System76 Thelio Kernels Linux 6.8

Benchmarks by Michael Larabel for a future article.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2401218-PTS-SYSTEM7660
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AV1 2 Tests
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CPU Massive 11 Tests
Creator Workloads 5 Tests
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HPC - High Performance Computing 4 Tests
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Multi-Core 10 Tests
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v6.6.6 Stock
January 18
  8 Hours, 38 Minutes
v6.7
January 19
  6 Hours, 14 Minutes
v6.8 20 Jan
January 20
  6 Hours
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System76 Thelio Kernels Linux 6.8ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolutionv6.6.6 Stockv6.7v6.8 20 JanAMD Ryzen Threadripper 7980X 64-Cores @ 7.79GHz (64 Cores / 128 Threads)System76 Thelio Major (FA Z5 BIOS)AMD Device 14a44 x 32 GB DRAM-4800MT/s Micron MTC20F1045S1RC48BA21000GB CT1000T700SSD5NAVI31 45GB (1760/1124MHz)AMD Device 14ccASUS VP28UAquantia Device 14c0 + Realtek RTL8125 2.5GbE + Intel Wi-Fi 6 AX210/AX211/AX411Pop 22.046.6.6-76060606-generic (x86_64)GNOME Shell 42.5X Server 1.21.1.44.6 Mesa 23.3.2-1pop0~1704238321~22.04~36f1d0e (LLVM 15.0.7 DRM 3.54)1.3.267GCC 11.4.0ext43840x21606.7.0-060700-generic (x86_64)4.6 Mesa 23.3.2-1pop0~1704238321~22.04~36f1d0e (LLVM 15.0.7 DRM 3.56)6.7.0-060700daily20240120-generic (x86_64)4.6 Mesa 23.3.2-1pop0~1704238321~22.04~36f1d0e (LLVM 15.0.7 DRM 3.57)OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseCompiler Details- --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,brig,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-targets=nvptx-none=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-XeT9lY/gcc-11-11.4.0/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 Processor Details- Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xa108105Python Details- Python 3.10.12Security Details- 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: Mitigation of Safe RET + 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 STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

v6.6.6 Stockv6.7v6.8 20 JanResult OverviewPhoronix Test Suite100%109%119%128%TensorFlowOpenVINOTimed LLVM CompilationPostgreSQLTimed Linux Kernel CompilationPyTorchStress-NGSpeedbBlenderTimed Node.js Compilation7-Zip CompressionSVT-AV1LeelaChessZeroQuicksilverQuantLibTimed PHP CompilationFLAC Audio Encodingrav1eY-Cruncher

