MGLRU Kernel Tests

2 x AMD EPYC 7742 64-Core testing with a Supermicro H11DSi-NT v2.00 (2.1 BIOS) and ASPEED on Ubuntu 21.10 via the Phoronix Test Suite.

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MGLRU Enabled
January 09 2022
  9 Hours, 21 Minutes
MGLRU Disabled
January 10 2022
  8 Hours, 7 Minutes
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  8 Hours, 44 Minutes
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MGLRU Kernel TestsOpenBenchmarking.orgPhoronix Test Suite2 x AMD EPYC 7742 64-Core @ 2.25GHz (128 Cores / 256 Threads)Supermicro H11DSi-NT v2.00 (2.1 BIOS)AMD Starship/Matisse128GB280GB INTEL SSDPE21D280GAASPEEDVE2282 x Intel 10G X550TUbuntu 21.105.16.0-rc8-mglru-pts (x86_64)GNOME Shell 40.5X Server1.1.182GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsMonitorNetworkOSKernelDesktopDisplay ServerVulkanCompilerFile-SystemScreen ResolutionMGLRU Kernel Tests PerformanceSystem Logs- Transparent Huge Pages: madvise- --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-ZPT0kp/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-ZPT0kp/gcc-11-11.2.0/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 - Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0x8301034 - MGLRU Enabled: OpenJDK Runtime Environment (build 11.0.12+7-Ubuntu-0ubuntu3)- MGLRU Disabled: OpenJDK Runtime Environment (build 11.0.13+8-Ubuntu-0ubuntu1.21.10) - Python 3.9.7- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

MGLRU Enabled vs. MGLRU Disabled ComparisonPhoronix Test SuiteBaseline+3.3%+3.3%+6.6%+6.6%+9.9%+9.9%+13.2%+13.2%13.3%8.5%5.8%3.4%3.2%2%super-resolution-10 - CPUyolov4 - CPU10007.1%No - Inference - VGG16 - CPU6.9%500OpenMP CFD Solver3.6%100 - 250 - Read Only100 - 250 - Read Only - Average LatencyCompression Rating3.1%No - Inference - VGG19 - CPU2.8%OpenMP Leukocyte2.1%No - Inference - ResNet 50 - CPU2%San Miguel - Path TracerONNX RuntimeONNX RuntimeApache HTTP ServerPlaidMLApache HTTP ServerRodiniaPostgreSQL pgbenchPostgreSQL pgbench7-Zip CompressionPlaidMLRodiniaPlaidMLOSPrayMGLRU EnabledMGLRU Disabled

