Linux Distros Emerald Rapids

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BLAS (Basic Linear Algebra Sub-Routine) Tests 3 Tests
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Ubuntu Linux 23.10
February 25
  20 Hours, 3 Minutes
CentOS Stream 9
February 26
  13 Hours, 36 Minutes
Fedora Server 39
March 02
  17 Hours, 42 Minutes
Arch Linux
March 03
  17 Hours, 43 Minutes
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Linux Distros Emerald RapidsProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen ResolutionDesktopDisplay ServerUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux2 x INTEL XEON PLATINUM 8592+ @ 3.90GHz (128 Cores / 256 Threads)Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS (3B05.TEL4P1 BIOS)Intel Device 1bce1008GB3201GB Micron_7450_MTFDKCB3T2TFSASPEED2 x Intel X710 for 10GBASE-TUbuntu 23.106.5.0-17-generic (x86_64)GCC 13.2.0ext41024x7683201GB Micron_7450_MTFDKCB3T2TFS + 257GB Flash DriveCentOS Stream 95.14.0-419.el9.x86_64 (x86_64)GNOME Shell 40.10X ServerGCC 11.4.1 20231218xfs1920x1200Fedora Linux 396.7.6-200.fc39.x86_64 (x86_64)GCC 13.2.1 202312051024x768Arch Linux6.7.6-arch1-2 (x86_64)GCC 13.2.1 20230801btrfs1920x1200OpenBenchmarking.orgKernel Details- Ubuntu Linux 23.10: Transparent Huge Pages: madvise- CentOS Stream 9: Transparent Huge Pages: always- Fedora Server 39: Transparent Huge Pages: madvise- Arch Linux: Transparent Huge Pages: alwaysCompiler Details- Ubuntu Linux 23.10: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --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-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-XYspKM/gcc-13-13.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-XYspKM/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-build-config=bootstrap-lto-lean --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 - CentOS Stream 9: --build=x86_64-redhat-linux --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-host-bind-now --enable-host-pie --enable-initfini-array --enable-languages=c,c++,fortran,lto --enable-link-serialization=1 --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=x86-64 --with-arch_64=x86-64-v2 --with-build-config=bootstrap-lto --with-gcc-major-version-only --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver --without-isl - Fedora Server 39: --build=x86_64-redhat-linux --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,objc,obj-c++,ada,go,d,m2,lto --enable-libstdcxx-backtrace --enable-link-serialization=1 --enable-multilib --enable-offload-defaulted --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=i686 --with-build-config=bootstrap-lto --with-gcc-major-version-only --with-libstdcxx-zoneinfo=/usr/share/zoneinfo --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver - Arch Linux: --disable-libssp --disable-libstdcxx-pch --disable-werror --enable-__cxa_atexit --enable-bootstrap --enable-cet=auto --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-default-ssp --enable-gnu-indirect-function --enable-gnu-unique-object --enable-languages=ada,c,c++,d,fortran,go,lto,m2,objc,obj-c++ --enable-libstdcxx-backtrace --enable-link-serialization=1 --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-build-config=bootstrap-lto --with-linker-hash-style=gnu Processor Details- Scaling Governor: intel_pstate powersave (EPP: balance_performance) - CPU Microcode: 0x21000161Python Details- Ubuntu Linux 23.10: Python 3.11.6- CentOS Stream 9: Python 3.9.18- Fedora Server 39: Python 3.12.2- Arch Linux: Python 3.11.7Security Details- Ubuntu Linux 23.10: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + 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 + srbds: Not affected + tsx_async_abort: Not affected - CentOS Stream 9: SELinux + gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + 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 + srbds: Not affected + tsx_async_abort: Not affected - Fedora Server 39: SELinux + gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + 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 + srbds: Not affected + tsx_async_abort: Not affected - Arch Linux: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + 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 + srbds: Not affected + tsx_async_abort: Not affected

Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch LinuxResult OverviewPhoronix Test Suite100%139%177%216%255%NAMDMemcachedGROMACSACES DGEMMeasyWaveEmbree7-Zip CompressionCloverLeafY-CruncherLAMMPS Molecular Dynamics SimulatorClickHouseIntel Open Image DenoiseXcompact3d Incompact3dRedisOpenVINOGraph500SVT-AV1OSPRayQuicksilverVVenCOpenVKLHigh Performance Conjugate Gradient

