scikit-ryzen-7-5700g-3 AMD Ryzen 7 5700G testing with a Gigabyte B450 I AORUS PRO WIFI-CF (F61d PI BIOS) and Zotac NVIDIA GeForce RTX 3060 12GB on Fedora Linux 37 via the Phoronix Test Suite.
HTML result view exported from: https://openbenchmarking.org/result/2310281-NE-SCIKITRYZ72&grr .
scikit-ryzen-7-5700g-3 Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL OpenCL Compiler File-System Screen Resolution AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 AMD Ryzen 7 5700G @ 4.67GHz (8 Cores / 16 Threads) Gigabyte B450 I AORUS PRO WIFI-CF (F61d PI BIOS) AMD Renoir/Cezanne 16GB 1024GB PCS M.2 NVME SSD 1TB + 1000GB Seagate ST1000DM010-2EP1 Zotac NVIDIA GeForce RTX 3060 12GB NVIDIA GA106 HD Audio LC27G5xT Intel I211 + Intel-AC 9260 Fedora Linux 37 6.5.6-100.fc37.x86_64 (x86_64) GNOME Shell 43.9 X Server 1.20.14 NVIDIA 535.104.12 4.6.0 OpenCL 3.0 CUDA 12.2.138 GCC 12.3.1 20230508 btrfs 2560x1440 OpenBenchmarking.org - NVIDIA_drm.modeset=1 - Transparent Huge Pages: madvise - --build=x86_64-redhat-linux --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,objc,obj-c++,ada,go,d,lto --enable-libstdcxx-backtrace --enable-link-serialization=1 --enable-multilib --enable-offload-defaulted --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=i686 --with-build-config=bootstrap-lto --with-gcc-major-version-only --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver - Scaling Governor: amd-pstate-epp powersave (EPP: performance) - CPU Microcode: 0xa50000c - Python 3.11.5 - SELinux + 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 no microcode + 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-ryzen-7-5700g-3 scikit-learn: SGDOneClassSVM scikit-learn: Plot Hierarchical scikit-learn: MNIST Dataset scikit-learn: LocalOutlierFactor scikit-learn: Tree scikit-learn: Plot Lasso Path scikit-learn: Text Vectorizers scikit-learn: TSNE MNIST Dataset scikit-learn: Plot Parallel Pairwise scikit-learn: Plot Incremental PCA scikit-learn: Isolation Forest scikit-learn: Plot Fast KMeans scikit-learn: Sample Without Replacement scikit-learn: Sparsify scikit-learn: SGD Regression scikit-learn: Hist Gradient Boosting scikit-learn: Lasso scikit-learn: Glmnet AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 2455.035 172.272 81.993 63.830 42.967 20.758 22.466 20.438 4.828 12.525 12.412 12.606 8.803 4.661 4.476 4.428 4.118 OpenBenchmarking.org
Scikit-Learn Benchmark: SGDOneClassSVM OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 500 1000 1500 2000 2500 SE +/- 2.62, N = 3 2455.04 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Plot Hierarchical OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 40 80 120 160 200 SE +/- 0.48, N = 3 172.27 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: MNIST Dataset OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: MNIST Dataset AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 20 40 60 80 100 SE +/- 0.04, N = 3 81.99 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: LocalOutlierFactor OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 14 28 42 56 70 SE +/- 0.13, N = 3 63.83 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Tree OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Tree AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 10 20 30 40 50 SE +/- 0.54, N = 3 42.97 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Plot Lasso Path OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 5 10 15 20 25 SE +/- 0.25, N = 4 20.76 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Text Vectorizers OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Text Vectorizers AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 5 10 15 20 25 SE +/- 0.03, N = 3 22.47 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: TSNE MNIST Dataset OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 5 10 15 20 25 SE +/- 0.04, N = 3 20.44 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Plot Parallel Pairwise OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Plot Parallel Pairwise AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 1.0863 2.1726 3.2589 4.3452 5.4315 SE +/- 0.033, N = 15 4.828 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Plot Incremental PCA OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 3 6 9 12 15 SE +/- 0.01, N = 3 12.53 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Isolation Forest OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Isolation Forest AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 3 6 9 12 15 SE +/- 0.03, N = 3 12.41 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Plot Fast KMeans OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 3 6 9 12 15 SE +/- 0.14, N = 3 12.61 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Sample Without Replacement OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 2 4 6 8 10 SE +/- 0.003, N = 3 8.803 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Sparsify OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 1.0487 2.0974 3.1461 4.1948 5.2435 SE +/- 0.003, N = 3 4.661 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: SGD Regression OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: SGD Regression AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 1.0071 2.0142 3.0213 4.0284 5.0355 SE +/- 0.007, N = 3 4.476 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Hist Gradient Boosting OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 0.9963 1.9926 2.9889 3.9852 4.9815 SE +/- 0.001, N = 3 4.428 1. (F9X) gfortran options: -shared -lgfortran
Scikit-Learn Benchmark: Lasso OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 1.2.2 Benchmark: Lasso AMD Ryzen 7 5700G - Zotac NVIDIA GeForce RTX 3060 0.9266 1.8532 2.7798 3.7064 4.633 SE +/- 0.011, N = 3 4.118 1. (F9X) gfortran options: -shared -lgfortran
Phoronix Test Suite v10.8.5