3SE +/- 3.35, N = 3SE +/- 2.27, N = 3SE +/- 4.39, N = 31208155215631662168318752674315344325032

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1080GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX6121824306.456.547.039.8611.1912.3912.5316.5324.9525.77

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiRTX 2080GTX 1080 TiGTX 1080GTX 980GTX 1070TITAN RTXRTX 2080 TiGTX 1070 Ti1632486480Min: 68 / Avg: 77.07 / Max: 85Min: 62 / Avg: 73.47 / Max: 81Min: 63 / Avg: 67.57 / Max: 72Min: 63 / Avg: 67.2 / Max: 70Min: 62 / Avg: 66.46 / Max: 70Min: 51 / Avg: 65.82 / Max: 74Min: 59 / Avg: 64.06 / Max: 67Min: 58 / Avg: 61.4 / Max: 65Min: 57 / Avg: 60.36 / Max: 64Min: 46 / Avg: 49.93 / Max: 53

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980 TiGTX TITAN X GM200GTX 1080 TiTITAN RTXRTX 2080GTX 980RTX 2080 TiGTX 1080GTX 1070GTX 1070 Ti60120180240300Min: 135.2 / Avg: 237.19 / Max: 295.5Min: 55.1 / Avg: 236.59 / Max: 321.2Min: 51.3 / Avg: 213.37 / Max: 303.2Min: 50.6 / Avg: 195.26 / Max: 352.6Min: 47.3 / Avg: 190.7 / Max: 270.1Min: 48.6 / Avg: 187.19 / Max: 240.4Min: 49.3 / Avg: 177.62 / Max: 332.6Min: 44.1 / Avg: 167.55 / Max: 234.8Min: 68.9 / Avg: 158.49 / Max: 192.3Min: 46.9 / Avg: 135.79 / Max: 175

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 980GTX 980 TiGTX 1070GTX TITAN X GM200GTX 1070 TiGTX 1080RTX 2070RTX 2080GTX 1080 TiRTX 2080 TiTITAN RTX8001600240032004000SE +/- 1.06, N = 3SE +/- 4.76, N = 3SE +/- 0.44, N = 3SE +/- 0.78, N = 3SE +/- 0.32, N = 3SE +/- 1.62, N = 3SE +/- 1.84, N = 3SE +/- 1.83, N = 3SE +/- 6.99, N = 3SE +/- 1.48, N = 311541501151615871591176421742419253933443576

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 980GTX TITAN X GM200GTX 980 TiGTX 1070GTX 1080GTX 1070 TiRTX 2080RTX 2070GTX 1080 TiRTX 2080 TiTITAN RTX481216206.206.296.599.619.9010.9911.4411.7212.1912.9914.66

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiGTX 980RTX 2080GTX 1080 TiGTX 1080GTX 1070TITAN RTXRTX 2080 TiRTX 2070GTX 1070 Ti1632486480Min: 72 / Avg: 78.81 / Max: 84Min: 71 / Avg: 77.5 / Max: 82Min: 63 / Avg: 72.44 / Max: 77Min: 59 / Avg: 69.81 / Max: 76Min: 64 / Avg: 67.58 / Max: 71Min: 63 / Avg: 66.8 / Max: 71Min: 61 / Avg: 64.2 / Max: 68Min: 55 / Avg: 61.71 / Max: 67Min: 53 / Avg: 61.36 / Max: 67Min: 46 / Avg: 55.88 / Max: 61Min: 44 / Avg: 49.07 / Max: 52

