Nvidia

2 x Intel Xeon Gold 6226R testing with a (5.14 BIOS) and ASPEED 16GB on Ubuntu 24.04 via the Phoronix Test Suite.

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Result
Identifier
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Dollar
Date
Run
  Test
  Duration
ASPEED - 2 x Intel Xeon Gold 6226R
July 19
  10 Hours, 49 Minutes
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NvidiaOpenBenchmarking.orgPhoronix Test Suite2 x Intel Xeon Gold 6226R @ 3.90GHz (32 Cores / 64 Threads)(5.14 BIOS)Intel Sky Lake-E DMI3 Registers512GB2 x 8002GB INTEL SSDPE2KX080T8ASPEED 16GBNVIDIA GA104 HD Audio27B2G52 x Intel X722 for 1GbE + 2 x Broadcom BCM57414 NetXtreme-E 10Gb/25GbUbuntu 24.046.8.0-38-generic (x86_64)X ServerNVIDIAOpenCL 3.0 CUDA 12.4.131GCC 13.2.0 + CUDA 12.4ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDisplay ServerDisplay DriverOpenCLCompilerFile-SystemScreen ResolutionNvidia BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-gcn/usr --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=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: intel_pstate powersave (EPP: balance_performance) - CPU Microcode: 0x5003605 - BAR1 / Visible vRAM Size: 256 MiB - vBIOS Version: 94.04.57.00.08- Python 3.8.13- gather_data_sampling: Mitigation of Microcode + itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Mitigation of Clear buffers; SMT vulnerable + reg_file_data_sampling: Not affected + retbleed: Mitigation of Enhanced IBRS + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: SW sequence; BHI: SW loop KVM: SW loop + srbds: Not affected + tsx_async_abort: Mitigation of TSX disabled

Nvidiaplaidml: No - Inference - DenseNet 201 - OpenCLplaidml: Yes - Inference - Mobilenet - OpenCLplaidml: No - Inference - Mobilenet - OpenCLplaidml: No - Inference - IMDB LSTM - OpenCLncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU - mobilenetviennacl: OpenCL BLAS - dGEMM-TTviennacl: OpenCL BLAS - dGEMM-NTviennacl: OpenCL BLAS - dGEMM-NNviennacl: OpenCL BLAS - dGEMV-Tviennacl: OpenCL BLAS - dGEMV-Nviennacl: OpenCL BLAS - dDOTviennacl: OpenCL BLAS - dAXPYviennacl: OpenCL BLAS - dCOPYviennacl: OpenCL BLAS - sDOTviennacl: OpenCL BLAS - sAXPYviennacl: OpenCL BLAS - sCOPYviennacl: CPU BLAS - dGEMV-Tviennacl: CPU BLAS - dGEMV-Nviennacl: CPU BLAS - dDOTviennacl: CPU BLAS - dAXPYviennacl: CPU BLAS - sDOTfinancebench: Black-Scholes OpenCLluxcorerender: Rainbow Colors and Prism - GPUluxcorerender: Orange Juice - GPUluxcorerender: Danish Mood - GPUrodinia: OpenCL Particle Filterclpeak: Global Memory Bandwidthclpeak: Double-Precision Doubleclpeak: Single-Precision Floatclpeak: Integer Compute INTfahbench: cl-mem: Writecl-mem: Readcl-mem: Copyshoc: OpenCL - Texture Read Bandwidthshoc: OpenCL - Bus Speed Readbackshoc: OpenCL - Bus Speed Downloadshoc: OpenCL - Max SP Flopsshoc: OpenCL - GEMM SGEMM_Nshoc: OpenCL - Reductionshoc: OpenCL - MD5 Hashshoc: OpenCL - FFT SPshoc: OpenCL - Triadshoc: OpenCL - S3Dmixbench: OpenCL - Single Precisionmixbench: OpenCL - Double Precisionmixbench: OpenCL - Integerhashcat: TrueCrypt RIPEMD160 + XTShashcat: SHA-512hashcat: 7-Ziphashcat: SHA1ncnn: Vulkan GPU - FastestDetncnn: Vulkan GPU - googlenetviennacl: CPU BLAS - dGEMM-TTviennacl: CPU BLAS - dGEMM-TNviennacl: CPU BLAS - dGEMM-NTviennacl: CPU BLAS - dGEMM-NNviennacl: CPU BLAS - dCOPYviennacl: CPU BLAS - sAXPYviennacl: CPU BLAS - sCOPYluxcorerender: LuxCore Benchmark - GPUluxcorerender: DLSC - GPUhashcat: MD5ASPEED - 2 x Intel Xeon Gold 6226R179.212201.611898.70751.9358.4632.7720.3233.4321.907.9710.9245.734.1311.027.309.728.528.3718.9334034834431717038338535931234526619610817518326110.460122.0650.6435.827.105377.04365.8318602.659617.49240.1385376.4380.1283.41998.5813.152712.325021619.93630.55324.18222.56551094.6612.1173211.90418670.28309.3911601.0934542001330800000042247009194003333310.3918.1558.362.259.459.7117.938222826.7057.44156178112500OpenBenchmarking.org