System76 Thelio Kernels Linux 6.8quantlib: Multi-Threadedquantlib: Single-Threadedlczero: Eigenquicksilver: CTS2quicksilver: CORAL2 P1quicksilver: CORAL2 P2rav1e: 1rav1e: 5rav1e: 6rav1e: 10svt-av1: Preset 4 - Bosphorus 4Ksvt-av1: Preset 8 - Bosphorus 4Ksvt-av1: Preset 12 - Bosphorus 4Ksvt-av1: Preset 13 - Bosphorus 4Kcompress-7zip: Compression Ratingcompress-7zip: Decompression Ratingbuild-linux-kernel: defconfigbuild-linux-kernel: allmodconfigbuild-llvm: Ninjabuild-llvm: Unix Makefilesbuild-nodejs: Time To Compilebuild-php: Time To Compiley-cruncher: 1By-cruncher: 500Mencode-flac: WAV To FLACpgbench: 100 - 1000 - Read Onlypgbench: 100 - 1000 - Read Only - Average Latencypgbench: 100 - 1000 - Read Writepgbench: 100 - 1000 - Read Write - Average Latencypytorch: CPU - 1 - ResNet-50pytorch: CPU - 16 - ResNet-50pytorch: CPU - 512 - ResNet-50tensorflow: CPU - 1 - ResNet-50tensorflow: CPU - 512 - ResNet-50stress-ng: Hashstress-ng: MMAPstress-ng: NUMAstress-ng: Pipestress-ng: Pollstress-ng: Zlibstress-ng: Futexstress-ng: MEMFDstress-ng: Mutexstress-ng: Atomicstress-ng: Cryptostress-ng: Mallocstress-ng: Cloningstress-ng: Forkingstress-ng: Pthreadstress-ng: AVL Treestress-ng: IO_uringstress-ng: SENDFILEstress-ng: CPU Cachestress-ng: CPU Stressstress-ng: Semaphoresstress-ng: Matrix Mathstress-ng: Vector Mathstress-ng: AVX-512 VNNIstress-ng: Function Callstress-ng: x86_64 RdRandstress-ng: Floating Pointstress-ng: Matrix 3D Mathstress-ng: Memory Copyingstress-ng: Vector Shufflestress-ng: Mixed Schedulerstress-ng: Wide Vector Mathstress-ng: Context Switchingstress-ng: Fused Multiply-Addstress-ng: Vector Floating Pointstress-ng: Glibc C String Functionsstress-ng: Glibc Qsort Data Sortingstress-ng: System V Message Passingblender: BMW27 - CPU-Onlyblender: Barbershop - CPU-Onlyopenvino: Person Detection FP16 - CPUopenvino: Person Detection FP16 - CPUopenvino: Face Detection FP16-INT8 - CPUopenvino: Face Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Vehicle Detection FP16-INT8 - CPUopenvino: Face Detection Retail FP16-INT8 - CPUopenvino: Face Detection Retail FP16-INT8 - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUopenvino: Road Segmentation ADAS FP16-INT8 - CPUopenvino: Machine Translation EN To DE FP16 - CPUopenvino: Machine Translation EN To DE FP16 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUopenvino: Weld Porosity Detection FP16-INT8 - CPUopenvino: Person Vehicle Bike Detection FP16 - CPUopenvino: Person Vehicle Bike Detection FP16 - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUopenvino: Handwritten English Recognition FP16-INT8 - CPUopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUopenvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPUspeedb: Rand Readspeedb: Update Randspeedb: Read While Writingspeedb: Read Rand Write Randv6.6.6 Stockv6.7v6.8 20 Jan266288.44354.93652332666727280000220700001.3695.6207.37017.6019.08188.830183.372188.71635639555676123.905250.165162.961181.646121.21427.12111.0235.46312.52438869750.2572935634.68957.3246.8646.387.1948.2717033307.631037.831036.7727118341.217394187.647881.103008388.98730.6223109393.80319.94183183.99150760521.225992.4557664.20125130.59432.831486513.95816781.541268835.49185200.3893013794.86385258.18485001.348158371.9459193.7811327.0626744.362308.9824004.5355853.5453828.663230461.5020153249.5670244822.75228832.1373865789.561894.2826211336.6917.76163.38128.73249.9883.26383.154926.836.3713960.224.361271.0425.08206.02154.917959.977.693740.508.411728.8836.90113672.150.39453059822444650134672543101077269955.54410.43582387666728040000220366671.3845.6727.39817.5639.20890.360186.249192.30536339757088323.605213.968128.920180.187118.04826.69411.0565.48012.36940047400.2503189931.96952.6943.2943.197.1290.5717551780.141042.841068.0928997709.977499767.918041.123014245.49733.7024181954.44319.64188548.45154494959.666798.1074065.57125537.87635.152249186.661002168.851271089.94194017.28100143123.74396041.26499009.498282501.9261613.7611326.1227569.664379.7824695.6457494.6555946.693320137.0221313434.9072100478.14234027.6475382089.041953.7126702772.5917.38157.37188.83169.1585.22374.515045.516.2114310.254.251561.1720.42354.5490.028161.267.504254.677.361828.7734.87117409.530.38468123627462917130402443348632270826.14422.23632366333327913333220866671.3805.6667.46517.7169.12588.956179.570188.23035903957251624.476222.590129.395179.853118.90426.91511.0195.44412.37540672490.2463452628.96352.3943.1643.037.2790.5917563822.26969.101081.6928177842.387868494.178060.143115686.21626.3726762751.75319.56189063.33150399862.326732.4470085.01124066.29638.581779056.72911584.271289645.53196549.81106517080.67395555.26500004.388295943.7761542.1311328.3627614.734331.8824217.0557552.2356064.473328142.0921334268.5971381983.24235304.7374823547.612020.6928955467.6317.40157.47196.25162.7985.25374.315040.816.2214329.964.251556.0620.48355.3589.828146.277.504274.687.331821.2535.02116852.120.38467824743478743131823113382985OpenBenchmarking.org

QuantLib

QuantLib is an open-source library/framework around quantitative finance for modeling, trading and risk management scenarios. QuantLib is written in C++ with Boost and its built-in benchmark used reports the QuantLib Benchmark Index benchmark score. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMFLOPS, More Is BetterQuantLib 1.32Configuration: Multi-Threadedv6.8 20 Janv6.7v6.6.6 Stock60K120K180K240K300KSE +/- 704.18, N = 3SE +/- 922.38, N = 3SE +/- 1629.93, N = 3270826.1269955.5266288.41. (CXX) g++ options: -O3 -march=native -fPIE -pie

