scikit learn zen 4 3d v-cache

AMD Ryzen 9 7950X3D 16-Core testing with a ASRock X670E PG Lightning (1.24.AS02 BIOS) and Gigabyte AMD Radeon RX 6600 8GB on Ubuntu 23.04 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2305112-NE-SCIKITLEA86&grw&rdt.

scikit learn zen 4 3d v-cacheProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbcAMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads)ASRock X670E PG Lightning (1.24.AS02 BIOS)AMD Device 14d832GB2000GB Corsair MP700Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz)AMD Navi 21/23ASUS VP28URealtek RTL8125 2.5GbEUbuntu 23.046.2.0-20-generic (x86_64)GNOME Shell 44.0X Server + Wayland4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49)GCC 12.2.0ext43840x2160OpenBenchmarking.orgKernel Details- nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madviseCompiler Details- --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-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/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 Processor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203Python Details- Python 3.11.2Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

scikit learn zen 4 3d v-cachescikit-learn: GLMscikit-learn: SAGAscikit-learn: Treescikit-learn: Lassoscikit-learn: Sparsifyscikit-learn: Plot Wardscikit-learn: MNIST Datasetscikit-learn: Plot Neighborsscikit-learn: SGD Regressionscikit-learn: SGDOneClassSVMscikit-learn: Plot Lasso Pathscikit-learn: Isolation Forestscikit-learn: Plot Fast KMeansscikit-learn: Text Vectorizersscikit-learn: Plot Hierarchicalscikit-learn: Plot OMP vs. LARSscikit-learn: Feature Expansionsscikit-learn: LocalOutlierFactorscikit-learn: TSNE MNIST Datasetscikit-learn: Isotonic / Logisticscikit-learn: Plot Incremental PCAscikit-learn: Hist Gradient Boostingscikit-learn: Sample Without Replacementscikit-learn: Covertype Dataset Benchmarkscikit-learn: Hist Gradient Boosting Adultscikit-learn: Isotonic / Perturbed Logarithmscikit-learn: Hist Gradient Boosting Threadingscikit-learn: Plot Singular Value Decompositionscikit-learn: Hist Gradient Boosting Higgs Bosonscikit-learn: 20 Newsgroups / Logistic Regressionscikit-learn: Plot Polynomial Kernel Approximationscikit-learn: Hist Gradient Boosting Categorical Onlyscikit-learn: Kernel PCA Solvers / Time vs. N Samplesscikit-learn: Kernel PCA Solvers / Time vs. N Componentsscikit-learn: Sparse Rand Projections / 100 IterationsAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc174.629603.62835.175323.27797.72537.48344.937108.72984.293212.487144.351174.863120.32038.342123.83449.50181.58427.079146.4241074.16939.33888.67777.670275.94783.4823133.62256.91445.15532.33829.07398.12416.008100.038243.243427.682173.321603.39335.590323.25798.52237.01844.989109.15983.467200.960143.786172.958118.89038.662122.41049.67879.93127.073145.8091072.38542.00787.99677.067278.95583.5183272.18457.10044.67233.32629.31798.87616.13198.803237.608434.999174.194591.38736.109323.79197.80837.33244.181107.31384.785210.313144.775175.050120.21338.194124.27949.55382.40927.205145.5781069.98841.25687.78078.451276.94184.6203297.13456.82845.35032.88529.17093.53916.098100.377254.659428.577OpenBenchmarking.org

Scikit-Learn

Benchmark: GLM

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: GLMAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc4080120160200SE +/- 0.90, N = 3SE +/- 1.91, N = 4SE +/- 0.75, N = 3174.63173.32174.191. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: SAGA

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SAGAAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc130260390520650SE +/- 7.62, N = 3SE +/- 0.90, N = 3SE +/- 5.33, N = 3603.63603.39591.391. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Tree

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TreeAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc816243240SE +/- 0.35, N = 3SE +/- 0.31, N = 3SE +/- 0.37, N = 1535.1835.5936.111. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Lasso

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassoAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc70140210280350SE +/- 0.46, N = 3SE +/- 0.07, N = 3SE +/- 2.54, N = 3323.28323.26323.791. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Sparsify

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SparsifyAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.42, N = 3SE +/- 1.02, N = 4SE +/- 0.17, N = 397.7398.5297.811. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Ward

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc918273645SE +/- 0.03, N = 3SE +/- 0.13, N = 3SE +/- 0.15, N = 337.4837.0237.331. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: MNIST Dataset

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: MNIST DatasetAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc1020304050SE +/- 0.08, N = 3SE +/- 0.16, N = 3SE +/- 0.45, N = 344.9444.9944.181. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Neighbors

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborsAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.37, N = 3SE +/- 0.83, N = 3SE +/- 0.28, N = 3108.73109.16107.311. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: SGD Regression

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressionAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 1.21, N = 3SE +/- 0.71, N = 3SE +/- 0.92, N = 584.2983.4784.791. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: SGDOneClassSVM