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2080 TiGTX TITAN X GM200TITAN RTXGTX 980 TiRTX 2080GTX 1080 TiGTX 980RTX 2070GTX 1080GTX 1070GTX 1070 Ti60120180240300Min: 48.9 / Avg: 257.45 / Max: 338.7Min: 136.3 / Avg: 252.18 / Max: 313.2Min: 78.6 / Avg: 243.91 / Max: 357Min: 122.8 / Avg: 227.61 / Max: 318.8Min: 48 / Avg: 211.46 / Max: 284.1Min: 126 / Avg: 208.21 / Max: 307.4Min: 101.5 / Avg: 186.05 / Max: 232.5Min: 64.2 / Avg: 185.45 / Max: 243.7Min: 100.9 / Avg: 178.22 / Max: 229Min: 87.1 / Avg: 157.65 / Max: 201.5Min: 48.2 / Avg: 144.76 / Max: 185.9

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX2004006008001000SE +/- 1.37, N = 3SE +/- 1.00, N = 3SE +/- 0.35, N = 3SE +/- 0.09, N = 3SE +/- 0.21, N = 3SE +/- 2.49, N = 3SE +/- 0.58, N = 3SE +/- 0.49, N = 3SE +/- 0.35, N = 335637237541345862973810151132

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1080GTX 1080 TiGTX 1070 TiRTX 2080RTX 2080 TiTITAN RTX0.92481.84962.77443.69924.6241.361.402.062.132.452.533.214.074.11

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiRTX 2080GTX 1080 TiGTX 1080GTX 1070TITAN RTXRTX 2080 TiGTX 1070 Ti1632486480Min: 72 / Avg: 80.77 / Max: 85Min: 70 / Avg: 80.35 / Max: 84Min: 60 / Avg: 73.17 / Max: 80Min: 60 / Avg: 72.84 / Max: 80Min: 58 / Avg: 72.23 / Max: 79Min: 56 / Avg: 69 / Max: 74Min: 55 / Avg: 65.27 / Max: 72Min: 55 / Avg: 64.78 / Max: 71Min: 43 / Avg: 52.93 / Max: 56

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorTITAN RTXGTX TITAN X GM200GTX 980 TiGTX 1080 TiRTX 2080 TiRTX 2080GTX 1080GTX 1070GTX 1070 Ti60120180240300Min: 50.7 / Avg: 275.3 / Max: 360Min: 102.1 / Avg: 265.29 / Max: 320.1Min: 124.1 / Avg: 260.98 / Max: 317Min: 64 / Avg: 257.4 / Max: 319.4Min: 49.5 / Avg: 249.29 / Max: 343.1Min: 47.7 / Avg: 229.8 / Max: 284.5Min: 76.2 / Avg: 215.22 / Max: 247Min: 43.4 / Avg: 181.99 / Max: 210.5Min: 46.8 / Avg: 163.6 / Max: 187.8

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX306090120150SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.21, N = 340.9043.2344.7749.2355.0374.63102.77135.90152.80

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1080GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX0.17550.3510.52650.7020.87750.180.190.280.300.340.350.580.740.78

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200GTX 980 TiGTX 1080 TiRTX 2080GTX 1080GTX 1070TITAN RTXRTX 2080 TiGTX 1070 Ti1632486480Min: 62 / Avg: 75.61 / Max: 85Min: 61 / Avg: 74.85 / Max: 84Min: 56 / Avg: 66.24 / Max: 77Min: 57 / Avg: 64.7 / Max: 74Min: 51 / Avg: 64.33 / Max: 76Min: 55 / Avg: 64.07 / Max: 72Min: 54 / Avg: 59.11 / Max: 66Min: 53 / Avg: 57.76 / Max: 65Min: 43 / Avg: 49.56 / Max: 55

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200GTX 980 TiGTX 1080 TiTITAN RTXGTX 1080RTX 2080 TiRTX 2080GTX 1070GTX 1070 Ti60120180240300Min: 55.1 / Avg: 232.58 / Max: 323Min: 52.9 / Avg: 226.01 / Max: 305.4Min: 52.2 / Avg: 211.84 / Max: 320.9Min: 58.3 / Avg: 196.21 / Max: 353.3Min: 71.3 / Avg: 185.89 / Max: 249.7Min: 50 / Avg: 183.11 / Max: 341.1Min: 47.6 / Avg: 177.11 / Max: 285.3Min: 44.1 / Avg: 157.87 / Max: 210.2Min: 47.2 / Avg: 146.22 / Max: 188.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 980 TiGTX TITAN X GM200GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX50100150200250SE +/- 0.07, N = 3SE +/- 0.92, N = 3SE +/- 0.40, N = 3SE +/- 0.03, N = 3SE +/- 0.24, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.46, N = 376.9377.5779.2084.4393.13131.37153.33206.97244.40

