5900hx scikit learn AMD Ryzen 9 5900HX testing with a ASUS G513QY v1.0 (G513QY.318 BIOS) and ASUS AMD Cezanne 512MB on Ubuntu 22.10 via the Phoronix Test Suite. a: Processor: AMD Ryzen 9 5900HX @ 3.30GHz (8 Cores / 16 Threads), Motherboard: ASUS G513QY v1.0 (G513QY.318 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZVLQ512HBLU-00B00, Graphics: ASUS AMD Cezanne 512MB (2500/1000MHz), Audio: AMD Navi 21/23, Monitor: LQ156M1JW25, Network: Realtek RTL8111/8168/8411 + MEDIATEK MT7921 802.11ax PCI OS: Ubuntu 22.10, Kernel: 5.19.0-41-generic (x86_64), Desktop: GNOME Shell 43.0, Display Server: X Server 1.21.1.4 + Wayland, OpenGL: 4.6 Mesa 22.2.5 (LLVM 15.0.2 DRM 3.47), Vulkan: 1.3.224, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1080 b: Processor: AMD Ryzen 9 5900HX @ 3.30GHz (8 Cores / 16 Threads), Motherboard: ASUS G513QY v1.0 (G513QY.318 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZVLQ512HBLU-00B00, Graphics: ASUS AMD Cezanne 512MB (2500/1000MHz), Audio: AMD Navi 21/23, Monitor: LQ156M1JW25, Network: Realtek RTL8111/8168/8411 + MEDIATEK MT7921 802.11ax PCI OS: Ubuntu 22.10, Kernel: 5.19.0-41-generic (x86_64), Desktop: GNOME Shell 43.0, Display Server: X Server 1.21.1.4 + Wayland, OpenGL: 4.6 Mesa 22.2.5 (LLVM 15.0.2 DRM 3.47), Vulkan: 1.3.224, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1080 c: Processor: AMD Ryzen 9 5900HX @ 3.30GHz (8 Cores / 16 Threads), Motherboard: ASUS G513QY v1.0 (G513QY.318 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZVLQ512HBLU-00B00, Graphics: ASUS AMD Cezanne 512MB (2500/1000MHz), Audio: AMD Navi 21/23, Monitor: LQ156M1JW25, Network: Realtek RTL8111/8168/8411 + MEDIATEK MT7921 802.11ax PCI OS: Ubuntu 22.10, Kernel: 5.19.0-41-generic (x86_64), Desktop: GNOME Shell 43.0, Display Server: X Server 1.21.1.4 + Wayland, OpenGL: 4.6 Mesa 22.2.5 (LLVM 15.0.2 DRM 3.47), Vulkan: 1.3.224, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1080 Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better a . 406.90 |=================================================================== b . 407.08 |=================================================================== c . 406.72 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better a . 732.86 |=================================================================== b . 733.05 |=================================================================== c . 735.47 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better a . 40.72 |=================================================================== b . 41.49 |==================================================================== c . 41.62 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better a . 430.67 |=================================================================== b . 430.42 |=================================================================== c . 431.81 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better a . 114.75 |=================================================================== b . 114.77 |=================================================================== c . 114.83 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better a . 54.36 |==================================================================== b . 54.56 |==================================================================== c . 54.37 |==================================================================== Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better a . 59.28 |=================================================================== b . 59.97 |==================================================================== c . 59.80 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better a . 138.95 |================================================================== b . 138.22 |================================================================== c . 140.71 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better a . 101.88 |=================================================================== b . 101.66 |=================================================================== c . 102.00 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better a . 196.19 |=================================================================== b . 194.42 |================================================================== c . 194.47 |================================================================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better a . 58.81 |==================================================================== b . 58.19 |=================================================================== c . 58.56 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better a . 180.44 |=================================================================== b . 179.06 |================================================================== c . 180.31 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better a . 104.79 |=================================================================== b . 104.64 |=================================================================== c . 104.97 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better a . 134.56 |=================================================================== b . 133.85 |=================================================================== c . 134.34 |=================================================================== Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better a . 59.87 |==================================================================== b . 59.99 |==================================================================== c . 59.97 |==================================================================== Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better a . 236.98 |=================================================================== b . 235.42 |================================================================== c . 237.62 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better a . 34.63 |==================================================================== b . 34.86 |==================================================================== c . 34.77 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better a . 92.24 |=================================================================== b . 93.01 |==================================================================== c . 93.37 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Parallel Pairwise Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isotonic / Pathological Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: RCV1 Logreg Convergencet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement Seconds < Lower Is Better a . 119.67 |================================================================= b . 122.70 |=================================================================== c . 120.90 |================================================================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better a . 378.75 |=================================================================== b . 376.29 |=================================================================== c . 375.26 |================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better a . 71.04 |==================================================================== b . 71.04 |==================================================================== c . 70.76 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better a . 183.49 |=================================================================== b . 183.55 |=================================================================== c . 183.76 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better a . 135.60 |=================================================================== b . 136.27 |=================================================================== c . 136.19 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better a . 67.85 |==================================================================== b . 67.71 |==================================================================== c . 67.47 |==================================================================== Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better a . 42.02 |==================================================================== b . 42.23 |==================================================================== c . 42.10 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better a . 149.93 |=================================================================== b . 150.68 |=================================================================== c . 150.15 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Non-Negative Matrix Factorization Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Categorical Only Seconds < Lower Is Better a . 15.72 |=================================================================== b . 15.72 |=================================================================== c . 15.94 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better a . 193.45 |================================================================== b . 193.40 |================================================================== c . 195.46 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better a . 169.27 |================================================================== b . 170.44 |================================================================== c . 172.70 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better a . 760.38 |================================================================== b . 767.67 |=================================================================== c . 762.75 |===================================================================