2

KVM testing on Ubuntu 20.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2402237-NE-20860178071
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BLAS (Basic Linear Algebra Sub-Routine) Tests 3 Tests
C++ Boost Tests 2 Tests
CPU Massive 4 Tests
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NVIDIA GPU Compute 20 Tests
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NVIDIA A100 80GB PCIe
February 23
  8 Hours, 52 Minutes
14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -
February 23
  6 Hours, 6 Minutes
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2OpenBenchmarking.orgPhoronix Test Suite14 x Intel Xeon Gold 6342 (14 Cores)Nutanix AHV (nutanix-ahv-2.20220304.0.2619.el7 BIOS)Intel 440FX 82441FX PMC4 x 16384 MB RAM428GB VDISKNVIDIA A100 80GB PCIeRed Hat Virtio deviceUbuntu 20.045.4.0-172-generic (x86_64)NVIDIAOpenCL 3.0 CUDA 12.2.1481.3.242GCC 9.4.0 + CUDA 12.3ext41024x768KVMProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelDisplay DriverOpenCLVulkanCompilerFile-SystemScreen ResolutionSystem Layer2 BenchmarksSystem Logs- Transparent Huge Pages: madvise- --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++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-9-9QDOt0/gcc-9-9.4.0/debian/tmp-nvptx/usr,hsa --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 - CPU Microcode: 0x1- NVIDIA A100 80GB PCIe: BAR1 / Visible vRAM Size: 131072 MiB - vBIOS Version: 92.00.90.00.0f - NVIDIA A100 80GB PCIe: Python 3.8.10- gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Unknown: No mitigations + retbleed: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected

NVIDIA A100 80GB PCIe vs. 14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe - ComparisonPhoronix Test SuiteBaseline+1.7%+1.7%+3.4%+3.4%+5.1%+5.1%+6.8%+6.8%3.4%Vulkan GPU - FastestDet6.9%Vulkan GPU - blazeface5.1%Vulkan GPU - mnasnet5%Vulkan GPU-v2-v2 - mobilenet-v24.6%Vulkan GPU-v3-v3 - mobilenet-v33.8%Vulkan GPU - alexnetVulkan GPU - efficientnet-b02.9%Vulkan GPU - shufflenet-v22.1%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -

2caffe: AlexNet - NVIDIA CUDA - 100caffe: AlexNet - NVIDIA CUDA - 200caffe: AlexNet - NVIDIA CUDA - 1000caffe: GoogleNet - NVIDIA CUDA - 100caffe: GoogleNet - NVIDIA CUDA - 200caffe: GoogleNet - NVIDIA CUDA - 1000shoc: OpenCL - S3Dshoc: OpenCL - Triadshoc: OpenCL - FFT SPshoc: OpenCL - MD5 Hashshoc: OpenCL - Reductionshoc: OpenCL - GEMM SGEMM_Nshoc: OpenCL - Max SP Flopsshoc: OpenCL - Bus Speed Downloadshoc: OpenCL - Bus Speed Readbackshoc: OpenCL - Texture Read Bandwidthncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetncnn: Vulkan GPU - mnasnetgromacs: NVIDIA CUDA GPU - water_GMX50_barearrayfire: Conjugate Gradient OpenCLblender: BMW27 - NVIDIA OptiXblender: Classroom - NVIDIA OptiXblender: Fishy Cat - NVIDIA OptiXblender: Barbershop - NVIDIA OptiXblender: Pabellon Barcelona - NVIDIA OptiXfahbench: mixbench: OpenCL - Integermixbench: OpenCL - Double Precisionmixbench: OpenCL - Single Precisionfinancebench: Black-Scholes OpenCLcl-mem: Copycl-mem: Readcl-mem: Writeclpeak: Integer Compute INTclpeak: Single-Precision Floatclpeak: Double-Precision Doubleclpeak: Global Memory Bandwidthviennacl: CPU BLAS - sCOPYviennacl: CPU BLAS - sAXPYviennacl: CPU BLAS - sDOTviennacl: CPU BLAS - dCOPYviennacl: CPU BLAS - dAXPYviennacl: CPU BLAS - dDOTviennacl: CPU BLAS - dGEMV-Nviennacl: CPU BLAS - dGEMV-Tviennacl: CPU BLAS - dGEMM-NNviennacl: CPU BLAS - dGEMM-NTviennacl: CPU BLAS - dGEMM-TNviennacl: CPU BLAS - dGEMM-TTviennacl: OpenCL BLAS - sCOPYviennacl: OpenCL BLAS - sAXPYviennacl: OpenCL BLAS - sDOTviennacl: OpenCL BLAS - dCOPYviennacl: OpenCL BLAS - dAXPYviennacl: OpenCL BLAS - dDOTviennacl: OpenCL BLAS - dGEMV-Nviennacl: OpenCL BLAS - dGEMV-Tviennacl: OpenCL BLAS - dGEMM-NNviennacl: OpenCL BLAS - dGEMM-NTviennacl: OpenCL BLAS - dGEMM-TNviennacl: OpenCL BLAS - dGEMM-TTNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -857.6921709.238505.733190.996316.8431538.7815.72624.79604423.0142.7589236.02813470.719366.225.305226.40101582.1214.704.994.244.365.951.5712.4832.128.005.5418.1922.4910.9311.3883.825.104.4025.6131.98827.5220.8222.3683.6444.99258.597118824.229542.0918866.421.035234.8796.11405.819208.7019311.069689.031495.36147.417884.173.011810797.175.826.326.125.926.423231222744057243568.2245424346534220427014.795.224.404.456.121.6512.5931.678.015.3618.2322.2011.0311.5185.115.454.62OpenBenchmarking.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.

