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
Performance Per
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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 ServerOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionDisplay DriverRX Vega 56RX Vega 64GTX 1080RTX 2080 TiRTX 2080RTX 2070GTX 1080 TiGTX 1070 TiGTX 1070TITAN RTXGTX TITAN X GM200GTX 980 TiGTX 980Intel 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 250GBAMD Radeon RX Vega 8GB (1590/800MHz)Realtek ALC1220Acer B286HKIntel ConnectionUbuntu 18.044.19.5-041905-generic (x86_64)GNOME Shell 3.28.3X Server 1.19.64.5 Mesa 19.0.0-devel padoka PPA (LLVM 8.0.0)OpenCL 2.1 AMD-APP (2679.0)1.1.70GCC 7.3.0ext43840x2160AMD Radeon RX Vega 8GB (1630/945MHz)NVIDIA GeForce GTX 1080 8GB (1607/5005MHz)NVIDIA 415.224.6.0OpenCL 1.2 CUDA 10.0.1321.1.84GCC 7.3.0 + CUDA 10.0NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz)NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz)Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz)NVIDIA GeForce GTX 1070 8GB (1506/4006MHz)NVIDIA TITAN RTX 24GB (1350/7000MHz)NVIDIA 415.23NVIDIA GeForce GTX TITAN X 12GB (1001/3505MHz)NVIDIA GeForce GTX 980 Ti 6GB (999/3505MHz)NVIDIA GeForce GTX 980 4GB (1126/3505MHz)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 performanceSecurity Details- __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccompOpenCL Details- GTX 1080: GPU Compute Cores: 2560- RTX 2080 Ti: GPU Compute Cores: 4352- RTX 2080: GPU Compute Cores: 2944- RTX 2070: GPU Compute Cores: 2304- GTX 1080 Ti: GPU Compute Cores: 3584- GTX 1070 Ti: GPU Compute Cores: 2432- GTX 1070: GPU Compute Cores: 1920- TITAN RTX: GPU Compute Cores: 4608- GTX TITAN X GM200: GPU Compute Cores: 3072- GTX 980 Ti: GPU Compute Cores: 2816- GTX 980: GPU Compute Cores: 2048

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

NVIDIA TITAN RTX Linux GPU Compute Benchmarksluxmark: GPU - Luxball HDRngc-tensorflow: Inception v4, FP16v-ray: CUDA GPUngc-tensorflow: Googlenet, FP16ngc-tensorflow: ResNet-50, FP32ngc-tensorflow: VGG-16, FP32ngc-tensorflow: ResNet-50, FP16ngc-tensorflow: VGG-16, FP16ngc-tensorflow: AlexNet, FP32ngc-tensorflow: AlexNet, FP16cl-mem: Copyshoc: OpenCL - FFT SPRX Vega 56RX Vega 64GTX 1080RTX 2080 TiRTX 2080RTX 2070GTX 1080 TiGTX 1070 TiGTX 1070TITAN RTXGTX TITAN X GM200GTX 980 TiGTX 980311792039263281522110701382355.03102.0745814382.9019393.131764187520957542693135.9056.091015285152.40449206.9733444432454144329641102.7772.07738205108.57335153.332419315332810833009166.0230921743309982156274.6366.41629210119.50271131.37253926743179721688649.2386.3041313376.4017584.43159116831884971728844.7790.4337512571.5716076.931516156318745245932152.8050.081132299162.33520244.403576503248415481729943.2380.6237212572.7715679.20158716622187261691040.9077.7035615077.571501155221772813242106.5111541208143468OpenBenchmarking.org

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 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 5610K20K30K40K50KSE +/- 33.13, N = 3SE +/- 26.00, N = 3SE +/- 11.50, N = 3SE +/- 41.88, N = 3SE +/- 0.58, N = 3SE +/- 0.67, N = 3SE +/- 119.86, N = 3SE +/- 2.73, N = 3SE +/- 66.64, N = 3SE +/- 29.04, N = 3SE +/- 570.76, N = 3SE +/- 20.53, N = 313242169101729945932172881688621562300912964142693138233281531179

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: Inception v4, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 1080306090120150SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.21, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.03, N = 340.9043.23152.8044.7749.2374.63102.77135.9055.03

