Additional Zen 5 Linux Distro Benchmarks

AMD Ryzen 9 9950X 16-Core testing with a ASUS ROG STRIX X670E-E GAMING WIFI (2204 BIOS) and AMD Radeon RX 7900 GRE 16GB on Fedora Linux 40 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2408182-NE-2408172NE23
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results
Show Result Confidence Charts

Limit displaying results to tests within:

C/C++ Compiler Tests 2 Tests
CPU Massive 6 Tests
Creator Workloads 2 Tests
Database Test Suite 2 Tests
HPC - High Performance Computing 7 Tests
Machine Learning 3 Tests
Molecular Dynamics 2 Tests
Multi-Core 3 Tests
OpenMPI Tests 3 Tests
Programmer / Developer System Benchmarks 3 Tests
Python 3 Tests
Scientific Computing 2 Tests
Software Defined Radio 2 Tests
Server 4 Tests
Server CPU Tests 7 Tests
Single-Threaded 3 Tests

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Geometric Means Per-Suite/Category
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Additional Graphs

Show Perf Per Clock Calculation Graphs Where Applicable

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs
Condense Test Profiles With Multiple Version Results Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
Ubuntu 24.04 LTS
August 16
  4 Hours, 46 Minutes
Arch Linux
August 17
  4 Hours, 58 Minutes
CachyOS
August 17
  4 Hours, 27 Minutes
Fedora Workstation 40
August 18
  4 Hours, 31 Minutes
Invert Hiding All Results Option
  4 Hours, 40 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):


Additional Zen 5 Linux Distro BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionOpenCLUbuntu 24.04 LTSArch LinuxCachyOSFedora Workstation 40AMD Ryzen 9 9950X 16-Core @ 8.18GHz (16 Cores / 32 Threads)ASUS ROG STRIX X670E-E GAMING WIFI (2204 BIOS)AMD Device 14d82 x 16GB DDR5-6000MT/s G Skill F5-6000J3038F16GWestern Digital WD_BLACK SN850X 2000GBAMD Radeon RX 7900 GRE 16GB (2200/3000MHz)AMD Navi 31 HDMI/DPDELL U2723QEIntel I225-V + Intel Wi-Fi 6EUbuntu 24.046.8.0-40-generic (x86_64)GNOME Shell 46.0X Server + Wayland4.6 Mesa 24.0.9-0ubuntu0.1 (LLVM 17.0.6 DRM 3.57)GCC 13.2.0ext43840x2160AMD Ryzen 9 9950X 16-Core @ 5.75GHz (16 Cores / 32 Threads)Western Digital WD_BLACK SN850X 2000GB + 257GB Flash DriveArch Linux6.10.5-arch1-1 (x86_64)GNOME Shell 46.44.6 Mesa 24.1.6-arch1.1 (LLVM 18.1.8 DRM 3.57)GCC 14.2.1 20240805 + Clang 18.1.8 + LLVM 18.1.8btrfsAMD Radeon RX 7900 GRE 16GB (1927/1124MHz)cachyos rolling6.10.5-2-cachyos (x86_64)KDE Plasma 6.1.4X Server 1.21.1.13 + Wayland4.6 Mesa 24.2.0-arch1.3 (LLVM 18.1.8 DRM 3.57)OpenCL 3.0AMD Radeon RX 7900 GRE 16GB (2200/3000MHz)Fedora Linux 406.10.4-200.fc40.x86_64 (x86_64)GNOME Shell 46.4X Server + Wayland4.6 Mesa 24.1.5 (LLVM 18.1.6 DRM 3.57)GCC 14.2.1 20240801OpenBenchmarking.orgKernel Details- Ubuntu 24.04 LTS: Transparent Huge Pages: madvise- Arch Linux: Transparent Huge Pages: always- CachyOS: Transparent Huge Pages: always- Fedora Workstation 40: Transparent Huge Pages: madviseCompiler Details- Ubuntu 24.04 LTS: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --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-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-uJ7kn6/gcc-13-13.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-uJ7kn6/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-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 - 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++,rust --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 - CachyOS: --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++,rust --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 - Fedora Workstation 40: --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,amdgcn-amdhsa --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 Processor Details- Ubuntu 24.04 LTS: Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xb40401a- Arch Linux: Scaling Governor: amd-pstate-epp powersave (EPP: performance) - CPU Microcode: 0xb40401a- CachyOS: Scaling Governor: amd-pstate-epp powersave (Boost: Enabled EPP: balance_performance) - CPU Microcode: 0xb40401a- Fedora Workstation 40: Scaling Governor: amd-pstate-epp powersave (EPP: balance_performance) - CPU Microcode: 0xb40401aJava Details- Ubuntu 24.04 LTS: OpenJDK Runtime Environment (build 11.0.24+8-post-Ubuntu-1ubuntu324.04.1)- Arch Linux: OpenJDK Runtime Environment (build 11.0.24+8)- CachyOS: OpenJDK Runtime Environment (build 11.0.24+8)- Fedora Workstation 40: OpenJDK Runtime Environment (Red_Hat-21.0.4.0.7-2) (build 21.0.4+7)Python Details- Ubuntu 24.04 LTS: Python 3.12.3- Arch Linux: Python 3.12.4- CachyOS: Python 3.12.5- Fedora Workstation 40: Python 3.12.4Security Details- Ubuntu 24.04 LTS: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: 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; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + 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 + reg_file_data_sampling: 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; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected - CachyOS: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: 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; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected - Fedora Workstation 40: SELinux + gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: 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; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

