scikit-learn-test-amd-ryzen AMD Ryzen 9 5950X 16-Core testing with a ASUS ROG STRIX B550-I GAMING (3402 BIOS) and MSI NVIDIA GeForce GTX 1070 on Ubuntu 22.04 via the Phoronix Test Suite.
HTML result view exported from: https://openbenchmarking.org/result/2312210-NE-SCIKITLEA37&grw .
scikit-learn-test-amd-ryzen Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL Vulkan Compiler File-System Screen Resolution AMD Ryzen 9 5950X 16-Core - MSI NVIDIA GeForce GTX scikit-learn-test-amd-ryzen AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads) ASUS ROG STRIX B550-I GAMING (3402 BIOS) AMD Starship/Matisse 64GB 2000GB CT2000P3PSSD8 + 5001GB Portable MSI NVIDIA GeForce GTX 1070 NVIDIA GP104 HD Audio DELL P3421W Intel I225-V + Intel Wi-Fi 6 AX200 Ubuntu 22.04 6.2.0-39-generic (x86_64) GNOME Shell 42.9 X Server 1.21.1.4 + Wayland nouveau 4.3 Mesa 23.0.4-0ubuntu1~22.04.1 1.3.238 GCC 11.4.0 ext4 3440x1440 OpenBenchmarking.org Kernel Details - Transparent Huge Pages: madvise Compiler Details - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-XeT9lY/gcc-11-11.4.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-XeT9lY/gcc-11-11.4.0/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-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa20102b Python Details - Python 3.10.12 Security Details - gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Mitigation of safe RET + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
scikit-learn-test-amd-ryzen scikit-learn: GLM scikit-learn: Feature Expansions scikit-learn: Hist Gradient Boosting scikit-learn: Covertype Dataset Benchmark scikit-learn: Hist Gradient Boosting Adult scikit-learn: Hist Gradient Boosting Threading scikit-learn: 20 Newsgroups / Logistic Regression scikit-learn: Hist Gradient Boosting Categorical Only AMD Ryzen 9 5950X 16-Core - MSI NVIDIA GeForce GTX scikit-learn-test-amd-ryzen 293.065 125.259 135.146 339.807 121.668 132.080 41.593 23.549 OpenBenchmarking.org
Scikit-Learn Benchmark: GLM OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: GLM scikit-learn-test-amd-ryzen 60 120 180 240 300 SE +/- 2.44, N = 3 293.07 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Feature Expansions OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Feature Expansions scikit-learn-test-amd-ryzen 30 60 90 120 150 SE +/- 0.28, N = 3 125.26 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Hist Gradient Boosting OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting scikit-learn-test-amd-ryzen 30 60 90 120 150 SE +/- 0.91, N = 3 135.15 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Covertype Dataset Benchmark OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark scikit-learn-test-amd-ryzen 70 140 210 280 350 SE +/- 2.15, N = 3 339.81 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Hist Gradient Boosting Adult OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult scikit-learn-test-amd-ryzen 30 60 90 120 150 SE +/- 1.63, N = 3 121.67 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Hist Gradient Boosting Threading OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading scikit-learn-test-amd-ryzen 30 60 90 120 150 SE +/- 0.51, N = 3 132.08 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: 20 Newsgroups / Logistic Regression OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression scikit-learn-test-amd-ryzen 9 18 27 36 45 SE +/- 0.87, N = 14 41.59 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Scikit-Learn Benchmark: Hist Gradient Boosting Categorical Only OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Categorical Only scikit-learn-test-amd-ryzen 6 12 18 24 30 SE +/- 0.31, N = 15 23.55 1. (F9X) gfortran options: -O3 -fopenmp -fno-tree-vectorize -lm -lpthread -lgfortran -lc
Phoronix Test Suite v10.8.5