c7g.4xlarge c7g.4xlarge c7g.4xlarge: Processor: ARMv8 Neoverse-V1 (16 Cores), Motherboard: Amazon EC2 c7g.4xlarge (1.0 BIOS), Chipset: Amazon Device 0200, Memory: 32GB, Disk: 215GB Amazon Elastic Block Store, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (aarch64), Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon ARMv8 Neoverse-V1 - - Amazon EC2 c7g.4xlarge (1.0: Processor: ARMv8 Neoverse-V1 (16 Cores), Motherboard: Amazon EC2 c7g.4xlarge (1.0 BIOS), Chipset: Amazon Device 0200, Memory: 32GB, Disk: 215GB Amazon Elastic Block Store, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (aarch64), Vulkan: 1.3.255, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon tst11: Processor: ARMv8 Neoverse-V1 (16 Cores), Motherboard: Amazon EC2 c7g.4xlarge (1.0 BIOS), Chipset: Amazon Device 0200, Memory: 32GB, Disk: 215GB Amazon Elastic Block Store, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (aarch64), Vulkan: 1.3.255, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon n: Processor: ARMv8 Neoverse-V1 (16 Cores), Motherboard: Amazon EC2 c7g.4xlarge (1.0 BIOS), Chipset: Amazon Device 0200, Memory: 32GB, Disk: 215GB Amazon Elastic Block Store, Network: Amazon Elastic OS: Ubuntu 22.04, Kernel: 6.5.0-1020-aws (aarch64), Vulkan: 1.3.255, Compiler: GCC 11.4.0, File-System: ext4, System Layer: amazon Llama.cpp b3067 Model: Meta-Llama-3-8B-Instruct-Q8_0.gguf Tokens Per Second > Higher Is Better c7g.4xlarge . 17.21 |============================================== tst11 ....... 21.59 |========================================================= n ........... 21.87 |========================================================== Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better c7g.4xlarge . 670.30 |========================================================= Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better c7g.4xlarge . 63.82 |========================================================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better c7g.4xlarge . 202.00 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better c7g.4xlarge . 168.04 |========================================================= Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better c7g.4xlarge ........................................ 8.677 |=================== Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better c7g.4xlarge . 62.68 |========================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better c7g.4xlarge . 104.78 |========================================================= Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better c7g.4xlarge . 1786.13 |======================================================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better c7g.4xlarge . 438.52 |========================================================= Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement Seconds < Lower Is Better c7g.4xlarge . 214.18 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better c7g.4xlarge . 28.19 |========================================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better c7g.4xlarge . 1363.84 |======================================================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better c7g.4xlarge . 138.60 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better c7g.4xlarge . 234.71 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better c7g.4xlarge . 107.14 |========================================================= Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better c7g.4xlarge . 386.47 |========================================================= Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better c7g.4xlarge . 83.12 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better c7g.4xlarge . 214.08 |========================================================= Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better c7g.4xlarge . 71.15 |========================================================== Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better c7g.4xlarge . 103.32 |========================================================= Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better c7g.4xlarge . 272.99 |========================================================= Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better c7g.4xlarge . 74.62 |========================================================== Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better c7g.4xlarge . 301.74 |========================================================= Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better c7g.4xlarge . 2.44 |=========================================================== Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better c7g.4xlarge . 17.04 |========================================================== Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better c7g.4xlarge . 30.68 |========================================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better c7g.4xlarge . 36.55 |========================================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Categorical Only Seconds < Lower Is Better c7g.4xlarge . 43.08 |========================================================== Scikit-Learn 1.2.2 Benchmark: Plot Non-Negative Matrix Factorization Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better 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: Hist Gradient Boosting Seconds < Lower Is Better c7g.4xlarge . 247.54 |========================================================= Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better AI Benchmark Alpha 0.1.2 Score > Higher Is Better