Ubuntu 24.04 LTSArch LinuxCachyOSFedora Workstation 40Result OverviewPhoronix Test Suite100%142%184%225%PHPBenchOpenSSLGROMACSPyBenchNumpy BenchmarksrsRAN ProjectSPECFEM3DZstd CompressionsimdjsonC-RayminiBUDEBlenderPyPerformanceDaCapo BenchmarkRocksDBClickHouseTensorFlowNAMDLiquid-DSPPyTorch

Additional Zen 5 Linux Distro Benchmarksminibude: OpenMP - BM1minibude: OpenMP - BM1namd: ATPase with 327,506 Atomsnamd: STMV with 1,066,628 Atomsopenradioss: Bumper Beamopenradioss: Chrysler Neon 1Mopenradioss: Cell Phone Drop Testopenradioss: Bird Strike on Windshieldopenradioss: Rubber O-Ring Seal Installationopenradioss: INIVOL and Fluid Structure Interaction Drop Containerspecfem3d: Mount St. Helensspecfem3d: Layered Halfspacespecfem3d: Tomographic Modelspecfem3d: Homogeneous Halfspacespecfem3d: Water-layered Halfspacesimdjson: Kostyasimdjson: TopTweetsimdjson: LargeRandsimdjson: PartialTweetssimdjson: DistinctUserIDdacapobench: Jythondacapobench: jMonkeyEnginedacapobench: Batik SVG Toolkitdacapobench: H2 Database Enginedacapobench: PMD Source Code Analyzercompress-zstd: 19 - Compression Speedcompress-zstd: 19 - Decompression Speedcompress-zstd: 8, Long Mode - Compression Speedcompress-zstd: 8, Long Mode - Decompression Speedcompress-zstd: 19, Long Mode - Compression Speedcompress-zstd: 19, Long Mode - Decompression Speedsrsran: PDSCH Processor Benchmark, Throughput Totalsrsran: PUSCH Processor Benchmark, Throughput Totalcompress-7zip: Compression Ratingcompress-7zip: Decompression Ratingc-ray: 4K - 16c-ray: 1080p - 16numpy: liquid-dsp: 16 - 256 - 57liquid-dsp: 32 - 256 - 57liquid-dsp: 16 - 256 - 512liquid-dsp: 32 - 256 - 512openssl: ChaCha20openssl: AES-128-GCMopenssl: AES-256-GCMopenssl: ChaCha20-Poly1305clickhouse: 100M Rows Hits Dataset, First Run / Cold Cacheclickhouse: 100M Rows Hits Dataset, Second Runclickhouse: 100M Rows Hits Dataset, Third Rungromacs: MPI CPU - water_GMX50_barepytorch: CPU - 1 - ResNet-50pytorch: CPU - 64 - ResNet-50tensorflow: CPU - 1 - ResNet-50tensorflow: CPU - 64 - ResNet-50gimp: resizegimp: rotategimp: auto-levelsgimp: unsharp-maskrocksdb: Rand Readrocksdb: Update Randrocksdb: Read While Writingrocksdb: Read Rand Write Randblender: BMW27 - CPU-Onlyblender: Fishy Cat - CPU-Onlyblender: Pabellon Barcelona - CPU-Onlypybench: Total For Average Test Timespyperformance: gopyperformance: chaospyperformance: floatpyperformance: nbodypyperformance: pathlibpyperformance: raytracepyperformance: xml_etreepyperformance: gc_collectpyperformance: json_loadspyperformance: crypto_pyaespyperformance: async_tree_iopyperformance: regex_compilepyperformance: python_startuppyperformance: asyncio_tcp_sslpyperformance: django_templatepyperformance: asyncio_websocketspyperformance: pickle_pure_pythonphpbench: PHP Benchmark Suiteopenssl: SHA256openssl: SHA512openssl: RSA4096openssl: RSA4096gimp: resizegimp: rotategimp: auto-levelsgimp: unsharp-maskgimp: resizegimp: rotategimp: auto-levelsgimp: unsharp-maskUbuntu 24.04 LTSArch LinuxCachyOSFedora Workstation 401942.13177.6853.486180.9806777.02709.4144.67129.6152.80247.0924.90416560272.82711448122.40124751130.10969011771.6178895357.5012.522.0912.2713.18348667828501774106080.65293.21736.56958.550.75276.615225.52080.119371715764096.70524.1941015.8411616000001656166667449986667583856667226786563777111486694197103329318050155164767847258.13288.10287.033.13984.9957.9417.0552.329.2677.5588.79411.3881626076739928734666295404092547.8661.90128.1441163.529.737.240.28.6413728.46129.9934.868060.74.6040116.727914315206752073.57382.9433.517330.9865523.88787465674.05286266221.16679082428.17257370369.7028978007.4113.892.1813.8013.77332667728571677111486.05471.01739.37275.156.75624.316950.22080.8104.55926.1341119.9411661666671649400000455173333593053333227869700823418768844937388023326220156089505017246.95280.92283.993.18985.3458.2417.2851.5317264967610015264656517401995747.7970.69128.4645267.93140.254.78.3414527.852511.238.567864.05.2739717.42891371149446340051189371406902726714667.5504077.59.1306.8918.15310.4292084.31583.3733.500910.9859724.20397914175.37617933020.99747361727.96420263868.9542248267.5814.322.2014.0714.31336967878911674112188.25693.31819.67472.859.65670.718641.42080.8104.72026.1571182.8611592666671656200000451413333592236667227376773620418734209617387393654873155363567027246.13287.09280.663.17385.8057.5316.8451.431736108529440634943824429742347.4170.17127.3942765.72937.450.78.0914227.152810.735.467662.45.1240917.22381323070961350389930201420769696314656.6503441.02.9122.9202.9202.9442059.52682.3813.546760.9869128.43666552373.41344728027.22885545135.43061839071.4657800697.6714.002.1713.9514.6633836797864172189584.85468.61807.57119.356.35490.917484.82402.5103.71625.9241063.4111675000001657266667456690000598593333226723621000416746684597383325944217155485917547255.79289.85292.682.62885.0057.7016.9352.1517966116310070894699300408552948.3471.39129.9448867.833.842.052.99.2715731.853012.039.969168.74.8342519.11031511539354345552817101398038861714682.7503210.69.8277.3878.66611.167OpenBenchmarking.org

