Linux Distros Emerald Rapids

Benchmarks for a future article.

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

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 Rapidsgpaw: Carbon Nanotubememcached: 1:10compress-7zip: Compression Ratingembree: Pathtracer ISPC - Crowncloverleaf: clover_bm16cloverleaf: clover_bm64_shortrocksdb: Read Rand Write Randgraph500: 26rawtherapee: Total Benchmark Timegraph500: 26openvino: Person Detection FP16 - CPUopenvino: Person Detection FP16 - CPUospray: gravity_spheres_volume/dim_512/ao/real_timeoidn: RTLightmap.hdr.4096x4096 - CPU-Onlyy-cruncher: 1Bclickhouse: 100M Rows Hits Dataset, First Run / Cold Cacherocksdb: Read While Writingopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUy-cruncher: 5Boidn: RT.hdr_alb_nrm.3840x2160 - CPU-Onlylammps: 20k Atomsospray: gravity_spheres_volume/dim_512/scivis/real_timeincompact3d: X3D-benchmarking input.i3dclickhouse: 100M Rows Hits Dataset, Second Runclickhouse: 100M Rows Hits Dataset, Third Runsvt-av1: Preset 12 - Bosphorus 4Kquicksilver: CORAL2 P2svt-av1: Preset 13 - Bosphorus 4Kospray-studio: 3 - 4K - 32 - Path Tracer - CPUgraph500: 26rocksdb: Rand Readopenvino: Weld Porosity Detection FP16-INT8 - CPUgraph500: 26oidn: RT.ldr_alb_nrm.3840x2160 - CPU-Onlyopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUospray-studio: 3 - 4K - 16 - Path Tracer - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUvvenc: Bosphorus 4K - Fasterospray-studio: 3 - 1080p - 32 - Path Tracer - CPUtensorflow: CPU - 512 - ResNet-50ospray-studio: 1 - 4K - 16 - Path Tracer - CPUospray: gravity_spheres_volume/dim_512/pathtracer/real_timeospray-studio: 2 - 4K - 16 - Path Tracer - CPUospray-studio: 3 - 4K - 1 - Path Tracer - CPUospray-studio: 2 - 4K - 1 - Path Tracer - CPUospray-studio: 3 - 1080p - 16 - Path Tracer - CPUquicksilver: CTS2openvkl: vklBenchmarkCPU ISPCospray-studio: 1 - 4K - 1 - Path Tracer - CPUospray-studio: 2 - 1080p - 1 - Path Tracer - CPUspeedb: Rand Readdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamospray-studio: 2 - 1080p - 16 - Path Tracer - CPUsvt-av1: Preset 8 - Bosphorus 4Kdeepsparse: CV Segmentation, 90% Pruned YOLACT Pruned - Asynchronous Multi-Streamospray-studio: 3 - 1080p - 1 - Path Tracer - CPUvvenc: Bosphorus 4K - Fastospray-studio: 1 - 1080p - 1 - Path Tracer - CPUsvt-av1: Preset 4 - Bosphorus 4Kdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering, Sparse INT8 - Asynchronous Multi-Streamrocksdb: Update Randospray-studio: 1 - 1080p - 16 - Path Tracer - CPUopenvino: Face Detection FP16-INT8 - CPUdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamdeepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Streamopenvino: Face Detection FP16-INT8 - CPUdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamospray-studio: 1 - 1080p - 32 - Path Tracer - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUdeepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: BERT-Large, NLP Question Answering - Asynchronous Multi-Streamhpcg: 104 104 104 - 60deepsparse: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Asynchronous Multi-Streamhpcg: 144 144 144 - 60ospray: particle_volume/pathtracer/real_timedeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamospray: particle_volume/scivis/real_timeopenvino: Person Vehicle Bike Detection FP16 - CPUdeepsparse: ResNet-50, Baseline - Asynchronous Multi-Streamopenvino: Person Vehicle Bike Detection FP16 - CPUdeepsparse: ResNet-50, Sparse INT8 - Asynchronous Multi-Streamospray-studio: 2 - 1080p - 32 - Path Tracer - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamopenvino: Face Detection Retail FP16-INT8 - CPUdeepsparse: NLP Token Classification, BERT base uncased conll2003 - Asynchronous Multi-Streamospray: particle_volume/ao/real_timeopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Face Detection Retail FP16-INT8 - CPUdeepsparse: NLP Document Classification, oBERT