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
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
Allow Limiting Results To Certain Suite(s)

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
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
Disable Color Branding
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Toggle/Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX
May 10 2023
  10 Hours, 38 Minutes
b
May 10 2023
  11 Hours, 16 Minutes
c
May 11 2023
  10 Hours, 57 Minutes
Invert Behavior (Only Show Selected Data)
  10 Hours, 57 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):

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX

Kernel Notes: nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madvise
Compiler Notes: --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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Python Notes: Python 3.11.2
Security Notes: 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

b

c

Processor: AMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads), Motherboard: ASRock X670E PG Lightning (1.24.AS02 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Corsair MP700, Graphics: Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz), Audio: AMD Navi 21/23, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE

OS: Ubuntu 23.04, Kernel: 6.2.0-20-generic (x86_64), Desktop: GNOME Shell 44.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

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: 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

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: 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

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: 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: 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

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'

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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: 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 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

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

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: 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: 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

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

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

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: 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: 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

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

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

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

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

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:

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

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

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

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

AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX

Kernel Notes: nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madvise
Compiler Notes: --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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Python Notes: Python 3.11.2
Security Notes: 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

Testing initiated at 10 May 2023 09:06 by user phoronix.

b

Kernel Notes: nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madvise
Compiler Notes: --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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Python Notes: Python 3.11.2
Security Notes: 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

Testing initiated at 10 May 2023 20:09 by user phoronix.

c

Processor: AMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads), Motherboard: ASRock X670E PG Lightning (1.24.AS02 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Corsair MP700, Graphics: Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz), Audio: AMD Navi 21/23, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE

OS: Ubuntu 23.04, Kernel: 6.2.0-20-generic (x86_64), Desktop: GNOME Shell 44.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160

Kernel Notes: nvme_core.default_ps_max_latency_us=0 - Transparent Huge Pages: madvise
Compiler Notes: --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 Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa601203
Python Notes: Python 3.11.2
Security Notes: 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

Testing initiated at 11 May 2023 07:45 by user phoronix.