Linux Distros Emerald Rapids

Benchmarks for a future article.

HTML result view exported from: https://openbenchmarking.org/result/2403039-NE-2403025NE90&rdt&grr.

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

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

Input: C240 Buckyball

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

Quicksilver

Input: CTS2

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CTS2Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.7M3.4M5.1M6.8M8.5MSE +/- 80526.35, N = 9SE +/- 121572.66, N = 6SE +/- 90618.71, N = 4SE +/- 67222.68, N = 976802227398333736750077236671. (CXX) g++ options: -fopenmp -O3 -march=native

Quicksilver

Input: CORAL2 P2

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P2Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.5M3M4.5M6M7.5MSE +/- 81512.06, N = 9SE +/- 51868.42, N = 3SE +/- 74346.22, N = 5SE +/- 67285.55, N = 967447786381000675960070138891. (CXX) g++ options: -fopenmp -O3 -march=native

OpenVKL

Benchmark: vklBenchmarkCPU ISPC

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 2.0.0Benchmark: vklBenchmarkCPU ISPCUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux6001200180024003000SE +/- 20.99, N = 3SE +/- 33.05, N = 3SE +/- 22.66, N = 3SE +/- 20.04, N = 32821281528212951MIN: 175 / MAX: 34505MIN: 186 / MAX: 35204MIN: 178 / MAX: 36193MIN: 193 / MAX: 35719

easyWave

Input: e2Asean Grid + BengkuluSept2007 Source - Time: 2400

OpenBenchmarking.orgSeconds, Fewer Is BettereasyWave r34Input: e2Asean Grid + BengkuluSept2007 Source - Time: 2400Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux4080120160200SE +/- 8.98, N = 12SE +/- 10.40, N = 12SE +/- 15.88, N = 12SE +/- 7.11, N = 12177.75205.01156.24145.711. (CXX) g++ options: -O3 -fopenmp

Quicksilver

Input: CORAL2 P1

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P1Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.3M2.6M3.9M5.2M6.5MSE +/- 65941.38, N = 12SE +/- 105910.76, N = 12SE +/- 42699.12, N = 11SE +/- 55910.49, N = 659315005800833583581858655001. (CXX) g++ options: -fopenmp -O3 -march=native

TensorFlow

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

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 512 - Model: ResNet-50Ubuntu Linux 23.10CentOS Stream 9Arch Linux20406080100SE +/- 0.84, N = 3SE +/- 0.83, N = 4SE +/- 0.61, N = 373.1276.6877.06

NAMD

Input: STMV with 1,066,628 Atoms

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: STMV with 1,066,628 AtomsUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.43420.86841.30261.73682.171SE +/- 0.14829, N = 15SE +/- 0.04889, N = 12SE +/- 0.05361, N = 15SE +/- 0.07631, N = 151.490040.502511.929771.74784

ClickHouse

100M Rows Hits Dataset, Third Run

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Third RunUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux50100150200250SE +/- 3.81, N = 3SE +/- 2.16, N = 3SE +/- 3.01, N = 3SE +/- 0.45, N = 3215.62201.05206.83221.71MIN: 37.43 / MAX: 1714.29MIN: 36.08 / MAX: 1500MIN: 35.91 / MAX: 1935.48MIN: 35.63 / MAX: 2068.97

ClickHouse

100M Rows Hits Dataset, Second Run

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Second RunUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux50100150200250SE +/- 1.67, N = 3SE +/- 3.30, N = 3SE +/- 1.90, N = 3SE +/- 1.76, N = 3214.31200.18202.14221.80MIN: 36.39 / MAX: 1764.71MIN: 37.41 / MAX: 2000MIN: 36.41 / MAX: 1463.41MIN: 36.97 / MAX: 1875

ClickHouse

100M Rows Hits Dataset, First Run / Cold Cache

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, First Run / Cold CacheUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux50100150200250SE +/- 2.70, N = 3SE +/- 0.84, N = 3SE +/- 2.54, N = 3SE +/- 2.35, N = 3205.20183.62188.71209.64MIN: 35.4 / MAX: 1818.18MIN: 34.56 / MAX: 1714.29MIN: 30.08 / MAX: 1428.57MIN: 32.84 / MAX: 1764.71