OpenBenchmarking.orgMFLOPS, More Is BetterQuantLib 1.32Configuration: Single-Threadedv6.8 20 Janv6.7v6.6.6 Stock9001800270036004500SE +/- 38.02, N = 3SE +/- 17.53, N = 3SE +/- 23.44, N = 34422.24410.44354.91. (CXX) g++ options: -O3 -march=native -fPIE -pie

LeelaChessZero

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

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.30Backend: Eigenv6.6.6 Stockv6.8 20 Janv6.780160240320400SE +/- 2.67, N = 3SE +/- 3.25, N = 7SE +/- 4.26, N = 43653633581. (CXX) g++ options: -flto -pthread

Quicksilver

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

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CTS2v6.7v6.8 20 Janv6.6.6 Stock5M10M15M20M25MSE +/- 38441.88, N = 3SE +/- 14529.66, N = 3SE +/- 32829.53, N = 32387666723663333233266671. (CXX) g++ options: -fopenmp -O3 -march=native

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P1v6.7v6.8 20 Janv6.6.6 Stock6M12M18M24M30MSE +/- 55075.71, N = 3SE +/- 8819.17, N = 3SE +/- 211266.03, N = 32804000027913333272800001. (CXX) g++ options: -fopenmp -O3 -march=native

OpenBenchmarking.orgFigure Of Merit, More Is BetterQuicksilver 20230818Input: CORAL2 P2v6.8 20 Janv6.6.6 Stockv6.75M10M15M20M25MSE +/- 32829.53, N = 3SE +/- 34641.02, N = 3SE +/- 14529.66, N = 32208666722070000220366671. (CXX) g++ options: -fopenmp -O3 -march=native

rav1e

Xiph rav1e is a Rust-written AV1 video encoder that claims to be the fastest and safest AV1 encoder. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.7Speed: 1v6.7v6.8 20 Janv6.6.6 Stock0.31140.62280.93421.24561.557SE +/- 0.001, N = 3SE +/- 0.002, N = 3SE +/- 0.004, N = 31.3841.3801.369

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.7Speed: 5v6.7v6.8 20 Janv6.6.6 Stock1.27622.55243.82865.10486.381SE +/- 0.009, N = 3SE +/- 0.015, N = 3SE +/- 0.008, N = 35.6725.6665.620

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.7Speed: 6v6.8 20 Janv6.7v6.6.6 Stock246810SE +/- 0.030, N = 3SE +/- 0.031, N = 3SE +/- 0.022, N = 37.4657.3987.370

OpenBenchmarking.orgFrames Per Second, More Is Betterrav1e 0.7Speed: 10v6.8 20 Janv6.6.6 Stockv6.748121620SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 317.7217.6017.56

SVT-AV1

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

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 4 - Input: Bosphorus 4Kv6.7v6.8 20 Janv6.6.6 Stock3691215SE +/- 0.044, N = 3SE +/- 0.023, N = 3SE +/- 0.052, N = 39.2089.1259.0811. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 8 - Input: Bosphorus 4Kv6.7v6.8 20 Janv6.6.6 Stock20406080100SE +/- 0.69, N = 3SE +/- 0.77, N = 3SE +/- 0.57, N = 390.3688.9688.831. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 12 - Input: Bosphorus 4Kv6.7v6.6.6 Stockv6.8 20 Jan4080120160200SE +/- 0.60, N = 3SE +/- 1.21, N = 3SE +/- 1.68, N = 14186.25183.37179.571. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

OpenBenchmarking.orgFrames Per Second, More Is BetterSVT-AV1 1.8Encoder Mode: Preset 13 - Input: Bosphorus 4Kv6.7v6.6.6 Stockv6.8 20 Jan4080120160200SE +/- 0.83, N = 3SE +/- 0.41, N = 3SE +/- 0.78, N = 3192.31188.72188.231. (CXX) g++ options: -march=native -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq

7-Zip Compression

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

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Compression Ratingv6.7v6.8 20 Janv6.6.6 Stock80K160K240K320K400KSE +/- 967.86, N = 3SE +/- 716.12, N = 3SE +/- 1642.20, N = 33633973590393563951. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

OpenBenchmarking.orgMIPS, More Is Better7-Zip Compression 22.01Test: Decompression Ratingv6.8 20 Janv6.7v6.6.6 Stock120K240K360K480K600KSE +/- 1758.24, N = 3SE +/- 1033.82, N = 3SE +/- 3472.31, N = 35725165708835567611. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

Timed Linux Kernel Compilation

This test times how long it takes to build the Linux kernel in a default configuration (defconfig) for the architecture being tested or alternatively an allmodconfig for building all possible kernel modules for the build. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.1Build: defconfigv6.7v6.6.6 Stockv6.8 20 Jan612182430SE +/- 0.27, N = 4SE +/- 0.22, N = 6SE +/- 0.28, N = 423.6123.9124.48

