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
Run
  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 SPv-ray: CUDA GPUluxmark: GPU - Luxball HDRngc-tensorflow: ResNet-50, FP16ngc-tensorflow: VGG-16, FP32ngc-tensorflow: AlexNet, FP16ngc-tensorflow: ResNet-50, FP32ngc-tensorflow: VGG-16, FP16cl-mem: Copyngc-tensorflow: AlexNet, FP32ngc-tensorflow: Googlenet, FP16ngc-tensorflow: Inception v4, FP16GTX 980GTX 980 TiGTX TITAN X GM200GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiTITAN RTXRX Vega 56RX Vega 64468106.51132421208143115472877.7016910150155277.57217150135640.9072680.621729915672.77166212579.20218158737243.2345290.431728816071.57156312576.93187151637544.7749786.301688617576.40168313384.43188159141349.23575102.071382319382.90187514393.13209176445855.0397266.4121562271119.502674210131.37317253962974.6399866.02300913093302174108372.0729641335108.573153205153.333282419738102.77144356.0942693449152.404432285206.9745433441015135.90154850.0845932520162.335032299244.4048435761132152.8092631179203107032815221OpenBenchmarking.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 SPTITAN RTXRTX 2080 TiRTX 2080RX Vega 64RTX 2070GTX 1080 TiRX Vega 56GTX 980 TiGTX TITAN X GM200GTX 1080GTX 1070 TiGTX 980GTX 107030060090012001500SE +/- 11.44, N = 3SE +/- 14.24, N = 3SE +/- 5.95, N = 3SE +/- 0.64, N = 3SE +/- 40.79, N = 3SE +/- 1.23, N = 3SE +/- 1.57, N = 3SE +/- 0.20, N = 3SE +/- 0.60, N = 3SE +/- 2.68, N = 3SE +/- 0.73, N = 3SE +/- 0.27, N = 3SE +/- 0.94, N = 31548144310831070998972926728726575497468452-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 -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 -lcufft1. (CXX) g++ options: -O2 -lSHOCCommon -lrt

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 GPUTITAN RTXRTX 2080 TiRTX 2070GTX 1080 TiRTX 2080GTX 980 TiGTX TITAN X GM200GTX 1070 TiGTX 1070GTX 1080GTX 98020406080100SE +/- 0.02, N = 3SE +/- 3.00, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.14, N = 3SE +/- 2.94, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 3.08, N = 3SE +/- 0.16, N = 350.0856.0966.0266.4172.0777.7080.6286.3090.43102.07106.51

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 HDRTITAN RTXRTX 2080 TiRX Vega 64RX Vega 56RTX 2070RTX 2080GTX 1080 TiGTX TITAN X GM200GTX 1070GTX 980 TiGTX 1070 TiGTX 1080GTX 98010K20K30K40K50KSE +/- 41.88, N = 3SE +/- 66.64, N = 3SE +/- 570.76, N = 3SE +/- 20.53, N = 3SE +/- 2.73, N = 3SE +/- 119.86, N = 3SE +/- 11.50, N = 3SE +/- 0.58, N = 3SE +/- 26.00, N = 3SE +/- 0.67, N = 3SE +/- 29.04, N = 3SE +/- 33.13, N = 345932426933281531179300912964121562172991728816910168861382313242

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, FP16TITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiGTX 1080GTX 1070 TiGTX 1070GTX TITAN X GM200GTX 980 Ti110220330440550SE +/- 0.06, N = 3SE +/- 0.28, N = 3SE +/- 0.85, N = 3SE +/- 0.15, N = 3SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 4.74, N = 3SE +/- 1.68, N = 3520449335309271193175160156150

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32TITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080GTX 1080GTX 1070 TiGTX TITAN X GM200GTX 10704080120160200SE +/- 0.19, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.64, N = 3SE +/- 0.13, N = 3162.33152.40119.50108.5782.9076.4072.7771.57