High Performance Conjugate Gradient

X Y Z: 144 144 144 - RT: 60

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1X Y Z: 144 144 144 - RT: 60Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1632486480SE +/- 0.52, N = 3SE +/- 0.83, N = 4SE +/- 0.27, N = 3SE +/- 0.59, N = 369.3469.1770.3870.12-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi

LeelaChessZero

Backend: BLAS

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

CloverLeaf

Input: clover_bm16

OpenBenchmarking.orgSeconds, Fewer Is BetterCloverLeaf 1.3Input: clover_bm16Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux80160240320400SE +/- 3.60, N = 3SE +/- 1.51, N = 3SE +/- 1.01, N = 3SE +/- 4.10, N = 3279.21314.49255.39356.231. (F9X) gfortran options: -O3 -march=native -funroll-loops -fopenmp

PostgreSQL

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

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average LatencyUbuntu Linux 23.10Arch Linux0.3350.671.0051.341.675SE +/- 0.047, N = 12SE +/- 0.035, N = 121.4891.4401. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

PostgreSQL

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

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read OnlyUbuntu Linux 23.10Arch Linux150K300K450K600K750KSE +/- 22056.84, N = 12SE +/- 16477.93, N = 126793176987341. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

PostgreSQL

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

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Write - Average LatencyUbuntu Linux 23.10Arch Linux1224364860SE +/- 0.97, N = 9SE +/- 0.82, N = 1225.6254.091. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

PostgreSQL

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

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read WriteUbuntu Linux 23.10Arch Linux8K16K24K32K40KSE +/- 1662.84, N = 9SE +/- 280.04, N = 1239542185361. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux7K14K21K28K35KSE +/- 600.94, N = 15SE +/- 1255.46, N = 15SE +/- 467.39, N = 15331742752423687

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux7K14K21K28K35KSE +/- 481.26, N = 15SE +/- 1257.60, N = 15SE +/- 740.65, N = 15322792803523884

GROMACS

Implementation: MPI CPU - Input: water_GMX50_bare

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2024Implementation: MPI CPU - Input: water_GMX50_bareUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux48121620SE +/- 1.403, N = 7SE +/- 0.323, N = 12SE +/- 0.850, N = 12SE +/- 1.257, N = 159.6305.9397.18013.6381. (CXX) g++ options: -O3 -lm

Memcached

Set To Get Ratio: 1:100

OpenBenchmarking.orgOps/sec, More Is BetterMemcached 1.6.19Set To Get Ratio: 1:100Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux2M4M6M8M10MSE +/- 20632.12, N = 3SE +/- 20448.57, N = 10SE +/- 380886.14, N = 12SE +/- 121500.81, N = 153477137.282615816.738983240.529633352.441. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

VVenC

Video Input: Bosphorus 4K - Video Preset: Fast

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.11Video Input: Bosphorus 4K - Video Preset: FastUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.65251.3051.95752.613.2625SE +/- 0.035, N = 3SE +/- 0.026, N = 3SE +/- 0.017, N = 3SE +/- 0.007, N = 32.7852.8232.8342.9001. (CXX) g++ options: -O3 -flto=auto -fno-fat-lto-objects

OSPRay

Benchmark: particle_volume/pathtracer/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/pathtracer/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux20406080100SE +/- 0.35, N = 3SE +/- 0.23, N = 3SE +/- 0.58, N = 3SE +/- 0.87, N = 482.9783.5782.1482.51

NAMD

Input: ATPase with 327,506 Atoms

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: ATPase with 327,506 AtomsUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.25992.51983.77975.03966.2995SE +/- 0.33618, N = 15SE +/- 0.30866, N = 12SE +/- 0.33952, N = 15SE +/- 0.21129, N = 124.707113.203285.407065.59956

7-Zip Compression

Test: Decompression Rating

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Decompression RatingUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux100K200K300K400K500KSE +/- 39319.74, N = 3SE +/- 2615.74, N = 15SE +/- 14994.49, N = 7SE +/- 19128.23, N = 154550564342004286014820761. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