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 6.1Build: allmodconfigv6.7v6.8 20 Janv6.6.6 Stock50100150200250SE +/- 0.47, N = 3SE +/- 0.17, N = 3SE +/- 4.81, N = 9213.97222.59250.17

Timed LLVM Compilation

This test times how long it takes to compile/build the LLVM compiler stack. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: Ninjav6.7v6.8 20 Janv6.6.6 Stock4080120160200SE +/- 0.09, N = 3SE +/- 0.08, N = 3SE +/- 1.94, N = 3128.92129.40162.96

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 16.0Build System: Unix Makefilesv6.8 20 Janv6.7v6.6.6 Stock4080120160200SE +/- 0.48, N = 3SE +/- 0.32, N = 3SE +/- 0.10, N = 3179.85180.19181.65

Timed Node.js Compilation

This test profile times how long it takes to build/compile Node.js itself from source. Node.js is a JavaScript run-time built from the Chrome V8 JavaScript engine while itself is written in C/C++. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Node.js Compilation 19.8.1Time To Compilev6.7v6.8 20 Janv6.6.6 Stock306090120150SE +/- 0.15, N = 3SE +/- 0.24, N = 3SE +/- 0.10, N = 3118.05118.90121.21

Timed PHP Compilation

This test times how long it takes to build PHP. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed PHP Compilation 8.1.9Time To Compilev6.7v6.8 20 Janv6.6.6 Stock612182430SE +/- 0.13, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 326.6926.9227.12

Y-Cruncher

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

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 1Bv6.8 20 Janv6.6.6 Stockv6.73691215SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 311.0211.0211.06

OpenBenchmarking.orgSeconds, Fewer Is BetterY-Cruncher 0.8.3Pi Digits To Calculate: 500Mv6.8 20 Janv6.6.6 Stockv6.71.2332.4663.6994.9326.165SE +/- 0.009, N = 3SE +/- 0.006, N = 3SE +/- 0.004, N = 35.4445.4635.480

FLAC Audio Encoding

This test times how long it takes to encode a sample WAV file to FLAC audio format ten times using the --best preset settings. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterFLAC Audio Encoding 1.4WAV To FLACv6.7v6.8 20 Janv6.6.6 Stock3691215SE +/- 0.02, N = 5SE +/- 0.03, N = 5SE +/- 0.03, N = 512.3712.3812.521. (CXX) g++ options: -O3 -fvisibility=hidden -logg -lm

PostgreSQL

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

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Onlyv6.8 20 Janv6.7v6.6.6 Stock900K1800K2700K3600K4500KSE +/- 32554.05, N = 3SE +/- 12389.83, N = 3SE +/- 19489.13, N = 34067249400474038869751. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average Latencyv6.8 20 Janv6.7v6.6.6 Stock0.05780.11560.17340.23120.289SE +/- 0.002, N = 3SE +/- 0.001, N = 3SE +/- 0.001, N = 30.2460.2500.2571. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Writev6.8 20 Janv6.7v6.6.6 Stock7K14K21K28K35KSE +/- 37.82, N = 3SE +/- 1238.01, N = 12SE +/- 1131.34, N = 123452631899293561. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL 16Scaling Factor: 100 - Clients: 1000 - Mode: Read Write - Average Latencyv6.8 20 Janv6.7v6.6.6 Stock816243240SE +/- 0.03, N = 3SE +/- 1.45, N = 12SE +/- 1.47, N = 1228.9631.9734.691. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 1 - Model: ResNet-50v6.6.6 Stockv6.7v6.8 20 Jan1326395265SE +/- 0.26, N = 3SE +/- 0.25, N = 3SE +/- 0.14, N = 357.3252.6952.39MIN: 52.6 / MAX: 59.56MIN: 48.03 / MAX: 54.61MIN: 47.83 / MAX: 54.23

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 16 - Model: ResNet-50v6.6.6 Stockv6.7v6.8 20 Jan1122334455SE +/- 0.23, N = 3SE +/- 0.20, N = 3SE +/- 0.24, N = 346.8643.2943.16MIN: 43.35 / MAX: 48.24MIN: 40.69 / MAX: 44.45MIN: 39.88 / MAX: 44.49

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.1Device: CPU - Batch Size: 512 - Model: ResNet-50v6.6.6 Stockv6.7v6.8 20 Jan1122334455SE +/- 0.21, N = 3SE +/- 0.06, N = 3SE +/- 0.27, N = 346.3843.1943.03MIN: 43.06 / MAX: 47.63MIN: 40.2 / MAX: 44.13MIN: 39.58 / MAX: 44.49

TensorFlow

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

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 1 - Model: ResNet-50v6.8 20 Janv6.6.6 Stockv6.7246810SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 37.277.197.12