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1080GTX 1070 TiGTX TITAN X GM200GTX 1070GTX 980 TiGTX 98011002200330044005500SE +/- 4.39, N = 3SE +/- 2.27, N = 3SE +/- 3.35, N = 3SE +/- 1.32, N = 3SE +/- 2.60, N = 3SE +/- 0.50, N = 3SE +/- 2.24, N = 3SE +/- 2.26, N = 3SE +/- 6.83, N = 3SE +/- 2.04, N = 35032443231532674187516831662156315521208

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32TITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080GTX 1080GTX 1070 TiGTX 1070GTX TITAN X GM20070140210280350SE +/- 0.31, N = 3SE +/- 0.44, N = 3SE +/- 0.19, N = 3SE +/- 0.28, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.20, N = 3299285210205143133125125

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1080GTX 1070 TiGTX TITAN X GM200GTX 980 TiGTX 107050100150200250SE +/- 0.46, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.12, N = 3SE +/- 0.24, N = 3SE +/- 0.03, N = 3SE +/- 0.40, N = 3SE +/- 0.92, N = 3SE +/- 0.07, N = 3244.40206.97153.33131.3793.1384.4379.2077.5776.93

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: CopyTITAN RTXRTX 2080 TiRTX 2070RTX 2080GTX 1080 TiRX Vega 64GTX TITAN X GM200GTX 980 TiGTX 1080RX Vega 56GTX 1070 TiGTX 1070GTX 980100200300400500SE +/- 0.24, N = 3SE +/- 0.39, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 34844543303283172212182172092031881871431. (CC) gcc options: -O2 -flto -lOpenCL

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: AlexNet, FP32TITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080RTX 2070GTX 1080GTX 1070 TiGTX TITAN X GM200GTX 1070GTX 980 TiGTX 9808001600240032004000SE +/- 1.48, N = 3SE +/- 6.99, N = 3SE +/- 1.83, N = 3SE +/- 1.84, N = 3SE +/- 1.62, N = 3SE +/- 0.32, N = 3SE +/- 0.78, N = 3SE +/- 0.44, N = 3SE +/- 4.76, N = 3SE +/- 1.06, N = 335763344253924192174176415911587151615011154

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1080GTX 1070 TiGTX 1070GTX TITAN X GM200GTX 980 Ti2004006008001000SE +/- 0.35, N = 3SE +/- 0.49, N = 3SE +/- 0.58, N = 3SE +/- 2.49, N = 3SE +/- 0.21, N = 3SE +/- 0.09, N = 3SE +/- 0.35, N = 3SE +/- 1.00, N = 3SE +/- 1.37, N = 311321015738629458413375372356

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1080GTX 1070 TiGTX 1070GTX TITAN X GM200GTX 980 Ti306090120150SE +/- 0.21, N = 3SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3152.80135.90102.7774.6355.0349.2344.7743.2340.90