7-Zip Compression

Test: Compression Rating

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Compression RatingUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux160K320K480K640K800KSE +/- 4291.24, N = 3SE +/- 5583.39, N = 15SE +/- 4508.27, N = 7SE +/- 9120.21, N = 154648137510704961387592791. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

Xcompact3d Incompact3d

Input: X3D-benchmarking input.i3d

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: X3D-benchmarking input.i3dUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux4080120160200SE +/- 0.44, N = 3SE +/- 0.56, N = 3SE +/- 0.67, N = 3SE +/- 0.25, N = 3169.18184.19168.67187.27-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

Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.18680.37360.56040.74720.934SE +/- 0.00, N = 15SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 150.800.830.830.77-pie - MIN: 0.2 / MAX: 28.24-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: 0.19 / MAX: 28.171. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux14K28K42K56K70KSE +/- 827.51, N = 15SE +/- 478.67, N = 3SE +/- 271.02, N = 3SE +/- 941.42, N = 1561020.1660429.5456624.9864056.00-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

X Y Z: 104 104 104 - RT: 60

OpenBenchmarking.orgGFLOP/s, More Is BetterHigh Performance Conjugate Gradient 3.1X Y Z: 104 104 104 - RT: 60Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1632486480SE +/- 0.19, N = 3SE +/- 0.12, N = 3SE +/- 0.14, N = 3SE +/- 0.32, N = 371.1471.1372.4671.13-lmpi_cxx-lmpi_cxx-lmpi_cxx1. (CXX) g++ options: -O3 -ffast-math -ftree-vectorize -lmpi

Redis

Test: GET - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: GET - Parallel Connections: 500Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux400K800K1200K1600K2000KSE +/- 15103.72, N = 15SE +/- 19161.91, N = 15SE +/- 30474.05, N = 15SE +/- 19370.21, N = 151541713.801821521.391838671.431777534.651. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

RocksDB

Test: Read Random Write Random

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Read Random Write RandomUbuntu Linux 23.10Fedora Server 39Arch Linux300K600K900K1200K1500KSE +/- 5328.60, N = 3SE +/- 13512.70, N = 15SE +/- 9325.25, N = 159554611184837932034-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenVINO

Model: Machine Translation EN To DE FP16 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1224364860SE +/- 0.11, N = 3SE +/- 1.14, N = 15SE +/- 0.27, N = 9SE +/- 0.30, N = 327.9352.0932.6729.23-pie - MIN: 19.99 / MAX: 261.46-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: 21.95 / MAX: 117.931. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Machine Translation EN To DE FP16 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux2004006008001000SE +/- 4.60, N = 3SE +/- 13.25, N = 15SE +/- 8.04, N = 9SE +/- 11.59, N = 31143.25617.45978.701092.75-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

Memcached

Set To Get Ratio: 1:10

OpenBenchmarking.orgOps/sec, More Is BetterMemcached 1.6.19Set To Get Ratio: 1:10Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.2M2.4M3.6M4.8M6MSE +/- 36897.17, N = 5SE +/- 43085.73, N = 13SE +/- 65254.44, N = 3SE +/- 45099.83, N = 83370014.383337339.105054518.765462773.671. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

LAMMPS Molecular Dynamics Simulator

Model: 20k Atoms

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: 20k AtomsUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1428425670SE +/- 0.42, N = 3SE +/- 0.46, N = 3SE +/- 0.40, N = 3SE +/- 0.44, N = 356.6857.8457.6862.991. (CXX) g++ options: -O3 -lm -ldl

Redis

Test: SET - Parallel Connections: 500

OpenBenchmarking.orgRequests Per Second, More Is BetterRedis 7.0.4Test: SET - Parallel Connections: 500Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux500K1000K1500K2000K2500KSE +/- 48178.71, N = 15SE +/- 47416.25, N = 15SE +/- 73166.31, N = 15SE +/- 46614.18, N = 152134872.891978937.182125843.972231227.611. (CXX) g++ options: -MM -MT -g3 -fvisibility=hidden -O3