miniBUDE

MiniBUDE is a mini application for the the core computation of the Bristol University Docking Engine (BUDE). This test profile currently makes use of the OpenMP implementation of miniBUDE for CPU benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFInst/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS400800120016002000SE +/- 2.47, N = 3SE +/- 2.40, N = 3SE +/- 5.43, N = 3SE +/- 1.17, N = 32073.572084.322059.531942.131. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm

OpenBenchmarking.orgBillion Interactions/s, More Is BetterminiBUDE 20210901Implementation: OpenMP - Input Deck: BM1Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS20406080100SE +/- 0.10, N = 3SE +/- 0.10, N = 3SE +/- 0.22, N = 3SE +/- 0.05, N = 382.9483.3782.3877.691. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm

NAMD

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: ATPase with 327,506 AtomsArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS0.7981.5962.3943.1923.99SE +/- 0.04062, N = 3SE +/- 0.02267, N = 15SE +/- 0.01969, N = 3SE +/- 0.02411, N = 33.517333.500913.546763.48618

OpenBenchmarking.orgns/day, More Is BetterNAMD 3.0b6Input: STMV with 1,066,628 AtomsArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS0.22210.44420.66630.88841.1105SE +/- 0.00016, N = 3SE +/- 0.00073, N = 3SE +/- 0.00064, N = 3SE +/- 0.00136, N = 30.986550.985970.986910.98067

OpenRadioss

OpenRadioss is an open-source AGPL-licensed finite element solver for dynamic event analysis OpenRadioss is based on Altair Radioss and open-sourced in 2022. This open-source finite element solver is benchmarked with various example models available from https://www.openradioss.org/models/ and https://github.com/OpenRadioss/ModelExchange/tree/main/Examples. This test is currently using a reference OpenRadioss binary build offered via GitHub. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: Bumper BeamUbuntu 24.04 LTS20406080100SE +/- 0.15, N = 377.02

Model: Bumper Beam

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE Bumper_Beam_AP_meshed_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE Bumper_Beam_AP_meshed_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: Chrysler Neon 1MUbuntu 24.04 LTS150300450600750SE +/- 0.67, N = 3709.41

Model: Chrysler Neon 1M

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE NEON1M11_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE NEON1M11_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: Cell Phone Drop TestUbuntu 24.04 LTS1020304050SE +/- 0.23, N = 344.67

Model: Cell Phone Drop Test

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE Cell_Phone_Drop_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE Cell_Phone_Drop_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: Bird Strike on WindshieldUbuntu 24.04 LTS306090120150SE +/- 0.18, N = 3129.61

Model: Bird Strike on Windshield

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE BIRD_WINDSHIELD_v1_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE BIRD_WINDSHIELD_v1_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: Rubber O-Ring Seal InstallationUbuntu 24.04 LTS1224364860SE +/- 0.11, N = 352.80

Model: Rubber O-Ring Seal Installation

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE RUBBER_SEAL_IMPDISP_GEOM_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE RUBBER_SEAL_IMPDISP_GEOM_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

OpenBenchmarking.orgSeconds, Fewer Is BetterOpenRadioss 2023.09.15Model: INIVOL and Fluid Structure Interaction Drop ContainerUbuntu 24.04 LTS50100150200250SE +/- 0.35, N = 3247.09

Model: INIVOL and Fluid Structure Interaction Drop Container

Arch Linux: The test run did not produce a result. E: ** ERROR: FILE fsi_drop_container_0000_0001.rst NOT FOUND

CachyOS: The test run did not produce a result. E: ** ERROR: FILE fsi_drop_container_0000_0001.rst NOT FOUND

Fedora Workstation 40: The test run did not produce a result. E: ./engine_linux64_gf_ompi: error while loading shared libraries: libmpi.so.40: cannot open shared object file: No such file or directory