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1070 TiGTX 1070GTX 1080RTX 2070RTX 2080GTX 1080 TiRX Vega 56RTX 2080 TiRX Vega 64TITAN RTX50100150200250Min: 47 / Avg: 122.6 / Max: 141.5Min: 82.6 / Avg: 134.72 / Max: 155.3Min: 89.7 / Avg: 144.76 / Max: 164.6Min: 53.7 / Avg: 162.86 / Max: 198.7Min: 47.1 / Avg: 169.8 / Max: 202.9Min: 120.8 / Avg: 190.06 / Max: 216.8Min: 49.4 / Avg: 197.63 / Max: 234.4Min: 47.5 / Avg: 222.96 / Max: 282.7Min: 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 1070 TiGTX 1080GTX 1070GTX 980RTX 2070GTX 980 TiRTX 2080GTX 1080 TiGTX TITAN X GM200RX Vega 56RTX 2080 TiRX Vega 64TITAN RTX60120180240300Min: 146.8 / Avg: 148.92 / Max: 149.4Min: 90.8 / Avg: 174.24 / Max: 176.2Min: 83.1 / Avg: 176.9 / Max: 181.3Min: 80.2 / Avg: 189.6 / Max: 196.9Min: 78 / Avg: 225.33 / Max: 232.6Min: 118.7 / Avg: 233.83 / Max: 241.4Min: 101.9 / Avg: 240.83 / Max: 247.3Min: 122.9 / Avg: 241.59 / Max: 247.8Min: 126.4 / Avg: 249.16 / Max: 256.8Min: 51.8 / Avg: 251.16 / Max: 263.3Min: 111.1 / Avg: 315.29 / Max: 328.4Min: 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 1070 TiRX Vega 56RX Vega 64RTX 2070GTX 980RTX 2080 TiGTX 1070GTX 1080TITAN RTXGTX 1080 TiRTX 2080GTX 980 TiGTX TITAN X GM2001632486480Min: 36 / Avg: 46.92 / Max: 60Min: 31 / Avg: 51.02 / Max: 75Min: 28 / Avg: 52.98 / Max: 85Min: 33 / Avg: 54.57 / Max: 64Min: 34 / Avg: 58.36 / Max: 77Min: 34 / Avg: 60.3 / Max: 76Min: 31 / Avg: 61.13 / Max: 75Min: 45 / Avg: 63.06 / Max: 79Min: 38 / Avg: 63.55 / Max: 77Min: 33 / Avg: 66.46 / Max: 80Min: 35 / Avg: 66.5 / Max: 80Min: 38 / Avg: 74.74 / Max: 84Min: 35 / Avg: 76.87 / Max: 85

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 980GTX 1070 TiRX Vega 56GTX 1070RTX 2070GTX 1080RX Vega 64RTX 2080GTX 1080 TiRTX 2080 TiGTX 980 TiGTX TITAN X GM200TITAN RTX70140210280350Min: 45.1 / Avg: 126.87 / Max: 240.4Min: 45.9 / Avg: 127.84 / Max: 213.8Min: 48.8 / Avg: 143.52 / Max: 284.1Min: 41.9 / Avg: 143.92 / Max: 213.8Min: 42.1 / Avg: 146.13 / Max: 247.2Min: 42.2 / Avg: 154.56 / Max: 251.7Min: 48.4 / Avg: 169.45 / Max: 358.6Min: 43.9 / Avg: 175.16 / Max: 287.8Min: 43.4 / Avg: 200.91 / Max: 320.9Min: 45.5 / Avg: 208.03 / Max: 346.7Min: 52.1 / Avg: 218.82 / Max: 321.2Min: 48.8 / Avg: 240.32 / Max: 327.7Min: 47.9 / Avg: 242.09 / Max: 364.6

Chaos Group V-RAY

OpenBenchmarking.orgCelsius, Fewer Is BetterChaos Group V-RAY 1.1.0GPU Temperature MonitorGTX 1070 TiRTX 2080 TiRTX 2070GTX 1070GTX 1080TITAN RTXGTX 1080 TiRTX 2080GTX 980GTX 980 TiGTX TITAN X GM2001632486480Min: 38 / Avg: 47.77 / Max: 50Min: 46 / Avg: 60.03 / Max: 68Min: 53 / Avg: 60.72 / Max: 62Min: 46 / Avg: 62.55 / Max: 68Min: 48 / Avg: 62.93 / Max: 67Min: 56 / Avg: 67.85 / Max: 72Min: 54 / Avg: 68.11 / Max: 73Min: 50 / Avg: 68.2 / Max: 74Min: 64 / Avg: 72.91 / Max: 75Min: 69 / Avg: 78.07 / Max: 81Min: 67 / Avg: 78.35 / Max: 82

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

NVIDIA GPU Cloud TensorFlow

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16TITAN RTXRTX 2080 TiRTX 2070RTX 2080GTX 1080 TiGTX 1070 TiGTX 1080GTX 1070GTX TITAN X GM200GTX 980 Ti0.57381.14761.72142.29522.8692.552.101.901.861.221.141.020.920.620.61