Graph500

Scale: 26

OpenBenchmarking.orgsssp max_TEPS, More Is BetterGraph500 3.0Scale: 26Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux150M300M450M600M750M6649910006407940006634120006928930001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

Graph500

Scale: 26

OpenBenchmarking.orgsssp median_TEPS, More Is BetterGraph500 3.0Scale: 26Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux110M220M330M440M550M4835340004663980004930310005099640001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

Graph500

Scale: 26

OpenBenchmarking.orgbfs max_TEPS, More Is BetterGraph500 3.0Scale: 26Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux300M600M900M1200M1500M12895800001499600000125325000013234800001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

Graph500

Scale: 26

OpenBenchmarking.orgbfs median_TEPS, More Is BetterGraph500 3.0Scale: 26Ubuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux300M600M900M1200M1500M12265500001464120000119551000012756900001. (CC) gcc options: -fcommon -O3 -lpthread -lm -lmpi

OSPRay

Benchmark: particle_volume/scivis/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/scivis/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux510152025SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 320.7720.4420.5420.78

LeelaChessZero

Backend: Eigen

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

RocksDB

Test: Read While Writing

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Read While WritingUbuntu Linux 23.10Fedora Server 39Arch Linux2M4M6M8M10MSE +/- 81611.31, N = 8SE +/- 133209.05, N = 14SE +/- 87416.61, N = 3977598985670069385652-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

VVenC

Video Input: Bosphorus 4K - Video Preset: Faster

OpenBenchmarking.orgFrames Per Second, More Is BetterVVenC 1.11Video Input: Bosphorus 4K - Video Preset: FasterUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.3372.6744.0115.3486.685SE +/- 0.061, N = 4SE +/- 0.013, N = 3SE +/- 0.035, N = 3SE +/- 0.050, N = 35.6115.8085.8045.9421. (CXX) g++ options: -O3 -flto=auto -fno-fat-lto-objects

OSPRay

Benchmark: gravity_spheres_volume/dim_512/ao/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/ao/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux816243240SE +/- 0.05, N = 3SE +/- 0.26, N = 15SE +/- 0.10, N = 3SE +/- 0.29, N = 328.6129.7628.6634.05

OSPRay

Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/pathtracer/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux816243240SE +/- 0.05, N = 3SE +/- 0.48, N = 15SE +/- 0.12, N = 3SE +/- 0.10, N = 332.3233.2931.7033.37

OSPRay

Benchmark: gravity_spheres_volume/dim_512/scivis/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: gravity_spheres_volume/dim_512/scivis/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux714212835SE +/- 0.11, N = 3SE +/- 0.17, N = 3SE +/- 0.17, N = 3SE +/- 0.48, N = 1528.9229.5128.4331.58

GPAW

Input: Carbon Nanotube

OpenBenchmarking.orgSeconds, Fewer Is BetterGPAW 23.6Input: Carbon NanotubeUbuntu Linux 23.10Fedora Server 394080120160200SE +/- 0.35, N = 15SE +/- 0.94, N = 338.64194.51-fwrapv -O2-fno-strict-overflow -fcf-protection -fexceptions -fPIC -UNDEBUG -std=c991. (CC) gcc options: -shared -lxc -lblas -lmpi

RocksDB

Test: Random Read

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Random ReadUbuntu Linux 23.10Fedora Server 39Arch Linux140M280M420M560M700MSE +/- 7527805.83, N = 15SE +/- 3865049.53, N = 3SE +/- 7708164.70, N = 3599822046652854125608345894-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenVINO

Model: Face Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux50100150200250SE +/- 2.84, N = 4SE +/- 0.55, N = 3SE +/- 2.84, N = 4SE +/- 2.90, N = 4245.98241.67241.70240.65-pie - MIN: 176.44 / MAX: 390.61-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: 175.12 / MAX: 455.81. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Face Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux110220330440550SE +/- 5.90, N = 4SE +/- 1.20, N = 3SE +/- 6.06, N = 4SE +/- 6.17, N = 4519.83528.79529.14531.53-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