SPECFEM3D

simulates acoustic (fluid), elastic (solid), coupled acoustic/elastic, poroelastic or seismic wave propagation in any type of conforming mesh of hexahedra. This test profile currently relies on CPU-based execution for SPECFEM3D and using a variety of their built-in examples/models for benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.1.1Model: Mount St. HelensArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS714212835SE +/- 0.24, N = 3SE +/- 0.24, N = 3SE +/- 0.09, N = 3SE +/- 0.17, N = 323.8924.2028.4424.90-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -O2 -fopenmp -std=f2008 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.1.1Model: Layered HalfspaceArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS20406080100SE +/- 0.44, N = 3SE +/- 0.50, N = 3SE +/- 0.32, N = 3SE +/- 0.53, N = 374.0575.3873.4172.83-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -O2 -fopenmp -std=f2008 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.1.1Model: Tomographic ModelArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS612182430SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.26, N = 3SE +/- 0.26, N = 321.1721.0027.2322.40-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -O2 -fopenmp -std=f2008 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.1.1Model: Homogeneous HalfspaceArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS816243240SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.12, N = 3SE +/- 0.14, N = 328.1727.9635.4330.11-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -O2 -fopenmp -std=f2008 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi

OpenBenchmarking.orgSeconds, Fewer Is BetterSPECFEM3D 4.1.1Model: Water-layered HalfspaceArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1632486480SE +/- 0.18, N = 3SE +/- 0.21, N = 3SE +/- 0.53, N = 3SE +/- 0.36, N = 369.7068.9571.4771.62-lopen-rte -lopen-pal -lhwloc -levent_core -levent_pthreads -lm -lz1. (F9X) gfortran options: -O2 -fopenmp -std=f2008 -fimplicit-none -fmax-errors=10 -pedantic -pedantic-errors -O3 -finline-functions -lmpi_usempif08 -lmpi_mpifh -lmpi

simdjson

OpenBenchmarking.orgGB/s, More Is Bettersimdjson 3.10Throughput Test: KostyaArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS246810SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 37.417.587.677.501. (CXX) g++ options: -O3 -lrt

OpenBenchmarking.orgGB/s, More Is Bettersimdjson 3.10Throughput Test: TopTweetArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS48121620SE +/- 0.11, N = 15SE +/- 0.16, N = 4SE +/- 0.03, N = 3SE +/- 0.01, N = 313.8914.3214.0012.521. (CXX) g++ options: -O3 -lrt

OpenBenchmarking.orgGB/s, More Is Bettersimdjson 3.10Throughput Test: LargeRandomArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS0.4950.991.4851.982.475SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 32.182.202.172.091. (CXX) g++ options: -O3 -lrt

OpenBenchmarking.orgGB/s, More Is Bettersimdjson 3.10Throughput Test: PartialTweetsArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS48121620SE +/- 0.11, N = 9SE +/- 0.14, N = 5SE +/- 0.09, N = 3SE +/- 0.13, N = 1513.8014.0713.9512.271. (CXX) g++ options: -O3 -lrt

OpenBenchmarking.orgGB/s, More Is Bettersimdjson 3.10Throughput Test: DistinctUserIDArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS48121620SE +/- 0.13, N = 15SE +/- 0.16, N = 3SE +/- 0.13, N = 7SE +/- 0.16, N = 313.7714.3114.6613.181. (CXX) g++ options: -O3 -lrt

DaCapo Benchmark

This test runs the DaCapo Benchmarks written in Java and intended to test system/CPU performance of various popular real-world Java workloads. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 23.11Java Test: JythonArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS7001400210028003500SE +/- 32.85, N = 3SE +/- 15.86, N = 3SE +/- 35.90, N = 3SE +/- 12.41, N = 33326336933833486

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 23.11Java Test: jMonkeyEngineArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS15003000450060007500SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 1.53, N = 3SE +/- 1.45, N = 36772678767976782

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 23.11Java Test: Batik SVG ToolkitArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS2004006008001000SE +/- 1.86, N = 3SE +/- 9.98, N = 4SE +/- 4.58, N = 3SE +/- 6.43, N = 3857891864850

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 23.11Java Test: H2 Database EngineArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS400800120016002000SE +/- 21.93, N = 3SE +/- 18.00, N = 3SE +/- 9.82, N = 3SE +/- 18.67, N = 41677167417211774

OpenBenchmarking.orgmsec, Fewer Is BetterDaCapo Benchmark 23.11Java Test: PMD Source Code AnalyzerArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS2004006008001000SE +/- 11.56, N = 5SE +/- 6.01, N = 3SE +/- 2.08, N = 3SE +/- 8.05, N = 15111411218951060

Zstd Compression

This test measures the time needed to compress/decompress a sample input file using Zstd compression supplied by the system or otherwise externally of the test profile. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Compression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS20406080100SE +/- 0.99, N = 3SE +/- 0.75, N = 3SE +/- 0.42, N = 3SE +/- 0.38, N = 386.088.284.880.61. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19 - Decompression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS12002400360048006000SE +/- 42.23, N = 3SE +/- 57.22, N = 3SE +/- 35.51, N = 3SE +/- 15.24, N = 35471.05693.35468.65293.21. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Compression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS400800120016002000SE +/- 12.22, N = 3SE +/- 4.57, N = 3SE +/- 4.46, N = 3SE +/- 2.37, N = 31739.31819.61807.51736.51. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 8, Long Mode - Decompression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS16003200480064008000SE +/- 3.91, N = 3SE +/- 8.35, N = 3SE +/- 13.94, N = 3SE +/- 9.71, N = 37275.17472.87119.36958.51. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Compression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1326395265SE +/- 0.09, N = 3SE +/- 0.20, N = 3SE +/- 0.21, N = 3SE +/- 0.15, N = 356.759.656.350.71. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

