NVIDIA GeForce RTX 2070 Linux Compute Benchmarks

NVIDIA GeForce RTX 2070 Ubuntu Linux compute OpenCL CUDA TensorFlow benchmarks. Tests by Michael Larabel for a future article on Phoronix.com.

HTML result view exported from: https://openbenchmarking.org/result/1810180-SK-GPGPUCOMP97&grr&rdt&rro.

NVIDIA GeForce RTX 2070 Linux Compute BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLCompilerFile-SystemScreen ResolutionRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads)ASUS ROG ZENITH EXTREME (1402 BIOS)AMD Family 17h32768MBSamsung SSD 970 EVO 500GBAMD Radeon RX Vega 8GBRealtek ALC1220ASUS VP28UIntel I211 Gigabit ConnectionUbuntu 18.044.18.0-041800-generic (x86_64)GNOME Shell 3.28.3X Server 1.19.6modesetting 1.19.64.5 Mesa 18.0.5 (LLVM 6.0.0)OpenCL 2.1 AMD-APP (2679.0)GCC 7.3.0ext43840x2160Sapphire AMD Radeon 4GBMSI AMD Radeon RX 580 8GBNVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA 410.664.6.0OpenCL 1.2 CUDA 10.0.175GCC 7.3.0 + CUDA 10.0NVIDIA GeForce GTX 1080 8GB (1607/5005MHz)NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz)Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz)NVIDIA GeForce GTX 1070 8GB (1506/4006MHz)eVGA NVIDIA GeForce GTX 970 4GB (1163/3505MHz)NVIDIA GeForce GTX 980 4GB (1126/3505MHz)NVIDIA GeForce GTX TITAN X 12GB (1001/3505MHz)eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz)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: acpi-cpufreq ondemandSecurity Details- __user pointer sanitization + Full AMD retpoline IBPB + SSB disabled via prctl and seccompOpenCL Details- RTX 2080 Ti: GPU Compute Cores: 4352- GTX 1080: GPU Compute Cores: 2560- GTX 1080 Ti: GPU Compute Cores: 3584- GTX 1070 Ti: GPU Compute Cores: 2432- GTX 1070: GPU Compute Cores: 1920- GTX 970: GPU Compute Cores: 1664- GTX 980: GPU Compute Cores: 2048- GTX TITAN X: GPU Compute Cores: 3072- RTX 2070: GPU Compute Cores: 2304Python Details- GTX 1080, GTX 1080 Ti, GTX 1070 Ti, GTX 1070, GTX 970, GTX 980, GTX TITAN X, RTX 2070: Python 2.7.15rc1 + Python 3.6.6

NVIDIA GeForce RTX 2070 Linux Compute Benchmarksngc-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, FP16clpeak: Integer Compute INTcuda-mini-nbody: Originalngc-tensorflow: AlexNet, FP32ngc-tensorflow: AlexNet, FP16askap: Degriddingshoc: OpenCL - FFT SPshoc: OpenCL - MD5 Hashparboil: OpenCL TPACFRX Vega 56RX Vega 64R9 FuryRX 580RTX 2080 TiGTX 1080GTX 1080 TiGTX 1070 TiGTX 1070GTX 970GTX 980GTX TITAN XRTX 2070198492912.41250293116.4314308219.2012535468.0612353.919862761504282041467911.223277433038037144334.870.8253.8383.4145414182.7719092.97243932.76174618561427365414.311.2172.1766.85622207119.27265131.27329221.23249926352218898319.960.9352.9383.0344813679.0318589.33233931.91166017731378055613.661.2043.9087.9937412471.7015877.13171039.69150415491354655010.671.24120.57114251.71998104592914076.471.59107.78131445.9011461203106504597.491.5542.6378.7237112372.8315278.27180533.55157516481775072610.301.4985.2066.5564118190.67295138.33815017.712110271425819101519.281.03OpenBenchmarking.org

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti306090120150SE +/- 0.72, N = 3SE +/- 0.17, N = 3SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.12, N = 3SE +/- 0.81, N = 385.2042.6343.9052.9372.1753.83123.00

Chaos Group V-RAY

Mode: CUDA GPU

OpenBenchmarking.orgSeconds, Fewer Is BetterChaos Group V-RAY 1.1.0Mode: CUDA GPURTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti306090120150SE +/- 0.25, N = 3SE +/- 0.02, N = 3SE +/- 0.38, N = 3SE +/- 0.29, N = 3SE +/- 0.15, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 366.5578.72107.78120.5787.9983.0366.8583.4153.91

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti2004006008001000SE +/- 0.51, N = 3SE +/- 1.26, N = 3SE +/- 0.67, N = 3SE +/- 0.21, N = 3SE +/- 0.09, N = 3SE +/- 0.35, N = 3SE +/- 2.13, N = 3641371374448622454986