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorRTX 2070GTX 1070 TiRTX 2080 TiTITAN RTXGTX 1070RTX 2080GTX 1080 TiGTX 1080GTX 980 TiGTX TITAN X GM2001632486480Min: 32 / Avg: 45.47 / Max: 58Min: 46 / Avg: 50.94 / Max: 55Min: 55 / Avg: 59.52 / Max: 65Min: 57 / Avg: 61.37 / Max: 67Min: 58 / Avg: 65.55 / Max: 70Min: 60 / Avg: 67.05 / Max: 75Min: 61 / Avg: 68.17 / Max: 75Min: 61 / Avg: 68.3 / Max: 75Min: 65 / Avg: 76.82 / Max: 83Min: 66 / Avg: 77.41 / Max: 84

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiRTX 2070GTX 1070RTX 2080GTX 1080TITAN RTXRTX 2080 TiGTX 1080 TiGTX 980 TiGTX TITAN X GM20060120180240300Min: 47 / Avg: 153.76 / Max: 192.3Min: 71.1 / Avg: 162.36 / Max: 246.8Min: 42.7 / Avg: 174.04 / Max: 212.6Min: 47.3 / Avg: 179.59 / Max: 284.7Min: 44.7 / Avg: 189.85 / Max: 248.8Min: 51 / Avg: 203.63 / Max: 350.6Min: 56.1 / Avg: 213.62 / Max: 342.3Min: 54.6 / Avg: 222.3 / Max: 319.6Min: 52.8 / Avg: 244.09 / Max: 310.7Min: 55.5 / Avg: 252.42 / Max: 326.9

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1070 TiGTX 1080GTX 1070GTX TITAN X GM2000.26550.5310.79651.0621.32751.181.150.990.890.840.730.730.49

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2080 TiTITAN RTXGTX 1070GTX 1080GTX 1080 TiRTX 2080GTX TITAN X GM2001632486480Min: 44 / Avg: 50.85 / Max: 54Min: 54 / Avg: 61.16 / Max: 67Min: 54 / Avg: 62.76 / Max: 70Min: 57 / Avg: 65.61 / Max: 71Min: 60 / Avg: 68.77 / Max: 75Min: 62 / Avg: 70.04 / Max: 77Min: 59 / Avg: 70.41 / Max: 77Min: 65 / Avg: 77.91 / Max: 84

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiGTX 1070GTX 1080RTX 2080GTX 1080 TiRTX 2080 TiTITAN RTXGTX TITAN X GM20070140210280350Min: 48 / Avg: 157.29 / Max: 187.8Min: 45.9 / Avg: 172.02 / Max: 213.8Min: 44.1 / Avg: 196.38 / Max: 249.7Min: 48 / Avg: 206.72 / Max: 285Min: 79.7 / Avg: 234.81 / Max: 318.6Min: 50.5 / Avg: 248.25 / Max: 346.7Min: 50.5 / Avg: 252.59 / Max: 364.6Min: 56.2 / Avg: 255.72 / Max: 321

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1070 TiGTX 1080GTX 1070GTX TITAN X GM200GTX 980 TiGTX 98061218243025.7724.9516.5312.5312.3911.199.867.036.546.45

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2080 TiTITAN RTXGTX 1070GTX 980GTX 1080GTX 1080 TiRTX 2080GTX 980 TiGTX TITAN X GM2001632486480Min: 46 / Avg: 49.93 / Max: 53Min: 57 / Avg: 60.36 / Max: 64Min: 58 / Avg: 61.4 / Max: 65Min: 59 / Avg: 64.06 / Max: 67Min: 51 / Avg: 65.82 / Max: 74Min: 62 / Avg: 66.46 / Max: 70Min: 63 / Avg: 67.2 / Max: 70Min: 63 / Avg: 67.57 / Max: 72Min: 62 / Avg: 73.47 / Max: 81Min: 68 / Avg: 77.07 / Max: 85

