lcu-amd-python

AMD Ryzen 9 7950X 16-Core testing with a Supermicro H13SAE-MF v1.00 (1.2 BIOS) and ASPEED on Debian 12 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2403222-NE-LCUAMDPYT86&grs.

lcu-amd-pythonProcessorMotherboardChipsetMemoryDiskGraphicsNetworkOSKernelCompilerFile-SystemScreen ResolutionAMD Ryzen 9 7950X 16-CoreAMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads)Supermicro H13SAE-MF v1.00 (1.2 BIOS)AMD Device 14d862GB3841GB SAMSUNG MZ1L23T8HBLA-00A07ASPEED2 x Intel I210Debian 126.1.0-18-amd64 (x86_64)GCC 12.2.0xfs1024x768OpenBenchmarking.org- Transparent Huge Pages: always- --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-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-12-bTRWOB/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-bTRWOB/gcc-12-12.2.0/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 - Scaling Governor: acpi-cpufreq ondemand (Boost: Enabled) - CPU Microcode: 0xa601206 - Python 3.11.2- 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

lcu-amd-pythonscikit-learn: Sparse Rand Projections / 100 Iterationsscikit-learn: Kernel PCA Solvers / Time vs. N Componentsscikit-learn: Kernel PCA Solvers / Time vs. N Samplesscikit-learn: Hist Gradient Boosting Categorical Onlyscikit-learn: Plot Polynomial Kernel Approximationscikit-learn: 20 Newsgroups / Logistic Regressionscikit-learn: Plot Singular Value Decompositionscikit-learn: Hist Gradient Boosting Threadingscikit-learn: Isotonic / Perturbed Logarithmscikit-learn: Hist Gradient Boosting Adultscikit-learn: Covertype Dataset Benchmarkscikit-learn: Sample Without Replacementscikit-learn: Hist Gradient Boostingscikit-learn: Plot Incremental PCAscikit-learn: Isotonic / Logisticscikit-learn: TSNE MNIST Datasetscikit-learn: LocalOutlierFactorscikit-learn: Feature Expansionsscikit-learn: Plot OMP vs. LARSscikit-learn: Plot Hierarchicalscikit-learn: Plot Fast KMeansscikit-learn: Isolation Forestscikit-learn: Plot Lasso Pathscikit-learn: SGDOneClassSVMscikit-learn: Plot Neighborsscikit-learn: Plot Wardscikit-learn: Sparsifyscikit-learn: Lassoscikit-learn: Treescikit-learn: GLMpyperformance: pickle_pure_pythonpyperformance: django_templatepyperformance: python_startuppyperformance: regex_compilepyperformance: crypto_pyaespyperformance: json_loadspyperformance: raytracepyperformance: pathlibpyperformance: nbodypyperformance: floatpyperformance: chaospyperformance: 2to3pyperformance: gopybench: Total For Average Test Timescython-bench: N-Queensnumpy: scikit-learn: SGD Regressionnumenta-nab: KNN CADAMD Ryzen 9 7950X 16-Core415.27823.51353.47814.344102.65127.56949.52267.2921320.94077.924292.22778.10680.52922.6381066.626134.53725.02986.62334.519112.367124.758172.803127.199191.037104.37437.84993.687231.58834.959148.91816019.44.1463.738.910.71589.0353.238.735.714080.251314.356961.0073.339OpenBenchmarking.org

Scikit-Learn

Benchmark: Sparse Random Projections / 100 Iterations

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationsAMD Ryzen 9 7950X 16-Core90180270360450SE +/- 3.38, N = 3415.281. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Kernel PCA Solvers / Time vs. N Components

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N ComponentsAMD Ryzen 9 7950X 16-Core612182430SE +/- 0.22, N = 323.511. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Kernel PCA Solvers / Time vs. N Samples

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N SamplesAMD Ryzen 9 7950X 16-Core1224364860SE +/- 0.45, N = 353.481. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Hist Gradient Boosting Categorical Only

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Categorical OnlyAMD Ryzen 9 7950X 16-Core48121620SE +/- 0.06, N = 314.341. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Polynomial Kernel Approximation

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationAMD Ryzen 9 7950X 16-Core20406080100SE +/- 1.23, N = 3102.651. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: 20 Newsgroups / Logistic Regression

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressionAMD Ryzen 9 7950X 16-Core612182430SE +/- 0.14, N = 327.571. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Singular Value Decomposition

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositionAMD Ryzen 9 7950X 16-Core1122334455SE +/- 0.30, N = 349.521. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Hist Gradient Boosting Threading

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingAMD Ryzen 9 7950X 16-Core1530456075SE +/- 0.03, N = 367.291. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Isotonic / Perturbed Logarithm

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / Perturbed LogarithmAMD Ryzen 9 7950X 16-Core30060090012001500SE +/- 11.06, N = 31320.941. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Hist Gradient Boosting Adult

