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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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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NVIDIA TITAN RTX Linux GPU Compute Benchmarks - Phoronix Test Suite

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.

HTML result view exported from: https://openbenchmarking.org/result/1812224-SP-GPUCOMPUT75&gru&sro.

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

NVIDIA TITAN RTX Linux GPU Compute Benchmarkscl-mem: Copyshoc: OpenCL - FFT SPngc-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, FP32luxmark: GPU - Luxball HDRv-ray: CUDA GPUGTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTXRX Vega 56RX Vega 641434681208115413242106.512177281501552150135640.9077.571691077.702187261561251662158737243.2379.2072.771729980.621874521601251563151637544.7776.9371.571728890.431884971751331683159141349.2384.4376.401688686.302095751931431875176445855.0393.1382.9013823102.073179722712102674253962974.63131.37119.502156266.4133099830921743009166.02328108333520531532419738102.77153.33108.572964172.074541443449285443233441015135.90206.97152.404269356.094841548520299503235761132152.80244.40162.334593250.0820392631179221107032815OpenBenchmarking.org

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

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

Phoronix Test Suite System Monitoring

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

cl-mem

Benchmark: Copy

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

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

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

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

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

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

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

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

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

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

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

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

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

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

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

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

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

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

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

Chaos Group V-RAY

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

NVIDIA GPU Cloud TensorFlow

GPU Temperature Monitor

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

Chaos Group V-RAY

Mode: CUDA GPU

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

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

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

System Power Consumption Monitor

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

Chaos Group V-RAY

System Power Consumption Monitor

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

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

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

Phoronix Test Suite v10.8.4