Linux Distros Emerald Rapidsnwchem: C240 Buckyballquicksilver: CTS2quicksilver: CORAL2 P2openvkl: vklBenchmarkCPU ISPCeasywave: e2Asean Grid + BengkuluSept2007 Source - 2400quicksilver: CORAL2 P1tensorflow: CPU - 512 - ResNet-50namd: STMV with 1,066,628 Atomsclickhouse: 100M Rows Hits Dataset, Third Runclickhouse: 100M Rows Hits Dataset, Second Runclickhouse: 100M Rows Hits Dataset, First Run / Cold Cachehpcg: 144 144 144 - 60lczero: BLAScloverleaf: clover_bm16pgbench: 100 - 1000 - Read Only - Average Latencypgbench: 100 - 1000 - Read Onlypgbench: 100 - 1000 - Read Write - Average Latencypgbench: 100 - 1000 - Read Writeospray-studio: 2 - 4K - 32 - Path Tracer - CPUospray-studio: 1 - 4K - 32 - Path Tracer - CPUgromacs: MPI CPU - water_GMX50_barememcached: 1:100vvenc: Bosphorus 4K - Fastospray: particle_volume/pathtracer/real_timenamd: ATPase with 327,506 Atomscompress-7zip: Decompression Ratingcompress-7zip: Compression Ratingincompact3d: X3D-benchmarking input.i3dopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUhpcg: 104 104 104 - 60redis: GET - 500rocksdb: Read Rand Write Randopenvino: Machine Translation EN To DE FP16 - CPUopenvino: Machine Translation EN To DE FP16 - CPUmemcached: 1:10lammps: 20k Atomsredis: SET - 500graph500: 26graph500: 26graph500: 26graph500: 26ospray: particle_volume/scivis/real_timelczero: Eigenrocksdb: Read While Writingvvenc: Bosphorus 4K - Fasterospray: gravity_spheres_volume/dim_512/ao/real_timeospray: gravity_spheres_volume/dim_512/pathtracer/real_timeospray: gravity_spheres_volume/dim_512/scivis/real_timegpaw: Carbon Nanotuberocksdb: Rand Readopenvino: Face Detection FP16-INT8 - CPUopenvino: Face Detection FP16-INT8 - CPUospray: particle_volume/ao/real_timerawtherapee: Total Benchmark Timeopenvino: Person Vehicle Bike Detection FP16 - CPUopenvino: Person Vehicle Bike Detection FP16 - CPUospray-studio: 2 - 1080p - 32 - Path Tracer - CPUospray-studio: 3 - 4K - 32 - Path Tracer - CPUospray-studio: 3 - 4K - 16 - Path Tracer - CPUspeedb: Rand Readsvt-av1: Preset 4 - Bosphorus 4Kospray-studio: 1 - 1080p - 32 - Path Tracer - CPUospray-studio: 2 - 4K - 16 - Path Tracer - CPUdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamospray-studio: 1 - 4K - 16 - Path Tracer - CPUospray-studio: 3 - 1080p - 32 - Path Tracer - CPUospray-studio: 3 - 1080p - 16 - Path Tracer - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamopenvino: Person Detection FP16 - CPUopenvino: Person Detection FP16 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Face Detection Retail FP16-INT8 - CPUopenvino: Face Detection Retail FP16-INT8 - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUospray-studio: 1 - 1080p - 16 - Path Tracer - CPUospray-studio: 3 - 1080p - 1 - Path Tracer - CPUdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamospray-studio: 1 - 1080p - 1 - Path Tracer - CPUospray-studio: 2 - 1080p - 16 - Path Tracer - CPUospray-studio: 2 - 1080p - 1 - Path Tracer - CPUospray-studio: 1 - 4K - 1 - Path Tracer - CPUcloverleaf: clover_bm64_shortospray-studio: 2 - 4K - 1 - Path Tracer - CPUospray-studio: 3 - 4K - 1 - Path Tracer - CPUy-cruncher: 5Brocksdb: Update Randdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamsvt-av1: Preset 12 - Bosphorus 4Kdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamlammps: Rhodopsin Proteindeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamsvt-av1: Preset 8 - Bosphorus 4Kdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamoidn: RTLightmap.hdr.4096x4096 - CPU-Onlyembree: Pathtracer ISPC - Crownsvt-av1: Preset 13 - Bosphorus 4Koidn: RT.ldr_alb_nrm.3840x2160 - CPU-Onlyy-cruncher: 1Bembree: Pathtracer ISPC - Asian Dragonmt-dgemm: Sustained Floating-Point Rateoidn: RT.hdr_alb_nrm.3840x2160 - CPU-OnlyUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1750.3768022267447782821177.754593150073.121.49004215.62214.31205.2069.336215279.211.48967931725.6163954233174322799.6303477137.282.78582.97004.70711455056464813169.1785790.8061020.1671.13711541713.8095546127.931143.253370014.3856.6832134872.896649910004835340001289580000122655000020.772538097759895.61128.608832.321228.916238.637599822046245.98519.8320.6546129.07912.7410033.95632437285145086007033842.30764481224314.05734547.5395120867321435353.792377.90409.0089155.817885.06375.7514.378901.615.2024570.1039.763217.842.8543516.9837182765.751511099.6440234369423391432.10911107929.821125560132.6789478.763166.857361.2877176.569137.518477.1362133.206334.25451866.225921.31752.27741223.163934.76031837.111377.0180829.506334.98841826.044774.8838853.20792.18100.339966.4304.547.207144.919537.9710184.53739833363810002815205.005580083376.680.50251201.05200.18183.6269.1728314.495.9392615816.732.82383.56523.20328434200751070184.1923320.8360429.5471.13321821521.3952.09617.453337339.1057.8361978937.186407940004663980001499600000146412000020.44275.80829.762633.293829.5104241.67528.7920.502112.6510113.472.35814.31824462.525553.022412.51416.6816152.567897.34328.3714.368908.745.2524295.7140.023196.473.0240187.345.783311022.302025.0132.850132.9101478.031569.868366.3831173.951539.795476.5785133.281835.28461810.950821.56052.23601223.647034.29061863.342977.1671827.991434.22621866.515374.8038853.33742.51105.619469.7184.907.913177.796063.6358405.04736750067596002821156.23758358181.92977206.83202.14188.7170.3805255.3927524280357.1808983240.522.83482.13805.40706428601496138168.6718190.8356624.9872.45751838671.43118483732.67978.705054518.7657.6772125843.976634120004930310001253250000119551000020.541985670065.80428.663731.699928.430194.508652854125241.70529.1420.4442118.22812.6910082.93630334698144226262618262.346631412262121877424437753.672383.2293.74340.9714.438862.075.2524296.5439.303255.162.8642419.893683276235365523390231.63897105833.73412309271.51839.00921.1612.25142.167570.8744.708.270179.540337.7200764.68772366770138892951145.713586550077.061.74784221.71221.80209.6470.1210356.231.44069873454.08518536236872388413.6389633352.442.90082.51135.59956482076759279187.2665960.7764056.0071.12921777534.6593203429.231092.755462773.6762.9902231227.616928930005099640001323480000127569000020.778993856525.94234.048733.369431.5793608345894240.65531.5320.6673107.04812.5410197.22639933976136396165733852.39563801165814.09594534.8946115757043417353.082409.76413.3838154.321681.35392.8414.288956.375.2424355.3340.113189.702.9441472.2535912655.695311213.1629226354422387430.30867102633.652127451134.2065474.241973.717351.7460181.333042.751471.8157134.933334.03601878.447822.04652.12461227.374334.21341868.770576.6571834.192034.74281839.983374.5256857.84942.36118.740072.9064.757.561148.602243.6692344.75OpenBenchmarking.org

NWChem

NWChem is an open-source high performance computational chemistry package. Per NWChem's documentation, "NWChem aims to provide its users with computational chemistry tools that are scalable both in their ability to treat large scientific computational chemistry problems efficiently, and in their use of available parallel computing resources from high-performance parallel supercomputers to conventional workstation clusters." Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterNWChem 7.0.2Input: C240 BuckyballUbuntu Linux 23.104008001200160020001750.31. (F9X) gfortran options: -lnwctask -lccsd -lmcscf -lselci -lmp2 -lmoints -lstepper -ldriver -loptim -lnwdft -lgradients -lcphf -lesp -lddscf -ldangchang -lguess -lhessian -lvib -lnwcutil -lrimp2 -lproperty -lsolvation -lnwints -lprepar -lnwmd -lnwpw -lofpw -lpaw -lpspw -lband -lnwpwlib -lcafe -lspace -lanalyze -lqhop -lpfft -ldplot -ldrdy -lvscf -lqmmm -lqmd -letrans -ltce -lbq -lmm -lcons -lperfm -ldntmc -lccca -ldimqm -lga -larmci -lpeigs -l64to32 -lopenblas -lpthread -lrt -llapack -lnwcblas -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz -lcomex -m64 -ffast-math -std=legacy -fdefault-integer-8 -finline-functions -O2