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCLASPEED - 2 x Intel Xeon Gold 6226R4080120160200SE +/- 0.34, N = 3179.21

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLASPEED - 2 x Intel Xeon Gold 6226R5001000150020002500SE +/- 0.40, N = 32201.61

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLASPEED - 2 x Intel Xeon Gold 6226R400800120016002000SE +/- 2.99, N = 31898.70

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCLASPEED - 2 x Intel Xeon Gold 6226R160320480640800SE +/- 1.13, N = 3751.93

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerASPEED - 2 x Intel Xeon Gold 6226R1326395265SE +/- 0.72, N = 1258.46MIN: 52.56 / MAX: 125.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mASPEED - 2 x Intel Xeon Gold 6226R816243240SE +/- 0.23, N = 1232.77MIN: 31.13 / MAX: 37.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdASPEED - 2 x Intel Xeon Gold 6226R510152025SE +/- 0.34, N = 1220.32MIN: 18.17 / MAX: 30.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinyASPEED - 2 x Intel Xeon Gold 6226R816243240SE +/- 0.49, N = 1233.43MIN: 29.11 / MAX: 256.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50ASPEED - 2 x Intel Xeon Gold 6226R510152025SE +/- 0.24, N = 1221.90MIN: 20.15 / MAX: 31.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetASPEED - 2 x Intel Xeon Gold 6226R246810SE +/- 0.10, N = 127.97MIN: 7.31 / MAX: 10.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18ASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.11, N = 1210.92MIN: 10.17 / MAX: 12.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16ASPEED - 2 x Intel Xeon Gold 6226R1020304050SE +/- 0.42, N = 1245.73MIN: 41.81 / MAX: 716.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefaceASPEED - 2 x Intel Xeon Gold 6226R0.92931.85862.78793.71724.6465SE +/- 0.07, N = 124.13MIN: 3.7 / MAX: 4.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0ASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.13, N = 1211.02MIN: 9.86 / MAX: 77.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetASPEED - 2 x Intel Xeon Gold 6226R246810SE +/- 0.12, N = 127.30MIN: 6.57 / MAX: 71.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2ASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.08, N = 129.72MIN: 8.97 / MAX: 16.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ASPEED - 2 x Intel Xeon Gold 6226R246810SE +/- 0.06, N = 128.52MIN: 7.93 / MAX: 87.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ASPEED - 2 x Intel Xeon Gold 6226R246810SE +/- 0.10, N = 128.37MIN: 7.43 / MAX: 30.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetASPEED - 2 x Intel Xeon Gold 6226R510152025SE +/- 0.22, N = 1218.93MIN: 17.49 / MAX: 22.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

ViennaCL

ViennaCL is an open-source linear algebra library written in C++ and with support for OpenCL and OpenMP. This test profile makes use of ViennaCL's built-in benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TTASPEED - 2 x Intel Xeon Gold 6226R701402102803503401. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NTASPEED - 2 x Intel Xeon Gold 6226R801602403204003481. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NNASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 1.45, N = 33441. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-TASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 1.76, N = 33171. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-NASPEED - 2 x Intel Xeon Gold 6226R4080120160200SE +/- 0.00, N = 31701. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dDOTASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.33, N = 33831. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dAXPYASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.00, N = 33851. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dCOPYASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.58, N = 33591. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sDOTASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 0.67, N = 33121. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sAXPYASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 0.33, N = 33451. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sCOPYASPEED - 2 x Intel Xeon Gold 6226R60120180240300SE +/- 0.67, N = 32661. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-TASPEED - 2 x Intel Xeon Gold 6226R4080120160200SE +/- 1.22, N = 151961. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-NASPEED - 2 x Intel Xeon Gold 6226R20406080100SE +/- 0.64, N = 151081. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dDOTASPEED - 2 x Intel Xeon Gold 6226R4080120160200SE +/- 1.40, N = 151751. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dAXPYASPEED - 2 x Intel Xeon Gold 6226R4080120160200SE +/- 1.77, N = 151831. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sDOTASPEED - 2 x Intel Xeon Gold 6226R60120180240300SE +/- 1.23, N = 152611. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