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 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 108020406080100SE +/- 0.16, N = 3SE +/- 0.14, N = 3SE +/- 2.94, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 3.00, N = 3SE +/- 3.08, N = 3106.5177.7080.6250.0890.4386.3066.4166.0272.0756.09102.07

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: Googlenet, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10802004006008001000SE +/- 1.37, N = 3SE +/- 1.00, N = 3SE +/- 0.35, N = 3SE +/- 0.35, N = 3SE +/- 0.09, N = 3SE +/- 2.49, N = 3SE +/- 0.58, N = 3SE +/- 0.49, N = 3SE +/- 0.21, N = 335637211323754136297381015458

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108070140210280350SE +/- 0.20, N = 3SE +/- 0.31, N = 3SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.19, N = 3SE +/- 0.28, N = 3SE +/- 0.44, N = 3SE +/- 0.07, N = 3125299125133210205285143

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10804080120160200SE +/- 0.64, N = 3SE +/- 0.19, N = 3SE +/- 0.13, N = 3SE +/- 0.00, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.00, N = 372.77162.3371.5776.40119.50108.57152.4082.90

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080110220330440550SE +/- 1.68, N = 3SE +/- 4.74, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.15, N = 3SE +/- 0.85, N = 3SE +/- 0.28, N = 3SE +/- 0.10, N = 3150156520160175271309335449193

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108050100150200250SE +/- 0.92, N = 3SE +/- 0.40, N = 3SE +/- 0.46, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.24, N = 377.5779.20244.4076.9384.43131.37153.33206.9793.13

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 10808001600240032004000SE +/- 1.06, N = 3SE +/- 4.76, N = 3SE +/- 0.78, N = 3SE +/- 1.48, N = 3SE +/- 0.44, N = 3SE +/- 0.32, N = 3SE +/- 1.83, N = 3SE +/- 1.84, N = 3SE +/- 6.99, N = 3SE +/- 1.62, N = 311541501158735761516159125392174241933441764

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108011002200330044005500SE +/- 2.04, N = 3SE +/- 6.83, N = 3SE +/- 2.24, N = 3SE +/- 4.39, N = 3SE +/- 2.26, N = 3SE +/- 0.50, N = 3SE +/- 1.32, N = 3SE +/- 3.35, N = 3SE +/- 2.27, N = 3SE +/- 2.60, N = 31208155216625032156316832674315344321875

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 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 56100200300400500SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.24, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.39, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 31432172184841871883173303284542092212031. (CC) gcc options: -O2 -flto -lOpenCL

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 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 5630060090012001500SE +/- 0.27, N = 3SE +/- 0.20, N = 3SE +/- 0.60, N = 3SE +/- 11.44, N = 3SE +/- 0.94, N = 3SE +/- 0.73, N = 3SE +/- 1.23, N = 3SE +/- 40.79, N = 3SE +/- 5.95, N = 3SE +/- 14.24, N = 3SE +/- 2.68, N = 3SE +/- 0.64, N = 3SE +/- 1.57, N = 34687287261548452497972998108314435751070926-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-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL1. (CXX) g++ options: -O2 -lSHOCCommon -lrt

NVIDIA GPU Cloud TensorFlow

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108060120180240300Min: 53 / Avg: 261.76 / Max: 321.8Min: 60 / Avg: 281.79 / Max: 357.7Min: 54.1 / Avg: 170.77 / Max: 203.5Min: 58.5 / Avg: 162.02 / Max: 191Min: 51.2 / Avg: 241.65 / Max: 309.7Min: 55.7 / Avg: 239.26 / Max: 287.8Min: 50.2 / Avg: 270.5 / Max: 342.3Min: 46.3 / Avg: 198.19 / Max: 236.2

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 67 / Avg: 79.62 / Max: 84Min: 56 / Avg: 67.15 / Max: 73Min: 58 / Avg: 66.1 / Max: 70Min: 46 / Avg: 52.21 / Max: 55Min: 61 / Avg: 70.55 / Max: 77Min: 61 / Avg: 74.1 / Max: 80Min: 56 / Avg: 65.52 / Max: 71Min: 60 / Avg: 69.33 / Max: 74

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10800.13050.2610.39150.5220.65250.280.580.420.470.490.450.560.42

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108060120180240300Min: 52.4 / Avg: 254.36 / Max: 318.4Min: 81.5 / Avg: 277.12 / Max: 327.7Min: 49.3 / Avg: 256.56 / Max: 354.6Min: 43.7 / Avg: 168.53 / Max: 201.8Min: 46.8 / Avg: 160.44 / Max: 192Min: 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: 239.8