OpenBenchmarking.orgMB/s, More Is BetterZstd CompressionCompression Level: 19, Long Mode - Decompression SpeedArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS12002400360048006000SE +/- 41.50, N = 3SE +/- 1.03, N = 3SE +/- 32.11, N = 3SE +/- 21.48, N = 35624.35670.75490.95276.61. Arch Linux: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***2. CachyOS: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***3. Fedora Workstation 40: *** Zstandard CLI (64-bit) v1.5.6, by Yann Collet ***4. Ubuntu 24.04 LTS: *** Zstandard CLI (64-bit) v1.5.5, by Yann Collet ***

srsRAN Project

srsRAN Project is a complete ORAN-native 5G RAN solution created by Software Radio Systems (SRS). The srsRAN Project radio suite was formerly known as srsLTE and can be used for building your own software-defined radio (SDR) 4G/5G mobile network. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMbps, More Is BettersrsRAN Project 23.10.1-20240325Test: PDSCH Processor Benchmark, Throughput TotalArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS4K8K12K16K20KSE +/- 146.40, N = 3SE +/- 65.99, N = 3SE +/- 117.96, N = 3SE +/- 208.00, N = 316950.218641.417484.815225.51. (CXX) g++ options: -O3 -march=native -mavx2 -mavx -msse4.1 -mfma -mavx512f -mavx512cd -mavx512bw -mavx512dq -fno-trapping-math -fno-math-errno -ldl

OpenBenchmarking.orgMbps, More Is BettersrsRAN Project 23.10.1-20240325Test: PUSCH Processor Benchmark, Throughput TotalArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS5001000150020002500SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 32080.82080.82402.52080.1MIN: 1274.3MIN: 1274.3MIN: 1698.8MIN: 1273.9 / MAX: 2080.21. (CXX) g++ options: -O3 -march=native -mavx2 -mavx -msse4.1 -mfma -mavx512f -mavx512cd -mavx512bw -mavx512dq -fno-trapping-math -fno-math-errno -ldl

7-Zip Compression

OpenBenchmarking.orgMIPS, More Is Better7-Zip CompressionTest: Compression RatingUbuntu 24.04 LTS40K80K120K160K200KSE +/- 433.32, N = 31937171. 7-Zip 23.01 (x64) : Copyright (c) 1999-2023 Igor Pavlov : 2023-06-20

Test: Compression Rating

Arch Linux: The test run did not produce a result.

CachyOS: The test run did not produce a result.

Fedora Workstation 40: The test run did not produce a result.

OpenBenchmarking.orgMIPS, More Is Better7-Zip CompressionTest: Decompression RatingUbuntu 24.04 LTS30K60K90K120K150KSE +/- 159.35, N = 31576401. 7-Zip 23.01 (x64) : Copyright (c) 1999-2023 Igor Pavlov : 2023-06-20

Test: Decompression Rating

Arch Linux: The test run did not produce a result.

CachyOS: The test run did not produce a result.

Fedora Workstation 40: The test run did not produce a result.

C-Ray

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 4K - Rays Per Pixel: 16Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS20406080100SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 3104.56104.72103.7296.711. (CC) gcc options: -lpthread -lm

OpenBenchmarking.orgSeconds, Fewer Is BetterC-Ray 2.0Resolution: 1080p - Rays Per Pixel: 16Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS612182430SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 326.1326.1625.9224.191. (CC) gcc options: -lpthread -lm

Numpy Benchmark

This is a test to obtain the general Numpy performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterNumpy BenchmarkArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS30060090012001500SE +/- 2.20, N = 3SE +/- 8.53, N = 3SE +/- 3.36, N = 3SE +/- 7.13, N = 31119.941182.861063.411015.84

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 1.6Threads: 16 - Buffer Length: 256 - Filter Length: 57Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS300M600M900M1200M1500MSE +/- 874325.14, N = 3SE +/- 2003607.86, N = 3SE +/- 4843896.50, N = 3SE +/- 1985782.80, N = 311661666671159266667116750000011616000001. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 1.6Threads: 32 - Buffer Length: 256 - Filter Length: 57Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS400M800M1200M1600M2000MSE +/- 3317127.27, N = 3SE +/- 2511971.34, N = 3SE +/- 2169741.41, N = 3SE +/- 2551034.65, N = 316494000001656200000165726666716561666671. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 1.6Threads: 16 - Buffer Length: 256 - Filter Length: 512Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS100M200M300M400M500MSE +/- 1464608.40, N = 3SE +/- 1902422.43, N = 3SE +/- 925868.96, N = 3SE +/- 552278.11, N = 34551733334514133334566900004499866671. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenBenchmarking.orgsamples/s, More Is BetterLiquid-DSP 1.6Threads: 32 - Buffer Length: 256 - Filter Length: 512Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS130M260M390M520M650MSE +/- 409484.77, N = 3SE +/- 1042182.54, N = 3SE +/- 319235.20, N = 3SE +/- 1327934.90, N = 35930533335922366675985933335838566671. (CC) gcc options: -O3 -pthread -lm -lc -lliquid

OpenSSL

Algorithm: SHA256

Ubuntu 24.04 LTS: The test quit with a non-zero exit status.