FinanceBench

FinanceBench is a collection of financial program benchmarks with support for benchmarking on the GPU via OpenCL and CPU benchmarking with OpenMP. The FinanceBench test cases are focused on Black-Sholes-Merton Process with Analytic European Option engine, QMC (Sobol) Monte-Carlo method (Equity Option Example), Bonds Fixed-rate bond with flat forward curve, and Repo Securities repurchase agreement. FinanceBench was originally written by the Cavazos Lab at University of Delaware. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterFinanceBench 2016-07-25Benchmark: Black-Scholes OpenCLASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.02, N = 310.461. (CXX) g++ options: -O3 -march=native -fopenmp

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: Rainbow Colors and Prism - Acceleration: GPUASPEED - 2 x Intel Xeon Gold 6226R306090120150SE +/- 0.62, N = 3122.06MIN: 106.98 / MAX: 141.43

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: Orange Juice - Acceleration: GPUASPEED - 2 x Intel Xeon Gold 6226R1122334455SE +/- 0.09, N = 350.64MIN: 44.98 / MAX: 64.06

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: Danish Mood - Acceleration: GPUASPEED - 2 x Intel Xeon Gold 6226R816243240SE +/- 0.26, N = 335.82MIN: 12.8 / MAX: 46.64

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenCL Particle FilterASPEED - 2 x Intel Xeon Gold 6226R246810SE +/- 0.096, N = 37.1051. (CXX) g++ options: -m64 -lm -lcuda -lcudart -lcudadevrt -lcudart_static -lrt -lpthread -ldl

clpeak

Clpeak is designed to test the peak capabilities of OpenCL devices. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGBPS, More Is Betterclpeak 1.1.2OpenCL Test: Global Memory BandwidthASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.01, N = 3377.041. (CXX) g++ options: -O3

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Double-Precision DoubleASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.36, N = 3365.831. (CXX) g++ options: -O3

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Single-Precision FloatASPEED - 2 x Intel Xeon Gold 6226R4K8K12K16K20KSE +/- 76.05, N = 318602.651. (CXX) g++ options: -O3

OpenBenchmarking.orgGIOPS, More Is Betterclpeak 1.1.2OpenCL Test: Integer Compute INTASPEED - 2 x Intel Xeon Gold 6226R2K4K6K8K10KSE +/- 87.03, N = 39617.491. (CXX) g++ options: -O3

FAHBench

FAHBench is a Folding@Home benchmark on the GPU. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterFAHBench 2.3.2ASPEED - 2 x Intel Xeon Gold 6226R50100150200250SE +/- 0.31, N = 3240.14

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: WriteASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.10, N = 3376.41. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 0.03, N = 3380.11. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyASPEED - 2 x Intel Xeon Gold 6226R60120180240300SE +/- 0.07, N = 3283.41. (CC) gcc options: -O2 -flto -lOpenCL

SHOC Scalable HeterOgeneous Computing

The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. SHOC provides a number of different benchmark programs for evaluating the performance and stability of compute devices. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Texture Read BandwidthASPEED - 2 x Intel Xeon Gold 6226R400800120016002000SE +/- 4.68, N = 31998.581. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed ReadbackASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.00, N = 313.151. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed DownloadASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.00, N = 312.331. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Max SP FlopsASPEED - 2 x Intel Xeon Gold 6226R5K10K15K20K25KSE +/- 305.65, N = 321619.91. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: GEMM SGEMM_NASPEED - 2 x Intel Xeon Gold 6226R8001600240032004000SE +/- 44.25, N = 43630.551. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: ReductionASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 0.27, N = 3324.181. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: MD5 HashASPEED - 2 x Intel Xeon Gold 6226R510152025SE +/- 0.00, N = 322.571. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: FFT SPASPEED - 2 x Intel Xeon Gold 6226R2004006008001000SE +/- 0.17, N = 31094.661. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: TriadASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.00, N = 312.121. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: S3DASPEED - 2 x Intel Xeon Gold 6226R50100150200250SE +/- 0.07, N = 3211.901. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