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti60120180240300SE +/- 0.35, N = 3SE +/- 0.60, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.52, N = 3181123124136207141276

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti306090120150SE +/- 9.08, N = 3SE +/- 0.37, N = 3SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.13, N = 3SE +/- 0.03, N = 3SE +/- 0.35, N = 390.6772.8371.7079.03119.2782.77150.00

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti90180270360450SE +/- 0.93, N = 3SE +/- 4.87, N = 3SE +/- 0.12, N = 3SE +/- 0.28, N = 3SE +/- 0.98, N = 3SE +/- 0.28, N = 3SE +/- 4.94, N = 3295152158185265190428

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti4080120160200SE +/- 0.20, N = 3SE +/- 0.55, N = 3SE +/- 0.15, N = 3SE +/- 0.12, N = 3SE +/- 0.19, N = 3SE +/- 0.09, N = 3SE +/- 0.06, N = 3138.3378.2777.1389.33131.2792.97204.00

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580R9 FuryRX Vega 64RX Vega 563K6K9K12K15KSE +/- 495.02, N = 3SE +/- 19.05, N = 3SE +/- 3.45, N = 3SE +/- 17.17, N = 3SE +/- 6.94, N = 3SE +/- 28.40, N = 3SE +/- 104.07, N = 3SE +/- 23.15, N = 3SE +/- 947.36, N = 3SE +/- 0.03, N = 3SE +/- 0.08, N = 3SE +/- 2.43, N = 3SE +/- 1.34, N = 381501805131411421710233932922439146791253143025021984

CUDA Mini-Nbody

Test: Original

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti1224364860SE +/- 0.04, N = 3SE +/- 0.32, N = 3SE +/- 0.20, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 3SE +/- 0.07, N = 317.7133.5545.9051.7139.6931.9121.2332.7611.22

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32RTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti7001400210028003500SE +/- 4.62, N = 3SE +/- 2.34, N = 3SE +/- 0.03, N = 3SE +/- 0.27, N = 3SE +/- 0.80, N = 3SE +/- 0.85, N = 3SE +/- 1.49, N = 3SE +/- 0.65, N = 3SE +/- 5.44, N = 321101575114699815041660249917463277

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16RTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti9001800270036004500SE +/- 5.17, N = 3SE +/- 0.59, N = 3SE +/- 2.27, N = 3SE +/- 0.48, N = 3SE +/- 0.98, N = 3SE +/- 0.64, N = 3SE +/- 2.34, N = 3SE +/- 2.12, N = 3SE +/- 5.30, N = 3271416481203104515491773263518564330

ASKAP tConvolveCuda

Processing: Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti8K16K24K32K40KSE +/- 806.83, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 109.30, N = 3SE +/- 233.57, N = 3SE +/- 233.57, N = 3SE +/- 259.50, N = 3SE +/- 0.00, N = 3258191775010650929113546137802218814273380371. (CXX) g++ options: -fPIC -O3 -m64 -std=c++14 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580R9 FuryRX Vega 64RX Vega 5630060090012001500SE +/- 24.94, N = 3SE +/- 1.00, N = 3SE +/- 0.36, N = 3SE +/- 1.04, N = 3SE +/- 1.15, N = 3SE +/- 0.37, N = 3SE +/- 1.62, N = 3SE +/- 0.71, N = 3SE +/- 14.55, N = 3SE +/- 0.11, N = 3SE +/- 0.06, N = 3SE +/- 0.54, N = 3SE +/- 2.01, N = 3101572645940755055698365414435468219319291. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580R9 FuryRX Vega 64RX Vega 56816243240SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 319.2810.307.496.4710.6713.6619.9614.3134.878.069.2016.4312.411. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

Parboil

Test: OpenCL TPACF

OpenBenchmarking.orgSeconds, Fewer Is BetterParboil 2.5Test: OpenCL TPACFRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.35780.71561.07341.43121.789SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.07, N = 31.031.491.551.591.241.200.931.210.821. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: VGG-16, FP32

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: VGG-16, FP32RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.04280.08560.12840.17120.2140.170.190.170.170.131. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: VGG-16, FP16

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: VGG-16, FP16RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.05630.11260.16890.22520.28150.250.210.190.190.171. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: Inception v4, FP16

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: Inception v4, FP16RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.0360.0720.1080.1440.180.160.130.100.110.101. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: Googlenet, FP16

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: Googlenet, FP16RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.26330.52660.78991.05321.31651.171.070.890.910.821. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: AlexNet, FP32

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: AlexNet, FP32RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.8911.7822.6733.5644.4553.843.963.583.502.731. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: AlexNet, FP16

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: AlexNet, FP16RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti1.11152.2233.33454.4465.55754.944.233.773.723.611. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: ResNet-50, FP32