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

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32TITAN RTXRTX 2080 TiGTX 1080 TiRTX 2070RTX 2080GTX 1070 TiGTX 1080GTX 1070GTX 980 TiGTX TITAN X GM200GTX 9804812162014.6612.9912.1911.7211.4410.999.909.616.596.296.20

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2070RTX 2080 TiTITAN RTXGTX 1070GTX 1080GTX 1080 TiRTX 2080GTX 980GTX 980 TiGTX TITAN X GM2001632486480Min: 44 / Avg: 49.07 / Max: 52Min: 46 / Avg: 55.88 / Max: 61Min: 53 / Avg: 61.36 / Max: 67Min: 55 / Avg: 61.71 / Max: 67Min: 61 / Avg: 64.2 / Max: 68Min: 63 / Avg: 66.8 / Max: 71Min: 64 / Avg: 67.58 / Max: 71Min: 59 / Avg: 69.81 / Max: 76Min: 63 / Avg: 72.44 / Max: 77Min: 71 / Avg: 77.5 / Max: 82Min: 72 / Avg: 78.81 / Max: 84

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiGTX 1070GTX 1080RTX 2070GTX 980GTX 1080 TiRTX 2080GTX 980 TiTITAN RTXGTX TITAN X GM200RTX 2080 Ti60120180240300Min: 48.2 / Avg: 144.76 / Max: 185.9Min: 87.1 / Avg: 157.65 / Max: 201.5Min: 100.9 / Avg: 178.22 / Max: 229Min: 64.2 / Avg: 185.45 / Max: 243.7Min: 101.5 / Avg: 186.05 / Max: 232.5Min: 126 / Avg: 208.21 / Max: 307.4Min: 48 / Avg: 211.46 / Max: 284.1Min: 122.8 / Avg: 227.61 / Max: 318.8Min: 78.6 / Avg: 243.91 / Max: 357Min: 136.3 / Avg: 252.18 / Max: 313.2Min: 48.9 / Avg: 257.45 / Max: 338.7

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1070 TiGTX 1080 TiGTX 1080GTX 1070GTX TITAN X GM200GTX 980 Ti0.92481.84962.77443.69924.6244.114.073.212.532.452.132.061.401.36

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2080 TiTITAN RTXGTX 1070GTX 1080GTX 1080 TiRTX 2080GTX 980 TiGTX TITAN X GM2001632486480Min: 43 / Avg: 52.93 / Max: 56Min: 55 / Avg: 64.78 / Max: 71Min: 55 / Avg: 65.27 / Max: 72Min: 56 / Avg: 69 / Max: 74Min: 58 / Avg: 72.23 / Max: 79Min: 60 / Avg: 72.84 / Max: 80Min: 60 / Avg: 73.17 / Max: 80Min: 70 / Avg: 80.35 / Max: 84Min: 72 / Avg: 80.77 / Max: 85

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiGTX 1070GTX 1080RTX 2080RTX 2080 TiGTX 1080 TiGTX 980 TiGTX TITAN X GM200TITAN RTX60120180240300Min: 46.8 / Avg: 163.6 / Max: 187.8Min: 43.4 / Avg: 181.99 / Max: 210.5Min: 76.2 / Avg: 215.22 / Max: 247Min: 47.7 / Avg: 229.8 / Max: 284.5Min: 49.5 / Avg: 249.29 / Max: 343.1Min: 64 / Avg: 257.4 / Max: 319.4Min: 124.1 / Avg: 260.98 / Max: 317Min: 102.1 / Avg: 265.29 / Max: 320.1Min: 50.7 / Avg: 275.3 / Max: 360

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1070 TiGTX 1080GTX 1070GTX TITAN X GM200GTX 980 Ti0.17550.3510.52650.7020.87750.780.740.580.350.340.300.280.190.18