Mixbench

A benchmark suite for GPUs on mixed operational intensity kernels. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: Single PrecisionASPEED - 2 x Intel Xeon Gold 6226R4K8K12K16K20KSE +/- 27.29, N = 318670.281. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: Double PrecisionASPEED - 2 x Intel Xeon Gold 6226R70140210280350SE +/- 0.92, N = 3309.391. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGIOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: IntegerASPEED - 2 x Intel Xeon Gold 6226R2K4K6K8K10KSE +/- 4.62, N = 311601.091. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

Hashcat

Hashcat is an open-source, advanced password recovery tool supporting GPU acceleration with OpenCL, NVIDIA CUDA, and Radeon ROCm. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: TrueCrypt RIPEMD160 + XTSASPEED - 2 x Intel Xeon Gold 6226R700K1400K2100K2800K3500KSE +/- 1039.23, N = 33454200

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: SHA-512ASPEED - 2 x Intel Xeon Gold 6226R3000M6000M9000M12000M15000MSE +/- 26463244.95, N = 313308000000

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: 7-ZipASPEED - 2 x Intel Xeon Gold 6226R900K1800K2700K3600K4500KSE +/- 9462.73, N = 34224700

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: SHA1ASPEED - 2 x Intel Xeon Gold 6226R20000M40000M60000M80000M100000MSE +/- 113680610.09, N = 391940033333

NeatBench

NeatBench is a benchmark of the cross-platform Neat Video software on the CPU and optional GPU (OpenCL / CUDA) support. Learn more via the OpenBenchmarking.org test page.

Acceleration: GPU

ASPEED - 2 x Intel Xeon Gold 6226R: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

MandelGPU

MandelGPU is an OpenCL benchmark and this test runs with the OpenCL rendering float4 kernel with a maximum of 4096 iterations. Learn more via the OpenBenchmarking.org test page.

OpenCL Device: GPU

ASPEED - 2 x Intel Xeon Gold 6226R: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL

ASPEED - 2 x Intel Xeon Gold 6226R: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status.

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetASPEED - 2 x Intel Xeon Gold 6226R3691215SE +/- 0.41, N = 1110.39MIN: 8.52 / MAX: 30.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetASPEED - 2 x Intel Xeon Gold 6226R48121620SE +/- 0.33, N = 1218.15MIN: 15.73 / MAX: 36.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

ViennaCL

ViennaCL is an open-source linear algebra library written in C++ and with support for OpenCL and OpenMP. This test profile makes use of ViennaCL's built-in benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TTASPEED - 2 x Intel Xeon Gold 6226R1326395265SE +/- 1.46, N = 1558.31. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TNASPEED - 2 x Intel Xeon Gold 6226R1428425670SE +/- 1.35, N = 1462.21. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NTASPEED - 2 x Intel Xeon Gold 6226R1326395265SE +/- 1.11, N = 1459.41. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NNASPEED - 2 x Intel Xeon Gold 6226R1326395265SE +/- 1.20, N = 1559.71. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dCOPYASPEED - 2 x Intel Xeon Gold 6226R306090120150SE +/- 2.79, N = 15117.91. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sAXPYASPEED - 2 x Intel Xeon Gold 6226R80160240320400SE +/- 5.93, N = 153821. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sCOPYASPEED - 2 x Intel Xeon Gold 6226R50100150200250SE +/- 3.89, N = 152281. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ArrayFire

Test: Conjugate Gradient OpenCL

ASPEED - 2 x Intel Xeon Gold 6226R: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result. E: ./arrayfire: 7: ./cg_opencl: not found

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: LuxCore Benchmark - Acceleration: GPUASPEED - 2 x Intel Xeon Gold 6226R612182430SE +/- 2.44, N = 1226.70MAX: 43.01

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: DLSC - Acceleration: GPUASPEED - 2 x Intel Xeon Gold 6226R1326395265SE +/- 5.22, N = 1257.44MAX: 65.49

LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.