MGLRU Kernel Testsonnx: yolov4 - CPUapache: 1000plaidml: No - Inference - VGG16 - CPUapache: 500rodinia: OpenMP CFD Solverpgbench: 100 - 250 - Read Onlypgbench: 100 - 250 - Read Only - Average Latencycompress-7zip: Compression Ratingplaidml: No - Inference - VGG19 - CPUrodinia: OpenMP Leukocyteplaidml: No - Inference - ResNet 50 - CPUospray: San Miguel - Path Traceronnx: shufflenet-v2-10 - CPUjava-gradle-perf: Reactorsvt-av1: Preset 4 - Bosphorus 4Kbuild-linux-kernel: allmodconfigbuild-linux-kernel: defconfigbuild-godot: Time To Compilemt-dgemm: Sustained Floating-Point Rateluxcorerender: DLSC - CPUpgbench: 100 - 500 - Read Only - Average Latencyrodinia: OpenMP LavaMDpgbench: 100 - 500 - Read Onlynginx: 500svt-av1: Preset 8 - Bosphorus 4Knginx: 1000openvkl: vklBenchmark ISPCrodinia: OpenMP HotSpot3Dnpb: EP.Dembree: Pathtracer ISPC - Crownnamd: ATPase Simulation - 327,506 Atomsamg: nwchem: C240 Buckyballliquid-dsp: 256 - 256 - 57xmrig: Wownero - 1Mstockfish: Total Timenpb: MG.Cliquid-dsp: 128 - 256 - 57build-linux-kernel: Time To Compilexmrig: Monero - 1Mqe: AUSURF112build-llvm: Unix Makefilesincompact3d: X3D-benchmarking input.i3dbuild-mesa: Time To Compilebuild-llvm: Ninjaincompact3d: input.i3d 193 Cells Per Directionembree: Pathtracer - Crowncompress-7zip: Decompression Ratingopenvkl: vklBenchmark Scalarospray: San Miguel - SciVismocassin: Dust 2D tau100.0onnx: super-resolution-10 - CPUonnx: fcn-resnet101-11 - CPUluxcorerender: Danish Mood - CPUrodinia: OpenMP StreamclusterMGLRU EnabledMGLRU Disabled21294120.0028.0976184.738.96919351500.12940997524.1946.1104.496.525553374.7494.476157.84420.45357.65128.60169810.360.26033.040192228589324.7452.65591024.31175104.6018589.0359.85940.2715812491416672161.2551176666753546.024965205874668.52510073333319.82840029.9330.62196.919463.57981421.144110.35313.374322366.204959418511883.3323059231805.359.72923087890.8626.2880632.599.28820004450.12539775523.5347.0774.406.655447380.4414.530159.28020.61858.11228.82657510.280.25833.295193666389985.5152.28891601.65176105.1378547.9160.10110.2725712446050002154.7552620000053670.325012546574790.12509333333319.80440078.3330.96196.729463.23082521.130110.28513.380874366.228759438411883.3323067111775.259.803OpenBenchmarking.org

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.10Model: yolov4 - Device: CPUMGLRU EnabledMGLRU Disabled50100150200250SE +/- 1.95, N = 12SE +/- 0.87, N = 32122301. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

Apache HTTP Server

This is a test of the Apache HTTPD web server. This Apache HTTPD web server benchmark test profile makes use of the Golang "Bombardier" program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterApache HTTP Server 2.4.48Concurrent Requests: 1000MGLRU EnabledMGLRU Disabled20K40K60K80K100KSE +/- 908.68, N = 6SE +/- 1001.52, N = 494120.0087890.861. (CC) gcc options: -shared -fPIC -O2

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUMGLRU EnabledMGLRU Disabled714212835SE +/- 0.29, N = 15SE +/- 0.25, N = 1528.0926.28

Apache HTTP Server

This is a test of the Apache HTTPD web server. This Apache HTTPD web server benchmark test profile makes use of the Golang "Bombardier" program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is BetterApache HTTP Server 2.4.48Concurrent Requests: 500MGLRU EnabledMGLRU Disabled20K40K60K80K100KSE +/- 976.98, N = 3SE +/- 232.53, N = 376184.7380632.591. (CC) gcc options: -shared -fPIC -O2

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenMP CFD SolverMGLRU EnabledMGLRU Disabled3691215SE +/- 0.083, N = 6SE +/- 0.124, N = 128.9699.2881. (CXX) g++ options: -O2 -lOpenCL

PostgreSQL pgbench

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

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read OnlyMGLRU EnabledMGLRU Disabled400K800K1200K1600K2000KSE +/- 5692.58, N = 3SE +/- 19866.33, N = 3193515020004451. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 250 - Mode: Read Only - Average LatencyMGLRU EnabledMGLRU Disabled0.0290.0580.0870.1160.145SE +/- 0.000, N = 3SE +/- 0.001, N = 30.1290.1251. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

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 21.06Test: Compression RatingMGLRU EnabledMGLRU Disabled90K180K270K360K450KSE +/- 5744.62, N = 3SE +/- 1852.98, N = 34099753977551. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUMGLRU EnabledMGLRU Disabled612182430SE +/- 0.23, N = 3SE +/- 0.23, N = 1524.1923.53

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenMP LeukocyteMGLRU EnabledMGLRU Disabled1122334455SE +/- 0.32, N = 13SE +/- 0.20, N = 346.1147.081. (CXX) g++ options: -O2 -lOpenCL