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: CPU - Batch Size: 512 - Model: ResNet-50v6.8 20 Janv6.7v6.6.6 Stock20406080100SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.22, N = 390.5990.5748.27

Stress-NG

Stress-NG is a Linux stress tool developed by Colin Ian King. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Hashv6.8 20 Janv6.7v6.6.6 Stock4M8M12M16M20MSE +/- 6056.44, N = 3SE +/- 3053.25, N = 3SE +/- 3192.96, N = 317563822.2617551780.1417033307.631. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: MMAPv6.7v6.6.6 Stockv6.8 20 Jan2004006008001000SE +/- 0.51, N = 3SE +/- 0.43, N = 3SE +/- 0.31, N = 31042.841037.83969.101. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: NUMAv6.8 20 Janv6.7v6.6.6 Stock2004006008001000SE +/- 3.43, N = 3SE +/- 0.24, N = 3SE +/- 1.80, N = 31081.691068.091036.771. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Pipev6.7v6.8 20 Janv6.6.6 Stock6M12M18M24M30MSE +/- 293042.41, N = 5SE +/- 66944.79, N = 3SE +/- 38316.59, N = 328997709.9728177842.3827118341.211. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Pollv6.8 20 Janv6.7v6.6.6 Stock2M4M6M8M10MSE +/- 1265.21, N = 3SE +/- 7207.98, N = 3SE +/- 8703.67, N = 37868494.177499767.917394187.641. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Zlibv6.8 20 Janv6.7v6.6.6 Stock2K4K6K8K10KSE +/- 14.00, N = 3SE +/- 39.53, N = 3SE +/- 15.44, N = 38060.148041.127881.101. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Futexv6.8 20 Janv6.7v6.6.6 Stock700K1400K2100K2800K3500KSE +/- 17686.67, N = 3SE +/- 51913.47, N = 15SE +/- 38705.18, N = 123115686.213014245.493008388.981. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: MEMFDv6.7v6.6.6 Stockv6.8 20 Jan160320480640800SE +/- 0.59, N = 3SE +/- 0.47, N = 3SE +/- 0.42, N = 3733.70730.62626.371. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Mutexv6.8 20 Janv6.7v6.6.6 Stock6M12M18M24M30MSE +/- 108268.55, N = 3SE +/- 9399.14, N = 3SE +/- 17585.48, N = 326762751.7524181954.4423109393.801. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Atomicv6.6.6 Stockv6.7v6.8 20 Jan70140210280350SE +/- 0.15, N = 3SE +/- 0.17, N = 3SE +/- 0.19, N = 3319.94319.64319.561. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Cryptov6.8 20 Janv6.7v6.6.6 Stock40K80K120K160K200KSE +/- 303.68, N = 3SE +/- 161.24, N = 3SE +/- 260.91, N = 3189063.33188548.45183183.991. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Mallocv6.7v6.6.6 Stockv6.8 20 Jan30M60M90M120M150MSE +/- 1238064.72, N = 3SE +/- 917737.04, N = 3SE +/- 123392.16, N = 3154494959.66150760521.22150399862.321. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Cloningv6.7v6.8 20 Janv6.6.6 Stock15003000450060007500SE +/- 1.62, N = 3SE +/- 4.20, N = 3SE +/- 50.66, N = 156798.106732.445992.451. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Forkingv6.7v6.8 20 Janv6.6.6 Stock16K32K48K64K80KSE +/- 80.89, N = 3SE +/- 551.50, N = 15SE +/- 621.24, N = 1574065.5770085.0157664.201. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Pthreadv6.7v6.6.6 Stockv6.8 20 Jan30K60K90K120K150KSE +/- 142.99, N = 3SE +/- 452.99, N = 3SE +/- 80.91, N = 3125537.87125130.59124066.291. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: AVL Treev6.8 20 Janv6.7v6.6.6 Stock140280420560700SE +/- 0.39, N = 3SE +/- 0.67, N = 3SE +/- 9.75, N = 14638.58635.15432.831. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: IO_uringv6.7v6.8 20 Janv6.6.6 Stock500K1000K1500K2000K2500KSE +/- 27934.77, N = 3SE +/- 103521.52, N = 12SE +/- 109628.32, N = 122249186.661779056.721486513.951. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: SENDFILEv6.7v6.8 20 Janv6.6.6 Stock200K400K600K800K1000KSE +/- 4805.80, N = 3SE +/- 5909.38, N = 3SE +/- 5266.72, N = 31002168.85911584.27816781.541. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: CPU Cachev6.8 20 Janv6.7v6.6.6 Stock300K600K900K1200K1500KSE +/- 21363.01, N = 15SE +/- 23675.00, N = 12SE +/- 16798.31, N = 31289645.531271089.941268835.491. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: CPU Stressv6.8 20 Janv6.7v6.6.6 Stock40K80K120K160K200KSE +/- 672.45, N = 3SE +/- 511.22, N = 3SE +/- 1715.48, N = 3196549.81194017.28185200.381. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Semaphoresv6.8 20 Janv6.7v6.6.6 Stock20M40M60M80M100MSE +/- 6780651.21, N = 15SE +/- 673729.70, N = 3SE +/- 315601.64, N = 3106517080.67100143123.7493013794.861. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Matrix Mathv6.7v6.8 20 Janv6.6.6 Stock80K160K240K320K400KSE +/- 272.90, N = 3SE +/- 266.39, N = 3SE +/- 637.54, N = 3396041.26395555.26385258.181. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Vector Mathv6.8 20 Janv6.7v6.6.6 Stock110K220K330K440K550KSE +/- 393.56, N = 3SE +/- 258.25, N = 3SE +/- 152.98, N = 3500004.38499009.49485001.341. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: AVX-512 VNNIv6.8 20 Janv6.7v6.6.6 Stock2M4M6M8M10MSE +/- 10648.54, N = 3SE +/- 3726.82, N = 3SE +/- 86949.56, N = 58295943.778282501.928158371.941. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Function Callv6.7v6.8 20 Janv6.6.6 Stock13K26K39K52K65KSE +/- 22.20, N = 3SE +/- 32.44, N = 3SE +/- 468.48, N = 361613.7661542.1359193.781. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: x86_64 RdRandv6.8 20 Janv6.6.6 Stockv6.72K4K6K8K10KSE +/- 0.33, N = 3SE +/- 0.34, N = 3SE +/- 0.18, N = 311328.3611327.0611326.121. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Floating Pointv6.8 20 Janv6.7v6.6.6 Stock6K12K18K24K30KSE +/- 31.86, N = 3SE +/- 32.79, N = 3SE +/- 16.76, N = 327614.7327569.6626744.361. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Matrix 3D Mathv6.7v6.8 20 Janv6.6.6 Stock9001800270036004500SE +/- 46.41, N = 13SE +/- 1.56, N = 3SE +/- 161.28, N = 154379.784331.882308.981. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Memory Copyingv6.7v6.8 20 Janv6.6.6 Stock5K10K15K20K25KSE +/- 57.39, N = 3SE +/- 66.11, N = 3SE +/- 17.95, N = 324695.6424217.0524004.531. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Vector Shufflev6.8 20 Janv6.7v6.6.6 Stock12K24K36K48K60KSE +/- 33.42, N = 3SE +/- 7.11, N = 3SE +/- 29.85, N = 357552.2357494.6555853.541. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Mixed Schedulerv6.8 20 Janv6.7v6.6.6 Stock12K24K36K48K60KSE +/- 72.36, N = 3SE +/- 246.60, N = 3SE +/- 166.89, N = 356064.4755946.6953828.661. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Wide Vector Mathv6.8 20 Janv6.7v6.6.6 Stock700K1400K2100K2800K3500KSE +/- 2085.07, N = 3SE +/- 1754.36, N = 3SE +/- 830.00, N = 33328142.093320137.023230461.501. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Context Switchingv6.8 20 Janv6.7v6.6.6 Stock5M10M15M20M25MSE +/- 121700.79, N = 3SE +/- 193579.79, N = 15SE +/- 190129.10, N = 1521334268.5921313434.9020153249.561. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Fused Multiply-Addv6.7v6.8 20 Janv6.6.6 Stock15M30M45M60M75MSE +/- 42666.45, N = 3SE +/- 471689.87, N = 3SE +/- 21862.72, N = 372100478.1471381983.2470244822.751. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Vector Floating Pointv6.8 20 Janv6.7v6.6.6 Stock50K100K150K200K250KSE +/- 1244.36, N = 15SE +/- 394.44, N = 3SE +/- 217.62, N = 3235304.73234027.64228832.131. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Glibc C String Functionsv6.7v6.8 20 Janv6.6.6 Stock16M32M48M64M80MSE +/- 469274.41, N = 3SE +/- 224384.57, N = 3SE +/- 346470.68, N = 375382089.0474823547.6173865789.561. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: Glibc Qsort Data Sortingv6.8 20 Janv6.7v6.6.6 Stock400800120016002000SE +/- 1.64, N = 3SE +/- 2.29, N = 3SE +/- 3.32, N = 32020.691953.711894.281. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

