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/1603283-GA-1511113PT64&sor&gru.

OpenCL CUDA NVIDIA GPGPU Linux TestsProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay 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 Xdell_bisagBisag_NodeIntel 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 i7-4790 @ 3.60GHz (8 Cores)Dell 048DY8Intel 4th Gen Core DRAM2 x 1000GB Western Digital WD10EZEX-75MNVIDIA Device 11b4Realtek ALC280Intel Connection I217-LM3.13.0-24-generic (x86_64)X Server 1.15.1modesetting 0.8.11.3 Mesa 4.0.4GCC 4.8.4 + CUDA 7.51364x768NVIDIA Quadro K4200Unity 7.2.0OpenBenchmarking.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- dell_bisag: Scaling Governor: acpi-cpufreq ondemand- Bisag_Node: Scaling Governor: acpi-cpufreq ondemandOpenCL 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: 3072System 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.

OpenCL CUDA NVIDIA GPGPU Linux Testsshoc: CUDA - Texture Read Bandwidthshoc: OpenCL - Texture Read Bandwidthshoc: CUDA - FFT SPshoc: OpenCL - FFT SPshoc: CUDA - MD5 Hashshoc: OpenCL - MD5 Hashaskap: Griddingaskap: Degriddingjuliagpu: GPUmandelbulbgpu: GPUluxmark: GPU - Hotelluxmark: GPU - Microphoneluxmark: GPU - Luxball HDRcuda-mini-nbody: Originalcuda-mini-nbody: Cache Blockingcuda-mini-nbody: Loop Unrollingcuda-mini-nbody: SOA Data Layoutcuda-mini-nbody: Flush Denormals To ZeroGeForce GTX 680GeForce GTX 750GeForce GTX 760GeForce GTX 780 TiGeForce GTX 950GeForce GTX 960GeForce GTX 970GeForce GTX 980GeForce GTX 980 TiGeForce GTX TITAN Xdell_bisagBisag_Node242.1674.971.9148074789.0331636512.9757721274554158.42121.14113.6454.691.081.0736136874.0020060275.533491180.6698.1989.34199.95199.83170.2678.441.4038310650.5025392138.5046319414253286.62126.713.7878839770.1347400001.909924302963961.0329.9927.0554.3953.26326.23239.19172.2863.222.362.343399.145706.0764913682.6337156070.8776924235313105.3049.8947.54108.50108.48351.31269.98212.4362.783.383.363144.855290.3280042041.7344953399.478972460547482.0137.0835.3579.9779.84325.16283.36263.14117.234.794.775325.129509.14104144917.2358811317.1713464458973754.3228.5326.4255.8755.80336.48332.60289.63140.125.705.686051.2711094113830604.2763616558.77149247761071345.3825.1323.8850.1549.53348.92345.55311.46170.366.816.798320.5017380.60127978049.5371656708.83185562681380234.5819.7718.4640.9440.85356.52354.09324.09173.897.427.418458.7717380.60136037921.4375614774.13190663601408132.3718.6517.5937.4337.37155.7760.211.2839615833441113.7259.181.10352142228993.763.694.393.603.76OpenBenchmarking.org

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 TITAN XGeForce GTX 960GeForce GTX 980 TiGeForce GTX 980GeForce GTX 950GeForce GTX 970GeForce GTX 75080160240320400SE +/- 0.12, N = 3SE +/- 0.14, N = 3SE +/- 1.22, N = 3SE +/- 1.15, N = 3SE +/- 0.85, N = 3SE +/- 0.28, N = 3SE +/- 0.42, N = 3356.52351.31348.92336.48326.23325.16158.421. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

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 TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 780 TiGeForce GTX 970GeForce GTX 960GeForce GTX 680GeForce GTX 950GeForce GTX 760dell_bisagGeForce GTX 750Bisag_Node80160240320400SE +/- 1.56, N = 3SE +/- 0.21, N = 3SE +/- 0.20, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.56, N = 3SE +/- 1.02, N = 3SE +/- 0.73, N = 3SE +/- 0.28, N = 3SE +/- 1.00, N = 3SE +/- 0.23, N = 3SE +/- 12.78, N = 6354.09345.55332.60286.62283.36269.98242.16239.19170.26155.77121.14113.721. (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 TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 960GeForce GTX 950GeForce GTX 75070140210280350SE +/- 1.19, N = 3SE +/- 0.32, N = 3SE +/- 3.09, N = 3SE +/- 2.44, N = 3SE +/- 1.49, N = 3SE +/- 0.47, N = 3SE +/- 0.69, N = 3324.09311.46289.63263.14212.43172.28113.641. (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 TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 780 TiGeForce GTX 970GeForce GTX 760GeForce GTX 680GeForce GTX 950GeForce GTX 960dell_bisagBisag_NodeGeForce GTX 7504080120160200SE +/- 0.19, N = 3SE +/- 0.65, N = 3SE +/- 1.30, N = 3SE +/- 0.19, N = 3SE +/- 0.52, N = 3SE +/- 0.31, N = 3SE +/- 0.87, N = 3SE +/- 0.08, N = 3SE +/- 1.20, N = 3SE +/- 0.22, N = 3SE +/- 0.92, N = 6SE +/- 0.08, N = 3173.89170.36140.12126.71117.2378.4474.9763.2262.7860.2159.1854.691. (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 TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 960GeForce GTX 950GeForce GTX 750246810SE +/- 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 = 37.426.815.704.793.382.361.081. (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 TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 680GeForce GTX 760dell_bisagBisag_NodeGeForce GTX 750246810SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 37.416.795.684.773.783.362.341.911.401.281.101.071. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