Algorithm: SHA512

Ubuntu 24.04 LTS: The test quit with a non-zero exit status.

Algorithm: RSA4096

Ubuntu 24.04 LTS: The test quit with a non-zero exit status.

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: ChaCha20Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS50000M100000M150000M200000M250000MSE +/- 28919422.64, N = 3SE +/- 76939175.49, N = 3SE +/- 37875025.03, N = 3SE +/- 83465673.56, N = 32278697008232273767736202267236210002267865637771. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)4. Ubuntu 24.04 LTS: OpenSSL 3.0.13 30 Jan 2024 (Library: OpenSSL 3.0.13 30 Jan 2024) - Additional Parameters: -engine qatengine -async_jobs 8

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: AES-128-GCMArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS90000M180000M270000M360000M450000MSE +/- 77769806.88, N = 3SE +/- 268075349.70, N = 3SE +/- 419741943.73, N = 3SE +/- 19413358.63, N = 34187688449374187342096174167466845971114866941971. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)4. Ubuntu 24.04 LTS: OpenSSL 3.0.13 30 Jan 2024 (Library: OpenSSL 3.0.13 30 Jan 2024) - Additional Parameters: -engine qatengine -async_jobs 8

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: AES-256-GCMArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS80000M160000M240000M320000M400000MSE +/- 310190917.70, N = 3SE +/- 130310184.36, N = 3SE +/- 538148516.18, N = 3SE +/- 32447630.96, N = 33880233262203873936548733833259442171033293180501. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)4. Ubuntu 24.04 LTS: OpenSSL 3.0.13 30 Jan 2024 (Library: OpenSSL 3.0.13 30 Jan 2024) - Additional Parameters: -engine qatengine -async_jobs 8

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: ChaCha20-Poly1305Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS30000M60000M90000M120000M150000MSE +/- 134147436.36, N = 3SE +/- 122248256.52, N = 3SE +/- 54928830.94, N = 3SE +/- 29454835.58, N = 31560895050171553635670271554859175471551647678471. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)4. Ubuntu 24.04 LTS: OpenSSL 3.0.13 30 Jan 2024 (Library: OpenSSL 3.0.13 30 Jan 2024) - Additional Parameters: -engine qatengine -async_jobs 8

ClickHouse

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

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, First Run / Cold CacheArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS60120180240300SE +/- 2.25, N = 3SE +/- 2.50, N = 3SE +/- 2.77, N = 3SE +/- 2.58, N = 3246.95246.13255.79258.13MIN: 12.83 / MAX: 12000MIN: 12.88 / MAX: 12000MIN: 13.02 / MAX: 12000MIN: 13.29 / MAX: 10000

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Second RunArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS60120180240300SE +/- 3.69, N = 3SE +/- 2.49, N = 3SE +/- 0.88, N = 3SE +/- 2.65, N = 3280.92287.09289.85288.10MIN: 14.55 / MAX: 12000MIN: 15.19 / MAX: 12000MIN: 15.32 / MAX: 12000MIN: 15.67 / MAX: 10000

OpenBenchmarking.orgQueries Per Minute, Geo Mean, More Is BetterClickHouse 22.12.3.5100M Rows Hits Dataset, Third RunArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS60120180240300SE +/- 0.58, N = 3SE +/- 3.64, N = 3SE +/- 2.86, N = 3SE +/- 2.53, N = 3283.99280.66292.68287.03MIN: 15.89 / MAX: 10000MIN: 15.42 / MAX: 10000MIN: 15.55 / MAX: 12000MIN: 15.71 / MAX: 12000

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2024Implementation: MPI CPU - Input: water_GMX50_bareArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS0.71751.4352.15252.873.5875SE +/- 0.003, N = 3SE +/- 0.003, N = 3SE +/- 0.010, N = 3SE +/- 0.002, N = 33.1893.1732.6283.1391. (CXX) g++ options: -O3 -lm

PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.2.1Device: CPU - Batch Size: 1 - Model: ResNet-50Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS20406080100SE +/- 0.72, N = 3SE +/- 0.72, N = 8SE +/- 0.26, N = 3SE +/- 0.58, N = 385.3485.8085.0084.99MIN: 70.68 / MAX: 87.58MIN: 40.88 / MAX: 90.98MIN: 45.51 / MAX: 86.09MIN: 78.61 / MAX: 86.97

OpenBenchmarking.orgbatches/sec, More Is BetterPyTorch 2.2.1Device: CPU - Batch Size: 64 - Model: ResNet-50Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1326395265SE +/- 0.48, N = 3SE +/- 0.15, N = 3SE +/- 0.18, N = 3SE +/- 0.12, N = 358.2457.5357.7057.94MIN: 32.62 / MAX: 60.14MIN: 32.6 / MAX: 58.36MIN: 39.18 / MAX: 58.74MIN: 38.77 / MAX: 58.88

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 2.16.1Device: CPU - Batch Size: 1 - Model: ResNet-50Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS48121620SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 317.2816.8416.9317.05

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: CPU - Batch Size: 64 - Model: ResNet-50Arch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1224364860SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 351.5351.4352.1552.32

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.36Test: resizeUbuntu 24.04 LTS3691215SE +/- 0.098, N = 59.267