Benchmark: particle_volume/ao/real_time

OpenBenchmarking.orgItems Per Second, More Is BetterOSPRay 3.1Benchmark: particle_volume/ao/real_timeUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux510152025SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 320.6520.5020.4420.67

RawTherapee

Total Benchmark Time

OpenBenchmarking.orgSeconds, Fewer Is BetterRawTherapeeTotal Benchmark TimeUbuntu Linux 23.10Fedora Server 39Arch Linux306090120150SE +/- 0.65, N = 3SE +/- 0.45, N = 3SE +/- 0.34, N = 3129.08118.23107.051. Ubuntu Linux 23.10: RawTherapee, version 5.9, command line.2. Fedora Server 39: RawTherapee, version 5.10, command line.3. Arch Linux: RawTherapee, version 5.10, command line.

OpenVINO

Model: Person Vehicle Bike Detection FP16 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux3691215SE +/- 0.18, N = 3SE +/- 0.14, N = 5SE +/- 0.16, N = 4SE +/- 0.16, N = 312.7412.6512.6912.54-pie - MIN: 10.88 / MAX: 73.62-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: 10.74 / MAX: 50.521. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Person Vehicle Bike Detection FP16 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux2K4K6K8K10KSE +/- 140.94, N = 3SE +/- 104.96, N = 5SE +/- 124.93, N = 4SE +/- 125.31, N = 310033.9510113.4710082.9310197.22-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

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux14002800420056007000SE +/- 60.98, N = 6SE +/- 28.01, N = 3SE +/- 44.43, N = 3632463036399

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux8K16K24K32K40KSE +/- 564.37, N = 15SE +/- 119.27, N = 3SE +/- 138.45, N = 3372853469833976

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux3K6K9K12K15KSE +/- 177.62, N = 4SE +/- 37.95, N = 3SE +/- 37.30, N = 3145081442213639

Speedb

Test: Random Read

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random ReadUbuntu Linux 23.10Fedora Server 39Arch Linux130M260M390M520M650MSE +/- 5282775.06, N = 8SE +/- 8524314.28, N = 3SE +/- 6923132.62, N = 4600703384626261826616573385-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

SVT-AV1

Encoder Mode: Preset 4 - Input: Bosphorus 4K

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 4 - Input: Bosphorus 4KUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.53891.07781.61672.15562.6945SE +/- 0.007, N = 3SE +/- 0.009, N = 3SE +/- 0.008, N = 3SE +/- 0.009, N = 32.3072.3582.3462.3951. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux14002800420056007000SE +/- 77.79, N = 4SE +/- 13.35, N = 3SE +/- 40.01, N = 3644863146380

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux3K6K9K12K15KSE +/- 25.12, N = 3SE +/- 36.03, N = 3SE +/- 13.00, N = 3122431226211658

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux48121620SE +/- 0.13, N = 7SE +/- 0.13, N = 7SE +/- 0.18, N = 314.0614.3214.10

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux10002000300040005000SE +/- 40.60, N = 7SE +/- 40.12, N = 7SE +/- 55.62, N = 34547.544462.534534.89

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux3K6K9K12K15KSE +/- 3.51, N = 3SE +/- 22.15, N = 3SE +/- 32.00, N = 3120861218711575

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux16003200480064008000SE +/- 31.90, N = 3SE +/- 91.12, N = 4SE +/- 29.16, N = 3732174247043

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux9001800270036004500SE +/- 47.59, N = 4SE +/- 21.55, N = 3SE +/- 13.25, N = 3435343774173

OpenVINO

Model: Road Segmentation ADAS FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1224364860SE +/- 0.36, N = 3SE +/- 0.23, N = 3SE +/- 0.10, N = 3SE +/- 0.14, N = 353.7953.0253.6753.08-pie - MIN: 44.62 / MAX: 198.12-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: 44.51 / MAX: 131.91. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Road Segmentation ADAS FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux5001000150020002500SE +/- 15.67, N = 3SE +/- 10.50, N = 3SE +/- 4.46, N = 3SE +/- 6.39, N = 32377.902412.512383.222409.76-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