base uncased on IMDB - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: CV Detection, YOLOv5s COCO, Sparse INT8 - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamdeepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Streamnwchem: C240 Buckyballlczero: Eigenospray-studio: 2 - 4K - 32 - Path Tracer - CPUospray-studio: 1 - 4K - 32 - Path Tracer - CPUopenvino: Machine Translation EN To DE FP16 - CPUopenvino: Machine Translation EN To DE FP16 - CPUpgbench: 100 - 1000 - Read Write - Average Latencypgbench: 100 - 1000 - Read Writepgbench: 100 - 1000 - Read Only - Average Latencypgbench: 100 - 1000 - Read Onlygromacs: MPI CPU - water_GMX50_bareredis: SET - 500redis: GET - 500memcached: 1:100compress-7zip: Decompression Ratingmt-dgemm: Sustained Floating-Point Rateembree: Pathtracer ISPC - Asian Dragoneasywave: e2Asean Grid + BengkuluSept2007 Source - 2400lammps: Rhodopsin Proteinnamd: STMV with 1,066,628 Atomsnamd: ATPase with 327,506 Atomsquicksilver: CORAL2 P1lczero: BLASUbuntu Linux 23.10CentOS Stream 9Fedora Server 39Arch Linux38.6373370014.38464813100.3399279.2132.109554611226550000129.079128958000085.06375.7528.60882.187.207205.20977598961020.1629.8214.5356.68328.9162169.178579214.31215.6266.857674477866.4303728548353400059982204643516.986649910004.540.80145082.855.611732173.121208632.3212122431079911435376802222821914233600703384176.5691369421.317361.28772762.7852342.3071866.225934.25451255603718519.8334.98841826.0447245.98155.8178644839.763217.844547.5395409.008971.137114.057369.336282.970011099.64401837.111320.772510033.9534.760312.745.751563242377.9053.79133.2063132.678924570.10477.136220.65468901.6114.375.20478.7631829.506377.0180853.207974.88381223.163952.27741750.3380331743227927.931143.2525.616395421.4896793179.6302134872.891541713.803477137.2845505637.971018144.9195177.75437.5181.490044.707115931500153337339.10751070105.6194314.4925.011464120000149960000097.34328.3729.76262.517.913183.6260429.5432.8505.0457.83629.5104184.192332200.18201.0569.868638100069.71846639800040187.346407940004.900.833.025.80876.6833.293873983332815173.951521.560366.38312.8232.3581810.950835.2846528.7934.22621866.5153241.67152.567840.023196.474462.5255416.681671.133214.318269.172883.565211022.30201863.342920.442710113.4734.290612.655.78332412.5153.02133.2818132.910124295.71476.578520.50218908.7414.365.25478.0315827.991477.1671853.337474.80381223.647052.236052.09617.455.9391978937.181821521.392615816.7343420063.635840177.7960205.00539.7950.502513.203285800833194.5085054518.76496138142.1675255.3931.6311848371195510000118.228125325000093.74340.9728.66372.258.270188.71856700656624.9833.7344.6857.67728.430168.671819202.14206.8371.518675960070.8743469849303100065285412542419.896634120004.700.83144222.865.80474241218731.6999122621058897437773675002821902233626261826365521.1612762.8342352.3461230923683529.14241.70631439.303255.1672.457570.380582.138020.541910082.9312.6963032383.2253.6724296.5420.44428862.0714.435.25275242803532.67978.707.1802125843.971838671.438983240.5242860137.720076179.5403156.23739.0091.929775.4070658358185462773.67759279118.7400356.2330.309320341275690000107.048132348000081.35392.8434.04872.367.561209.64938565264056.0033.6524.7562.99031.5793187.266596221.80221.7173.717701388972.9063397650996400060834589441472.256928930004.750.77136392.945.942704377.061157533.3694116581026867417377236672951874223616573385181.3330354422.046351.74602652.9002262.3951878.447834.03601274513591531.5334.74281839.9833240.65154.3216638040.113189.704534.8946413.383871.129214.095970.121082.511311213.16291868.770520.778910197.2234.213412.545.695363992409.7653.08134.9333134.206524355.33471.815720.66738956.3714.285.24474.2419834.192076.6571857.849474.52561227.374352.1246236872388429.231092.7554.085185361.44069873413.6382231227.611777534.659633352.4448207643.669234148.6022145.71342.7511.747845.599565865500OpenBenchmarking.org

