c6i.4xlarge c6i.4xlarge c6i.4xlarge: Processor: Intel Xeon Platinum 8375C (8 Cores / 16 Threads), Motherboard: Amazon EC2 c6i.4xlarge (1.0 BIOS), Chipset: Intel 440FX 82441FX PMC, Memory: 1 x 32 GB DDR4-3200MT/s, Disk: 215GB Amazon Elastic Block Store, Graphics: EFI VGA, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (x86_64), Vulkan: 1.3.255, Compiler: GCC 11.4.0, File-System: ext4, Screen Resolution: 800x600, System Layer: amazon Intel Xeon Platinum 8375C - EFI VGA - Amazon EC2: Processor: Intel Xeon Platinum 8375C (8 Cores / 16 Threads), Motherboard: Amazon EC2 c6i.4xlarge (1.0 BIOS), Chipset: Intel 440FX 82441FX PMC, Memory: 1 x 32 GB DDR4-3200MT/s, Disk: 215GB Amazon Elastic Block Store, Graphics: EFI VGA, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (x86_64), Vulkan: 1.3.255, Compiler: GCC 11.4.0, File-System: ext4, Screen Resolution: 800x600, System Layer: amazon Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better c6i.4xlarge ...................................... 50.25 |===================== Intel Xeon Platinum 8375C - EFI VGA - Amazon EC2 . 49.30 |===================== Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better c6i.4xlarge . 268.27 |========================================================= Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better c6i.4xlarge . 1191.57 |======================================================== Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better c6i.4xlarge . 50.38 |========================================================== Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better c6i.4xlarge . 405.47 |========================================================= Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better c6i.4xlarge . 106.33 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better c6i.4xlarge . 74.63 |========================================================== Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better c6i.4xlarge . 85.56 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better c6i.4xlarge . 204.79 |========================================================= Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better c6i.4xlarge . 125.25 |========================================================= Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better c6i.4xlarge . 297.03 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better c6i.4xlarge . 262.87 |========================================================= Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better c6i.4xlarge . 349.91 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better c6i.4xlarge . 199.03 |========================================================= Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better c6i.4xlarge . 70.94 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better c6i.4xlarge . 259.19 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better c6i.4xlarge . 48.87 |========================================================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better c6i.4xlarge . 222.48 |========================================================= Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better c6i.4xlarge . 75.25 |========================================================== Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better c6i.4xlarge . 318.78 |========================================================= Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better c6i.4xlarge . 1885.95 |======================================================== Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better c6i.4xlarge . 77.41 |========================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better c6i.4xlarge . 104.03 |========================================================= 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 c6i.4xlarge . 153.21 |========================================================= Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better c6i.4xlarge . 483.17 |========================================================= Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better c6i.4xlarge . 90.72 |========================================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better c6i.4xlarge . 2252.41 |======================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better c6i.4xlarge . 95.31 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better c6i.4xlarge . 62.01 |========================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better c6i.4xlarge . 54.54 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better c6i.4xlarge . 225.04 |========================================================= 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 c6i.4xlarge . 18.07 |========================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better c6i.4xlarge . 258.40 |========================================================= Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better c6i.4xlarge . 90.36 |========================================================== Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better c6i.4xlarge . 852.99 |========================================================= Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better c6i.4xlarge . 46.04 |========================================================== Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better c6i.4xlarge . 30.20 |========================================================== Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better c6i.4xlarge . 13.58 |========================================================== Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better c6i.4xlarge . 2.23 |=========================================================== oneDNN 3.4 Harness: Convolution Batch Shapes Auto - Engine: CPU ms < Lower Is Better c6i.4xlarge . 3.97166 |======================================================== oneDNN 3.4 Harness: IP Shapes 1D - Engine: CPU ms < Lower Is Better c6i.4xlarge . 2.01102 |======================================================== oneDNN 3.4 Harness: IP Shapes 3D - Engine: CPU ms < Lower Is Better c6i.4xlarge . 2.94925 |======================================================== oneDNN 3.4 Harness: Deconvolution Batch shapes_1d - Engine: CPU ms < Lower Is Better c6i.4xlarge . 7.73889 |======================================================== oneDNN 3.4 Harness: Deconvolution Batch shapes_3d - Engine: CPU ms < Lower Is Better c6i.4xlarge . 4.39062 |======================================================== oneDNN 3.4 Harness: Recurrent Neural Network Training - Engine: CPU ms < Lower Is Better c6i.4xlarge . 2967.62 |======================================================== oneDNN 3.4 Harness: Recurrent Neural Network Inference - Engine: CPU ms < Lower Is Better c6i.4xlarge . 1557.47 |========================================================