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUMGLRU EnabledMGLRU Disabled1.01032.02063.03094.04125.0515SE +/- 0.04, N = 3SE +/- 0.02, N = 34.494.40

OSPray

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

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: San Miguel - Renderer: Path TracerMGLRU EnabledMGLRU Disabled246810SE +/- 0.08, N = 3SE +/- 0.08, N = 36.526.65MIN: 5.41 / MAX: 7.09MIN: 5.46 / MAX: 7.14

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.10Model: shufflenet-v2-10 - Device: CPUMGLRU EnabledMGLRU Disabled12002400360048006000SE +/- 54.18, N = 3SE +/- 71.82, N = 3555354471. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

Java Gradle Build

This test runs Java software project builds using the Gradle build system. It is intended to give developers an idea as to the build performance for development activities and build servers. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterJava Gradle BuildGradle Build: ReactorMGLRU EnabledMGLRU Disabled80160240320400SE +/- 5.21, N = 9SE +/- 5.30, N = 3374.75380.44

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 0.8.7Encoder Mode: Preset 4 - Input: Bosphorus 4KMGLRU EnabledMGLRU Disabled1.01932.03863.05794.07725.0965SE +/- 0.008, N = 3SE +/- 0.005, N = 34.4764.5301. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

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 5.16Build: allmodconfigMGLRU EnabledMGLRU Disabled4080120160200SE +/- 0.55, N = 3SE +/- 0.79, N = 3157.84159.28

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.16Build: defconfigMGLRU EnabledMGLRU Disabled510152025SE +/- 0.07, N = 3SE +/- 0.02, N = 320.4520.62

Timed Godot Game Engine Compilation

This test times how long it takes to compile the Godot Game Engine. Godot is a popular, open-source, cross-platform 2D/3D game engine and is built using the SCons build system and targeting the X11 platform. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Godot Game Engine Compilation 3.2.3Time To CompileMGLRU EnabledMGLRU Disabled1326395265SE +/- 0.08, N = 3SE +/- 0.12, N = 357.6558.11

ACES DGEMM

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

OpenBenchmarking.orgGFLOP/s, More Is BetterACES DGEMM 1.0Sustained Floating-Point RateMGLRU EnabledMGLRU Disabled714212835SE +/- 0.17, N = 3SE +/- 0.17, N = 328.6028.831. (CC) gcc options: -O3 -march=native -fopenmp

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: DLSC - Acceleration: CPUMGLRU EnabledMGLRU Disabled3691215SE +/- 0.07, N = 3SE +/- 0.07, N = 310.3610.28MIN: 9.71 / MAX: 14.1MIN: 9.66 / MAX: 14.1

PostgreSQL pgbench

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

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 500 - Mode: Read Only - Average LatencyMGLRU EnabledMGLRU Disabled0.05850.1170.17550.2340.2925SE +/- 0.002, N = 3SE +/- 0.003, N = 30.2600.2581. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenMP LavaMDMGLRU EnabledMGLRU Disabled816243240SE +/- 0.15, N = 3SE +/- 0.17, N = 333.0433.301. (CXX) g++ options: -O2 -lOpenCL

PostgreSQL pgbench

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

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 14.0Scaling Factor: 100 - Clients: 500 - Mode: Read OnlyMGLRU EnabledMGLRU Disabled400K800K1200K1600K2000KSE +/- 11345.70, N = 3SE +/- 21901.77, N = 3192228519366631. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lm

nginx

This is a benchmark of the lightweight Nginx HTTP(S) web-server. This Nginx web server benchmark test profile makes use of the Golang "Bombardier" program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 500MGLRU EnabledMGLRU Disabled20K40K60K80K100KSE +/- 134.98, N = 3SE +/- 202.70, N = 389324.7489985.511. (CC) gcc options: -lcrypt -lz -O3 -march=native