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 67 / Avg: 79.22 / Max: 84Min: 67 / Avg: 79 / Max: 84Min: 55 / Avg: 62.56 / Max: 68Min: 59 / Avg: 66.13 / Max: 70Min: 45 / Avg: 52.18 / Max: 55Min: 61 / Avg: 70.1 / Max: 76Min: 59 / Avg: 69.86 / Max: 77Min: 54 / Avg: 61.56 / Max: 68Min: 50 / Avg: 65.84 / Max: 74

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10800.21380.42760.64140.85521.0690.300.290.950.460.530.540.690.940.48

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108060120180240300Min: 52.9 / Avg: 226.01 / Max: 305.4Min: 55.1 / Avg: 232.58 / Max: 323Min: 58.3 / Avg: 196.21 / Max: 353.3Min: 44.1 / Avg: 157.87 / Max: 210.2Min: 47.2 / Avg: 146.22 / Max: 188.6Min: 52.2 / Avg: 211.84 / Max: 320.9Min: 47.6 / Avg: 177.11 / Max: 285.3Min: 50 / Avg: 183.11 / Max: 341.1Min: 71.3 / Avg: 185.89 / Max: 249.7

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 61 / Avg: 74.85 / Max: 84Min: 62 / Avg: 75.61 / Max: 85Min: 54 / Avg: 59.11 / Max: 66Min: 55 / Avg: 64.07 / Max: 72Min: 43 / Avg: 49.56 / Max: 55Min: 56 / Avg: 66.24 / Max: 77Min: 57 / Avg: 64.7 / Max: 74Min: 53 / Avg: 57.76 / Max: 65Min: 51 / Avg: 64.33 / Max: 76

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10800.17550.3510.52650.7020.87750.180.190.780.280.340.350.580.740.30

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108060120180240300Min: 124.1 / Avg: 260.98 / Max: 317Min: 102.1 / Avg: 265.29 / Max: 320.1Min: 50.7 / Avg: 275.3 / Max: 360Min: 43.4 / Avg: 181.99 / Max: 210.5Min: 46.8 / Avg: 163.6 / Max: 187.8Min: 64 / Avg: 257.4 / Max: 319.4Min: 47.7 / Avg: 229.8 / Max: 284.5Min: 49.5 / Avg: 249.29 / Max: 343.1Min: 76.2 / Avg: 215.22 / Max: 247

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 70 / Avg: 80.35 / Max: 84Min: 72 / Avg: 80.77 / Max: 85Min: 55 / Avg: 65.27 / Max: 72Min: 56 / Avg: 69 / Max: 74Min: 43 / Avg: 52.93 / Max: 56Min: 60 / Avg: 72.84 / Max: 80Min: 60 / Avg: 73.17 / Max: 80Min: 55 / Avg: 64.78 / Max: 71Min: 58 / Avg: 72.23 / Max: 79

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10800.92481.84962.77443.69924.6241.361.404.112.062.532.453.214.072.13

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 108060120180240300Min: 101.5 / Avg: 186.05 / Max: 232.5Min: 122.8 / Avg: 227.61 / Max: 318.8Min: 136.3 / Avg: 252.18 / Max: 313.2Min: 78.6 / Avg: 243.91 / Max: 357Min: 87.1 / Avg: 157.65 / Max: 201.5Min: 48.2 / Avg: 144.76 / Max: 185.9Min: 126 / Avg: 208.21 / Max: 307.4Min: 64.2 / Avg: 185.45 / Max: 243.7Min: 48 / Avg: 211.46 / Max: 284.1Min: 48.9 / Avg: 257.45 / Max: 338.7Min: 100.9 / Avg: 178.22 / Max: 229

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 10801632486480Min: 63 / Avg: 72.44 / Max: 77Min: 71 / Avg: 77.5 / Max: 82Min: 72 / Avg: 78.81 / Max: 84Min: 55 / Avg: 61.71 / Max: 67Min: 61 / Avg: 64.2 / Max: 68Min: 44 / Avg: 49.07 / Max: 52Min: 64 / Avg: 67.58 / Max: 71Min: 46 / Avg: 55.88 / Max: 61Min: 59 / Avg: 69.81 / Max: 76Min: 53 / Avg: 61.36 / Max: 67Min: 63 / Avg: 66.8 / Max: 71