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux90180270360450SE +/- 2.51, N = 3SE +/- 0.86, N = 3SE +/- 3.56, N = 3409.01416.68413.38

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux306090120150SE +/- 0.87, N = 3SE +/- 0.32, N = 3SE +/- 1.36, N = 3155.82152.57154.32

OpenVINO

Model: Person Detection FP16 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux20406080100SE +/- 0.11, N = 3SE +/- 0.81, N = 3SE +/- 0.18, N = 3SE +/- 0.10, N = 385.0697.3493.7481.35-pie - MIN: 39.38 / MAX: 260.96-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: 38.9 / MAX: 148.691. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Person Detection FP16 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux90180270360450SE +/- 0.48, N = 3SE +/- 2.69, N = 3SE +/- 0.63, N = 3SE +/- 0.49, N = 3375.75328.37340.97392.84-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

OpenVINO

Model: Vehicle Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux48121620SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 314.3714.3614.4314.28-pie - MIN: 12.05 / MAX: 72.49-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: 46.921. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Vehicle Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux2K4K6K8K10KSE +/- 20.48, N = 3SE +/- 7.04, N = 3SE +/- 9.74, N = 3SE +/- 34.95, N = 38901.618908.748862.078956.37-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

OpenVINO

Model: Face Detection Retail FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.18132.36263.54394.72525.9065SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 35.205.255.255.24-pie - MIN: 4.59 / MAX: 31.78-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: 4.62 / MAX: 25.21. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Face Detection Retail FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux5K10K15K20K25KSE +/- 208.25, N = 3SE +/- 36.89, N = 3SE +/- 130.19, N = 3SE +/- 269.84, N = 324570.1024295.7124296.5424355.33-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

OpenVINO

Model: Handwritten English Recognition FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux918273645SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 339.7640.0239.3040.11-pie - MIN: 37.84 / MAX: 104.98-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: 38.25 / MAX: 97.251. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Handwritten English Recognition FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux7001400210028003500SE +/- 1.65, N = 3SE +/- 1.03, N = 3SE +/- 4.78, N = 3SE +/- 3.83, N = 33217.843196.473255.163189.70-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

OpenVINO

Model: Weld Porosity Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.67951.3592.03852.7183.3975SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 32.853.022.862.94-pie - MIN: 2.08 / MAX: 32.04-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: 2.09 / MAX: 30.511. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv

OpenVINO

Model: Weld Porosity Detection FP16-INT8 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux9K18K27K36K45KSE +/- 43.54, N = 3SE +/- 347.22, N = 3SE +/- 194.22, N = 3SE +/- 312.18, N = 343516.9840187.3442419.8941472.25-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

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux8001600240032004000SE +/- 3.21, N = 3SE +/- 16.22, N = 3SE +/- 21.20, N = 3371836833591

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux60120180240300SE +/- 0.00, N = 3SE +/- 1.45, N = 3SE +/- 0.67, N = 3276276265

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux1.30122.60243.90365.20486.506SE +/- 0.0557, N = 7SE +/- 0.0226, N = 3SE +/- 0.0549, N = 75.75155.78335.6953

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux2K4K6K8K10KSE +/- 102.73, N = 7SE +/- 43.63, N = 3SE +/- 102.84, N = 711099.6411022.3011213.16

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux50100150200250SE +/- 0.33, N = 3SE +/- 0.88, N = 3SE +/- 0.33, N = 3234235226

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux8001600240032004000SE +/- 7.45, N = 3SE +/- 43.59, N = 3SE +/- 5.13, N = 3369436553544

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux50100150200250SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 3233233223

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux2004006008001000SE +/- 3.48, N = 3SE +/- 9.82, N = 4SE +/- 3.93, N = 3914902874

CloverLeaf

Input: clover_bm64_short

OpenBenchmarking.orgSeconds, Fewer Is BetterCloverLeaf 1.3Input: clover_bm64_shortUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux714212835SE +/- 0.23, N = 11SE +/- 0.12, N = 3SE +/- 0.40, N = 3SE +/- 0.27, N = 332.1025.0131.6330.301. (F9X) gfortran options: -O3 -march=native -funroll-loops -fopenmp