Input: C240 Buckyball

CentOS Stream 9: The test quit with a non-zero exit status. E: mpirun was unable to launch the specified application as it could not access

Fedora Server 39: The test run did not produce a result. E: /nwchem-7.0.2/bin/LINUX64/nwchem: error while loading shared libraries: libmpi_usempif08.so.40: cannot open shared object file: No such file or directory

Quicksilver

Quicksilver is a proxy application that represents some elements of the Mercury workload by solving a simplified dynamic Monte Carlo particle transport problem. Quicksilver is developed by Lawrence Livermore National Laboratory (LLNL) and this test profile currently makes use of the OpenMP CPU threaded code path. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CTS2Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.7M3.4M5.1M6.8M8.5MSE +/- 67222.68, N = 9SE +/- 121572.66, N = 6SE +/- 90618.71, N = 4SE +/- 80526.35, N = 977236677398333736750076802221. (CXX) g++ options: -fopenmp -O3 -march=native

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P2Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.5M3M4.5M6M7.5MSE +/- 67285.55, N = 9SE +/- 51868.42, N = 3SE +/- 74346.22, N = 5SE +/- 81512.06, N = 970138896381000675960067447781. (CXX) g++ options: -fopenmp -O3 -march=native

OpenVKL

OpenVKL is the Intel Open Volume Kernel Library that offers high-performance volume computation kernels and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 2.0.0Benchmark: vklBenchmarkCPU ISPCArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.106001200180024003000SE +/- 20.04, N = 3SE +/- 33.05, N = 3SE +/- 22.66, N = 3SE +/- 20.99, N = 32951281528212821MIN: 193 / MAX: 35719MIN: 186 / MAX: 35204MIN: 178 / MAX: 36193MIN: 175 / MAX: 34505

easyWave

The easyWave software allows simulating tsunami generation and propagation in the context of early warning systems. EasyWave supports making use of OpenMP for CPU multi-threading and there are also GPU ports available but not currently incorporated as part of this test profile. The easyWave tsunami generation software is run with one of the example/reference input files for measuring the CPU execution time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BettereasyWave r34Input: e2Asean Grid + BengkuluSept2007 Source - Time: 2400Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.104080120160200SE +/- 7.11, N = 12SE +/- 10.40, N = 12SE +/- 15.88, N = 12SE +/- 8.98, N = 12145.71205.01156.24177.751. (CXX) g++ options: -O3 -fopenmp

Quicksilver

Quicksilver is a proxy application that represents some elements of the Mercury workload by solving a simplified dynamic Monte Carlo particle transport problem. Quicksilver is developed by Lawrence Livermore National Laboratory (LLNL) and this test profile currently makes use of the OpenMP CPU threaded code path. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P1Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.3M2.6M3.9M5.2M6.5MSE +/- 55910.49, N = 6SE +/- 105910.76, N = 12SE +/- 42699.12, N = 11SE +/- 65941.38, N = 1258655005800833583581859315001. (CXX) g++ options: -fopenmp -O3 -march=native

TensorFlow

This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 512 - Model: ResNet-50Arch LinuxCentOS Stream 9Ubuntu Linux 23.1020406080100SE +/- 0.61, N = 3SE +/- 0.83, N = 4SE +/- 0.84, N = 377.0676.6873.12

Device: CPU - Batch Size: 512 - Model: ResNet-50

Fedora Server 39: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'absl'

NAMD

NAMD is a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems. NAMD was developed by the Theoretical and Computational Biophysics Group in the Beckman Institute for Advanced Science and Technology at the University of Illinois at Urbana-Champaign. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: STMV with 1,066,628 AtomsArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.43420.86841.30261.73682.171SE +/- 0.07631, N = 15SE +/- 0.04889, N = 12SE +/- 0.05361, N = 15SE +/- 0.14829, N = 151.747840.502511.929771.49004

ClickHouse

ClickHouse is an open-source, high performance OLAP data management system. This test profile uses ClickHouse's standard benchmark recommendations per https://clickhouse.com/docs/en/operations/performance-test/ / https://github.com/ClickHouse/ClickBench/tree/main/clickhouse with the 100 million rows web analytics dataset. The reported value is the query processing time using the geometric mean of all separate queries performed as an aggregate. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Third RunArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 0.45, N = 3SE +/- 2.16, N = 3SE +/- 3.01, N = 3SE +/- 3.81, N = 3221.71201.05206.83215.62MIN: 35.63 / MAX: 2068.97MIN: 36.08 / MAX: 1500MIN: 35.91 / MAX: 1935.48MIN: 37.43 / MAX: 1714.29

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Second RunArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 1.76, N = 3SE +/- 3.30, N = 3SE +/- 1.90, N = 3SE +/- 1.67, N = 3221.80200.18202.14214.31MIN: 36.97 / MAX: 1875MIN: 37.41 / MAX: 2000MIN: 36.41 / MAX: 1463.41MIN: 36.39 / MAX: 1764.71

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, First Run / Cold CacheArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 2.35, N = 3SE +/- 0.84, N = 3SE +/- 2.54, N = 3SE +/- 2.70, N = 3209.64183.62188.71205.20MIN: 32.84 / MAX: 1764.71MIN: 34.56 / MAX: 1714.29MIN: 30.08 / MAX: 1428.57MIN: 35.4 / MAX: 1818.18

High Performance Conjugate Gradient

HPCG is the High Performance Conjugate Gradient and is a new scientific benchmark from Sandia National Lans focused for super-computer testing with modern real-world workloads compared to HPCC. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1X Y Z: 144 144 144 - RT: 60Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101632486480SE +/- 0.59, N = 3SE +/- 0.83, N = 4SE +/- 0.27, N = 3SE +/- 0.52, N = 370.1269.1770.3869.34-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi

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.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.30Backend: BLASUbuntu Linux 23.1048121620SE +/- 1.18, N = 9151. (CXX) g++ options: -flto -pthread

Backend: BLAS

CentOS Stream 9: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

Fedora Server 39: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

Arch Linux: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

CloverLeaf

CloverLeaf is a Lagrangian-Eulerian hydrodynamics benchmark. This test profile currently makes use of CloverLeaf's OpenMP version. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterCloverLeaf 1.3Input: clover_bm16Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1080160240320400SE +/- 4.10, N = 3SE +/- 1.51, N = 3SE +/- 1.01, N = 3SE +/- 3.60, N = 3356.23314.49255.39279.211. (F9X) gfortran options: -O3 -march=native -funroll-loops -fopenmp

PostgreSQL

This is a benchmark of PostgreSQL using the integrated pgbench for facilitating the database benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average LatencyArch LinuxUbuntu Linux 23.100.3350.671.0051.341.675SE +/- 0.035, N = 12SE +/- 0.047, N = 121.4401.4891. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average Latency