Backend: OpenCL

ASPEED - 2 x Intel Xeon Gold 6226R: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ./lczero: line 4: ./lc0: No such file or directory

RedShift Demo

This is a test of MAXON's RedShift demo build that currently requires NVIDIA GPU acceleration. Learn more via the OpenBenchmarking.org test page.

ASPEED - 2 x Intel Xeon Gold 6226R: The test quit with a non-zero exit status. The test quit with a non-zero exit status. The test quit with a non-zero exit status. E: ./redshift: 3: /usr/redshift/bin/redshiftBenchmark: not found

Hashcat

Hashcat is an open-source, advanced password recovery tool supporting GPU acceleration with OpenCL, NVIDIA CUDA, and Radeon ROCm. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: MD5ASPEED - 2 x Intel Xeon Gold 6226R30000M60000M90000M120000M150000MSE +/- 31239876948.73, N = 16156178112500

77 Results Shown

PlaidML:
  No - Inference - DenseNet 201 - OpenCL
  Yes - Inference - Mobilenet - OpenCL
  No - Inference - Mobilenet - OpenCL
  No - Inference - IMDB LSTM - OpenCL
NCNN:
  Vulkan GPU - vision_transformer
  Vulkan GPU - regnety_400m
  Vulkan GPU - squeezenet_ssd
  Vulkan GPU - yolov4-tiny
  Vulkan GPU - resnet50
  Vulkan GPU - alexnet
  Vulkan GPU - resnet18
  Vulkan GPU - vgg16
  Vulkan GPU - blazeface
  Vulkan GPU - efficientnet-b0
  Vulkan GPU - mnasnet
  Vulkan GPU - shufflenet-v2
  Vulkan GPU-v3-v3 - mobilenet-v3
  Vulkan GPU-v2-v2 - mobilenet-v2
  Vulkan GPU - mobilenet
ViennaCL:
  OpenCL BLAS - dGEMM-TT
  OpenCL BLAS - dGEMM-NT
  OpenCL BLAS - dGEMM-NN
  OpenCL BLAS - dGEMV-T
  OpenCL BLAS - dGEMV-N
  OpenCL BLAS - dDOT
  OpenCL BLAS - dAXPY
  OpenCL BLAS - dCOPY
  OpenCL BLAS - sDOT
  OpenCL BLAS - sAXPY
  OpenCL BLAS - sCOPY
  CPU BLAS - dGEMV-T
  CPU BLAS - dGEMV-N
  CPU BLAS - dDOT
  CPU BLAS - dAXPY
  CPU BLAS - sDOT
FinanceBench
LuxCoreRender:
  Rainbow Colors and Prism - GPU
  Orange Juice - GPU
  Danish Mood - GPU
Rodinia
clpeak:
  Global Memory Bandwidth
  Double-Precision Double
  Single-Precision Float
  Integer Compute INT
FAHBench
cl-mem:
  Write
  Read
  Copy
SHOC Scalable HeterOgeneous Computing:
  OpenCL - Texture Read Bandwidth
  OpenCL - Bus Speed Readback
  OpenCL - Bus Speed Download
  OpenCL - Max SP Flops
  OpenCL - GEMM SGEMM_N
  OpenCL - Reduction
  OpenCL - MD5 Hash
  OpenCL - FFT SP
  OpenCL - Triad
  OpenCL - S3D
Mixbench:
  OpenCL - Single Precision
  OpenCL - Double Precision
  OpenCL - Integer
Hashcat:
  TrueCrypt RIPEMD160 + XTS
  SHA-512
  7-Zip
  SHA1
NCNN:
  Vulkan GPU - FastestDet
  Vulkan GPU - googlenet
ViennaCL:
  CPU BLAS - dGEMM-TT
  CPU BLAS - dGEMM-TN
  CPU BLAS - dGEMM-NT
  CPU BLAS - dGEMM-NN
  CPU BLAS - dCOPY
  CPU BLAS - sAXPY
  CPU BLAS - sCOPY
LuxCoreRender:
  LuxCore Benchmark - GPU
  DLSC - GPU
Hashcat