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080481216206.206.596.2914.669.6110.9912.1911.7211.4412.999.90

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108060120180240300Min: 48.6 / Avg: 187.19 / Max: 240.4Min: 135.2 / Avg: 237.19 / Max: 295.5Min: 55.1 / Avg: 236.59 / Max: 321.2Min: 50.6 / Avg: 195.26 / Max: 352.6Min: 68.9 / Avg: 158.49 / Max: 192.3Min: 46.9 / Avg: 135.79 / Max: 175Min: 51.3 / Avg: 213.37 / Max: 303.2Min: 47.3 / Avg: 190.7 / Max: 270.1Min: 49.3 / Avg: 177.62 / Max: 332.6Min: 44.1 / Avg: 167.55 / Max: 234.8

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 51 / Avg: 65.82 / Max: 74Min: 62 / Avg: 73.47 / Max: 81Min: 68 / Avg: 77.07 / Max: 85Min: 58 / Avg: 61.4 / Max: 65Min: 59 / Avg: 64.06 / Max: 67Min: 46 / Avg: 49.93 / Max: 53Min: 63 / Avg: 67.2 / Max: 70Min: 63 / Avg: 67.57 / Max: 72Min: 57 / Avg: 60.36 / Max: 64Min: 62 / Avg: 66.46 / Max: 70

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10806121824306.456.547.0325.779.8612.3912.5316.5324.9511.19

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 108070140210280350Min: 56.2 / Avg: 255.72 / Max: 321Min: 50.5 / Avg: 252.59 / Max: 364.6Min: 45.9 / Avg: 172.02 / Max: 213.8Min: 48 / Avg: 157.29 / Max: 187.8Min: 79.7 / Avg: 234.81 / Max: 318.6Min: 48 / Avg: 206.72 / Max: 285Min: 50.5 / Avg: 248.25 / Max: 346.7Min: 44.1 / Avg: 196.38 / Max: 249.7

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10801632486480Min: 65 / Avg: 77.91 / Max: 84Min: 54 / Avg: 62.76 / Max: 70Min: 57 / Avg: 65.61 / Max: 71Min: 44 / Avg: 50.85 / Max: 54Min: 62 / Avg: 70.04 / Max: 77Min: 59 / Avg: 70.41 / Max: 77Min: 54 / Avg: 61.16 / Max: 67Min: 60 / Avg: 68.77 / Max: 75

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2080 TiGTX 10800.26550.5310.79651.0621.32750.491.180.730.840.890.991.150.73

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 108060120180240300Min: 52.8 / Avg: 244.09 / Max: 310.7Min: 55.5 / Avg: 252.42 / Max: 326.9Min: 51 / Avg: 203.63 / Max: 350.6Min: 42.7 / Avg: 174.04 / Max: 212.6Min: 47 / Avg: 153.76 / Max: 192.3Min: 54.6 / Avg: 222.3 / Max: 319.6Min: 71.1 / Avg: 162.36 / Max: 246.8Min: 47.3 / Avg: 179.59 / Max: 284.7Min: 56.1 / Avg: 213.62 / Max: 342.3Min: 44.7 / Avg: 189.85 / Max: 248.8

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 10801632486480Min: 65 / Avg: 76.82 / Max: 83Min: 66 / Avg: 77.41 / Max: 84Min: 57 / Avg: 61.37 / Max: 67Min: 58 / Avg: 65.55 / Max: 70Min: 46 / Avg: 50.94 / Max: 55Min: 61 / Avg: 68.17 / Max: 75Min: 32 / Avg: 45.47 / Max: 58Min: 60 / Avg: 67.05 / Max: 75Min: 55 / Avg: 59.52 / Max: 65Min: 61 / Avg: 68.3 / Max: 75

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 10800.57381.14761.72142.29522.8690.610.622.550.921.141.221.901.862.101.02