CentOS Stream 9: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

Fedora Server 39: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read OnlyArch LinuxUbuntu Linux 23.10150K300K450K600K750KSE +/- 16477.93, N = 12SE +/- 22056.84, N = 126987346793171. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Scaling Factor: 100 - Clients: 1000 - Mode: Read Only

CentOS Stream 9: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

Fedora Server 39: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Write - Average LatencyArch LinuxUbuntu Linux 23.101224364860SE +/- 0.82, N = 12SE +/- 0.97, N = 954.0925.621. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Scaling Factor: 100 - Clients: 1000 - Mode: Read Write - Average Latency

CentOS Stream 9: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

Fedora Server 39: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read WriteArch LinuxUbuntu Linux 23.108K16K24K32K40KSE +/- 280.04, N = 12SE +/- 1662.84, N = 918536395421. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Scaling Factor: 100 - Clients: 1000 - Mode: Read Write

CentOS Stream 9: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

Fedora Server 39: The test run did not produce a result. E: pgbench: line 21: pg_/bin/pgbench: No such file or directory

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.107K14K21K28K35KSE +/- 467.39, N = 15SE +/- 1255.46, N = 15SE +/- 600.94, N = 15236872752433174

Camera: 2 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.107K14K21K28K35KSE +/- 740.65, N = 15SE +/- 1257.60, N = 15SE +/- 481.26, N = 15238842803532279

Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

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: MPI CPU - Input: water_GMX50_bareArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1048121620SE +/- 1.257, N = 15SE +/- 0.323, N = 12SE +/- 0.850, N = 12SE +/- 1.403, N = 713.6385.9397.1809.6301. (CXX) g++ options: -O3 -lm

Memcached

Memcached is a high performance, distributed memory object caching system. This Memcached test profiles makes use of memtier_benchmark for excuting this CPU/memory-focused server benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterMemcached 1.6.19Set To Get Ratio: 1:100Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.102M4M6M8M10MSE +/- 121500.81, N = 15SE +/- 20448.57, N = 10SE +/- 380886.14, N = 12SE +/- 20632.12, N = 39633352.442615816.738983240.523477137.281. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

VVenC

VVenC is the Fraunhofer Versatile Video Encoder as a fast/efficient H.266/VVC encoder. The vvenc encoder makes use of SIMD Everywhere (SIMDe). The vvenc software is published under the Clear BSD License. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.11Video Input: Bosphorus 4K - Video Preset: FastArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.65251.3051.95752.613.2625SE +/- 0.007, N = 3SE +/- 0.026, N = 3SE +/- 0.017, N = 3SE +/- 0.035, N = 32.9002.8232.8342.7851. (CXX) g++ options: -O3 -flto=auto -fno-fat-lto-objects

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/pathtracer/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1020406080100SE +/- 0.87, N = 4SE +/- 0.23, N = 3SE +/- 0.58, N = 3SE +/- 0.35, N = 382.5183.5782.1482.97

NAMD

NAMD is a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems. NAMD was developed by the Theoretical and Computational Biophysics Group in the Beckman Institute for Advanced Science and Technology at the University of Illinois at Urbana-Champaign. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: ATPase with 327,506 AtomsArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.25992.51983.77975.03966.2995SE +/- 0.21129, N = 12SE +/- 0.30866, N = 12SE +/- 0.33952, N = 15SE +/- 0.33618, N = 155.599563.203285.407064.70711

7-Zip Compression

This is a test of 7-Zip compression/decompression with its integrated benchmark feature. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Decompression RatingArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10100K200K300K400K500KSE +/- 19128.23, N = 15SE +/- 2615.74, N = 15SE +/- 14994.49, N = 7SE +/- 39319.74, N = 34820764342004286014550561. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Compression RatingArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10160K320K480K640K800KSE +/- 9120.21, N = 15SE +/- 5583.39, N = 15SE +/- 4508.27, N = 7SE +/- 4291.24, N = 37592797510704961384648131. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

Xcompact3d Incompact3d

Xcompact3d Incompact3d is a Fortran-MPI based, finite difference high-performance code for solving the incompressible Navier-Stokes equation and as many as you need scalar transport equations. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: X3D-benchmarking input.i3dArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.104080120160200SE +/- 0.25, N = 3SE +/- 0.56, N = 3SE +/- 0.67, N = 3SE +/- 0.44, N = 3187.27184.19168.67169.18-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -cpp -O2 -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -lmpi_usempif08 -lmpi_mpifh -lmpi

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.18680.37360.56040.74720.934SE +/- 0.01, N = 15SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 150.770.830.830.80-pie - MIN: 0.19 / MAX: 28.17-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 0.21 / MAX: 20.36-pie - MIN: 0.2 / MAX: 31.65-pie - MIN: 0.2 / MAX: 28.241. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1014K28K42K56K70KSE +/- 941.42, N = 15SE +/- 478.67, N = 3SE +/- 271.02, N = 3SE +/- 827.51, N = 1564056.0060429.5456624.9861020.16-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

High Performance Conjugate Gradient

HPCG is the High Performance Conjugate Gradient and is a new scientific benchmark from Sandia National Lans focused for super-computer testing with modern real-world workloads compared to HPCC. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1X Y Z: 104 104 104 - RT: 60Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101632486480SE +/- 0.32, N = 3SE +/- 0.12, N = 3SE +/- 0.14, N = 3SE +/- 0.19, N = 371.1371.1372.4671.14-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi

Redis

Redis is an open-source in-memory data structure store, used as a database, cache, and message broker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: GET - Parallel Connections: 500Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10400K800K1200K1600K2000KSE +/- 19370.21, N = 15SE +/- 19161.91, N = 15SE +/- 30474.05, N = 15SE +/- 15103.72, N = 151777534.651821521.391838671.431541713.801. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Read Random Write RandomArch LinuxFedora Server 39Ubuntu Linux 23.10300K600K900K1200K1500KSE +/- 9325.25, N = 15SE +/- 13512.70, N = 15SE +/- 5328.60, N = 39320341184837955461-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Test: Read Random Write Random

CentOS Stream 9: The test quit with a non-zero exit status. E: rocksdb: line 4: ./db_bench: No such file or directory

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101224364860SE +/- 0.30, N = 3SE +/- 1.14, N = 15SE +/- 0.27, N = 9SE +/- 0.11, N = 329.2352.0932.6727.93-pie - MIN: 21.95 / MAX: 117.93-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 17.25 / MAX: 578.83-pie - MIN: 19.33 / MAX: 484.58-pie - MIN: 19.99 / MAX: 261.461. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 11.59, N = 3SE +/- 13.25, N = 15SE +/- 8.04, N = 9SE +/- 4.60, N = 31092.75617.45978.701143.25-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