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 0.8.7Encoder Mode: Preset 8 - Input: Bosphorus 4KMGLRU EnabledMGLRU Disabled1224364860SE +/- 0.18, N = 3SE +/- 0.18, N = 352.6652.291. (CXX) g++ options: -mno-avx -mavx2 -mavx512f -mavx512bw -mavx512dq -pie

nginx

This is a benchmark of the lightweight Nginx HTTP(S) web-server. This Nginx web server benchmark test profile makes use of the Golang "Bombardier" program for facilitating the HTTP requests over a fixed period time with a configurable number of concurrent clients. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgRequests Per Second, More Is Betternginx 1.21.1Concurrent Requests: 1000MGLRU EnabledMGLRU Disabled20K40K60K80K100KSE +/- 265.34, N = 3SE +/- 270.06, N = 391024.3191601.651. (CC) gcc options: -lcrypt -lz -O3 -march=native

OpenVKL

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

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 1.0Benchmark: vklBenchmark ISPCMGLRU EnabledMGLRU Disabled4080120160200SE +/- 0.67, N = 3SE +/- 0.00, N = 3175176MIN: 14 / MAX: 2362MIN: 16 / MAX: 2455

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenMP HotSpot3DMGLRU EnabledMGLRU Disabled20406080100SE +/- 0.54, N = 3SE +/- 0.89, N = 3104.60105.141. (CXX) g++ options: -O2 -lOpenCL

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: EP.DMGLRU EnabledMGLRU Disabled2K4K6K8K10KSE +/- 4.21, N = 3SE +/- 47.65, N = 38589.038547.911. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz 2. Open MPI 4.1.0

Embree

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

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer ISPC - Model: CrownMGLRU EnabledMGLRU Disabled1326395265SE +/- 0.42, N = 3SE +/- 0.18, N = 359.8660.10MIN: 55.99 / MAX: 67.12MIN: 56.51 / MAX: 68.5

NAMD

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

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 AtomsMGLRU EnabledMGLRU Disabled0.06130.12260.18390.24520.3065SE +/- 0.00314, N = 3SE +/- 0.00229, N = 30.271580.27257

Algebraic Multi-Grid Benchmark

AMG is a parallel algebraic multigrid solver for linear systems arising from problems on unstructured grids. The driver provided with AMG builds linear systems for various 3-dimensional problems. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFigure Of Merit, More Is BetterAlgebraic Multi-Grid Benchmark 1.2MGLRU EnabledMGLRU Disabled300M600M900M1200M1500MSE +/- 738959.93, N = 3SE +/- 2472880.37, N = 3124914166712446050001. (CC) gcc options: -lparcsr_ls -lparcsr_mv -lseq_mv -lIJ_mv -lkrylov -lHYPRE_utilities -lm -fopenmp -lmpi

NWChem

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

OpenBenchmarking.orgSeconds, Fewer Is BetterNWChem 7.0.2Input: C240 BuckyballMGLRU EnabledMGLRU Disabled50010001500200025002161.22154.71. (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

Liquid-DSP

LiquidSDR's Liquid-DSP is a software-defined radio (SDR) digital signal processing library. This test profile runs a multi-threaded benchmark of this SDR/DSP library focused on embedded platform usage. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 2021.01.31Threads: 256 - Buffer Length: 256 - Filter Length: 57MGLRU EnabledMGLRU Disabled1200M2400M3600M4800M6000MSE +/- 18720428.53, N = 3SE +/- 16977730.51, N = 3551176666755262000001. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

Xmrig

Xmrig is an open-source cross-platform CPU/GPU miner for RandomX, KawPow, CryptoNight and AstroBWT. This test profile is setup to measure the Xmlrig CPU mining performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Wownero - Hash Count: 1MMGLRU EnabledMGLRU Disabled11K22K33K44K55KSE +/- 192.97, N = 3SE +/- 176.64, N = 353546.053670.31. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc

Stockfish

This is a test of Stockfish, an advanced open-source C++11 chess benchmark that can scale up to 512 CPU threads. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNodes Per Second, More Is BetterStockfish 13Total TimeMGLRU EnabledMGLRU Disabled50M100M150M200M250MSE +/- 2261974.30, N = 3SE +/- 2532421.76, N = 62496520582501254651. (CXX) g++ options: -lgcov -m64 -lpthread -fno-exceptions -std=c++17 -fprofile-use -fno-peel-loops -fno-tracer -pedantic -O3 -msse -msse3 -mpopcnt -mavx2 -msse4.1 -mssse3 -msse2 -flto -flto=jobserver

NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgTotal Mop/s, More Is BetterNAS Parallel Benchmarks 3.4Test / Class: MG.CMGLRU EnabledMGLRU Disabled16K32K48K64K80KSE +/- 370.74, N = 3SE +/- 406.38, N = 374668.5274790.121. (F9X) gfortran options: -O3 -march=native -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz 2. Open MPI 4.1.0

Liquid-DSP

LiquidSDR's Liquid-DSP is a software-defined radio (SDR) digital signal processing library. This test profile runs a multi-threaded benchmark of this SDR/DSP library focused on embedded platform usage. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 2021.01.31Threads: 128 - Buffer Length: 256 - Filter Length: 57MGLRU EnabledMGLRU Disabled1100M2200M3300M4400M5500MSE +/- 11970148.05, N = 3SE +/- 7872808.34, N = 3510073333350933333331. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

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. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Linux Kernel Compilation 5.14Time To CompileMGLRU EnabledMGLRU Disabled510152025SE +/- 0.14, N = 13SE +/- 0.13, N = 1419.8319.80

Xmrig

Xmrig is an open-source cross-platform CPU/GPU miner for RandomX, KawPow, CryptoNight and AstroBWT. This test profile is setup to measure the Xmlrig CPU mining performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterXmrig 6.12.1Variant: Monero - Hash Count: 1MMGLRU EnabledMGLRU Disabled9K18K27K36K45KSE +/- 178.74, N = 3SE +/- 67.91, N = 340029.940078.31. (CXX) g++ options: -fexceptions -fno-rtti -maes -O3 -Ofast -static-libgcc -static-libstdc++ -rdynamic -lssl -lcrypto -luv -lpthread -lrt -ldl -lhwloc

Quantum ESPRESSO

Quantum ESPRESSO is an integrated suite of Open-Source computer codes for electronic-structure calculations and materials modeling at the nanoscale. It is based on density-functional theory, plane waves, and pseudopotentials. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterQuantum ESPRESSO 7.0Input: AUSURF112MGLRU EnabledMGLRU Disabled70140210280350SE +/- 0.20, N = 3SE +/- 0.36, N = 3330.62330.961. (F9X) gfortran options: -pthread -fopenmp -ldevXlib -lopenblas -lFoX_dom -lFoX_sax -lFoX_wxml -lFoX_common -lFoX_utils -lFoX_fsys -lfftw3_omp -lfftw3 -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Timed LLVM Compilation

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

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 13.0Build System: Unix MakefilesMGLRU EnabledMGLRU Disabled4080120160200SE +/- 0.16, N = 3SE +/- 0.47, N = 3196.92196.73

Xcompact3d Incompact3d

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

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: X3D-benchmarking input.i3dMGLRU EnabledMGLRU Disabled100200300400500SE +/- 0.82, N = 3SE +/- 1.49, N = 3463.58463.231. (F9X) gfortran options: -cpp -O2 -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Timed Mesa Compilation

This test profile times how long it takes to compile Mesa with Meson/Ninja. For minimizing build dependencies and avoid versioning conflicts, test this is just the core Mesa build without LLVM or the extra Gallium3D/Mesa drivers enabled. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed Mesa Compilation 21.0Time To CompileMGLRU EnabledMGLRU Disabled510152025SE +/- 0.02, N = 3SE +/- 0.05, N = 321.1421.13

Timed LLVM Compilation

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

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed LLVM Compilation 13.0Build System: NinjaMGLRU EnabledMGLRU Disabled20406080100SE +/- 0.14, N = 3SE +/- 0.23, N = 3110.35110.29