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: ResNet-50, FP32RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.07430.14860.22290.29720.37150.330.320.300.280.231. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

NVIDIA GPU Cloud TensorFlow

Performance / Cost - Test: ResNet-50, FP16

OpenBenchmarking.orgImages Per Second Per Dollar, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Performance / Cost - Test: ResNet-50, FP16RTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.12150.2430.36450.4860.60750.540.440.380.380.361. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

ASKAP tConvolveCuda

Performance / Cost - Processing: Degridding

OpenBenchmarking.orgMillion Grid Points Per Second Per Dollar, More Is BetterASKAP tConvolveCuda 2015-11-10Performance / Cost - Processing: DegriddingRTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti112233445547.0332.8931.7428.6031.721. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.

clpeak

Performance / Cost - OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS Per Dollar, More Is BetterclpeakPerformance / Cost - OpenCL Test: Integer Compute INTRTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580RX Vega 64RX Vega 564812162014.855.584.714.8912.244.194.824.971. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.6. RX 580: $299 reported cost.7. RX Vega 64: $519 reported cost.8. RX Vega 56: $399 reported cost.

SHOC Scalable HeterOgeneous Computing

Performance / Cost - Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: MD5 HashRTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580RX Vega 64RX Vega 560.0090.0180.0270.0360.0450.040.030.030.030.030.030.030.031. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.6. RX 580: $299 reported cost.7. RX Vega 64: $519 reported cost.8. RX Vega 56: $399 reported cost.

SHOC Scalable HeterOgeneous Computing

Performance / Cost - Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: FFT SPRTX 2070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 TiRX 580RX Vega 64RX Vega 560.52431.04861.57292.09722.62151.851.331.411.311.201.831.792.331. RTX 2070: $549 reported cost.2. GTX 1070 Ti: $419 reported cost.3. GTX 1080 Ti: $699 reported cost.4. GTX 1080: $499 reported cost.5. RTX 2080 Ti: $1199 reported cost.6. RX 580: $299 reported cost.7. RX Vega 64: $519 reported cost.8. RX Vega 56: $399 reported cost.

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 91.4 / Avg: 214.35 / Max: 313.7Min: 104.9 / Avg: 294.18 / Max: 388Min: 93.6 / Avg: 176.4 / Max: 313.7Min: 95.8 / Avg: 176.17 / Max: 300.3Min: 91.3 / Avg: 209.2 / Max: 276.4Min: 96.8 / Avg: 223.4 / Max: 312.9Min: 94 / Avg: 268 / Max: 380.7Min: 91 / Avg: 211.98 / Max: 308.2Min: 95.3 / Avg: 264.13 / Max: 406.6

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti1632486480Min: 34 / Avg: 54.61 / Max: 65Min: 41 / Avg: 76.41 / Max: 85Min: 37 / Avg: 56.32 / Max: 81Min: 30 / Avg: 44.97 / Max: 71Min: 34 / Avg: 61.6 / Max: 74Min: 38 / Avg: 54.27 / Max: 66Min: 39 / Avg: 66.34 / Max: 79Min: 37 / Avg: 61.56 / Max: 77Min: 38 / Avg: 58.82 / Max: 74

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 92.7 / Avg: 262.66 / Max: 313.7Min: 145.5 / Avg: 317.87 / Max: 381.9Min: 93.5 / Avg: 228.29 / Max: 264.8Min: 99.1 / Avg: 248.3 / Max: 292.9Min: 139.5 / Avg: 308.82 / Max: 375Min: 132.8 / Avg: 251.17 / Max: 299.3Min: 101.7 / Avg: 311.29 / Max: 404.4

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.1080.2160.3240.4320.540.350.230.310.320.390.330.48

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 138.7 / Avg: 249.29 / Max: 302.5Min: 206.8 / Avg: 322.78 / Max: 378.7Min: 91.5 / Avg: 229.25 / Max: 265.4Min: 112.1 / Avg: 242.95 / Max: 294.5Min: 190.3 / Avg: 310.17 / Max: 375.6Min: 92.5 / Avg: 248.1 / Max: 296.9Min: 101.9 / Avg: 299.78 / Max: 396.1

NVIDIA GPU Cloud TensorFlow

Test: VGG-16, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.1530.3060.4590.6120.7650.550.240.340.370.420.370.68

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 92.5 / Avg: 210.62 / Max: 301.7Min: 108 / Avg: 278.24 / Max: 380.9Min: 132.4 / Avg: 221.97 / Max: 272.5Min: 138.9 / Avg: 243.51 / Max: 311.7Min: 99.4 / Avg: 272.26 / Max: 380.7Min: 132.4 / Avg: 241.44 / Max: 307.7Min: 140.1 / Avg: 247.2 / Max: 404

NVIDIA GPU Cloud TensorFlow

Test: Inception v4, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.11250.2250.33750.450.56250.400.150.200.220.270.220.50