Memcached

Memcached is a high performance, distributed memory object caching system. This Memcached test profiles makes use of memtier_benchmark for excuting this CPU/memory-focused server benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterMemcached 1.6.19Set To Get Ratio: 1:10Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.2M2.4M3.6M4.8M6MSE +/- 45099.83, N = 8SE +/- 43085.73, N = 13SE +/- 65254.44, N = 3SE +/- 36897.17, N = 55462773.673337339.105054518.763370014.381. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

LAMMPS Molecular Dynamics Simulator

LAMMPS is a classical molecular dynamics code, and an acronym for Large-scale Atomic/Molecular Massively Parallel Simulator. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: 20k AtomsArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101428425670SE +/- 0.44, N = 3SE +/- 0.46, N = 3SE +/- 0.40, N = 3SE +/- 0.42, N = 362.9957.8457.6856.681. (CXX) g++ options: -O3 -lm -ldl

Redis

Redis is an open-source in-memory data structure store, used as a database, cache, and message broker. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SET - Parallel Connections: 500Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10500K1000K1500K2000K2500KSE +/- 46614.18, N = 15SE +/- 47416.25, N = 15SE +/- 73166.31, N = 15SE +/- 48178.71, N = 152231227.611978937.182125843.972134872.891. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Graph500

This is a benchmark of the reference implementation of Graph500, an HPC benchmark focused on data intensive loads and commonly tested on supercomputers for complex data problems. Graph500 primarily stresses the communication subsystem of the hardware under test. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgsssp max_TEPS, More Is BetterGraph500 3.0Scale: 26Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10150M300M450M600M750M6928930006407940006634120006649910001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

OpenBenchmarking.orgsssp median_TEPS, More Is BetterGraph500 3.0Scale: 26Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10110M220M330M440M550M5099640004663980004930310004835340001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

OpenBenchmarking.orgbfs max_TEPS, More Is BetterGraph500 3.0Scale: 26Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10300M600M900M1200M1500M13234800001499600000125325000012895800001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

OpenBenchmarking.orgbfs median_TEPS, More Is BetterGraph500 3.0Scale: 26Arch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10300M600M900M1200M1500M12756900001464120000119551000012265500001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/scivis/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10510152025SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.08, N = 320.7820.4420.5420.77

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.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.30Backend: EigenUbuntu Linux 23.1080160240320400SE +/- 4.52, N = 43801. (CXX) g++ options: -flto -pthread

Backend: Eigen

CentOS Stream 9: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

Fedora Server 39: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

Arch Linux: The test quit with a non-zero exit status. E: lczero: line 4: ./lc0: No such file or directory

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Read While WritingArch LinuxFedora Server 39Ubuntu Linux 23.102M4M6M8M10MSE +/- 87416.61, N = 3SE +/- 133209.05, N = 14SE +/- 81611.31, N = 8938565285670069775989-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Test: Read While Writing

CentOS Stream 9: The test quit with a non-zero exit status. E: rocksdb: line 4: ./db_bench: No such file or directory

VVenC

VVenC is the Fraunhofer Versatile Video Encoder as a fast/efficient H.266/VVC encoder. The vvenc encoder makes use of SIMD Everywhere (SIMDe). The vvenc software is published under the Clear BSD License. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.11Video Input: Bosphorus 4K - Video Preset: FasterArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.3372.6744.0115.3486.685SE +/- 0.050, N = 3SE +/- 0.013, N = 3SE +/- 0.035, N = 3SE +/- 0.061, N = 45.9425.8085.8045.6111. (CXX) g++ options: -O3 -flto=auto -fno-fat-lto-objects

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/ao/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10816243240SE +/- 0.29, N = 3SE +/- 0.26, N = 15SE +/- 0.10, N = 3SE +/- 0.05, N = 334.0529.7628.6628.61

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10816243240SE +/- 0.10, N = 3SE +/- 0.48, N = 15SE +/- 0.12, N = 3SE +/- 0.05, N = 333.3733.2931.7032.32

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10714212835SE +/- 0.48, N = 15SE +/- 0.17, N = 3SE +/- 0.17, N = 3SE +/- 0.11, N = 331.5829.5128.4328.92

GPAW

GPAW is a density-functional theory (DFT) Python code based on the projector-augmented wave (PAW) method and the atomic simulation environment (ASE). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 23.6Input: Carbon NanotubeFedora Server 39Ubuntu Linux 23.104080120160200SE +/- 0.94, N = 3SE +/- 0.35, N = 15194.5138.64-fno-strict-overflow -fcf-protection -fexceptions -fPIC -UNDEBUG -std=c99-fwrapv -O21. (CC) gcc options: -shared -lxc -lblas -lmpi

Input: Carbon Nanotube

CentOS Stream 9: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'gpaw'

Arch Linux: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'gpaw'

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Random ReadArch LinuxFedora Server 39Ubuntu Linux 23.10140M280M420M560M700MSE +/- 7708164.70, N = 3SE +/- 3865049.53, N = 3SE +/- 7527805.83, N = 15608345894652854125599822046-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Test: Random Read

CentOS Stream 9: The test quit with a non-zero exit status. E: rocksdb: line 4: ./db_bench: No such file or directory

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 2.90, N = 4SE +/- 0.55, N = 3SE +/- 2.84, N = 4SE +/- 2.84, N = 4240.65241.67241.70245.98-pie - MIN: 175.12 / MAX: 455.8-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 160.04 / MAX: 556.9-pie - MIN: 163.92 / MAX: 559.83-pie - MIN: 176.44 / MAX: 390.611. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10110220330440550SE +/- 6.17, N = 4SE +/- 1.20, N = 3SE +/- 6.06, N = 4SE +/- 5.90, N = 4531.53528.79529.14519.83-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OSPRay

Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/ao/real_timeArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10510152025SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 320.6720.5020.4420.65

RawTherapee

RawTherapee is a cross-platform, open-source multi-threaded RAW image processing program. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRawTherapeeTotal Benchmark TimeArch LinuxFedora Server 39Ubuntu Linux 23.10306090120150SE +/- 0.34, N = 3SE +/- 0.45, N = 3SE +/- 0.65, N = 3107.05118.23129.081. Arch Linux: RawTherapee, version 5.10, command line.2. Fedora Server 39: RawTherapee, version 5.10, command line.3. Ubuntu Linux 23.10: RawTherapee, version 5.9, command line.

Total Benchmark Time

CentOS Stream 9: The test run did not produce a result.