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

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

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

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

FP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCL

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

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

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

Caffe

This is a benchmark of the Caffe deep learning framework and currently supports the AlexNet and Googlenet model and execution on both CPUs and NVIDIA GPUs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 100NVIDIA A100 80GB PCIe2004006008001000SE +/- 0.45, N = 3857.691. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 200NVIDIA A100 80GB PCIe400800120016002000SE +/- 2.64, N = 31709.231. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 1000NVIDIA A100 80GB PCIe2K4K6K8K10KSE +/- 15.42, N = 38505.731. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 100NVIDIA A100 80GB PCIe7001400210028003500SE +/- 11.28, N = 33190.991. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 200NVIDIA A100 80GB PCIe14002800420056007000SE +/- 3.90, N = 36316.841. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 1000NVIDIA A100 80GB PCIe7K14K21K28K35KSE +/- 22.82, N = 331538.71. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

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.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: S3DNVIDIA A100 80GB PCIe2004006008001000SE +/- 2.56, N = 3815.731. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: TriadNVIDIA A100 80GB PCIe612182430SE +/- 0.02, N = 324.801. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: FFT SPNVIDIA A100 80GB PCIe9001800270036004500SE +/- 7.20, N = 34423.011. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: MD5 HashNVIDIA A100 80GB PCIe1020304050SE +/- 0.00, N = 342.761. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: ReductionNVIDIA A100 80GB PCIe50100150200250SE +/- 2.10, N = 3236.031. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: GEMM SGEMM_NNVIDIA A100 80GB PCIe3K6K9K12K15KSE +/- 2.22, N = 313470.71. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Max SP FlopsNVIDIA A100 80GB PCIe4K8K12K16K20KSE +/- 4.11, N = 319366.21. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed DownloadNVIDIA A100 80GB PCIe612182430SE +/- 0.00, N = 325.311. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed ReadbackNVIDIA A100 80GB PCIe612182430SE +/- 0.00, N = 326.401. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Texture Read BandwidthNVIDIA A100 80GB PCIe30060090012001500SE +/- 0.32, N = 31582.121. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