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 136.9 / Avg: 260.13 / Max: 307.7Min: 151.6 / Avg: 325.99 / Max: 388Min: 133.7 / Avg: 244.62 / Max: 274.7Min: 99.2 / Avg: 263.81 / Max: 307.6Min: 144.5 / Avg: 318.02 / Max: 375Min: 136.4 / Avg: 259.54 / Max: 306.2Min: 99.4 / Avg: 304.21 / Max: 401.7

NVIDIA GPU Cloud TensorFlow

Test: Googlenet, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.7291.4582.1872.9163.6452.461.141.531.701.961.753.24

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 94.9 / Avg: 232.75 / Max: 306.7Min: 207.4 / Avg: 314.76 / Max: 370.5Min: 168.7 / Avg: 253.88 / Max: 296.7Min: 141.7 / Avg: 234.98 / Max: 287.4Min: 160.5 / Avg: 216.33 / Max: 256.6Min: 141 / Avg: 215.98 / Max: 281Min: 173.7 / Avg: 266.19 / Max: 367.3Min: 140.8 / Avg: 237.52 / Max: 288Min: 146.4 / Avg: 287.83 / Max: 399.7

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32RTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti36912159.075.004.524.256.957.699.397.3511.39

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 140.1 / Avg: 238.56 / Max: 305.1Min: 111.2 / Avg: 273.97 / Max: 376.8Min: 142.1 / Avg: 248.35 / Max: 303.8Min: 138.5 / Avg: 238.83 / Max: 290.6Min: 91.3 / Avg: 206.58 / Max: 261.8Min: 140.1 / Avg: 239.23 / Max: 301.2Min: 112.5 / Avg: 241.74 / Max: 360.8Min: 137.1 / Avg: 211.28 / Max: 282.8Min: 139.9 / Avg: 264.23 / Max: 398

NVIDIA GPU Cloud TensorFlow

Test: AlexNet, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16RTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti4812162011.386.014.844.377.507.4110.908.7916.39

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 96.4 / Avg: 253.4 / Max: 312Min: 110.8 / Avg: 305.55 / Max: 380.1Min: 134.3 / Avg: 235.05 / Max: 274.2Min: 100.5 / Avg: 240.85 / Max: 305.9Min: 110.9 / Avg: 271.47 / Max: 375.5Min: 94 / Avg: 248.88 / Max: 305.1Min: 104.2 / Avg: 279.93 / Max: 400.8

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP32

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.22280.44560.66840.89121.1140.710.400.530.570.760.570.99

NVIDIA GPU Cloud TensorFlow

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorRTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 96.1 / Avg: 229.19 / Max: 310.5Min: 144.3 / Avg: 318.58 / Max: 383.5Min: 125.5 / Avg: 230.02 / Max: 273.2Min: 124.9 / Avg: 242.2 / Max: 307Min: 128.1 / Avg: 284.31 / Max: 376Min: 133.9 / Avg: 235.46 / Max: 308.2Min: 102.9 / Avg: 249.44 / Max: 398.5

NVIDIA GPU Cloud TensorFlow

Test: ResNet-50, FP16

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16RTX 2070GTX TITAN XGTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti0.38480.76961.15441.53921.9241.290.480.690.760.930.811.71

CUDA Mini-Nbody

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterCUDA Mini-Nbody 2015-11-10System Power Consumption MonitorRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti70140210280350Min: 179 / Avg: 277.58 / Max: 305.7Min: 198.9 / Avg: 344.61 / Max: 382.3Min: 110.9 / Avg: 287.91 / Max: 313.7Min: 279 / Avg: 295.27 / Max: 300.3Min: 125.3 / Avg: 258.33 / Max: 276.4Min: 179.2 / Avg: 282.55 / Max: 312.9Min: 167.1 / Avg: 312.36 / Max: 369.9Min: 137.4 / Avg: 283.52 / Max: 306.4Min: 101.7 / Avg: 291.2 / Max: 393

Chaos Group V-RAY

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorRTX 2070GTX TITAN XGTX 980GTX 970GTX 1070GTX 1070 TiGTX 1080 TiGTX 1080RTX 2080 Ti60120180240300Min: 91.4 / Avg: 260.71 / Max: 281.6Min: 170.3 / Avg: 297.26 / Max: 311.3Min: 96.2 / Avg: 233.17 / Max: 245.5Min: 157.1 / Avg: 222.29 / Max: 231.6Min: 130.8 / Avg: 219.79 / Max: 228.1Min: 136 / Avg: 229.75 / Max: 241.9Min: 168.6 / Avg: 277.93 / Max: 303.6Min: 162.9 / Avg: 219.51 / Max: 227.5Min: 99.6 / Avg: 298.13 / Max: 341.2

Phoronix Test Suite v10.8.5