OpenCL CUDA NVIDIA GPGPU Linux Tests

All Maxwell and various Kepler graphics cards tested on the NVIDIA Linux driver. Benchmarks by Michael Larabel for a future article on Phoronix.com just delivering various GPGPU benchmarks for reference purposes.

HTML result view exported from: https://openbenchmarking.org/result/1511125-BE-1511113PT48&grr.

OpenCL CUDA NVIDIA GPGPU Linux TestsProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkMonitorOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 TiIntel Core i5-6600K @ 3.50GHz (4 Cores)MSI Z170A GAMING PRO (MS-7984) v1.0Intel Device 191f16384MB256GB TS256GSSD370SNVIDIA GeForce GTX 680 2048MB (1006/3004MHz)Intel Device a170Intel Device 15b8Ubuntu 14.043.19.0-33-generic (x86_64)Unity 7.2.5X Server 1.17.1NVIDIA 352.394.3.0GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5ext43840x2160eVGA NVIDIA GeForce GTX 750 1024MB (1019/2505MHz)NVIDIA GeForce GTX 760 2048MB (980/3004MHz)NVIDIA GeForce GTX 780 Ti 3072MB (875/3500MHz)eVGA NVIDIA GeForce GTX 950 2048MB (135/405MHz)eVGA NVIDIA GeForce GTX 960 2048MB (1277/3505MHz)eVGA NVIDIA GeForce GTX 970 4096MB (1163/3505MHz)NVIDIA GeForce GTX 980 4096MB (1126/3505MHz)NVIDIA GeForce GTX 980 Ti 6144MB (999/3505MHz)NVIDIA GeForce GTX TITAN X 12288MB (1001/3505MHz)Intel Core i5-4670 @ 3.80GHz (4 Cores)Gigabyte Z87X-UD3H-CFIntel 4th Gen Core DRAM2 x 3001GB Western Digital WD30EFRX-68E + 120GB SanDisk SDSSDXP1 + 320GB Seagate ST3320820AS + 1000GB Seagate ST31000525SVGigabyte NVIDIA GeForce GTX 750 Ti 2048MB (1032/2700MHz)Intel Xeon E3-1200 v3/4thDELL P2715QIntel Connection I217-VLinuxMint 17.23.16.0-38-generic (x86_64)Cinnamon 2.6.13X Server 1.15.1NVIDIA 346.72GCC 4.8.4 + CUDA 7.0OpenBenchmarking.orgCompiler Details- --build=x86_64-linux-gnu --disable-browser-plugin --disable-libmudflap --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,c++,java,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-arch-directory=amd64 --with-multilib-list=m32,m64,mx32 --with-tune=generic -vProcessor Details- GeForce GTX 680: Scaling Governor: acpi-cpufreq performance- GeForce GTX 750: Scaling Governor: acpi-cpufreq performance- GeForce GTX 760: Scaling Governor: acpi-cpufreq performance- GeForce GTX 780 Ti: Scaling Governor: acpi-cpufreq performance- GeForce GTX 950: Scaling Governor: acpi-cpufreq performance- GeForce GTX 960: Scaling Governor: acpi-cpufreq performance- GeForce GTX 970: Scaling Governor: acpi-cpufreq performance- GeForce GTX 980: Scaling Governor: acpi-cpufreq performance- GeForce GTX 980 Ti: Scaling Governor: acpi-cpufreq performance- GeForce GTX TITAN X: Scaling Governor: acpi-cpufreq performance- GeForce GTX 750 Ti: Scaling Governor: intel_pstate powersaveOpenCL Details- GeForce GTX 680: GPU Compute Cores: 1536- GeForce GTX 750: GPU Compute Cores: 512- GeForce GTX 760: GPU Compute Cores: 1152- GeForce GTX 780 Ti: GPU Compute Cores: 2880- GeForce GTX 950: GPU Compute Cores: 768- GeForce GTX 960: GPU Compute Cores: 1024- GeForce GTX 970: GPU Compute Cores: 1664- GeForce GTX 980: GPU Compute Cores: 2048- GeForce GTX 980 Ti: GPU Compute Cores: 2816- GeForce GTX TITAN X: GPU Compute Cores: 3072- GeForce GTX 750 Ti: GPU Compute Cores: 640System Details- GeForce GTX 680: GPU Compute Cores: 1536.- GeForce GTX 750: GPU Compute Cores: 512.- GeForce GTX 760: GPU Compute Cores: 1152.- GeForce GTX 780 Ti: GPU Compute Cores: 2880.- GeForce GTX 950: GPU Compute Cores: 768.- GeForce GTX 960: GPU Compute Cores: 1024.- GeForce GTX 970: GPU Compute Cores: 1664.- GeForce GTX 980: GPU Compute Cores: 2048.- GeForce GTX 980 Ti: GPU Compute Cores: 2816.- GeForce GTX TITAN X: GPU Compute Cores: 3072.- GeForce GTX 750 Ti: GPU Compute Cores: 640.Graphics Details- GeForce GTX 750 Ti: SNA

