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
b
May 10 2023
  11 Hours, 16 Minutes
c
May 11 2023
  10 Hours, 57 Minutes
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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: GLMcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX4080120160200SE +/- 0.75, N = 3SE +/- 1.91, N = 4SE +/- 0.90, N = 3174.19173.32174.631. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: GLMcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150Min: 172.84 / Avg: 174.19 / Max: 175.43Min: 167.74 / Avg: 173.32 / Max: 176.43Min: 172.84 / Avg: 174.63 / Max: 175.771. (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: SAGAcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX110220330440550Min: 585.09 / Avg: 591.39 / Max: 601.98Min: 601.65 / Avg: 603.39 / Max: 604.63Min: 588.5 / Avg: 603.63 / Max: 612.741. (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: TreecbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240Min: 34.4 / Avg: 36.11 / Max: 38.83Min: 35.19 / Avg: 35.59 / Max: 36.2Min: 34.5 / Avg: 35.17 / Max: 35.671. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassocbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX70140210280350SE +/- 2.54, N = 3SE +/- 0.07, N = 3SE +/- 0.46, N = 3323.79323.26323.281. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LassocbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX60120180240300Min: 320.29 / Avg: 323.79 / Max: 328.74Min: 323.14 / Avg: 323.26 / Max: 323.38Min: 322.39 / Avg: 323.28 / Max: 323.931. (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: SparsifycbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.17, N = 3SE +/- 1.02, N = 4SE +/- 0.42, N = 397.8198.5297.731. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SparsifycbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 97.51 / Avg: 97.81 / Max: 98.09Min: 96.48 / Avg: 98.52 / Max: 101.36Min: 96.9 / Avg: 97.73 / Max: 98.221. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645SE +/- 0.15, N = 3SE +/- 0.13, N = 3SE +/- 0.03, N = 337.3337.0237.481. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot WardcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240Min: 37.04 / Avg: 37.33 / Max: 37.52Min: 36.81 / Avg: 37.02 / Max: 37.25Min: 37.43 / Avg: 37.48 / Max: 37.541. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: MNIST DatasetcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1020304050SE +/- 0.45, N = 3SE +/- 0.16, N = 3SE +/- 0.08, N = 344.1844.9944.941. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: MNIST DatasetcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645Min: 43.71 / Avg: 44.18 / Max: 45.08Min: 44.68 / Avg: 44.99 / Max: 45.16Min: 44.84 / Avg: 44.94 / Max: 45.11. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.28, N = 3SE +/- 0.83, N = 3SE +/- 0.37, N = 3107.31109.16108.731. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot NeighborscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 106.76 / Avg: 107.31 / Max: 107.64Min: 108.07 / Avg: 109.16 / Max: 110.78Min: 108.2 / Avg: 108.73 / Max: 109.431. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.92, N = 5SE +/- 0.71, N = 3SE +/- 1.21, N = 384.7983.4784.291. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGD RegressioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1632486480Min: 82.43 / Avg: 84.79 / Max: 86.98Min: 82.65 / Avg: 83.47 / Max: 84.88Min: 82.64 / Avg: 84.29 / Max: 86.651. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX50100150200250SE +/- 3.38, N = 12SE +/- 0.21, N = 3SE +/- 3.73, N = 10210.31200.96212.491. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: SGDOneClassSVMcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX4080120160200Min: 200.74 / Avg: 210.31 / Max: 234.26Min: 200.54 / Avg: 200.96 / Max: 201.24Min: 200.67 / Avg: 212.49 / Max: 232.711. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150SE +/- 1.13, N = 3SE +/- 0.50, N = 3SE +/- 0.65, N = 3144.78143.79144.351. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Lasso PathcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150Min: 143.33 / Avg: 144.77 / Max: 147Min: 142.81 / Avg: 143.79 / Max: 144.44Min: 143.5 / Avg: 144.35 / Max: 145.631. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX4080120160200SE +/- 1.11, N = 3SE +/- 0.29, N = 3SE +/- 1.15, N = 3175.05172.96174.861. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Isolation ForestcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150Min: 173.82 / Avg: 175.05 / Max: 177.27Min: 172.53 / Avg: 172.96 / Max: 173.5Min: 173.57 / Avg: 174.86 / Max: 177.161. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeanscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150SE +/- 0.88, N = 3SE +/- 0.16, N = 3SE +/- 0.31, N = 3120.21118.89120.321. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Fast KMeanscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 118.95 / Avg: 120.21 / Max: 121.91Min: 118.62 / Avg: 118.89 / Max: 119.16Min: 119.97 / Avg: 120.32 / Max: 120.941. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Text VectorizerscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645SE +/- 0.14, N = 3SE +/- 0.13, N = 3SE +/- 0.05, N = 338.1938.6638.341. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Text VectorizerscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240Min: 37.98 / Avg: 38.19 / Max: 38.47Min: 38.54 / Avg: 38.66 / Max: 38.91Min: 38.26 / Avg: 38.34 / Max: 38.431. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150SE +/- 1.07, N = 3SE +/- 0.28, N = 3SE +/- 0.59, N = 3124.28122.41123.831. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot HierarchicalcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 122.97 / Avg: 124.28 / Max: 126.4Min: 121.87 / Avg: 122.41 / Max: 122.84Min: 123.04 / Avg: 123.83 / Max: 124.981. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARScbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1122334455SE +/- 0.05, N = 3SE +/- 0.11, N = 3SE +/- 0.16, N = 349.5549.6849.501. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot OMP vs. LARScbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1020304050Min: 49.47 / Avg: 49.55 / Max: 49.64Min: 49.53 / Avg: 49.68 / Max: 49.9Min: 49.18 / Avg: 49.5 / Max: 49.71. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.07, N = 3SE +/- 0.67, N = 15SE +/- 0.91, N = 582.4179.9381.581. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Feature ExpansionscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1632486480Min: 82.33 / Avg: 82.41 / Max: 82.55Min: 76.5 / Avg: 79.93 / Max: 82.62Min: 77.95 / Avg: 81.58 / Max: 82.61. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX612182430SE +/- 0.17, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 327.2127.0727.081. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: LocalOutlierFactorcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX612182430Min: 27 / Avg: 27.21 / Max: 27.55Min: 27.01 / Avg: 27.07 / Max: 27.13Min: 26.98 / Avg: 27.08 / Max: 27.131. (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: TSNE MNIST DatasetcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX306090120150Min: 144.92 / Avg: 145.58 / Max: 146.66Min: 145.04 / Avg: 145.81 / Max: 147.12Min: 146.28 / Avg: 146.42 / Max: 146.651. (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: Isotonic / LogisticcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX2004006008001000Min: 1066.83 / Avg: 1069.99 / Max: 1073.99Min: 1068.48 / Avg: 1072.39 / Max: 1074.53Min: 1064.99 / Avg: 1074.17 / Max: 1079.661. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Incremental PCAcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1020304050SE +/- 0.41, N = 6SE +/- 0.05, N = 3SE +/- 0.45, N = 341.2642.0139.341. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Incremental PCAcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645Min: 40.14 / Avg: 41.26 / Max: 42.4Min: 41.93 / Avg: 42.01 / Max: 42.09Min: 38.45 / Avg: 39.34 / Max: 39.941. (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: Hist Gradient BoostingcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 86.53 / Avg: 87.78 / Max: 89.58Min: 87.25 / Avg: 88 / Max: 89.18Min: 87.69 / Avg: 88.68 / Max: 90.331. (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 ReplacementcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.18, N = 3SE +/- 0.99, N = 3SE +/- 0.61, N = 978.4577.0777.671. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sample Without ReplacementcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1530456075Min: 78.16 / Avg: 78.45 / Max: 78.78Min: 75.09 / Avg: 77.07 / Max: 78.1Min: 75.44 / Avg: 77.67 / Max: 81.471. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX60120180240300SE +/- 1.02, N = 3SE +/- 0.22, N = 3SE +/- 2.82, N = 3276.94278.96275.951. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Covertype Dataset BenchmarkcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX50100150200250Min: 275.76 / Avg: 276.94 / Max: 278.97Min: 278.61 / Avg: 278.96 / Max: 279.37Min: 270.31 / Avg: 275.95 / Max: 278.781. (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: Hist Gradient Boosting AdultcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1632486480Min: 84.56 / Avg: 84.62 / Max: 84.72Min: 82.99 / Avg: 83.52 / Max: 84.08Min: 83.13 / Avg: 83.48 / Max: 83.941. (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: Isotonic / Perturbed LogarithmcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX6001200180024003000Min: 3268.13 / Avg: 3297.13 / Max: 3320.49Min: 3244.31 / Avg: 3272.18 / Max: 3294.57Min: 3102.36 / Avg: 3133.62 / Max: 3161.771. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1326395265SE +/- 0.19, N = 3SE +/- 0.29, N = 3SE +/- 0.52, N = 656.8357.1056.911. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting ThreadingcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1122334455Min: 56.51 / Avg: 56.83 / Max: 57.17Min: 56.58 / Avg: 57.1 / Max: 57.58Min: 54.48 / Avg: 56.91 / Max: 581. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX1020304050SE +/- 0.09, N = 3SE +/- 0.56, N = 3SE +/- 0.11, N = 345.3544.6745.161. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Singular Value DecompositioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX918273645Min: 45.18 / Avg: 45.35 / Max: 45.47Min: 43.79 / Avg: 44.67 / Max: 45.72Min: 44.93 / Avg: 45.16 / Max: 45.281. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Higgs BosoncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX816243240SE +/- 0.45, N = 3SE +/- 0.33, N = 3SE +/- 0.36, N = 332.8933.3332.341. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Higgs BosoncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX714212835Min: 32.05 / Avg: 32.89 / Max: 33.61Min: 32.98 / Avg: 33.33 / Max: 33.99Min: 31.71 / Avg: 32.34 / Max: 32.951. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX714212835SE +/- 0.02, N = 3SE +/- 0.12, N = 3SE +/- 0.06, N = 329.1729.3229.071. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: 20 Newsgroups / Logistic RegressioncbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX612182430Min: 29.15 / Avg: 29.17 / Max: 29.21Min: 29.12 / Avg: 29.32 / Max: 29.53Min: 28.95 / Avg: 29.07 / Max: 29.171. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 1.39, N = 15SE +/- 0.67, N = 3SE +/- 0.34, N = 393.5498.8898.121. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Plot Polynomial Kernel ApproximationcbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 86.58 / Avg: 93.54 / Max: 98.35Min: 97.63 / Avg: 98.88 / Max: 99.91Min: 97.71 / Avg: 98.12 / Max: 98.81. (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 OnlycbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX48121620SE +/- 0.13, N = 3SE +/- 0.10, N = 3SE +/- 0.22, N = 316.1016.1316.011. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Hist Gradient Boosting Categorical OnlycbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX48121620Min: 15.95 / Avg: 16.1 / Max: 16.35Min: 15.98 / Avg: 16.13 / Max: 16.31Min: 15.6 / Avg: 16.01 / Max: 16.351. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N SamplescbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100SE +/- 0.29, N = 3SE +/- 0.50, N = 3SE +/- 0.12, N = 3100.3898.80100.041. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N SamplescbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX20406080100Min: 99.94 / Avg: 100.38 / Max: 100.92Min: 98.06 / Avg: 98.8 / Max: 99.77Min: 99.8 / Avg: 100.04 / Max: 100.191. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N ComponentscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX60120180240300SE +/- 2.63, N = 3SE +/- 3.64, N = 12SE +/- 6.11, N = 6254.66237.61243.241. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Kernel PCA Solvers / Time vs. N ComponentscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX50100150200250Min: 249.45 / Avg: 254.66 / Max: 257.81Min: 219.2 / Avg: 237.61 / Max: 257.99Min: 215.73 / Avg: 243.24 / Max: 261.511. (F9X) gfortran options: -O0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX90180270360450SE +/- 1.22, N = 3SE +/- 3.92, N = 7SE +/- 0.98, N = 3428.58435.00427.681. (F9X) gfortran options: -O0
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 1.2.2Benchmark: Sparse Random Projections / 100 IterationscbAMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX80160240320400Min: 426.84 / Avg: 428.58 / Max: 430.94Min: 428.14 / Avg: 435 / Max: 453.11Min: 425.89 / Avg: 427.68 / Max: 429.261. (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.