ASKAP tConvolveCuda

Processing: Gridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: GriddingGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 950GeForce GTX 9602K4K6K8K10KSE +/- 130.14, N = 4SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 14.40, N = 3SE +/- 12.43, N = 38458.778320.506051.275325.123399.143144.851. (CXX) g++ options: -fPIC -O3 -m64 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

ASKAP tConvolveCuda

Processing: Degridding

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 950GeForce GTX 9604K8K12K16K20KSE +/- 369.80, N = 3SE +/- 369.80, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 41.05, N = 3SE +/- 34.80, N = 317380.6017380.6011094.009509.145706.075290.321. (CXX) g++ options: -fPIC -O3 -m64 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 960GeForce GTX 780 TiGeForce GTX 950GeForce GTX 680GeForce GTX 760GeForce GTX 75030M60M90M120M150MSE +/- 318277.32, N = 3SE +/- 473156.02, N = 3SE +/- 218639.12, N = 3SE +/- 84325.23, N = 3SE +/- 157475.07, N = 3SE +/- 293396.06, N = 3SE +/- 58084.93, N = 3SE +/- 59682.63, N = 3SE +/- 14125.16, N = 3SE +/- 22546.70, N = 3136037921.43127978049.53113830604.27104144917.2380042041.7378839770.1364913682.6348074789.0338310650.5036136874.001. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm

MandelbulbGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterMandelbulbGPU 1.0pts1OpenCL Device: GPUGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 680GeForce GTX 760GeForce GTX 75016M32M48M64M80MSE +/- 166919.37, N = 3SE +/- 168304.91, N = 3SE +/- 140370.89, N = 3SE +/- 91420.68, N = 3SE +/- 48150.35, N = 3SE +/- 75512.83, N = 3SE +/- 29855.85, N = 3SE +/- 36731.70, N = 3SE +/- 28089.31, N = 3SE +/- 9818.73, N = 375614774.1371656708.8363616558.7758811317.1747400001.9044953399.4737156070.8731636512.9725392138.5020060275.531. (CC) gcc options: -O3 -lm -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL

LuxMark

OpenCL Device: GPU - Scene: Hotel

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: HotelGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 680GeForce GTX 760dell_bisagBisag_Node400800120016002000SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 1.20, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.67, N = 3SE +/- 0.00, N = 3SE +/- 2.00, N = 3SE +/- 0.33, N = 3SE +/- 6.62, N = 6SE +/- 0.88, N = 31906185514921346992897769577463396352

LuxMark

OpenCL Device: GPU - Scene: Microphone

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: MicrophoneGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 680GeForce GTX 760dell_bisagBisag_Node14002800420056007000SE +/- 3.00, N = 3SE +/- 18.50, N = 3SE +/- 0.67, N = 3SE +/- 7.64, N = 3SE +/- 12.00, N = 3SE +/- 1.15, N = 3SE +/- 4.26, N = 3SE +/- 3.06, N = 3SE +/- 0.67, N = 3SE +/- 20.85, N = 3SE +/- 6.33, N = 363606268477644584302246024232127194115831422

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.0OpenCL Device: GPU - Scene: Luxball HDRGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 680GeForce GTX 760GeForce GTX 750dell_bisagBisag_Node3K6K9K12K15KSE +/- 4.70, N = 3SE +/- 44.35, N = 3SE +/- 1.20, N = 3SE +/- 24.85, N = 3SE +/- 35.97, N = 3SE +/- 0.88, N = 3SE +/- 16.67, N = 3SE +/- 12.17, N = 3SE +/- 1.45, N = 3SE +/- 11.67, N = 3SE +/- 24.18, N = 3SE +/- 0.58, N = 3140811380210713973796395474531345544253349134412899

CUDA Mini-Nbody

Test: Original

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalBisag_NodeGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 7504080120160200SE +/- 0.15, N = 6SE +/- 0.35, N = 3SE +/- 0.57, N = 3SE +/- 0.10, N = 3SE +/- 0.13, N = 3SE +/- 0.50, N = 3SE +/- 0.43, N = 3SE +/- 0.21, N = 3SE +/- 0.05, N = 33.7632.3734.5845.3854.3261.0382.01105.30180.66

CUDA Mini-Nbody

Test: Cache Blocking

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingBisag_NodeGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 75020406080100SE +/- 0.05, N = 6SE +/- 0.10, N = 3SE +/- 0.21, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.27, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 33.6918.6519.7725.1328.5329.9937.0849.8998.19

CUDA Mini-Nbody

Test: Loop Unrolling

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingBisag_NodeGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 970GeForce GTX 780 TiGeForce GTX 960GeForce GTX 950GeForce GTX 75020406080100SE +/- 0.07, N = 3SE +/- 0.25, N = 3SE +/- 0.15, N = 3SE +/- 0.21, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 34.3917.5918.4623.8826.4227.0535.3547.5489.34

CUDA Mini-Nbody

Test: SOA Data Layout

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutBisag_NodeGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 780 TiGeForce GTX 970GeForce GTX 960GeForce GTX 950GeForce GTX 7504080120160200SE +/- 0.05, N = 6SE +/- 0.20, N = 3SE +/- 0.11, N = 3SE +/- 0.21, N = 3SE +/- 0.16, N = 3SE +/- 0.05, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 33.6037.4340.9450.1554.3955.8779.97108.50199.95

CUDA Mini-Nbody

Test: Flush Denormals To Zero

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroBisag_NodeGeForce GTX TITAN XGeForce GTX 980 TiGeForce GTX 980GeForce GTX 780 TiGeForce GTX 970GeForce GTX 960GeForce GTX 950GeForce GTX 7504080120160200SE +/- 0.06, N = 5SE +/- 0.08, N = 3SE +/- 0.10, N = 3SE +/- 0.18, N = 3SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 33.7637.3740.8549.5353.2655.8079.84108.48199.83


Phoronix Test Suite v10.8.4