Xcompact3d Incompact3d

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

OpenBenchmarking.orgSeconds, Fewer Is BetterXcompact3d Incompact3d 2021-03-11Input: input.i3d 193 Cells Per DirectionMGLRU EnabledMGLRU Disabled3691215SE +/- 0.03, N = 3SE +/- 0.02, N = 313.3713.381. (F9X) gfortran options: -cpp -O2 -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz

Embree

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

OpenBenchmarking.orgFrames Per Second, More Is BetterEmbree 3.13Binary: Pathtracer - Model: CrownMGLRU EnabledMGLRU Disabled1530456075SE +/- 0.15, N = 3SE +/- 0.24, N = 366.2066.23MIN: 61.78 / MAX: 73.44MIN: 61.28 / MAX: 74.94

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 21.06Test: Decompression RatingMGLRU EnabledMGLRU Disabled130K260K390K520K650KSE +/- 6316.43, N = 3SE +/- 7344.83, N = 35941855943841. (CXX) g++ options: -lpthread -ldl -O2 -fPIC

OpenVKL

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

OpenBenchmarking.orgItems / Sec, More Is BetterOpenVKL 1.0Benchmark: vklBenchmark ScalarMGLRU EnabledMGLRU Disabled306090120150SE +/- 0.33, N = 3SE +/- 1.00, N = 3118118MIN: 11 / MAX: 2529MIN: 11 / MAX: 2528

OSPray

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

OpenBenchmarking.orgFPS, More Is BetterOSPray 1.8.5Demo: San Miguel - Renderer: SciVisMGLRU EnabledMGLRU Disabled20406080100SE +/- 0.00, N = 3SE +/- 0.00, N = 383.3383.33MIN: 35.71 / MAX: 100MIN: 47.62 / MAX: 100

Monte Carlo Simulations of Ionised Nebulae

Mocassin is the Monte Carlo Simulations of Ionised Nebulae. MOCASSIN is a fully 3D or 2D photoionisation and dust radiative transfer code which employs a Monte Carlo approach to the transfer of radiation through media of arbitrary geometry and density distribution. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterMonte Carlo Simulations of Ionised Nebulae 2019-03-24Input: Dust 2D tau100.0MGLRU EnabledMGLRU Disabled50100150200250SE +/- 0.67, N = 3SE +/- 0.00, N = 32302301. (F9X) gfortran options: -cpp -Jsource/ -ffree-line-length-0 -lm -std=legacy -O3 -O2 -lmpi_usempif08 -lmpi_mpifh -lmpi -lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lz

ONNX Runtime

ONNX Runtime is developed by Microsoft and partners as a open-source, cross-platform, high performance machine learning inferencing and training accelerator. This test profile runs the ONNX Runtime with various models available from the ONNX Zoo. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.10Model: super-resolution-10 - Device: CPUMGLRU EnabledMGLRU Disabled14002800420056007000SE +/- 176.40, N = 12SE +/- 5.04, N = 3592367111. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

OpenBenchmarking.orgInferences Per Minute, More Is BetterONNX Runtime 1.10Model: fcn-resnet101-11 - Device: CPUMGLRU EnabledMGLRU Disabled4080120160200SE +/- 4.29, N = 12SE +/- 1.80, N = 31801771. (CXX) g++ options: -ffunction-sections -fdata-sections -march=native -mtune=native -O3 -flto -fno-fat-lto-objects -ldl -lrt

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.6Scene: Danish Mood - Acceleration: CPUMGLRU EnabledMGLRU Disabled1.20382.40763.61144.81526.019SE +/- 0.09, N = 15SE +/- 0.08, N = 155.355.25MIN: 1.85 / MAX: 7.13MIN: 1.73 / MAX: 7.07

Rodinia

Rodinia is a suite focused upon accelerating compute-intensive applications with accelerators. CUDA, OpenMP, and OpenCL parallel models are supported by the included applications. This profile utilizes select OpenCL, NVIDIA CUDA and OpenMP test binaries at the moment. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenMP StreamclusterMGLRU EnabledMGLRU Disabled3691215SE +/- 0.134, N = 15SE +/- 0.201, N = 149.7299.8031. (CXX) g++ options: -O2 -lOpenCL