OpenCL CUDA NVIDIA GPGPU Linux Testsluxmark: GPU - Luxball HDRluxmark: GPU - Microphoneluxmark: GPU - Hotelmandelbulbgpu: GPUjuliagpu: GPUcuda-mini-nbody: Flush Denormals To Zerocuda-mini-nbody: SOA Data Layoutcuda-mini-nbody: Loop Unrollingcuda-mini-nbody: Cache Blockingcuda-mini-nbody: Originalaskap: Degriddingaskap: Griddingshoc: OpenCL - Texture Read Bandwidthshoc: CUDA - Texture Read Bandwidthshoc: OpenCL - MD5 Hashshoc: OpenCL - FFT SPshoc: CUDA - MD5 Hashshoc: CUDA - FFT SPGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti4554212757731636512.9748074789.03242.161.9174.97349120060275.5336136874.00199.83199.9589.3498.19180.66121.14158.421.0754.691.08113.644253194146325392138.5038310650.50170.261.4078.449639430299247400001.9078839770.1353.2654.3927.0529.9961.03286.623.78126.715313242376937156070.8764913682.63108.48108.5047.5449.89105.305706.073399.14239.19326.232.3463.222.36172.285474246089744953399.4780042041.7379.8479.9735.3537.0882.015290.323144.85269.98351.313.3662.783.38212.4397374458134658811317.17104144917.2355.8055.8726.4228.5354.329509.145325.12283.36325.164.77117.234.79263.14107134776149263616558.77113830604.2749.5350.1523.8825.1345.38110946051.27332.60336.485.68140.125.70289.63138026268185571656708.83127978049.5340.8540.9418.4619.7734.5817380.608320.50345.55348.926.79170.366.81311.46140816360190675614774.13136037921.4337.3737.4317.5918.6532.3717380.608458.77354.09356.527.41173.897.42324.094132134945623221777.7041341585.63128.74162.081.3584.921.36142.99OpenBenchmarking.org

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: Luxball HDRGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti3K6K9K12K15KSE +/- 12.17, N = 3SE +/- 11.67, N = 3SE +/- 1.45, N = 3SE +/- 35.97, N = 3SE +/- 16.67, N = 3SE +/- 0.88, N = 3SE +/- 24.85, N = 3SE +/- 1.20, N = 3SE +/- 44.35, N = 3SE +/- 4.70, N = 3SE +/- 42.45, N = 345543491425396395313547497371071313802140814132

LuxMark

OpenCL Device: GPU - Scene: Microphone

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: MicrophoneGeForce GTX 680GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti14002800420056007000SE +/- 3.06, N = 3SE +/- 0.67, N = 3SE +/- 12.00, N = 3SE +/- 4.26, N = 3SE +/- 1.15, N = 3SE +/- 7.64, N = 3SE +/- 0.67, N = 3SE +/- 18.50, N = 3SE +/- 3.00, N = 3SE +/- 17.74, N = 32127194143022423246044584776626863601349

LuxMark

OpenCL Device: GPU - Scene: Hotel

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: HotelGeForce GTX 680GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti400800120016002000SE +/- 2.00, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.67, N = 3SE +/- 0.00, N = 3SE +/- 1.20, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 35774639927698971346149218551906456

MandelbulbGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterMandelbulbGPU 1.0pts1OpenCL Device: GPUGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti16M32M48M64M80MSE +/- 36731.70, N = 3SE +/- 9818.73, N = 3SE +/- 28089.31, N = 3SE +/- 48150.35, N = 3SE +/- 29855.85, N = 3SE +/- 75512.83, N = 3SE +/- 91420.68, N = 3SE +/- 140370.89, N = 3SE +/- 168304.91, N = 3SE +/- 166919.37, N = 3SE +/- 84524.40, N = 331636512.9720060275.5325392138.5047400001.9037156070.8744953399.4758811317.1763616558.7771656708.8375614774.1323221777.701. (CC) gcc options: -O3 -lm -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti30M60M90M120M150MSE +/- 59682.63, N = 3SE +/- 22546.70, N = 3SE +/- 14125.16, N = 3SE +/- 293396.06, N = 3SE +/- 58084.93, N = 3SE +/- 157475.07, N = 3SE +/- 84325.23, N = 3SE +/- 218639.12, N = 3SE +/- 473156.02, N = 3SE +/- 318277.32, N = 3SE +/- 139047.65, N = 348074789.0336136874.0038310650.5078839770.1364913682.6380042041.73104144917.23113830604.27127978049.53136037921.4341341585.631. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm

CUDA Mini-Nbody

Test: Flush Denormals To Zero

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroGeForce GTX 750GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X4080120160200SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 3SE +/- 0.18, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 3199.8353.26108.4879.8455.8049.5340.8537.37

CUDA Mini-Nbody

Test: SOA Data Layout

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutGeForce GTX 750GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X4080120160200SE +/- 0.04, N = 3SE +/- 0.16, N = 3SE +/- 0.02, N = 3SE +/- 0.08, N = 3SE +/- 0.05, N = 3SE +/- 0.21, N = 3SE +/- 0.11, N = 3SE +/- 0.20, N = 3199.9554.39108.5079.9755.8750.1540.9437.43

CUDA Mini-Nbody

Test: Loop Unrolling

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingGeForce GTX 750GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X20406080100SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.21, N = 3SE +/- 0.15, N = 3SE +/- 0.25, N = 389.3427.0547.5435.3526.4223.8818.4617.59

CUDA Mini-Nbody

Test: Cache Blocking

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingGeForce GTX 750GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X20406080100SE +/- 0.00, N = 3SE +/- 0.27, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.21, N = 3SE +/- 0.10, N = 398.1929.9949.8937.0828.5325.1319.7718.65

CUDA Mini-Nbody

Test: Original

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalGeForce GTX 750GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X4080120160200SE +/- 0.05, N = 3SE +/- 0.50, N = 3SE +/- 0.21, N = 3SE +/- 0.43, N = 3SE +/- 0.13, N = 3SE +/- 0.10, N = 3SE +/- 0.57, N = 3SE +/- 0.35, N = 3180.6661.03105.3082.0154.3245.3834.5832.37

ASKAP tConvolveCuda

Processing: Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X4K8K12K16K20KSE +/- 41.05, N = 3SE +/- 34.80, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 369.80, N = 3SE +/- 369.80, N = 35706.075290.329509.1411094.0017380.6017380.601. (CXX) g++ options: -fPIC -O3 -m64 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

ASKAP tConvolveCuda

Processing: Gridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: GriddingGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN X2K4K6K8K10KSE +/- 14.40, N = 3SE +/- 12.43, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 130.14, N = 43399.143144.855325.126051.278320.508458.771. (CXX) g++ options: -fPIC -O3 -m64 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Texture Read Bandwidth

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti80160240320400SE +/- 1.02, N = 3SE +/- 0.23, N = 3SE +/- 0.28, N = 3SE +/- 0.02, N = 3SE +/- 0.73, N = 3SE +/- 0.56, N = 3SE +/- 0.06, N = 3SE +/- 0.20, N = 3SE +/- 0.21, N = 3SE +/- 1.56, N = 3SE +/- 2.12, N = 3242.16121.14170.26286.62239.19269.98283.36332.60345.55354.09128.741. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

SHOC Scalable HeterOgeneous Computing

Target: CUDA - Benchmark: Texture Read Bandwidth

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: Texture Read BandwidthGeForce GTX 750GeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti80160240320400SE +/- 0.42, N = 3SE +/- 0.85, N = 3SE +/- 0.14, N = 3SE +/- 0.28, N = 3SE +/- 1.15, N = 3SE +/- 1.22, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3158.42326.23351.31325.16336.48348.92356.52162.081. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti246810SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.911.071.403.782.343.364.775.686.797.411.351. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti4080120160200SE +/- 0.87, N = 3SE +/- 0.08, N = 3SE +/- 0.31, N = 3SE +/- 0.19, N = 3SE +/- 0.08, N = 3SE +/- 1.20, N = 3SE +/- 0.52, N = 3SE +/- 1.30, N = 3SE +/- 0.65, N = 3SE +/- 0.19, N = 3SE +/- 0.30, N = 374.9754.6978.44126.7163.2262.78117.23140.12170.36173.8984.921. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

SHOC Scalable HeterOgeneous Computing

Target: CUDA - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: MD5 HashGeForce GTX 750GeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti246810SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.082.363.384.795.706.817.421.361. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

SHOC Scalable HeterOgeneous Computing

Target: CUDA - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: FFT SPGeForce GTX 750GeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN XGeForce GTX 750 Ti70140210280350SE +/- 0.69, N = 3SE +/- 0.47, N = 3SE +/- 1.49, N = 3SE +/- 2.44, N = 3SE +/- 3.09, N = 3SE +/- 0.32, N = 3SE +/- 1.19, N = 3SE +/- 0.61, N = 3113.64172.28212.43263.14289.63311.46324.09142.991. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft


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