GPAW

Input: Carbon Nanotube

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

Memcached

Set To Get Ratio: 1:10

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

7-Zip Compression

Test: Compression Rating

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

Embree

Binary: Pathtracer ISPC - Model: Crown

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

CloverLeaf

Input: clover_bm16

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

CloverLeaf

Input: clover_bm64_short

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

RocksDB

Test: Read Random Write Random

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

Graph500

Scale: 26

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

RawTherapee

Total Benchmark Time

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.

Graph500

Scale: 26

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

OpenVINO

Model: Person Detection FP16 - Device: CPU

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

OpenVINO

Model: Person Detection FP16 - Device: CPU

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

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_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

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-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

Y-Cruncher

Pi Digits To Calculate: 1B

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

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 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

RocksDB

Test: Read While Writing

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

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: 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

Y-Cruncher

Pi Digits To Calculate: 5B

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

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-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

LAMMPS Molecular Dynamics Simulator

Model: 20k Atoms

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

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_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

Xcompact3d Incompact3d

Input: X3D-benchmarking input.i3d

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

ClickHouse

100M Rows Hits Dataset, Second Run

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

ClickHouse

100M Rows Hits Dataset, Third Run

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

SVT-AV1

Encoder Mode: Preset 12 - Input: Bosphorus 4K

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

Quicksilver

Input: CORAL2 P2

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

SVT-AV1

Encoder Mode: Preset 13 - Input: Bosphorus 4K

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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108K16K24K32K40KSE +/- 138.45, N = 3SE +/- 119.27, N = 3SE +/- 564.37, N = 15339763469837285

Graph500

Scale: 26

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

RocksDB

Test: Random Read

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

OpenVINO

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

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

Graph500

Scale: 26

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

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-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

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: 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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 37.30, N = 3SE +/- 37.95, N = 3SE +/- 177.62, N = 4136391442214508

OpenVINO

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

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

VVenC

Video Input: Bosphorus 4K - Video Preset: Faster

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 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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1016003200480064008000SE +/- 29.16, N = 3SE +/- 91.12, N = 4SE +/- 31.90, N = 3704374247321

TensorFlow

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

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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 32.00, N = 3SE +/- 22.15, N = 3SE +/- 3.51, N = 3115751218712086

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_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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.103K6K9K12K15KSE +/- 13.00, N = 3SE +/- 36.03, N = 3SE +/- 25.12, N = 3116581226212243

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 2.33, N = 3SE +/- 2.96, N = 3SE +/- 2.40, N = 3102610581079

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 3.18, N = 3SE +/- 2.03, N = 3SE +/- 3.53, N = 3867897911

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.109001800270036004500SE +/- 13.25, N = 3SE +/- 21.55, N = 3SE +/- 47.59, N = 4417343774353

Quicksilver

Input: CTS2

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

OpenVKL

Benchmark: vklBenchmarkCPU ISPC

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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.102004006008001000SE +/- 3.93, N = 3SE +/- 9.82, N = 4SE +/- 3.48, N = 3874902914

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 0.00, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3223233233

Speedb

Test: Random Read

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.104080120160200SE +/- 2.15, N = 4SE +/- 0.21, N = 3SE +/- 1.16, N = 3181.33173.95176.57

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108001600240032004000SE +/- 5.13, N = 3SE +/- 43.59, N = 3SE +/- 7.45, N = 3354436553694

SVT-AV1

Encoder Mode: Preset 8 - Input: Bosphorus 4K

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1080160240320400SE +/- 4.23, N = 4SE +/- 0.14, N = 3SE +/- 2.37, N = 3351.75366.38361.29

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1060120180240300SE +/- 0.67, N = 3SE +/- 1.45, N = 3SE +/- 0.00, N = 3265276276

VVenC

Video Input: Bosphorus 4K - Video Preset: Fast

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 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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1050100150200250SE +/- 0.33, N = 3SE +/- 0.88, N = 3SE +/- 0.33, N = 3226235234

SVT-AV1

Encoder Mode: Preset 4 - Input: Bosphorus 4K

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 22.85, N = 3SE +/- 16.06, N = 3SE +/- 20.52, N = 31878.451810.951866.23

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.42, N = 3SE +/- 0.32, N = 3SE +/- 0.38, N = 334.0435.2834.25

RocksDB

Test: Update Random

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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.108001600240032004000SE +/- 21.20, N = 3SE +/- 16.22, N = 3SE +/- 3.21, N = 3359136833718

OpenVINO

Model: Face Detection FP16-INT8 - Device: CPU

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.14, N = 3SE +/- 0.07, N = 3SE +/- 0.31, N = 334.7434.2334.99

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 7.12, N = 3SE +/- 3.56, N = 3SE +/- 16.26, N = 31839.981866.521826.04

OpenVINO

Model: Face Detection FP16-INT8 - Device: CPU

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 1.36, N = 3SE +/- 0.32, N = 3SE +/- 0.87, N = 3154.32152.57155.82

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1014002800420056007000SE +/- 40.01, N = 3SE +/- 13.35, N = 3SE +/- 77.79, N = 4638063146448

