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 PCAbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1020304050SE +/- 0.05, N = 3SE +/- 0.41, N = 6SE +/- 0.45, N = 342.0141.2639.341. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb50100150200250SE +/- 3.73, N = 10SE +/- 3.38, N = 12SE +/- 0.21, N = 3212.49210.31200.961. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.67, N = 3SE +/- 0.34, N = 3SE +/- 1.39, N = 1598.8898.1293.541. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isotonic / Perturbed LogarithmcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX7001400210028003500SE +/- 15.38, N = 3SE +/- 14.77, N = 3SE +/- 17.22, N = 33297.133272.183133.621. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionscAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 0.07, N = 3SE +/- 0.91, N = 5SE +/- 0.67, N = 1582.4181.5879.931. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Higgs BosonbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240SE +/- 0.33, N = 3SE +/- 0.45, N = 3SE +/- 0.36, N = 333.3332.8932.341. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: TreecbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240SE +/- 0.37, N = 15SE +/- 0.31, N = 3SE +/- 0.35, N = 336.1135.5935.181. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: MNIST DatasetbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc1020304050SE +/- 0.16, N = 3SE +/- 0.08, N = 3SE +/- 0.45, N = 344.9944.9444.181. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sample Without ReplacementcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 0.18, N = 3SE +/- 0.61, N = 9SE +/- 0.99, N = 378.4577.6777.071. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborsbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc20406080100SE +/- 0.83, N = 3SE +/- 0.37, N = 3SE +/- 0.28, N = 3109.16108.73107.311. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationsbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX90180270360450SE +/- 3.92, N = 7SE +/- 1.22, N = 3SE +/- 0.98, N = 3435.00428.58427.681. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N SamplescAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 0.29, N = 3SE +/- 0.12, N = 3SE +/- 0.50, N = 3100.38100.0498.801. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressioncAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb20406080100SE +/- 0.92, N = 5SE +/- 1.21, N = 3SE +/- 0.71, N = 384.7984.2983.471. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb306090120150SE +/- 1.07, N = 3SE +/- 0.59, N = 3SE +/- 0.28, N = 3124.28123.83122.411. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositioncAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb1020304050SE +/- 0.09, N = 3SE +/- 0.11, N = 3SE +/- 0.56, N = 345.3545.1644.671. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting AdultcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.05, N = 3SE +/- 0.32, N = 3SE +/- 0.24, N = 384.6283.5283.481. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb918273645SE +/- 0.03, N = 3SE +/- 0.15, N = 3SE +/- 0.13, N = 337.4837.3337.021. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Text VectorizersbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc918273645SE +/- 0.13, N = 3SE +/- 0.05, N = 3SE +/- 0.14, N = 338.6638.3438.191. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb4080120160200SE +/- 1.11, N = 3SE +/- 1.15, N = 3SE +/- 0.29, N = 3175.05174.86172.961. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeansAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb306090120150SE +/- 0.31, N = 3SE +/- 0.88, N = 3SE +/- 0.16, N = 3120.32120.21118.891. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX60120180240300SE +/- 0.22, N = 3SE +/- 1.02, N = 3SE +/- 2.82, N = 3278.96276.94275.951. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressionbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX714212835SE +/- 0.12, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 329.3229.1729.071. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SparsifybcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 1.02, N = 4SE +/- 0.17, N = 3SE +/- 0.42, N = 398.5297.8197.731. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Categorical OnlybcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX48121620SE +/- 0.10, N = 3SE +/- 0.13, N = 3SE +/- 0.22, N = 316.1316.1016.011. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: GLMAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXcb4080120160200SE +/- 0.90, N = 3SE +/- 0.75, N = 3SE +/- 1.91, N = 4174.63174.19173.321. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb306090120150SE +/- 1.13, N = 3SE +/- 0.65, N = 3SE +/- 0.50, N = 3144.78144.35143.791. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb612182430SE +/- 0.17, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 327.2127.0827.071. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXc1326395265SE +/- 0.29, N = 3SE +/- 0.52, N = 6SE +/- 0.19, N = 357.1056.9156.831. (F9X) gfortran options: -O0

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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARSbcAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1122334455SE +/- 0.11, N = 3SE +/- 0.05, N = 3SE +/- 0.16, N = 349.6849.5549.501. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassocAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb70140210280350SE +/- 2.54, N = 3SE +/- 0.46, N = 3SE +/- 0.07, N = 3323.79323.28323.261. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N ComponentscAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RXb60120180240300SE +/- 2.63, N = 3SE +/- 6.11, N = 6SE +/- 3.64, N = 12254.66243.24237.611. (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'