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: mobilenetNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -48121620SE +/- 0.10, N = 15SE +/- 0.20, N = 1514.7014.79MIN: 13.6 / MAX: 50.6MIN: 13.45 / MAX: 16.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -1.17452.3493.52354.6985.8725SE +/- 0.07, N = 15SE +/- 0.10, N = 154.995.22MIN: 4.53 / MAX: 6.41MIN: 4.03 / MAX: 13.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -0.991.982.973.964.95SE +/- 0.05, N = 15SE +/- 0.05, N = 154.244.40MIN: 3.74 / MAX: 4.84MIN: 3.99 / MAX: 5.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -1.00132.00263.00394.00525.0065SE +/- 0.04, N = 15SE +/- 0.04, N = 144.364.45MIN: 3.94 / MAX: 4.8MIN: 4.05 / MAX: 5.161. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -246810SE +/- 0.04, N = 15SE +/- 0.06, N = 155.956.12MIN: 5.48 / MAX: 6.65MIN: 5.57 / MAX: 6.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefaceNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -0.37130.74261.11391.48521.8565SE +/- 0.03, N = 15SE +/- 0.03, N = 151.571.65MIN: 1.39 / MAX: 1.85MIN: 1.4 / MAX: 2.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -3691215SE +/- 0.12, N = 15SE +/- 0.19, N = 1512.4812.59MIN: 11.64 / MAX: 14.98MIN: 11.13 / MAX: 14.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg1614 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -NVIDIA A100 80GB PCIe714212835SE +/- 0.13, N = 15SE +/- 0.20, N = 1531.6732.12MIN: 29.72 / MAX: 41.37MIN: 30.68 / MAX: 41.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -246810SE +/- 0.08, N = 15SE +/- 0.08, N = 158.008.01MIN: 7.36 / MAX: 13.06MIN: 7.25 / MAX: 10.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnet14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -NVIDIA A100 80GB PCIe1.24652.4933.73954.9866.2325SE +/- 0.05, N = 15SE +/- 0.04, N = 155.365.54MIN: 4.8 / MAX: 6.09MIN: 5.23 / MAX: 8.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50NVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -48121620SE +/- 0.11, N = 15SE +/- 0.13, N = 1518.1918.23MIN: 17.46 / MAX: 19.77MIN: 17.21 / MAX: 33.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tiny14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -NVIDIA A100 80GB PCIe510152025SE +/- 0.17, N = 15SE +/- 0.06, N = 1522.2022.49MIN: 20.51 / MAX: 26.86MIN: 21.4 / MAX: 30.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -3691215SE +/- 0.08, N = 15SE +/- 0.12, N = 1510.9311.03MIN: 10.12 / MAX: 11.68MIN: 10.02 / MAX: 13.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -3691215SE +/- 0.06, N = 15SE +/- 0.12, N = 1511.3811.51MIN: 10.87 / MAX: 14.11MIN: 10.62 / MAX: 12.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -20406080100SE +/- 0.54, N = 15SE +/- 0.43, N = 1583.8285.11MIN: 80.45 / MAX: 98.96MIN: 80.72 / MAX: 98.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -1.22632.45263.67894.90526.1315SE +/- 0.16, N = 14SE +/- 0.13, N = 155.105.45MIN: 3.96 / MAX: 7.17MIN: 4.21 / MAX: 7.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetNVIDIA A100 80GB PCIe14 x Intel Xeon Gold 6342 - NVIDIA A100 80GB PCIe -1.03952.0793.11854.1585.1975SE +/- 0.07, N = 14SE +/- 0.07, N = 154.404.62MIN: 3.88 / MAX: 5.28MIN: 4.03 / MAX: 5.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread -pthread

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2024Implementation: NVIDIA CUDA GPU - Input: water_GMX50_bareNVIDIA A100 80GB PCIe612182430SE +/- 0.03, N = 325.611. (CXX) g++ options: -O3 -lm

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.

