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.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2305112-NE-SCIKITLEA86
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AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX
May 10 2023
  10 Hours, 38 Minutes
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May 10 2023
  11 Hours, 16 Minutes
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May 11 2023
  10 Hours, 57 Minutes
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scikit learn zen 4 3d v-cacheOpenBenchmarking.orgPhoronix Test SuiteAMD 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 12.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionScikit Learn Zen 4 3d V-cache BenchmarksSystem Logs- nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madvise- --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 - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203 - Python 3.11.2- 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

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbcResult OverviewPhoronix Test Suite100%102%104%105%107%Scikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnScikit-LearnK.P.S.T.v.N.CP.I.PSGDOneClassSVMP.P.K.AI.P.LFeature ExpansionsH.G.B.H.BTreeSAGAMNIST DatasetS.W.RPlot NeighborsS.R.P.1.IK.P.S.T.v.N.SSGD RegressionPlot HierarchicalP.S.V.DH.G.B.APlot WardText VectorizersIsolation ForestPlot Fast KMeansC.D.BH.G.B2.N.L.RSparsifyH.G.B.C.OGLMPlot Lasso PathTSNE MNIST DatasetLocalOutlierFactorH.G.B.TI.LPlot OMP vs. LARSLasso

scikit learn zen 4 3d v-cachescikit-learn: Plot Incremental PCAscikit-learn: SGDOneClassSVMscikit-learn: Plot Polynomial Kernel Approximationscikit-learn: Isotonic / Perturbed Logarithmscikit-learn: Feature Expansionsscikit-learn: Hist Gradient Boosting Higgs Bosonscikit-learn: Treescikit-learn: SAGAscikit-learn: MNIST Datasetscikit-learn: Sample Without Replacementscikit-learn: Plot Neighborsscikit-learn: Sparse Rand Projections / 100 Iterationsscikit-learn: Kernel PCA Solvers / Time vs. N Samplesscikit-learn: SGD Regressionscikit-learn: Plot Hierarchicalscikit-learn: Plot Singular Value Decompositionscikit-learn: Hist Gradient Boosting Adultscikit-learn: Plot Wardscikit-learn: Text Vectorizersscikit-learn: Isolation Forestscikit-learn: Plot Fast KMeansscikit-learn: Covertype Dataset Benchmarkscikit-learn: Hist Gradient Boostingscikit-learn: 20 Newsgroups / Logistic Regressionscikit-learn: Sparsifyscikit-learn: Hist Gradient Boosting Categorical Onlyscikit-learn: GLMscikit-learn: Plot Lasso Pathscikit-learn: TSNE MNIST Datasetscikit-learn: LocalOutlierFactorscikit-learn: Hist Gradient Boosting Threadingscikit-learn: Isotonic / Logisticscikit-learn: Plot OMP vs. LARSscikit-learn: Lassoscikit-learn: Kernel PCA Solvers / Time vs. N Componentsscikit-learn: GlmnetAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXbc39.338212.48798.1243133.62281.58432.33835.175603.62844.93777.670108.729427.682100.03884.293123.83445.15583.48237.48338.342174.863120.320275.94788.67729.07397.72516.008174.629144.351146.42427.07956.9141074.16949.501323.277243.24342.007200.96098.8763272.18479.93133.32635.590603.39344.98977.067109.159434.99998.80383.467122.41044.67283.51837.01838.662172.958118.890278.95587.99629.31798.52216.131173.321143.786145.80927.07357.1001072.38549.678323.257237.60841.256210.31393.5393297.13482.40932.88536.109591.38744.18178.451107.313428.577100.37784.785124.27945.35084.62037.33238.194175.050120.213276.94187.78029.17097.80816.098174.194144.775145.57827.20556.8281069.98849.553323.791254.659OpenBenchmarking.org

