pangolin scikit Tests for a future article. AMD Ryzen 7 6800U testing with a System76 Pangolin (ARB928_V00.01_T0022ASY6_ms BIOS) and AMD Rembrandt 512MB on Pop 22.04 via the Phoronix Test Suite. a: Processor: AMD Ryzen 7 6800U @ 2.70GHz (8 Cores / 16 Threads), Motherboard: System76 Pangolin (ARB928_V00.01_T0022ASY6_ms BIOS), Chipset: AMD Device 14b5, Memory: 32GB, Disk: 1000GB Samsung SSD 980 PRO 1TB, Graphics: AMD Rembrandt 512MB (2200/400MHz), Audio: AMD Device 1640, Network: Realtek RTL8111/8168/8411 + MEDIATEK Device 0608 OS: Pop 22.04, Kernel: 6.2.6-76060206-generic (x86_64), Desktop: GNOME Shell 42.5, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.3.5 (LLVM 15.0.6 DRM 3.49), Vulkan: 1.3.230, Compiler: GCC 11.3.0, File-System: ext4, Screen Resolution: 1920x1080 Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better a . 72.39 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better a . 396.24 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement Seconds < Lower Is Better a . 119.54 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better a . 98.25 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better a . 40.64 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better a . 1412.58 |================================================================== Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better a . 280.73 |=================================================================== Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better a . 65.22 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better a . 141.60 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better a . 87.32 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better a . 198.2 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better a . 60.79 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better a . 231.53 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better a . 258.73 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better a . 224.94 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better a . 279.84 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better a . 102.35 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better a . 132.07 |=================================================================== Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better a . 59.81 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better a . 58.57 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better a . 84.50 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better a . 427.94 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better a . 42.39 |==================================================================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better a . 770.16 |=================================================================== Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better a . 357.84 |=================================================================== Scikit-Learn 1.2.2 Benchmark: RCV1 Logreg Convergencet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isotonic / Pathological Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Parallel Pairwise Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better