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX TITAN X GM200GTX 980 TiGTX 1070GTX 1080GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiTITAN RTX0.21380.42760.64140.85521.0690.290.300.460.480.530.540.690.940.95

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980 TiGTX TITAN X GM200GTX 1080 TiRTX 2080GTX 1070GTX 1080TITAN RTXRTX 2080 TiGTX 1070 Ti1632486480Min: 67 / Avg: 79.22 / Max: 84Min: 67 / Avg: 79 / Max: 84Min: 61 / Avg: 70.1 / Max: 76Min: 59 / Avg: 69.86 / Max: 77Min: 59 / Avg: 66.13 / Max: 70Min: 50 / Avg: 65.84 / Max: 74Min: 55 / Avg: 62.56 / Max: 68Min: 54 / Avg: 61.56 / Max: 68Min: 45 / Avg: 52.18 / Max: 55

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200TITAN RTXGTX 980 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 1080GTX 1070GTX 1070 Ti60120180240300Min: 81.5 / Avg: 277.12 / Max: 327.7Min: 49.3 / Avg: 256.56 / Max: 354.6Min: 52.4 / Avg: 254.36 / Max: 318.4Min: 51.7 / Avg: 242.51 / Max: 313.1Min: 48.1 / Avg: 223.76 / Max: 283.3Min: 51 / Avg: 219.66 / Max: 332.2Min: 90.8 / Avg: 194.86 / Max: 239.8Min: 43.7 / Avg: 168.53 / Max: 201.8Min: 46.8 / Avg: 160.44 / Max: 192

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX TITAN X GM200GTX 1070 TiGTX 1080RTX 2080GTX 1080 TiRTX 2080 TiTITAN RTX4080120160200SE +/- 0.13, N = 3SE +/- 0.64, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.19, N = 371.5772.7776.4082.90108.57119.50152.40162.33

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX TITAN X GM200GTX 1070GTX 1080RTX 2080GTX 1070 TiGTX 1080 TiRTX 2080 TiTITAN RTX0.13050.2610.39150.5220.65250.280.420.420.450.470.490.560.58

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200RTX 2080GTX 1080 TiGTX 1080TITAN RTXGTX 1070RTX 2080 TiGTX 1070 Ti1632486480Min: 67 / Avg: 79.62 / Max: 84Min: 61 / Avg: 74.1 / Max: 80Min: 61 / Avg: 70.55 / Max: 77Min: 60 / Avg: 69.33 / Max: 74Min: 56 / Avg: 67.15 / Max: 73Min: 58 / Avg: 66.1 / Max: 70Min: 56 / Avg: 65.52 / Max: 71Min: 46 / Avg: 52.21 / Max: 55

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorTITAN RTXRTX 2080 TiGTX TITAN X GM200GTX 1080 TiRTX 2080GTX 1080GTX 1070GTX 1070 Ti60120180240300Min: 60 / Avg: 281.79 / Max: 357.7Min: 50.2 / Avg: 270.5 / Max: 342.3Min: 53 / Avg: 261.76 / Max: 321.8Min: 51.2 / Avg: 241.65 / Max: 309.7Min: 55.7 / Avg: 239.26 / Max: 287.8Min: 46.3 / Avg: 198.19 / Max: 236.2Min: 54.1 / Avg: 170.77 / Max: 203.5Min: 58.5 / Avg: 162.02 / Max: 191