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc50100150200250SE +/- 3.73, N = 10SE +/- 0.21, N = 3SE +/- 3.38, N = 12212.49200.96210.311. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Lasso Path

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc306090120150SE +/- 0.65, N = 3SE +/- 0.50, N = 3SE +/- 1.13, N = 3144.35143.79144.781. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Isolation Forest

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc4080120160200SE +/- 1.15, N = 3SE +/- 0.29, N = 3SE +/- 1.11, N = 3174.86172.96175.051. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Fast KMeans

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeansAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc306090120150SE +/- 0.31, N = 3SE +/- 0.16, N = 3SE +/- 0.88, N = 3120.32118.89120.211. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Text Vectorizers

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Text VectorizersAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc918273645SE +/- 0.05, N = 3SE +/- 0.13, N = 3SE +/- 0.14, N = 338.3438.6638.191. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Hierarchical

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc306090120150SE +/- 0.59, N = 3SE +/- 0.28, N = 3SE +/- 1.07, N = 3123.83122.41124.281. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot OMP vs. LARS

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARSAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc1122334455SE +/- 0.16, N = 3SE +/- 0.11, N = 3SE +/- 0.05, N = 349.5049.6849.551. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Feature Expansions

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionsAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.91, N = 5SE +/- 0.67, N = 15SE +/- 0.07, N = 381.5879.9382.411. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: LocalOutlierFactor

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc612182430SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.17, N = 327.0827.0727.211. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: TSNE MNIST Dataset

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TSNE MNIST DatasetAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc306090120150SE +/- 0.11, N = 3SE +/- 0.66, N = 3SE +/- 0.54, N = 3146.42145.81145.581. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Isotonic / Logistic

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / LogisticAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc2004006008001000SE +/- 4.62, N = 3SE +/- 1.96, N = 3SE +/- 2.11, N = 31074.171072.391069.991. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Incremental PCA

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Incremental PCAAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc1020304050SE +/- 0.45, N = 3SE +/- 0.05, N = 3SE +/- 0.41, N = 639.3442.0141.261. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Hist Gradient Boosting

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient BoostingAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.83, N = 3SE +/- 0.60, N = 3SE +/- 0.92, N = 388.6888.0087.781. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Sample Without Replacement

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sample Without ReplacementAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.61, N = 9SE +/- 0.99, N = 3SE +/- 0.18, N = 377.6777.0778.451. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Covertype Dataset Benchmark

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc60120180240300SE +/- 2.82, N = 3SE +/- 0.22, N = 3SE +/- 1.02, N = 3275.95278.96276.941. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Hist Gradient Boosting Adult

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting AdultAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.24, N = 3SE +/- 0.32, N = 3SE +/- 0.05, N = 383.4883.5284.621. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Isotonic / Perturbed Logarithm

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / Perturbed LogarithmAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc7001400210028003500SE +/- 17.22, N = 3SE +/- 14.77, N = 3SE +/- 15.38, N = 33133.623272.183297.131. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Hist Gradient Boosting Threading

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc1326395265SE +/- 0.52, N = 6SE +/- 0.29, N = 3SE +/- 0.19, N = 356.9157.1056.831. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Singular Value Decomposition

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositionAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc1020304050SE +/- 0.11, N = 3SE +/- 0.56, N = 3SE +/- 0.09, N = 345.1644.6745.351. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Hist Gradient Boosting Higgs Boson

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Higgs BosonAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc816243240SE +/- 0.36, N = 3SE +/- 0.33, N = 3SE +/- 0.45, N = 332.3433.3332.891. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: 20 Newsgroups / Logistic Regression

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressionAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc714212835SE +/- 0.06, N = 3SE +/- 0.12, N = 3SE +/- 0.02, N = 329.0729.3229.171. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Plot Polynomial Kernel Approximation

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.34, N = 3SE +/- 0.67, N = 3SE +/- 1.39, N = 1598.1298.8893.541. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Hist Gradient Boosting Categorical Only

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Categorical OnlyAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc48121620SE +/- 0.22, N = 3SE +/- 0.10, N = 3SE +/- 0.13, N = 316.0116.1316.101. (F9X) gfortran options: -O0

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 7950X3D 16-Core - Gigabyte AMD Radeon RXbc20406080100SE +/- 0.12, N = 3SE +/- 0.50, N = 3SE +/- 0.29, N = 3100.0498.80100.381. (F9X) gfortran options: -O0

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 7950X3D 16-Core - Gigabyte AMD Radeon RXbc60120180240300SE +/- 6.11, N = 6SE +/- 3.64, N = 12SE +/- 2.63, N = 3243.24237.61254.661. (F9X) gfortran options: -O0

Scikit-Learn

Benchmark: Sparse Random Projections / 100 Iterations

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationsAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc90180270360450SE +/- 0.98, N = 3SE +/- 3.92, N = 7SE +/- 1.22, N = 3427.68435.00428.581. (F9X) gfortran options: -O0


Phoronix Test Suite v10.8.5