OpenBenchmarking.orgBogo Ops/s, More Is BetterStress-NG 0.16.04Test: System V Message Passingv6.8 20 Janv6.7v6.6.6 Stock6M12M18M24M30MSE +/- 346710.82, N = 3SE +/- 35321.93, N = 3SE +/- 24713.27, N = 328955467.6326702772.5926211336.691. (CXX) g++ options: -lm -lapparmor -latomic -lc -lcrypt -ldl -ljpeg -lpthread -lrt -lz

Blender

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

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: BMW27 - Compute: CPU-Onlyv6.7v6.8 20 Janv6.6.6 Stock48121620SE +/- 0.13, N = 3SE +/- 0.13, N = 3SE +/- 0.08, N = 317.3817.4017.76

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Barbershop - Compute: CPU-Onlyv6.7v6.8 20 Janv6.6.6 Stock4080120160200SE +/- 0.19, N = 3SE +/- 0.11, N = 3SE +/- 0.10, N = 3157.37157.47163.38

OpenVINO

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

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock4080120160200SE +/- 0.37, N = 3SE +/- 0.29, N = 3SE +/- 2.69, N = 15196.25188.83128.731. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Detection FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock50100150200250SE +/- 0.30, N = 3SE +/- 0.26, N = 3SE +/- 6.32, N = 15162.79169.15249.98MIN: 79.12 / MAX: 219.93MIN: 69.93 / MAX: 221.3MIN: 40.51 / MAX: 811.651. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock20406080100SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.20, N = 385.2585.2283.261. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection FP16-INT8 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock80160240320400SE +/- 0.18, N = 3SE +/- 0.25, N = 3SE +/- 0.84, N = 3374.31374.51383.15MIN: 196.32 / MAX: 397.31MIN: 321.16 / MAX: 396.63MIN: 303.22 / MAX: 402.091. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock11002200330044005500SE +/- 2.97, N = 3SE +/- 5.72, N = 3SE +/- 7.01, N = 35045.515040.814926.831. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Vehicle Detection FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock246810SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 36.216.226.37MIN: 3.17 / MAX: 23.34MIN: 3.17 / MAX: 35.72MIN: 3.34 / MAX: 29.671. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock3K6K9K12K15KSE +/- 20.70, N = 3SE +/- 19.49, N = 3SE +/- 10.92, N = 314329.9614310.2513960.221. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Face Detection Retail FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock0.9811.9622.9433.9244.905SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 34.254.254.36MIN: 1.95 / MAX: 30.92MIN: 2.02 / MAX: 29.34MIN: 2.15 / MAX: 271. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock30060090012001500SE +/- 1.78, N = 3SE +/- 6.55, N = 3SE +/- 12.47, N = 151561.171556.061271.041. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Road Segmentation ADAS FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock612182430SE +/- 0.02, N = 3SE +/- 0.08, N = 3SE +/- 0.22, N = 1520.4220.4825.08MIN: 11.89 / MAX: 42.47MIN: 9.39 / MAX: 41.18MIN: 11.1 / MAX: 59.251. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock80160240320400SE +/- 0.50, N = 3SE +/- 1.14, N = 3SE +/- 1.84, N = 3355.35354.54206.021. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Machine Translation EN To DE FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock306090120150SE +/- 0.12, N = 3SE +/- 0.29, N = 3SE +/- 1.37, N = 389.8290.02154.91MIN: 37.27 / MAX: 122.76MIN: 35.71 / MAX: 120.27MIN: 45.52 / MAX: 256.281. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock2K4K6K8K10KSE +/- 9.48, N = 3SE +/- 14.31, N = 3SE +/- 4.62, N = 38161.268146.277959.971. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Weld Porosity Detection FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock246810SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 37.507.507.69MIN: 3.43 / MAX: 27.91MIN: 3.39 / MAX: 29.37MIN: 3.31 / MAX: 27.531. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock9001800270036004500SE +/- 7.29, N = 3SE +/- 1.62, N = 3SE +/- 35.82, N = 154274.684254.673740.501. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Person Vehicle Bike Detection FP16 - Device: CPUv6.8 20 Janv6.7v6.6.6 Stock246810SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 157.337.368.41MIN: 4.02 / MAX: 31.11MIN: 3.93 / MAX: 27.08MIN: 3.83 / MAX: 32.931. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock400800120016002000SE +/- 12.63, N = 3SE +/- 4.34, N = 3SE +/- 0.64, N = 31828.771821.251728.881. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Handwritten English Recognition FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock816243240SE +/- 0.24, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 334.8735.0236.90MIN: 20.35 / MAX: 61.86MIN: 20.04 / MAX: 63.63MIN: 20.64 / MAX: 64.41. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgFPS, More Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock30K60K90K120K150KSE +/- 316.75, N = 3SE +/- 450.26, N = 3SE +/- 181.97, N = 3117409.53116852.12113672.151. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