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2080 TiTITAN RTXGTX 1070GTX 1080RTX 2080GTX 1080 TiGTX 980 TiGTX TITAN X GM2001632486480Min: 43 / Avg: 49.56 / Max: 55Min: 53 / Avg: 57.76 / Max: 65Min: 54 / Avg: 59.11 / Max: 66Min: 55 / Avg: 64.07 / Max: 72Min: 51 / Avg: 64.33 / Max: 76Min: 57 / Avg: 64.7 / Max: 74Min: 56 / Avg: 66.24 / Max: 77Min: 61 / Avg: 74.85 / Max: 84Min: 62 / Avg: 75.61 / Max: 85

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiGTX 1070RTX 2080RTX 2080 TiGTX 1080TITAN RTXGTX 1080 TiGTX 980 TiGTX TITAN X GM20060120180240300Min: 47.2 / Avg: 146.22 / Max: 188.6Min: 44.1 / Avg: 157.87 / Max: 210.2Min: 47.6 / Avg: 177.11 / Max: 285.3Min: 50 / Avg: 183.11 / Max: 341.1Min: 71.3 / Avg: 185.89 / Max: 249.7Min: 58.3 / Avg: 196.21 / Max: 353.3Min: 52.2 / Avg: 211.84 / Max: 320.9Min: 52.9 / Avg: 226.01 / Max: 305.4Min: 55.1 / Avg: 232.58 / Max: 323

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16TITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiGTX 1070 TiGTX 1080GTX 1070GTX 980 TiGTX TITAN X GM2000.21380.42760.64140.85521.0690.950.940.690.540.530.480.460.300.29

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

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070 TiGTX 1070GTX 1080RTX 2080 TiRTX 2080GTX 1080 TiGTX 980 TiTITAN RTXGTX TITAN X GM20060120180240300Min: 46.8 / Avg: 160.44 / Max: 192Min: 43.7 / Avg: 168.53 / Max: 201.8Min: 90.8 / Avg: 194.86 / Max: 239.8Min: 51 / Avg: 219.66 / Max: 332.2Min: 48.1 / Avg: 223.76 / Max: 283.3Min: 51.7 / Avg: 242.51 / Max: 313.1Min: 52.4 / Avg: 254.36 / Max: 318.4Min: 49.3 / Avg: 256.56 / Max: 354.6Min: 81.5 / Avg: 277.12 / Max: 327.7

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32TITAN RTXRTX 2080 TiGTX 1080 TiGTX 1070 TiRTX 2080GTX 1080GTX 1070GTX TITAN X GM2000.13050.2610.39150.5220.65250.580.560.490.470.450.420.420.28

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070 TiRTX 2080 TiGTX 1070TITAN RTXGTX 1080GTX 1080 TiRTX 2080GTX TITAN X GM2001632486480Min: 46 / Avg: 52.21 / Max: 55Min: 56 / Avg: 65.52 / Max: 71Min: 58 / Avg: 66.1 / Max: 70Min: 56 / Avg: 67.15 / Max: 73Min: 60 / Avg: 69.33 / Max: 74Min: 61 / Avg: 70.55 / Max: 77Min: 61 / Avg: 74.1 / Max: 80Min: 67 / Avg: 79.62 / Max: 84

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

42 Results Shown

SHOC Scalable HeterOgeneous Computing
Chaos Group V-RAY
LuxMark
NVIDIA GPU Cloud TensorFlow:
  ResNet-50, FP16
  VGG-16, FP32
  AlexNet, FP16
  ResNet-50, FP32
  VGG-16, FP16
cl-mem
NVIDIA GPU Cloud TensorFlow:
  AlexNet, FP32
  Googlenet, FP16
  Inception v4, FP16
SHOC Scalable HeterOgeneous Computing:
  System Power Consumption Monitor:
    Watts
    Watts
  Phoronix Test Suite System Monitoring:
    Celsius
    Watts
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  ResNet-50, FP16:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  ResNet-50, FP32:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  AlexNet, FP16:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  AlexNet, FP32:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  Googlenet, FP16:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  Inception v4, FP16:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  VGG-16, FP16:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts
  VGG-16, FP32:
    Images Per Second Per Watt
  GPU Temp Monitor:
    Celsius
  System Power Consumption Monitor:
    Watts