scikit tigerlake Intel Core i7-1165G7 testing with a Dell 0GG9PT (3.13.1 BIOS) and Intel Xe TGL GT2 15GB on Ubuntu 23.04 via the Phoronix Test Suite. a: Processor: Intel Core i7-1165G7 @ 4.70GHz (4 Cores / 8 Threads), Motherboard: Dell 0GG9PT (3.13.1 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Kioxia KBG40ZNS256G NVMe 256GB, Graphics: Intel Xe TGL GT2 15GB (1300MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 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, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1200 b: Processor: Intel Core i7-1165G7 @ 4.70GHz (4 Cores / 8 Threads), Motherboard: Dell 0GG9PT (3.13.1 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Kioxia KBG40ZNS256G NVMe 256GB, Graphics: Intel Xe TGL GT2 15GB (1300MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 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, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1200 c: Processor: Intel Core i7-1165G7 @ 4.70GHz (4 Cores / 8 Threads), Motherboard: Dell 0GG9PT (3.13.1 BIOS), Chipset: Intel Tiger Lake-LP, Memory: 16GB, Disk: Kioxia KBG40ZNS256G NVMe 256GB, Graphics: Intel Xe TGL GT2 15GB (1300MHz), Audio: Realtek ALC289, Network: Intel Wi-Fi 6 AX201 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, Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 1920x1200 Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better a . 373.31 |================================================================ b . 377.72 |================================================================= c . 390.20 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better a . 835.02 |================================================================== b . 842.28 |=================================================================== c . 844.08 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better a . 38.64 |=============================================================== b . 41.47 |==================================================================== c . 38.69 |=============================================================== Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better a . 462.35 |=================================================================== b . 460.54 |================================================================== c . 464.68 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better a . 115.04 |================================================================== b . 115.42 |================================================================== c . 116.50 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better a . 65.35 |==================================================================== b . 65.20 |==================================================================== c . 65.33 |==================================================================== Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better a . 65.46 |==================================================================== b . 64.83 |=================================================================== c . 65.47 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better a . 141.44 |================================================================== b . 140.47 |================================================================== c . 142.90 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better a . 134.14 |=================================================================== b . 133.87 |=================================================================== c . 133.89 |=================================================================== Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better a . 277.54 |=================================================================== b . 278.73 |=================================================================== c . 276.73 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better a . 312.57 |================================================================ b . 325.47 |=================================================================== c . 327.45 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better a . 261.23 |================================================================== b . 262.65 |================================================================== c . 264.75 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better a . 53.94 |================================================================== b . 54.33 |=================================================================== c . 55.52 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better a . 224.03 |================================================================== b . 222.69 |================================================================== c . 226.80 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better a . 79.59 |================================================================== b . 80.16 |=================================================================== c . 81.96 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better a . 153.43 |=================================================================== b . 152.18 |================================================================== c . 153.04 |=================================================================== Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better a . 131.85 |================================================================ b . 137.85 |=================================================================== c . 135.65 |================================================================== Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better a . 482.47 |================================================================= b . 496.26 |=================================================================== c . 493.25 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better a . 52.98 |=============================================================== b . 56.04 |=================================================================== c . 57.02 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better a . 117.22 |================================================================== b . 116.47 |================================================================= c . 119.83 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement Seconds < Lower Is Better a . 135.12 |=================================================================== b . 132.42 |================================================================== c . 132.49 |================================================================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better a . 431.97 |================================================================== b . 436.82 |=================================================================== c . 435.34 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better a . 74.76 |=================================================================== b . 74.53 |=================================================================== c . 75.35 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better a . 167.97 |================================================================ b . 175.35 |=================================================================== c . 174.11 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better a . 103.44 |================================================================== b . 103.40 |================================================================== c . 105.01 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better a . 87.00 |=============================================================== b . 93.50 |==================================================================== c . 92.75 |=================================================================== Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better a . 55.63 |================================================================== b . 57.25 |==================================================================== c . 57.60 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better a . 195.78 |=================================================================== b . 192.97 |================================================================== c . 195.62 |=================================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Categorical Only Seconds < Lower Is Better a . 17.61 |==================================================================== b . 17.58 |==================================================================== c . 17.55 |==================================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better a . 200.40 |================================================================= b . 207.85 |=================================================================== c . 205.44 |================================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better a . 364.42 |============================================================ b . 409.83 |=================================================================== c . 319.93 |==================================================== Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better a . 1082.64 |================================================================ b . 1112.69 |================================================================== c . 1096.36 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