Chaos Group V-RAY

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 108050100150200250Min: 47.6 / Avg: 170.22 / Max: 175.3Min: 52.1 / Avg: 218.49 / Max: 231.5Min: 55.7 / Avg: 230.04 / Max: 248.4Min: 57.5 / Avg: 262.41 / Max: 287.8Min: 43.4 / Avg: 151.17 / Max: 164.2Min: 46.1 / Avg: 130.78 / Max: 135.6Min: 120.4 / Avg: 218.99 / Max: 231.8Min: 53.7 / Avg: 185.77 / Max: 199.3Min: 63 / Avg: 191.71 / Max: 202.8Min: 69.5 / Avg: 242.72 / Max: 272Min: 43.6 / Avg: 153.26 / Max: 165.9

OpenBenchmarking.orgCelsius, Fewer Is BetterChaos Group V-RAY 1.1.0GPU Temperature MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 10801632486480Min: 64 / Avg: 72.91 / Max: 75Min: 69 / Avg: 78.07 / Max: 81Min: 67 / Avg: 78.35 / Max: 82Min: 56 / Avg: 67.85 / Max: 72Min: 46 / Avg: 62.55 / Max: 68Min: 38 / Avg: 47.77 / Max: 50Min: 54 / Avg: 68.11 / Max: 73Min: 53 / Avg: 60.72 / Max: 62Min: 50 / Avg: 68.2 / Max: 74Min: 46 / Avg: 60.03 / Max: 68Min: 48 / Avg: 62.93 / Max: 67

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 5670140210280350Min: 45.1 / Avg: 126.87 / Max: 240.4Min: 52.1 / Avg: 218.82 / Max: 321.2Min: 48.8 / Avg: 240.32 / Max: 327.7Min: 47.9 / Avg: 242.09 / Max: 364.6Min: 41.9 / Avg: 143.92 / Max: 213.8Min: 45.9 / Avg: 127.84 / Max: 213.8Min: 43.4 / Avg: 200.91 / Max: 320.9Min: 42.1 / Avg: 146.13 / Max: 247.2Min: 43.9 / Avg: 175.16 / Max: 287.8Min: 45.5 / Avg: 208.03 / Max: 346.7Min: 42.2 / Avg: 154.56 / Max: 251.7Min: 48.4 / Avg: 169.45 / Max: 358.6Min: 48.8 / Avg: 143.52 / Max: 284.1

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 561632486480Min: 34 / Avg: 58.36 / Max: 77Min: 38 / Avg: 74.74 / Max: 84Min: 35 / Avg: 76.87 / Max: 85Min: 38 / Avg: 63.55 / Max: 77Min: 31 / Avg: 61.13 / Max: 75Min: 36 / Avg: 46.92 / Max: 60Min: 33 / Avg: 66.46 / Max: 80Min: 33 / Avg: 54.57 / Max: 64Min: 35 / Avg: 66.5 / Max: 80Min: 34 / Avg: 60.3 / Max: 76Min: 45 / Avg: 63.06 / Max: 79Min: 28 / Avg: 52.98 / Max: 85Min: 31 / Avg: 51.02 / Max: 75

LuxMark

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorGTX 980GTX 980 TiGTX TITAN X GM200TITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 5660120180240300Min: 80.2 / Avg: 189.6 / Max: 196.9Min: 118.7 / Avg: 233.83 / Max: 241.4Min: 126.4 / Avg: 249.16 / Max: 256.8Min: 48.7 / Avg: 329.43 / Max: 344Min: 83.1 / Avg: 176.9 / Max: 181.3Min: 146.8 / Avg: 148.92 / Max: 149.4Min: 122.9 / Avg: 241.59 / Max: 247.8Min: 78 / Avg: 225.33 / Max: 232.6Min: 101.9 / Avg: 240.83 / Max: 247.3Min: 111.1 / Avg: 315.29 / Max: 328.4Min: 90.8 / Avg: 174.24 / Max: 176.2Min: 53 / Avg: 323.35 / Max: 337.9Min: 51.8 / Avg: 251.16 / Max: 263.3

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorTITAN RTXGTX 1070GTX 1070 TiGTX 1080 TiRTX 2070RTX 2080RTX 2080 TiGTX 1080RX Vega 64RX Vega 5650100150200250Min: 47.9 / Avg: 232.9 / Max: 281.3Min: 82.6 / Avg: 134.72 / Max: 155.3Min: 47 / Avg: 122.6 / Max: 141.5Min: 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: 89.7 / Avg: 144.76 / Max: 164.6Min: 51.8 / Avg: 223.18 / Max: 249.9Min: 49.4 / Avg: 197.63 / Max: 234.4