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting AdultAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.44, N = 377.921. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Covertype Dataset Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkAMD Ryzen 9 7950X 16-Core60120180240300SE +/- 3.37, N = 3292.231. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Sample Without Replacement

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sample Without ReplacementAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.40, N = 378.111. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Hist Gradient Boosting

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient BoostingAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.70, N = 380.531. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Incremental PCA

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Incremental PCAAMD Ryzen 9 7950X 16-Core510152025SE +/- 0.02, N = 322.641. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Isotonic / Logistic

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / LogisticAMD Ryzen 9 7950X 16-Core2004006008001000SE +/- 2.78, N = 31066.631. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: TSNE MNIST Dataset

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TSNE MNIST DatasetAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.28, N = 3134.541. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: LocalOutlierFactor

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorAMD Ryzen 9 7950X 16-Core612182430SE +/- 0.32, N = 325.031. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Feature Expansions

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionsAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.17, N = 386.621. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot OMP vs. LARS

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARSAMD Ryzen 9 7950X 16-Core816243240SE +/- 0.11, N = 334.521. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Hierarchical

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.80, N = 3112.371. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Fast KMeans

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeansAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.87, N = 3124.761. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Isolation Forest

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestAMD Ryzen 9 7950X 16-Core4080120160200SE +/- 0.39, N = 3172.801. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Lasso Path

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.61, N = 3127.201. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: SGDOneClassSVM

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMAMD Ryzen 9 7950X 16-Core4080120160200SE +/- 1.54, N = 3191.041. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Neighbors

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborsAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.77, N = 3104.371. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Plot Ward

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardAMD Ryzen 9 7950X 16-Core918273645SE +/- 0.13, N = 337.851. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Sparsify

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SparsifyAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.63, N = 393.691. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Lasso

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassoAMD Ryzen 9 7950X 16-Core50100150200250SE +/- 0.44, N = 3231.591. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: Tree

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TreeAMD Ryzen 9 7950X 16-Core816243240SE +/- 0.31, N = 1534.961. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

Scikit-Learn

Benchmark: GLM

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: GLMAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.55, N = 3148.921. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc

PyPerformance

Benchmark: pickle_pure_python

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pickle_pure_pythonAMD Ryzen 9 7950X 16-Core4080120160200SE +/- 0.33, N = 3160

PyPerformance

Benchmark: django_template

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: django_templateAMD Ryzen 9 7950X 16-Core510152025SE +/- 0.10, N = 319.4

PyPerformance

Benchmark: python_startup

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: python_startupAMD Ryzen 9 7950X 16-Core0.93151.8632.79453.7264.6575SE +/- 0.01, N = 34.14

PyPerformance

Benchmark: regex_compile

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: regex_compileAMD Ryzen 9 7950X 16-Core1428425670SE +/- 0.09, N = 363.7

PyPerformance

Benchmark: crypto_pyaes

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: crypto_pyaesAMD Ryzen 9 7950X 16-Core918273645SE +/- 0.06, N = 338.9

PyPerformance

Benchmark: json_loads

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: json_loadsAMD Ryzen 9 7950X 16-Core3691215SE +/- 0.00, N = 310.7

PyPerformance

Benchmark: raytrace

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: raytraceAMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.33, N = 3158

PyPerformance

Benchmark: pathlib

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: pathlibAMD Ryzen 9 7950X 16-Core3691215SE +/- 0.01, N = 39.03

PyPerformance

Benchmark: nbody

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: nbodyAMD Ryzen 9 7950X 16-Core1224364860SE +/- 0.03, N = 353.2

PyPerformance

Benchmark: float

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: floatAMD Ryzen 9 7950X 16-Core918273645SE +/- 0.07, N = 338.7

PyPerformance

Benchmark: chaos

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: chaosAMD Ryzen 9 7950X 16-Core816243240SE +/- 0.12, N = 335.7

PyPerformance

Benchmark: 2to3

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: 2to3AMD Ryzen 9 7950X 16-Core306090120150SE +/- 0.33, N = 3140

PyPerformance

Benchmark: go

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyPerformance 1.0.0Benchmark: goAMD Ryzen 9 7950X 16-Core20406080100SE +/- 0.12, N = 380.2

PyBench

Total For Average Test Times

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyBench 2018-02-16Total For Average Test TimesAMD Ryzen 9 7950X 16-Core110220330440550SE +/- 3.79, N = 3513

Cython Benchmark

Test: N-Queens

OpenBenchmarking.orgSeconds, Fewer Is BetterCython Benchmark 0.29.21Test: N-QueensAMD Ryzen 9 7950X 16-Core48121620SE +/- 0.01, N = 314.36

Numpy Benchmark

OpenBenchmarking.orgScore, More Is BetterNumpy BenchmarkAMD Ryzen 9 7950X 16-Core2004006008001000SE +/- 8.28, N = 3961.00

Scikit-Learn

Benchmark: SGD Regression

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressionAMD Ryzen 9 7950X 16-Core1632486480SE +/- 5.90, N = 1273.341. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc


Phoronix Test Suite v10.8.4