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 2 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux2004006008001000SE +/- 3.53, N = 3SE +/- 2.03, N = 3SE +/- 3.18, N = 3911897867

OSPRay Studio

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

OpenBenchmarking.orgms, Fewer Is BetterOSPRay Studio 1.0Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer - Acceleration: CPUUbuntu Linux 23.10Fedora Server 39Arch Linux2004006008001000SE +/- 2.40, N = 3SE +/- 2.96, N = 3SE +/- 2.33, N = 3107910581026

Y-Cruncher

Pi Digits To Calculate: 5B

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 5BUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux816243240SE +/- 0.07, N = 3SE +/- 0.17, N = 3SE +/- 0.43, N = 3SE +/- 0.37, N = 529.8232.8533.7333.65

RocksDB

Test: Update Random

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 8.0Test: Update RandomUbuntu Linux 23.10Fedora Server 39Arch Linux30K60K90K120K150KSE +/- 440.29, N = 3SE +/- 1187.74, N = 3SE +/- 1143.37, N = 3125560123092127451-lpthread1. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux306090120150SE +/- 0.29, N = 3SE +/- 0.30, N = 3SE +/- 0.47, N = 3132.68132.91134.21

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux100200300400500SE +/- 0.91, N = 3SE +/- 0.62, N = 3SE +/- 1.54, N = 3478.76478.03474.24

SVT-AV1

Encoder Mode: Preset 12 - Input: Bosphorus 4K

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 12 - Input: Bosphorus 4KUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1632486480SE +/- 0.48, N = 15SE +/- 0.39, N = 3SE +/- 0.99, N = 3SE +/- 0.15, N = 366.8669.8771.5273.721. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux80160240320400SE +/- 2.37, N = 3SE +/- 0.14, N = 3SE +/- 4.23, N = 4361.29366.38351.75

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux4080120160200SE +/- 1.16, N = 3SE +/- 0.21, N = 3SE +/- 2.15, N = 4176.57173.95181.33

LAMMPS Molecular Dynamics Simulator

Model: Rhodopsin Protein

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 23Jun2022Model: Rhodopsin ProteinUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1020304050SE +/- 0.93, N = 15SE +/- 0.76, N = 15SE +/- 0.95, N = 15SE +/- 0.85, N = 1237.5239.8039.0142.751. (CXX) g++ options: -O3 -lm -ldl

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux100200300400500SE +/- 0.78, N = 3SE +/- 0.34, N = 3SE +/- 1.04, N = 3477.14476.58471.82

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux306090120150SE +/- 0.24, N = 3SE +/- 0.09, N = 3SE +/- 0.39, N = 3133.21133.28134.93

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux816243240SE +/- 0.38, N = 3SE +/- 0.32, N = 3SE +/- 0.42, N = 334.2535.2834.04

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux400800120016002000SE +/- 20.52, N = 3SE +/- 16.06, N = 3SE +/- 22.85, N = 31866.231810.951878.45

SVT-AV1

Encoder Mode: Preset 8 - Input: Bosphorus 4K

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 8 - Input: Bosphorus 4KUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux510152025SE +/- 0.19, N = 3SE +/- 0.21, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 321.3221.5621.1622.051. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux1224364860SE +/- 0.63, N = 3SE +/- 0.70, N = 3SE +/- 0.55, N = 352.2852.2452.12

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux30060090012001500SE +/- 14.85, N = 3SE +/- 15.64, N = 3SE +/- 12.68, N = 31223.161223.651227.37

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux816243240SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.18, N = 334.7634.2934.21

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux400800120016002000SE +/- 7.36, N = 3SE +/- 4.86, N = 3SE +/- 9.98, N = 31837.111863.341868.77

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux20406080100SE +/- 0.46, N = 3SE +/- 0.41, N = 3SE +/- 0.21, N = 377.0277.1776.66