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.36Test: rotateUbuntu 24.04 LTS246810SE +/- 0.013, N = 37.558

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.36Test: auto-levelsUbuntu 24.04 LTS246810SE +/- 0.003, N = 38.794

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.36Test: unsharp-maskUbuntu 24.04 LTS3691215SE +/- 0.10, N = 311.39

RocksDB

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

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Random ReadArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS40M80M120M160M200MSE +/- 12939.28, N = 3SE +/- 401362.73, N = 3SE +/- 126522.70, N = 3SE +/- 268513.18, N = 31726496761736108521796611631626076731. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Update RandomArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS200K400K600K800K1000KSE +/- 3022.05, N = 3SE +/- 1802.23, N = 3SE +/- 2576.99, N = 3SE +/- 1039.13, N = 3100152694406310070899928731. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read While WritingArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1.1M2.2M3.3M4.4M5.5MSE +/- 15403.90, N = 3SE +/- 13632.85, N = 3SE +/- 18341.24, N = 3SE +/- 21483.06, N = 346565174943824469930046662951. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

OpenBenchmarking.orgOp/s, More Is BetterRocksDB 9.0Test: Read Random Write RandomArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS900K1800K2700K3600K4500KSE +/- 22505.30, N = 3SE +/- 12022.25, N = 3SE +/- 6053.95, N = 3SE +/- 36309.53, N = 340199574297423408552940409251. (CXX) g++ options: -O3 -march=native -pthread -fno-builtin-memcmp -fno-rtti

Blender

Blender is an open-source 3D creation software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing is supported. This system/blender test profile makes use of the system-supplied Blender. Use pts/blender if wishing to stick to a fixed version of Blender. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: BMW27 - Compute: CPU-OnlyArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1122334455SE +/- 0.08, N = 3SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 347.7947.4148.3447.86

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Fishy Cat - Compute: CPU-OnlyArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1632486480SE +/- 0.11, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.08, N = 370.6970.1771.3961.90

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0.2Blend File: Pabellon Barcelona - Compute: CPU-OnlyArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS306090120150SE +/- 0.11, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.05, N = 3128.46127.39129.94128.14

PyBench

This test profile reports the total time of the different average timed test results from PyBench. PyBench reports average test times for different functions such as BuiltinFunctionCalls and NestedForLoops, with this total result providing a rough estimate as to Python's average performance on a given system. This test profile runs PyBench each time for 20 rounds. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyBench 2018-02-16Total For Average Test TimesArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS110220330440550SE +/- 1.00, N = 3SE +/- 1.33, N = 3SE +/- 1.20, N = 3SE +/- 2.52, N = 3452427488411

PyPerformance

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: goArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1530456075SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.09, N = 367.965.767.863.5

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: chaosArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS816243240SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 331.029.033.829.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: floatArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1020304050SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 340.237.442.037.2

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: nbodyArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1224364860SE +/- 0.12, N = 3SE +/- 0.32, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 354.750.752.940.2

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: pathlibArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS3691215SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 38.348.099.278.64

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: raytraceArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS306090120150SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 3145142157137

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: xml_etreeArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS714212835SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 327.827.131.828.4

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: gc_collectArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS130260390520650SE +/- 0.88, N = 3SE +/- 1.20, N = 3SE +/- 0.67, N = 3SE +/- 2.85, N = 3525528530612

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: json_loadsArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS3691215SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 311.2010.7012.009.99

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: crypto_pyaesArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS918273645SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 338.535.439.934.8

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: async_tree_ioArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS150300450600750SE +/- 1.20, N = 3SE +/- 0.33, N = 3SE +/- 1.20, N = 3SE +/- 0.33, N = 3678676691680

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: regex_compileArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1530456075SE +/- 0.09, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 364.062.468.760.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: python_startupArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS1.18582.37163.55744.74325.929SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 35.275.124.834.60

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: asyncio_tcp_sslArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS90180270360450SE +/- 1.20, N = 3SE +/- 0.33, N = 3SE +/- 1.20, N = 3SE +/- 0.33, N = 3397409425401

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: django_templateArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS510152025SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 317.417.219.116.7

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: asyncio_websocketsArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS60120180240300SE +/- 1.20, N = 3SE +/- 0.00, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3289238103279

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.11Benchmark: pickle_pure_pythonArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS306090120150SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3137132151143

PHPBench

PHPBench is a benchmark suite for PHP. It performs a large number of simple tests in order to bench various aspects of the PHP interpreter. PHPBench can be used to compare hardware, operating systems, PHP versions, PHP accelerators and caches, compiler options, etc. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterPHPBench 0.8.1PHP Benchmark SuiteArch LinuxCachyOSFedora Workstation 40Ubuntu 24.04 LTS700K1400K2100K2800K3500KSE +/- 2783.62, N = 3SE +/- 13481.32, N = 3SE +/- 5620.39, N = 3SE +/- 9096.25, N = 31149446307096115393541520675

OpenSSL

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: SHA256Arch LinuxCachyOSFedora Workstation 408000M16000M24000M32000M40000MSE +/- 15345327.46, N = 3SE +/- 6433415.93, N = 3SE +/- 37015428.22, N = 33400511893735038993020345552817101. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)