Test: OpenCL Particle Filter

NVIDIA A100 80GB PCIe: 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: ERROR: clEnqueueWriteBuffer arrayX_GPU (size:400000) => -2002801765

ArrayFire

ArrayFire is an GPU and CPU numeric processing library, this test uses the built-in CPU and OpenCL ArrayFire benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterArrayFire 3.9Test: Conjugate Gradient OpenCLNVIDIA A100 80GB PCIe0.44730.89461.34191.78922.2365SE +/- 0.006, N = 31.9881. (CXX) g++ options: -O3

Blender

Blender is an open-source 3D creation and modeling software project. This test is of Blender's Cycles performance with various sample files. GPU computing via NVIDIA OptiX and NVIDIA CUDA is currently supported as well as HIP for AMD Radeon GPUs and Intel oneAPI for Intel Graphics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: BMW27 - Compute: NVIDIA OptiXNVIDIA A100 80GB PCIe612182430SE +/- 16.82, N = 1427.52

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Classroom - Compute: NVIDIA OptiXNVIDIA A100 80GB PCIe510152025SE +/- 0.02, N = 320.82

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Fishy Cat - Compute: NVIDIA OptiXNVIDIA A100 80GB PCIe510152025SE +/- 0.20, N = 822.36

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Barbershop - Compute: NVIDIA OptiXNVIDIA A100 80GB PCIe20406080100SE +/- 0.14, N = 383.64

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Pabellon Barcelona - Compute: NVIDIA OptiXNVIDIA A100 80GB PCIe1020304050SE +/- 0.02, N = 344.99

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

NVIDIA A100 80GB PCIe: The test run did not produce a result. The test run did not produce a result. The test run did not produce a result.

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.

Scene: DLSC - Acceleration: GPU

NVIDIA A100 80GB PCIe: 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: RUNTIME ERROR: CUDA driver API error CUDA_ERROR_UNSUPPORTED_PTX_VERSION (code: 222, file:/home/vsts/work/1/s/LinuxCompile/LuxCore-sdk/src/luxrays/utils/cuda.cpp, line: 251): the provided PTX was compiled with an unsupported toolchain.

Scene: Danish Mood - Acceleration: GPU

NVIDIA A100 80GB PCIe: 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: RUNTIME ERROR: CUDA driver API error CUDA_ERROR_UNSUPPORTED_PTX_VERSION (code: 222, file:/home/vsts/work/1/s/LinuxCompile/LuxCore-sdk/src/luxrays/utils/cuda.cpp, line: 251): the provided PTX was compiled with an unsupported toolchain.

Scene: Orange Juice - Acceleration: GPU

NVIDIA A100 80GB PCIe: 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: RUNTIME ERROR: CUDA driver API error CUDA_ERROR_UNSUPPORTED_PTX_VERSION (code: 222, file:/home/vsts/work/1/s/LinuxCompile/LuxCore-sdk/src/luxrays/utils/cuda.cpp, line: 251): the provided PTX was compiled with an unsupported toolchain.

Scene: LuxCore Benchmark - Acceleration: GPU

NVIDIA A100 80GB PCIe: 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: RUNTIME ERROR: CUDA driver API error CUDA_ERROR_UNSUPPORTED_PTX_VERSION (code: 222, file:/home/vsts/work/1/s/LinuxCompile/LuxCore-sdk/src/luxrays/utils/cuda.cpp, line: 251): the provided PTX was compiled with an unsupported toolchain.

Scene: Rainbow Colors and Prism - Acceleration: GPU

NVIDIA A100 80GB PCIe: 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: RUNTIME ERROR: CUDA driver API error CUDA_ERROR_UNSUPPORTED_PTX_VERSION (code: 222, file:/home/vsts/work/1/s/LinuxCompile/LuxCore-sdk/src/luxrays/utils/cuda.cpp, line: 251): the provided PTX was compiled with an unsupported toolchain.

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 2.3.2NVIDIA A100 80GB PCIe60120180240300SE +/- 0.28, N = 3258.60

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.

Benchmark: MD5

NVIDIA A100 80GB PCIe: 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: ptxas application ptx input, line 9; fatal : Unsupported .version 8.3; current version is '8.2'

Benchmark: SHA1

NVIDIA A100 80GB PCIe: 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: ptxas application ptx input, line 9; fatal : Unsupported .version 8.3; current version is '8.2'

Benchmark: 7-Zip

NVIDIA A100 80GB PCIe: 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: ptxas application ptx input, line 9; fatal : Unsupported .version 8.3; current version is '8.2'

Benchmark: SHA-512

NVIDIA A100 80GB PCIe: 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: ptxas application ptx input, line 9; fatal : Unsupported .version 8.3; current version is '8.2'

Benchmark: TrueCrypt RIPEMD160 + XTS

NVIDIA A100 80GB PCIe: 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: ptxas application ptx input, line 9; fatal : Unsupported .version 8.3; current version is '8.2'

Mixbench

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

OpenBenchmarking.orgGIOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: IntegerNVIDIA A100 80GB PCIe4K8K12K16K20KSE +/- 21.05, N = 318824.221. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

Backend: NVIDIA CUDA - Benchmark: Integer

NVIDIA A100 80GB PCIe: 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.