OpenVINO

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

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

OpenVINO

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

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1010002000300040005000SE +/- 55.62, N = 3SE +/- 40.12, N = 7SE +/- 40.60, N = 74534.894462.534547.54

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1090180270360450SE +/- 3.56, N = 3SE +/- 0.86, N = 3SE +/- 2.51, N = 3413.38416.68409.01

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: 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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1048121620SE +/- 0.18, N = 3SE +/- 0.13, N = 7SE +/- 0.13, N = 714.1014.3214.06

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: 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

OSPRay

Benchmark: particle_volume/pathtracer/real_time

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102K4K6K8K10KSE +/- 102.84, N = 7SE +/- 43.63, N = 3SE +/- 102.73, N = 711213.1611022.3011099.64

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10400800120016002000SE +/- 9.98, N = 3SE +/- 4.86, N = 3SE +/- 7.36, N = 31868.771863.341837.11

OSPRay

Benchmark: particle_volume/scivis/real_time

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

OpenVINO

Model: Person Vehicle Bike Detection FP16 - Device: CPU

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10816243240SE +/- 0.18, N = 3SE +/- 0.09, N = 3SE +/- 0.12, N = 334.2134.2934.76

OpenVINO

Model: Person Vehicle Bike Detection FP16 - Device: CPU

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

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-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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.1014002800420056007000SE +/- 44.43, N = 3SE +/- 28.01, N = 3SE +/- 60.98, N = 6639963036324

OpenVINO

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

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

OpenVINO

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

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 0.39, N = 3SE +/- 0.09, N = 3SE +/- 0.24, N = 3134.93133.28133.21

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10306090120150SE +/- 0.47, N = 3SE +/- 0.30, N = 3SE +/- 0.29, N = 3134.21132.91132.68

OpenVINO

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

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10100200300400500SE +/- 1.04, N = 3SE +/- 0.34, N = 3SE +/- 0.78, N = 3471.82476.58477.14

OSPRay

Benchmark: particle_volume/ao/real_time

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

OpenVINO

Model: Vehicle Detection FP16-INT8 - Device: CPU

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

OpenVINO

Model: Vehicle Detection FP16-INT8 - Device: CPU

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

OpenVINO

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

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

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.10100200300400500SE +/- 1.54, N = 3SE +/- 0.62, N = 3SE +/- 0.91, N = 3474.24478.03478.76

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102004006008001000SE +/- 2.18, N = 3SE +/- 4.43, N = 3SE +/- 5.31, N = 3834.19827.99829.51

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1020406080100SE +/- 0.21, N = 3SE +/- 0.41, N = 3SE +/- 0.46, N = 376.6677.1777.02

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.102004006008001000SE +/- 8.02, N = 3SE +/- 8.06, N = 3SE +/- 6.05, N = 3857.85853.34853.21

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1020406080100SE +/- 0.70, N = 3SE +/- 0.70, N = 3SE +/- 0.50, N = 374.5374.8074.88

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.1030060090012001500SE +/- 12.68, N = 3SE +/- 15.64, N = 3SE +/- 14.85, N = 31227.371223.651223.16

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-StreamArch LinuxCentOS Stream 9Ubuntu Linux 23.101224364860SE +/- 0.55, N = 3SE +/- 0.70, N = 3SE +/- 0.63, N = 352.1252.2452.28

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

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

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.107K14K21K28K35KSE +/- 467.39, N = 15SE +/- 1255.46, N = 15SE +/- 600.94, N = 15236872752433174

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: CPUArch LinuxFedora Server 39Ubuntu Linux 23.107K14K21K28K35KSE +/- 740.65, N = 15SE +/- 1257.60, N = 15SE +/- 481.26, N = 15238842803532279

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: 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

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: 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

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 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

PostgreSQL

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

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

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 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

PostgreSQL

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

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

GROMACS

Implementation: MPI CPU - Input: water_GMX50_bare

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

Redis

Test: SET - Parallel Connections: 500

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

Redis

Test: GET - Parallel Connections: 500

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

Memcached

Set To Get Ratio: 1:100

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

7-Zip Compression

Test: Decompression Rating

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

ACES DGEMM

Sustained Floating-Point Rate

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

Embree

Binary: Pathtracer ISPC - Model: Asian Dragon

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

easyWave

Input: e2Asean Grid + BengkuluSept2007 Source - Time: 2400

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

LAMMPS Molecular Dynamics Simulator

Model: Rhodopsin Protein

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

NAMD

Input: STMV with 1,066,628 Atoms

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

NAMD

Input: ATPase with 327,506 Atoms

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

Quicksilver

Input: CORAL2 P1

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

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

Phoronix Test Suite v10.8.5