OpenBenchmarking.orgms, Fewer Is BetterOpenVINO 2023.2.devModel: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPUv6.7v6.8 20 Janv6.6.6 Stock0.08780.17560.26340.35120.439SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 30.380.380.39MIN: 0.18 / MAX: 19.31MIN: 0.18 / MAX: 23.04MIN: 0.18 / MAX: 26.281. (CXX) g++ options: -fsigned-char -ffunction-sections -fdata-sections -O3 -fno-strict-overflow -fwrapv -pie

Speedb

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

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Random Readv6.7v6.8 20 Janv6.6.6 Stock100M200M300M400M500MSE +/- 358460.93, N = 3SE +/- 660803.31, N = 3SE +/- 2124225.27, N = 34681236274678247434530598221. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Update Randomv6.8 20 Janv6.7v6.6.6 Stock100K200K300K400K500KSE +/- 2903.23, N = 3SE +/- 227.10, N = 3SE +/- 1868.95, N = 34787434629174446501. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read While Writingv6.6.6 Stockv6.8 20 Janv6.73M6M9M12M15MSE +/- 134947.32, N = 6SE +/- 184754.10, N = 3SE +/- 144991.37, N = 41346725413182311130402441. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

OpenBenchmarking.orgOp/s, More Is BetterSpeedb 2.7Test: Read Random Write Randomv6.8 20 Janv6.7v6.6.6 Stock700K1400K2100K2800K3500KSE +/- 35242.08, N = 3SE +/- 14008.04, N = 3SE +/- 10648.79, N = 33382985334863231010771. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti -lpthread

98 Results Shown

QuantLib:
  Multi-Threaded
  Single-Threaded
LeelaChessZero
Quicksilver:
  CTS2
  CORAL2 P1
  CORAL2 P2
rav1e:
  1
  5
  6
  10
SVT-AV1:
  Preset 4 - Bosphorus 4K
  Preset 8 - Bosphorus 4K
  Preset 12 - Bosphorus 4K
  Preset 13 - Bosphorus 4K
7-Zip Compression:
  Compression Rating
  Decompression Rating
Timed Linux Kernel Compilation:
  defconfig
  allmodconfig
Timed LLVM Compilation:
  Ninja
  Unix Makefiles
Timed Node.js Compilation
Timed PHP Compilation
Y-Cruncher:
  1B
  500M
FLAC Audio Encoding
PostgreSQL:
  100 - 1000 - Read Only
  100 - 1000 - Read Only - Average Latency
  100 - 1000 - Read Write
  100 - 1000 - Read Write - Average Latency
PyTorch:
  CPU - 1 - ResNet-50
  CPU - 16 - ResNet-50
  CPU - 512 - ResNet-50
TensorFlow:
  CPU - 1 - ResNet-50
  CPU - 512 - ResNet-50
Stress-NG:
  Hash
  MMAP
  NUMA
  Pipe
  Poll
  Zlib
  Futex
  MEMFD
  Mutex
  Atomic
  Crypto
  Malloc
  Cloning
  Forking
  Pthread
  AVL Tree
  IO_uring
  SENDFILE
  CPU Cache
  CPU Stress
  Semaphores
  Matrix Math
  Vector Math
  AVX-512 VNNI
  Function Call
  x86_64 RdRand
  Floating Point
  Matrix 3D Math
  Memory Copying
  Vector Shuffle
  Mixed Scheduler
  Wide Vector Math
  Context Switching
  Fused Multiply-Add
  Vector Floating Point
  Glibc C String Functions
  Glibc Qsort Data Sorting
  System V Message Passing
Blender:
  BMW27 - CPU-Only
  Barbershop - CPU-Only
OpenVINO:
  Person Detection FP16 - CPU:
    FPS
    ms
  Face Detection FP16-INT8 - CPU:
    FPS
    ms
  Vehicle Detection FP16-INT8 - CPU:
    FPS
    ms
  Face Detection Retail FP16-INT8 - CPU:
    FPS
    ms
  Road Segmentation ADAS FP16-INT8 - CPU:
    FPS
    ms
  Machine Translation EN To DE FP16 - CPU:
    FPS
    ms
  Weld Porosity Detection FP16-INT8 - CPU:
    FPS
    ms
  Person Vehicle Bike Detection FP16 - CPU:
    FPS
    ms
  Handwritten English Recognition FP16-INT8 - CPU:
    FPS
    ms
  Age Gender Recognition Retail 0013 FP16-INT8 - CPU:
    FPS
    ms
Speedb:
  Rand Read
  Update Rand
  Read While Writing
  Read Rand Write Rand