OpenBenchmarking.orgbyte/s, More Is BetterOpenSSLAlgorithm: SHA512Arch LinuxCachyOSFedora Workstation 403000M6000M9000M12000M15000MSE +/- 5328229.35, N = 3SE +/- 16649985.40, N = 3SE +/- 27170952.30, N = 31406902726714207696963139803886171. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)

OpenBenchmarking.orgsign/s, More Is BetterOpenSSLAlgorithm: RSA4096Arch LinuxCachyOSFedora Workstation 403K6K9K12K15KSE +/- 27.42, N = 3SE +/- 6.16, N = 3SE +/- 10.98, N = 314667.514656.614682.71. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)

OpenBenchmarking.orgverify/s, More Is BetterOpenSSLAlgorithm: RSA4096Arch LinuxCachyOSFedora Workstation 40110K220K330K440K550KSE +/- 109.94, N = 3SE +/- 112.65, N = 3SE +/- 14.20, N = 3504077.5503441.0503210.61. Arch Linux: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)2. CachyOS: OpenSSL 3.3.1 4 Jun 2024 (Library: OpenSSL 3.3.1 4 Jun 2024)3. Fedora Workstation 40: OpenSSL 3.2.2 4 Jun 2024 (Library: OpenSSL 3.2.2 4 Jun 2024)

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.38Test: resizeArch LinuxFedora Workstation 403691215SE +/- 0.096, N = 5SE +/- 0.077, N = 159.1309.827

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.38Test: rotateArch LinuxFedora Workstation 40246810SE +/- 0.016, N = 3SE +/- 0.010, N = 36.8917.387

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.38Test: auto-levelsArch LinuxFedora Workstation 40246810SE +/- 0.025, N = 3SE +/- 0.008, N = 38.1538.666

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.38Test: unsharp-maskArch LinuxFedora Workstation 403691215SE +/- 0.01, N = 3SE +/- 0.04, N = 310.4311.17

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.99.18Test: resizeCachyOS0.66111.32221.98332.64443.3055SE +/- 0.010, N = 32.912

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.99.18Test: rotateCachyOS0.65841.31681.97522.63363.292SE +/- 0.006, N = 32.920

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.99.18Test: auto-levelsCachyOS0.65841.31681.97522.63363.292SE +/- 0.013, N = 32.920

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.99.18Test: unsharp-maskCachyOS0.66241.32481.98722.64963.312SE +/- 0.001, N = 32.929

96 Results Shown

miniBUDE:
  OpenMP - BM1:
    GFInst/s
    Billion Interactions/s
NAMD:
  ATPase with 327,506 Atoms
  STMV with 1,066,628 Atoms
OpenRadioss:
  Bumper Beam
  Chrysler Neon 1M
  Cell Phone Drop Test
  Bird Strike on Windshield
  Rubber O-Ring Seal Installation
  INIVOL and Fluid Structure Interaction Drop Container
SPECFEM3D:
  Mount St. Helens
  Layered Halfspace
  Tomographic Model
  Homogeneous Halfspace
  Water-layered Halfspace
simdjson:
  Kostya
  TopTweet
  LargeRand
  PartialTweets
  DistinctUserID
DaCapo Benchmark:
  Jython
  jMonkeyEngine
  Batik SVG Toolkit
  H2 Database Engine
  PMD Source Code Analyzer
Zstd Compression:
  19 - Compression Speed
  19 - Decompression Speed
  8, Long Mode - Compression Speed
  8, Long Mode - Decompression Speed
  19, Long Mode - Compression Speed
  19, Long Mode - Decompression Speed
srsRAN Project:
  PDSCH Processor Benchmark, Throughput Total
  PUSCH Processor Benchmark, Throughput Total
7-Zip Compression:
  Compression Rating
  Decompression Rating
C-Ray:
  4K - 16
  1080p - 16
Numpy Benchmark
Liquid-DSP:
  16 - 256 - 57
  32 - 256 - 57
  16 - 256 - 512
  32 - 256 - 512
OpenSSL:
  ChaCha20
  AES-128-GCM
  AES-256-GCM
  ChaCha20-Poly1305
ClickHouse:
  100M Rows Hits Dataset, First Run / Cold Cache
  100M Rows Hits Dataset, Second Run
  100M Rows Hits Dataset, Third Run
GROMACS
PyTorch:
  CPU - 1 - ResNet-50
  CPU - 64 - ResNet-50
TensorFlow:
  CPU - 1 - ResNet-50
  CPU - 64 - ResNet-50
GIMP:
  resize
  rotate
  auto-levels
  unsharp-mask
RocksDB:
  Rand Read
  Update Rand
  Read While Writing
  Read Rand Write Rand
Blender:
  BMW27 - CPU-Only
  Fishy Cat - CPU-Only
  Pabellon Barcelona - CPU-Only
PyBench
PyPerformance:
  go
  chaos
  float
  nbody
  pathlib
  raytrace
  xml_etree
  gc_collect
  json_loads
  crypto_pyaes
  async_tree_io
  regex_compile
  python_startup
  asyncio_tcp_ssl
  django_template
  asyncio_websockets
  pickle_pure_python
PHPBench
OpenSSL:
  SHA256
  SHA512
  RSA4096
  RSA4096
GIMP:
  resize
  rotate
  auto-levels
  unsharp-mask
  resize
  rotate
  auto-levels
  unsharp-mask