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.103691215SE +/- 0.16, N = 3SE +/- 0.14, N = 5SE +/- 0.16, N = 4SE +/- 0.18, N = 312.5412.6512.6912.74-pie - MIN: 10.74 / MAX: 50.52-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 10.9 / MAX: 74.36-pie - MIN: 10.9 / MAX: 75.69-pie - MIN: 10.88 / MAX: 73.621. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.102K4K6K8K10KSE +/- 125.31, N = 3SE +/- 104.96, N = 5SE +/- 124.93, N = 4SE +/- 140.94, N = 310197.2210113.4710082.9310033.95-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1014002800420056007000SE +/- 44.43, N = 3SE +/- 28.01, N = 3SE +/- 60.98, N = 6639963036324

Camera: 2 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108K16K24K32K40KSE +/- 138.45, N = 3SE +/- 119.27, N = 3SE +/- 564.37, N = 15339763469837285

Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 37.30, N = 3SE +/- 37.95, N = 3SE +/- 177.62, N = 4136391442214508

Camera: 3 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

Speedb

Speedb is a next-generation key value storage engine that is RocksDB compatible and aiming for stability, efficiency, and performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random ReadArch LinuxFedora Server 39Ubuntu Linux 23.10130M260M390M520M650MSE +/- 6923132.62, N = 4SE +/- 8524314.28, N = 3SE +/- 5282775.06, N = 8616573385626261826600703384-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Test: Random Read

CentOS Stream 9: The test quit with a non-zero exit status. E: speedb: line 4: ./db_bench: No such file or directory

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 4 - Input: Bosphorus 4KArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.53891.07781.61672.15562.6945SE +/- 0.009, N = 3SE +/- 0.009, N = 3SE +/- 0.008, N = 3SE +/- 0.007, N = 32.3952.3582.3462.3071. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1014002800420056007000SE +/- 40.01, N = 3SE +/- 13.35, N = 3SE +/- 77.79, N = 4638063146448

Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 13.00, N = 3SE +/- 36.03, N = 3SE +/- 25.12, N = 3116581226212243

Camera: 2 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1048121620SE +/- 0.18, N = 3SE +/- 0.13, N = 7SE +/- 0.13, N = 714.1014.3214.06

Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1010002000300040005000SE +/- 55.62, N = 3SE +/- 40.12, N = 7SE +/- 40.60, N = 74534.894462.534547.54

Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 32.00, N = 3SE +/- 22.15, N = 3SE +/- 3.51, N = 3115751218712086

Camera: 1 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1016003200480064008000SE +/- 29.16, N = 3SE +/- 91.12, N = 4SE +/- 31.90, N = 3704374247321

Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.109001800270036004500SE +/- 13.25, N = 3SE +/- 21.55, N = 3SE +/- 47.59, N = 4417343774353

Camera: 3 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101224364860SE +/- 0.14, N = 3SE +/- 0.23, N = 3SE +/- 0.10, N = 3SE +/- 0.36, N = 353.0853.0253.6753.79-pie - MIN: 44.51 / MAX: 131.9-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 42.98 / MAX: 178.63-pie - MIN: 43.29 / MAX: 161.25-pie - MIN: 44.62 / MAX: 198.121. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.105001000150020002500SE +/- 6.39, N = 3SE +/- 10.50, N = 3SE +/- 4.46, N = 3SE +/- 15.67, N = 32409.762412.512383.222377.90-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1090180270360450SE +/- 3.56, N = 3SE +/- 0.86, N = 3SE +/- 2.51, N = 3413.38416.68409.01

Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 1.36, N = 3SE +/- 0.32, N = 3SE +/- 0.87, N = 3154.32152.57155.82

Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenVINO

This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1020406080100SE +/- 0.10, N = 3SE +/- 0.81, N = 3SE +/- 0.18, N = 3SE +/- 0.11, N = 381.3597.3493.7485.06-pie - MIN: 38.9 / MAX: 148.69-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 33.82 / MAX: 325.84-pie - MIN: 34.75 / MAX: 283.24-pie - MIN: 39.38 / MAX: 260.961. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1090180270360450SE +/- 0.49, N = 3SE +/- 2.69, N = 3SE +/- 0.63, N = 3SE +/- 0.48, N = 3392.84328.37340.97375.75-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.1048121620SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 314.2814.3614.4314.37-pie - MIN: 12.05 / MAX: 46.92-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 12.55 / MAX: 76.83-pie - MIN: 12.18 / MAX: 71.66-pie - MIN: 12.05 / MAX: 72.491. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.102K4K6K8K10KSE +/- 34.95, N = 3SE +/- 7.04, N = 3SE +/- 9.74, N = 3SE +/- 20.48, N = 38956.378908.748862.078901.61-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.18132.36263.54394.72525.9065SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 35.245.255.255.20-pie - MIN: 4.62 / MAX: 25.2-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 4.69 / MAX: 58.72-pie - MIN: 4.62 / MAX: 31.26-pie - MIN: 4.59 / MAX: 31.781. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.105K10K15K20K25KSE +/- 269.84, N = 3SE +/- 36.89, N = 3SE +/- 130.19, N = 3SE +/- 208.25, N = 324355.3324295.7124296.5424570.10-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10918273645SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 340.1140.0239.3039.76-pie - MIN: 38.25 / MAX: 97.25-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 33.6 / MAX: 102.02-pie - MIN: 33.26 / MAX: 101.52-pie - MIN: 37.84 / MAX: 104.981. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.107001400210028003500SE +/- 3.83, N = 3SE +/- 1.03, N = 3SE +/- 4.78, N = 3SE +/- 1.65, N = 33189.703196.473255.163217.84-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.67951.3592.03852.7183.3975SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 32.943.022.862.85-pie - MIN: 2.09 / MAX: 30.51-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF - MIN: 2.07 / MAX: 29.73-pie - MIN: 1.94 / MAX: 41.9-pie - MIN: 2.08 / MAX: 32.041. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.109K18K27K36K45KSE +/- 312.18, N = 3SE +/- 347.22, N = 3SE +/- 194.22, N = 3SE +/- 43.54, N = 341472.2540187.3442419.8943516.98-pie-isystem -std=c++11 -fPIC -fvisibility=hidden -MD -MT -MF-pie-pie1. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108001600240032004000SE +/- 21.20, N = 3SE +/- 16.22, N = 3SE +/- 3.21, N = 3359136833718

Camera: 1 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1060120180240300SE +/- 0.67, N = 3SE +/- 1.45, N = 3SE +/- 0.00, N = 3265276276

Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.101.30122.60243.90365.20486.506SE +/- 0.0549, N = 7SE +/- 0.0226, N = 3SE +/- 0.0557, N = 75.69535.78335.7515

Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102K4K6K8K10KSE +/- 102.84, N = 7SE +/- 43.63, N = 3SE +/- 102.73, N = 711213.1611022.3011099.64

Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 0.33, N = 3SE +/- 0.88, N = 3SE +/- 0.33, N = 3226235234

Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108001600240032004000SE +/- 5.13, N = 3SE +/- 43.59, N = 3SE +/- 7.45, N = 3354436553694

Camera: 2 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 0.00, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3223233233

Camera: 2 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 3.93, N = 3SE +/- 9.82, N = 4SE +/- 3.48, N = 3874902914

Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

CloverLeaf

CloverLeaf is a Lagrangian-Eulerian hydrodynamics benchmark. This test profile currently makes use of CloverLeaf's OpenMP version. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterCloverLeaf 1.3Input: clover_bm64_shortArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10714212835SE +/- 0.27, N = 3SE +/- 0.12, N = 3SE +/- 0.40, N = 3SE +/- 0.23, N = 1130.3025.0131.6332.101. (F9X) gfortran options: -O3 -march=native -funroll-loops -fopenmp

OSPRay Studio

Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 3.18, N = 3SE +/- 2.03, N = 3SE +/- 3.53, N = 3867897911

Camera: 2 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 2.33, N = 3SE +/- 2.96, N = 3SE +/- 2.40, N = 3102610581079

Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPU

CentOS Stream 9: The test quit with a non-zero exit status. E: ospStudio: /lib64/libstdc++.so.6: version `GLIBCXX_3.4.30' not found (required by ospStudio)

Y-Cruncher

Y-Cruncher is a multi-threaded Pi benchmark capable of computing Pi to trillions of digits. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 5BArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10816243240SE +/- 0.37, N = 5SE +/- 0.17, N = 3SE +/- 0.43, N = 3SE +/- 0.07, N = 333.6532.8533.7329.82

RocksDB

This is a benchmark of Meta/Facebook's RocksDB as an embeddable persistent key-value store for fast storage based on Google's LevelDB. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Update RandomArch LinuxFedora Server 39Ubuntu Linux 23.1030K60K90K120K150KSE +/- 1143.37, N = 3SE +/- 1187.74, N = 3SE +/- 440.29, N = 3127451123092125560-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Test: Update Random

CentOS Stream 9: The test quit with a non-zero exit status. E: rocksdb: line 4: ./db_bench: No such file or directory

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 0.47, N = 3SE +/- 0.30, N = 3SE +/- 0.29, N = 3134.21132.91132.68

Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10100200300400500SE +/- 1.54, N = 3SE +/- 0.62, N = 3SE +/- 0.91, N = 3474.24478.03478.76

Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 12 - Input: Bosphorus 4KArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101632486480SE +/- 0.15, N = 3SE +/- 0.39, N = 3SE +/- 0.99, N = 3SE +/- 0.48, N = 1573.7269.8771.5266.861. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1080160240320400SE +/- 4.23, N = 4SE +/- 0.14, N = 3SE +/- 2.37, N = 3351.75366.38361.29

Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.104080120160200SE +/- 2.15, N = 4SE +/- 0.21, N = 3SE +/- 1.16, N = 3181.33173.95176.57

Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

LAMMPS Molecular Dynamics Simulator

LAMMPS is a classical molecular dynamics code, and an acronym for Large-scale Atomic/Molecular Massively Parallel Simulator. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: Rhodopsin ProteinArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101020304050SE +/- 0.85, N = 12SE +/- 0.76, N = 15SE +/- 0.95, N = 15SE +/- 0.93, N = 1542.7539.8039.0137.521. (CXX) g++ options: -O3 -lm -ldl

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10100200300400500SE +/- 1.04, N = 3SE +/- 0.34, N = 3SE +/- 0.78, N = 3471.82476.58477.14

Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 0.39, N = 3SE +/- 0.09, N = 3SE +/- 0.24, N = 3134.93133.28133.21

Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.42, N = 3SE +/- 0.32, N = 3SE +/- 0.38, N = 334.0435.2834.25

Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 22.85, N = 3SE +/- 16.06, N = 3SE +/- 20.52, N = 31878.451810.951866.23

Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 8 - Input: Bosphorus 4KArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10510152025SE +/- 0.08, N = 3SE +/- 0.21, N = 3SE +/- 0.10, N = 3SE +/- 0.19, N = 322.0521.5621.1621.321. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Neural Magic DeepSparse

This is a benchmark of Neural Magic's DeepSparse using its built-in deepsparse.benchmark utility and various models from their SparseZoo (https://sparsezoo.neuralmagic.com/). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.101224364860SE +/- 0.55, N = 3SE +/- 0.70, N = 3SE +/- 0.63, N = 352.1252.2452.28

Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1030060090012001500SE +/- 12.68, N = 3SE +/- 15.64, N = 3SE +/- 14.85, N = 31227.371223.651223.16

Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.18, N = 3SE +/- 0.09, N = 3SE +/- 0.12, N = 334.2134.2934.76

Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 9.98, N = 3SE +/- 4.86, N = 3SE +/- 7.36, N = 31868.771863.341837.11

Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1020406080100SE +/- 0.21, N = 3SE +/- 0.41, N = 3SE +/- 0.46, N = 376.6677.1777.02

Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102004006008001000SE +/- 2.18, N = 3SE +/- 4.43, N = 3SE +/- 5.31, N = 3834.19827.99829.51

Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.14, N = 3SE +/- 0.07, N = 3SE +/- 0.31, N = 334.7434.2334.99

Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 7.12, N = 3SE +/- 3.56, N = 3SE +/- 16.26, N = 31839.981866.521826.04

Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1020406080100SE +/- 0.70, N = 3SE +/- 0.70, N = 3SE +/- 0.50, N = 374.5374.8074.88

Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102004006008001000SE +/- 8.02, N = 3SE +/- 8.06, N = 3SE +/- 6.05, N = 3857.85853.34853.21

Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream

Fedora Server 39: The test quit with a non-zero exit status. E: deepsparse: line 2: /.local/bin/deepsparse.benchmark: No such file or directory

Intel Open Image Denoise

Open Image Denoise is a denoising library for ray-tracing and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RTLightmap.hdr.4096x4096 - Device: CPU-OnlyArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.100.56481.12961.69442.25922.824SE +/- 0.03, N = 3SE +/- 0.03, N = 4SE +/- 0.01, N = 15SE +/- 0.01, N = 32.362.512.252.18

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.3Binary: Pathtracer ISPC - Model: CrownArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10306090120150SE +/- 0.13, N = 3SE +/- 1.24, N = 15SE +/- 1.32, N = 15SE +/- 0.25, N = 3118.74105.62142.17100.34MIN: 113.06 / MAX: 135.85MIN: 95.01 / MAX: 132.75MIN: 115.81 / MAX: 164.58MIN: 95.92 / MAX: 109.46