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: Double PrecisionNVIDIA A100 80GB PCIe2K4K6K8K10KSE +/- 1.80, N = 39542.091. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: OpenCL - Benchmark: Single PrecisionNVIDIA A100 80GB PCIe4K8K12K16K20KSE +/- 0.00, N = 318866.421. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

Backend: NVIDIA CUDA - Benchmark: Half Precision

NVIDIA A100 80GB PCIe: 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.

Backend: NVIDIA CUDA - Benchmark: Double Precision

NVIDIA A100 80GB PCIe: 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.

Backend: NVIDIA CUDA - Benchmark: Single Precision

NVIDIA A100 80GB PCIe: 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.

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.

NVIDIA A100 80GB PCIe: 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

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 OpenCLNVIDIA A100 80GB PCIe0.23290.46580.69870.93161.1645SE +/- 0.009, N = 61.0351. (CXX) g++ options: -O3 -march=native -fopenmp

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: CopyNVIDIA A100 80GB PCIe50100150200250SE +/- 0.03, N = 3234.81. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadNVIDIA A100 80GB PCIe2004006008001000SE +/- 0.32, N = 3796.11. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteNVIDIA A100 80GB PCIe30060090012001500SE +/- 0.65, N = 31405.81. (CC) gcc options: -O2 -flto -lOpenCL

clpeak

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

OpenBenchmarking.orgGIOPS, More Is Betterclpeak 1.1.2OpenCL Test: Integer Compute INTNVIDIA A100 80GB PCIe4K8K12K16K20KSE +/- 22.16, N = 319208.701. (CXX) g++ options: -O3

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Single-Precision FloatNVIDIA A100 80GB PCIe4K8K12K16K20KSE +/- 10.20, N = 319311.061. (CXX) g++ options: -O3

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Double-Precision DoubleNVIDIA A100 80GB PCIe2K4K6K8K10KSE +/- 3.43, N = 39689.031. (CXX) g++ options: -O3

OpenBenchmarking.orgGBPS, More Is Betterclpeak 1.1.2OpenCL Test: Global Memory BandwidthNVIDIA A100 80GB PCIe30060090012001500SE +/- 0.08, N = 31495.361. (CXX) g++ options: -O3

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

NVIDIA A100 80GB PCIe: 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.

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.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sCOPYNVIDIA A100 80GB PCIe306090120150SE +/- 11.32, N = 15147.41. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sAXPYNVIDIA A100 80GB PCIe4080120160200SE +/- 5.09, N = 141781. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sDOTNVIDIA A100 80GB PCIe20406080100SE +/- 0.26, N = 1584.11. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dCOPYNVIDIA A100 80GB PCIe1632486480SE +/- 0.65, N = 1573.01. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dAXPYNVIDIA A100 80GB PCIe306090120150SE +/- 1.03, N = 151181. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dDOTNVIDIA A100 80GB PCIe20406080100SE +/- 1.25, N = 151071. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-NNVIDIA A100 80GB PCIe20406080100SE +/- 0.78, N = 1597.11. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-TNVIDIA A100 80GB PCIe20406080100SE +/- 0.26, N = 1575.81. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NNNVIDIA A100 80GB PCIe612182430SE +/- 0.09, N = 1526.31. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NTNVIDIA A100 80GB PCIe612182430SE +/- 0.08, N = 1526.11. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TNNVIDIA A100 80GB PCIe612182430SE +/- 0.08, N = 1425.91. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TTNVIDIA A100 80GB PCIe612182430SE +/- 0.09, N = 1526.41. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sCOPYNVIDIA A100 80GB PCIe501001502002502321. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sAXPYNVIDIA A100 80GB PCIe701402102803503121. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sDOTNVIDIA A100 80GB PCIe501001502002502271. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dCOPYNVIDIA A100 80GB PCIe1002003004005004401. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dAXPYNVIDIA A100 80GB PCIe1202403604806005721. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dDOTNVIDIA A100 80GB PCIe901802703604504351. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-NNVIDIA A100 80GB PCIe1530456075SE +/- 0.03, N = 368.21. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-TNVIDIA A100 80GB PCIe501001502002502451. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NNNVIDIA A100 80GB PCIe9001800270036004500SE +/- 3.33, N = 342431. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NTNVIDIA A100 80GB PCIe10002000300040005000SE +/- 3.33, N = 346531. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TNNVIDIA A100 80GB PCIe900180027003600450042201. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TTNVIDIA A100 80GB PCIe900180027003600450042701. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