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux2004006008001000SE +/- 5.31, N = 3SE +/- 4.43, N = 3SE +/- 2.18, N = 3829.51827.99834.19

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux816243240SE +/- 0.31, N = 3SE +/- 0.07, N = 3SE +/- 0.14, N = 334.9934.2334.74

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux400800120016002000SE +/- 16.26, N = 3SE +/- 3.56, N = 3SE +/- 7.12, N = 31826.041866.521839.98

Neural Magic DeepSparse

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

OpenBenchmarking.orgms/batch, Fewer Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux20406080100SE +/- 0.50, N = 3SE +/- 0.70, N = 3SE +/- 0.70, N = 374.8874.8074.53

Neural Magic DeepSparse

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

OpenBenchmarking.orgitems/sec, More Is BetterNeural Magic DeepSparse 1.6Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-StreamUbuntu Linux 23.10CentOS Stream 9Arch Linux2004006008001000SE +/- 6.05, N = 3SE +/- 8.06, N = 3SE +/- 8.02, N = 3853.21853.34857.85

Intel Open Image Denoise

Run: RTLightmap.hdr.4096x4096 - Device: CPU-Only

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RTLightmap.hdr.4096x4096 - Device: CPU-OnlyUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux0.56481.12961.69442.25922.824SE +/- 0.01, N = 3SE +/- 0.03, N = 4SE +/- 0.01, N = 15SE +/- 0.03, N = 32.182.512.252.36

Embree

Binary: Pathtracer ISPC - Model: Crown

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.3Binary: Pathtracer ISPC - Model: CrownUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux306090120150SE +/- 0.25, N = 3SE +/- 1.24, N = 15SE +/- 1.32, N = 15SE +/- 0.13, N = 3100.34105.62142.17118.74MIN: 95.92 / MAX: 109.46MIN: 95.01 / MAX: 132.75MIN: 115.81 / MAX: 164.58MIN: 113.06 / MAX: 135.85

SVT-AV1

Encoder Mode: Preset 13 - Input: Bosphorus 4K

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 13 - Input: Bosphorus 4KUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1632486480SE +/- 0.74, N = 5SE +/- 0.99, N = 3SE +/- 0.53, N = 3SE +/- 0.36, N = 366.4369.7270.8772.911. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

Intel Open Image Denoise

Run: RT.ldr_alb_nrm.3840x2160 - Device: CPU-Only

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RT.ldr_alb_nrm.3840x2160 - Device: CPU-OnlyUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.10252.2053.30754.415.5125SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 15SE +/- 0.02, N = 34.544.904.704.75

Y-Cruncher

Pi Digits To Calculate: 1B

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 1BUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux246810SE +/- 0.037, N = 3SE +/- 0.045, N = 3SE +/- 0.088, N = 5SE +/- 0.109, N = 37.2077.9138.2707.561

Embree

Binary: Pathtracer ISPC - Model: Asian Dragon

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 4.3Binary: Pathtracer ISPC - Model: Asian DragonUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux4080120160200SE +/- 0.50, N = 3SE +/- 3.90, N = 15SE +/- 0.73, N = 3SE +/- 0.19, N = 3144.92177.80179.54148.60MIN: 137.85 / MAX: 155.04MIN: 142.88 / MAX: 210.57MIN: 145.33 / MAX: 207.47MIN: 140.37 / MAX: 169.21

ACES DGEMM

Sustained Floating-Point Rate

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1428425670SE +/- 0.09, N = 3SE +/- 0.51, N = 3SE +/- 0.04, N = 3SE +/- 0.91, N = 1337.9763.6437.7243.671. (CC) gcc options: -O3 -march=native -fopenmp

Intel Open Image Denoise

Run: RT.hdr_alb_nrm.3840x2160 - Device: CPU-Only

OpenBenchmarking.orgImages / Sec, More Is BetterIntel Open Image Denoise 2.2Run: RT.hdr_alb_nrm.3840x2160 - Device: CPU-OnlyUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux1.1342.2683.4024.5365.67SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 34.535.044.684.75

Phoronix Test Suite v10.8.5