SVT-AV1

This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 13 - Input: Bosphorus 4KArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101632486480SE +/- 0.36, N = 3SE +/- 0.99, N = 3SE +/- 0.53, N = 3SE +/- 0.74, N = 572.9169.7270.8766.431. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Intel Open Image Denoise

Open Image Denoise is a denoising library for ray-tracing and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RT.ldr_alb_nrm.3840x2160 - Device: CPU-OnlyArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.10252.2053.30754.415.5125SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 15SE +/- 0.06, N = 34.754.904.704.54

Y-Cruncher

Y-Cruncher is a multi-threaded Pi benchmark capable of computing Pi to trillions of digits. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 1BArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.10246810SE +/- 0.109, N = 3SE +/- 0.045, N = 3SE +/- 0.088, N = 5SE +/- 0.037, N = 37.5617.9138.2707.207

Embree

Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs (and GPUs via SYCL) and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.3Binary: Pathtracer ISPC - Model: Asian DragonArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.104080120160200SE +/- 0.19, N = 3SE +/- 3.90, N = 15SE +/- 0.73, N = 3SE +/- 0.50, N = 3148.60177.80179.54144.92MIN: 140.37 / MAX: 169.21MIN: 142.88 / MAX: 210.57MIN: 145.33 / MAX: 207.47MIN: 137.85 / MAX: 155.04

ACES DGEMM

This is a multi-threaded DGEMM benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101428425670SE +/- 0.91, N = 13SE +/- 0.51, N = 3SE +/- 0.04, N = 3SE +/- 0.09, N = 343.6763.6437.7237.971. (CC) gcc options: -O3 -march=native -fopenmp

Intel Open Image Denoise

Open Image Denoise is a denoising library for ray-tracing and part of the Intel oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RT.hdr_alb_nrm.3840x2160 - Device: CPU-OnlyArch LinuxCentOS Stream 9Fedora Server 39Ubuntu Linux 23.101.1342.2683.4024.5365.67SE +/- 0.01, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 34.755.044.684.53

125 Results Shown

NWChem
Quicksilver:
  CTS2
  CORAL2 P2
OpenVKL
easyWave
Quicksilver
TensorFlow
NAMD
ClickHouse:
  100M Rows Hits Dataset, Third Run
  100M Rows Hits Dataset, Second Run
  100M Rows Hits Dataset, First Run / Cold Cache
High Performance Conjugate Gradient
LeelaChessZero
CloverLeaf
PostgreSQL:
  100 - 1000 - Read Only - Average Latency
  100 - 1000 - Read Only
  100 - 1000 - Read Write - Average Latency
  100 - 1000 - Read Write
OSPRay Studio:
  2 - 4K - 32 - Path Tracer - CPU
  1 - 4K - 32 - Path Tracer - CPU
GROMACS
Memcached
VVenC
OSPRay
NAMD
7-Zip Compression:
  Decompression Rating
  Compression Rating
Xcompact3d Incompact3d
OpenVINO:
  Age Gender Recognition Retail 0013 FP16-INT8 - CPU:
    ms
    FPS
High Performance Conjugate Gradient
Redis
RocksDB
OpenVINO:
  Machine Translation EN To DE FP16 - CPU:
    ms
    FPS
Memcached
LAMMPS Molecular Dynamics Simulator
Redis
Graph500:
  26:
    sssp max_TEPS
    sssp median_TEPS
    bfs max_TEPS
    bfs median_TEPS
OSPRay
LeelaChessZero
RocksDB
VVenC
OSPRay:
  gravity_spheres_volume/dim_512/ao/real_time
  gravity_spheres_volume/dim_512/pathtracer/real_time
  gravity_spheres_volume/dim_512/scivis/real_time
GPAW
RocksDB
OpenVINO:
  Face Detection FP16-INT8 - CPU:
    ms
    FPS
OSPRay
RawTherapee
OpenVINO:
  Person Vehicle Bike Detection FP16 - CPU:
    ms
    FPS
OSPRay Studio:
  2 - 1080p - 32 - Path Tracer - CPU
  3 - 4K - 32 - Path Tracer - CPU
  3 - 4K - 16 - Path Tracer - CPU
Speedb
SVT-AV1
OSPRay Studio:
  1 - 1080p - 32 - Path Tracer - CPU
  2 - 4K - 16 - Path Tracer - CPU
Neural Magic DeepSparse:
  NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
OSPRay Studio:
  1 - 4K - 16 - Path Tracer - CPU
  3 - 1080p - 32 - Path Tracer - CPU
  3 - 1080p - 16 - Path Tracer - CPU
OpenVINO:
  Road Segmentation ADAS FP16-INT8 - CPU:
    ms
    FPS
Neural Magic DeepSparse:
  BERT-Large, NLP Question Answering - Asynchronous Multi-Stream:
    ms/batch
    items/sec
OpenVINO:
  Person Detection FP16 - CPU:
    ms
    FPS
  Vehicle Detection FP16-INT8 - CPU:
    ms
    FPS
  Face Detection Retail FP16-INT8 - CPU:
    ms
    FPS
  Handwritten English Recognition FP16-INT8 - CPU:
    ms
    FPS
  Weld Porosity Detection FP16-INT8 - CPU:
    ms
    FPS
OSPRay Studio:
  1 - 1080p - 16 - Path Tracer - CPU
  3 - 1080p - 1 - Path Tracer - CPU
Neural Magic DeepSparse:
  ResNet-50, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
OSPRay Studio:
  1 - 1080p - 1 - Path Tracer - CPU
  2 - 1080p - 16 - Path Tracer - CPU
  2 - 1080p - 1 - Path Tracer - CPU
  1 - 4K - 1 - Path Tracer - CPU
CloverLeaf
OSPRay Studio:
  2 - 4K - 1 - Path Tracer - CPU
  3 - 4K - 1 - Path Tracer - CPU
Y-Cruncher
RocksDB
Neural Magic DeepSparse:
  NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Stream:
    items/sec
    ms/batch
SVT-AV1
Neural Magic DeepSparse:
  CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Stream:
    ms/batch
    items/sec
LAMMPS Molecular Dynamics Simulator
Neural Magic DeepSparse:
  NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
SVT-AV1
Neural Magic DeepSparse:
  NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  ResNet-50, Baseline - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Detection, YOLOv5s COCO - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream:
    ms/batch
    items/sec
  CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Stream:
    ms/batch
    items/sec
Intel Open Image Denoise
Embree
SVT-AV1
Intel Open Image Denoise
Y-Cruncher
Embree
ACES DGEMM
Intel Open Image Denoise