76 Results Shown

Caffe:
  AlexNet - NVIDIA CUDA - 100
  AlexNet - NVIDIA CUDA - 200
  AlexNet - NVIDIA CUDA - 1000
  GoogleNet - NVIDIA CUDA - 100
  GoogleNet - NVIDIA CUDA - 200
  GoogleNet - NVIDIA CUDA - 1000
SHOC Scalable HeterOgeneous Computing:
  OpenCL - S3D
  OpenCL - Triad
  OpenCL - FFT SP
  OpenCL - MD5 Hash
  OpenCL - Reduction
  OpenCL - GEMM SGEMM_N
  OpenCL - Max SP Flops
  OpenCL - Bus Speed Download
  OpenCL - Bus Speed Readback
  OpenCL - Texture Read Bandwidth
NCNN:
  Vulkan GPU - mobilenet
  Vulkan GPU-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3 - mobilenet-v3
  Vulkan GPU - shufflenet-v2
  Vulkan GPU - efficientnet-b0
  Vulkan GPU - blazeface
  Vulkan GPU - googlenet
  Vulkan GPU - vgg16
  Vulkan GPU - resnet18
  Vulkan GPU - alexnet
  Vulkan GPU - resnet50
  Vulkan GPU - yolov4-tiny
  Vulkan GPU - squeezenet_ssd
  Vulkan GPU - regnety_400m
  Vulkan GPU - vision_transformer
  Vulkan GPU - FastestDet
  Vulkan GPU - mnasnet
GROMACS
ArrayFire
Blender:
  BMW27 - NVIDIA OptiX
  Classroom - NVIDIA OptiX
  Fishy Cat - NVIDIA OptiX
  Barbershop - NVIDIA OptiX
  Pabellon Barcelona - NVIDIA OptiX
FAHBench
Mixbench:
  OpenCL - Integer
  OpenCL - Double Precision
  OpenCL - Single Precision
FinanceBench
cl-mem:
  Copy
  Read
  Write
clpeak:
  Integer Compute INT
  Single-Precision Float
  Double-Precision Double
  Global Memory Bandwidth
ViennaCL:
  CPU BLAS - sCOPY
  CPU BLAS - sAXPY
  CPU BLAS - sDOT
  CPU BLAS - dCOPY
  CPU BLAS - dAXPY
  CPU BLAS - dDOT
  CPU BLAS - dGEMV-N
  CPU BLAS - dGEMV-T
  CPU BLAS - dGEMM-NN
  CPU BLAS - dGEMM-NT
  CPU BLAS - dGEMM-TN
  CPU BLAS - dGEMM-TT
  OpenCL BLAS - sCOPY
  OpenCL BLAS - sAXPY
  OpenCL BLAS - sDOT
  OpenCL BLAS - dCOPY
  OpenCL BLAS - dAXPY
  OpenCL BLAS - dDOT
  OpenCL BLAS - dGEMV-N
  OpenCL BLAS - dGEMV-T
  OpenCL BLAS - dGEMM-NN
  OpenCL BLAS - dGEMM-NT
  OpenCL BLAS - dGEMM-TN
  OpenCL BLAS - dGEMM-TT