Scikit-Learn

Scikit-learn is a Python module for machine learning built on NumPy, SciPy, and is BSD-licensed. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Incremental PCAAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb1020304050SE +/- 0.45, N = 3SE +/- 0.41, N = 6SE +/- 0.05, N = 339.3441.2642.011. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX50100150200250SE +/- 0.21, N = 3SE +/- 3.38, N = 12SE +/- 3.73, N = 10200.96210.31212.491. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 1.39, N = 15SE +/- 0.34, N = 3SE +/- 0.67, N = 393.5498.1298.881. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionsbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.67, N = 15SE +/- 0.91, N = 5SE +/- 0.07, N = 379.9381.5882.411. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Higgs BosonAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb816243240SE +/- 0.36, N = 3SE +/- 0.45, N = 3SE +/- 0.33, N = 332.3432.8933.331. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SAGAcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX130260390520650SE +/- 5.33, N = 3SE +/- 0.90, N = 3SE +/- 7.62, N = 3591.39603.39603.631. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: MNIST DatasetcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb1020304050SE +/- 0.45, N = 3SE +/- 0.08, N = 3SE +/- 0.16, N = 344.1844.9444.991. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sample Without ReplacementbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.99, N = 3SE +/- 0.61, N = 9SE +/- 0.18, N = 377.0777.6778.451. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborscAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 0.28, N = 3SE +/- 0.37, N = 3SE +/- 0.83, N = 3107.31108.73109.161. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationsAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb90180270360450SE +/- 0.98, N = 3SE +/- 1.22, N = 3SE +/- 3.92, N = 7427.68428.58435.001. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N SamplesbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.50, N = 3SE +/- 0.12, N = 3SE +/- 0.29, N = 398.80100.04100.381. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressionbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.71, N = 3SE +/- 1.21, N = 3SE +/- 0.92, N = 583.4784.2984.791. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc306090120150SE +/- 0.28, N = 3SE +/- 0.59, N = 3SE +/- 1.07, N = 3122.41123.83124.281. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositionbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc1020304050SE +/- 0.56, N = 3SE +/- 0.11, N = 3SE +/- 0.09, N = 344.6745.1645.351. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645SE +/- 0.13, N = 3SE +/- 0.15, N = 3SE +/- 0.03, N = 337.0237.3337.481. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Text VectorizerscAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb918273645SE +/- 0.14, N = 3SE +/- 0.05, N = 3SE +/- 0.13, N = 338.1938.3438.661. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc4080120160200SE +/- 0.29, N = 3SE +/- 1.15, N = 3SE +/- 1.11, N = 3172.96174.86175.051. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeansbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150SE +/- 0.16, N = 3SE +/- 0.88, N = 3SE +/- 0.31, N = 3118.89120.21120.321. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb60120180240300SE +/- 2.82, N = 3SE +/- 1.02, N = 3SE +/- 0.22, N = 3275.95276.94278.961. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient BoostingcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.92, N = 3SE +/- 0.60, N = 3SE +/- 0.83, N = 387.7888.0088.681. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressionAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb714212835SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.12, N = 329.0729.1729.321. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SparsifyAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb20406080100SE +/- 0.42, N = 3SE +/- 0.17, N = 3SE +/- 1.02, N = 497.7397.8198.521. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Categorical OnlyAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb48121620SE +/- 0.22, N = 3SE +/- 0.13, N = 3SE +/- 0.10, N = 316.0116.1016.131. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: GLMbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX4080120160200SE +/- 1.91, N = 4SE +/- 0.75, N = 3SE +/- 0.90, N = 3173.32174.19174.631. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc306090120150SE +/- 0.50, N = 3SE +/- 0.65, N = 3SE +/- 1.13, N = 3143.79144.35144.781. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TSNE MNIST DatasetcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150SE +/- 0.54, N = 3SE +/- 0.66, N = 3SE +/- 0.11, N = 3145.58145.81146.421. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc612182430SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.17, N = 327.0727.0827.211. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb1326395265SE +/- 0.19, N = 3SE +/- 0.52, N = 6SE +/- 0.29, N = 356.8356.9157.101. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / LogisticcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX2004006008001000SE +/- 2.11, N = 3SE +/- 1.96, N = 3SE +/- 4.62, N = 31069.991072.391074.171. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARSAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb1122334455SE +/- 0.16, N = 3SE +/- 0.05, N = 3SE +/- 0.11, N = 349.5049.5549.681. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassobAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc70140210280350SE +/- 0.07, N = 3SE +/- 0.46, N = 3SE +/- 2.54, N = 3323.26323.28323.791. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N ComponentsbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc60120180240300SE +/- 3.64, N = 12SE +/- 6.11, N = 6SE +/- 2.63, N = 3237.61243.24254.661. (F9X) gfortran options: -O0

Benchmark: Plot Non-Negative Matrix Factorization

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX: The test quit with a non-zero exit status. E: KeyError:

b: The test quit with a non-zero exit status. E: KeyError:

c: The test quit with a non-zero exit status. E: KeyError:

Benchmark: RCV1 Logreg Convergencet

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX: The test quit with a non-zero exit status. E: IndexError: list index out of range

b: The test quit with a non-zero exit status. E: IndexError: list index out of range

c: The test quit with a non-zero exit status. E: IndexError: list index out of range

Benchmark: Isotonic / Pathological

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX: The test quit with a non-zero exit status.

b: The test quit with a non-zero exit status.

c: The test quit with a non-zero exit status.

Benchmark: Plot Parallel Pairwise

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX: The test quit with a non-zero exit status. E: numpy.core._exceptions._ArrayMemoryError: Unable to allocate 74.5 GiB for an array with shape (100000, 100000) and data type float64

b: The test quit with a non-zero exit status. E: numpy.core._exceptions._ArrayMemoryError: Unable to allocate 74.5 GiB for an array with shape (100000, 100000) and data type float64

c: The test quit with a non-zero exit status. E: numpy.core._exceptions._ArrayMemoryError: Unable to allocate 74.5 GiB for an array with shape (100000, 100000) and data type float64

Benchmark: Glmnet

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'glmnet'

b: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'glmnet'

c: The test quit with a non-zero exit status. E: ModuleNotFoundError: No module named 'glmnet'