lcu-intel-python Intel Xeon Gold 5416S testing with a Supermicro X13SEW-TF v1.02 (2.1 BIOS) and ASPEED on Debian 12 via the Phoronix Test Suite. Intel Xeon Gold 5416S: Processor: Intel Xeon Gold 5416S @ 2.00GHz (16 Cores / 32 Threads), Motherboard: Supermicro X13SEW-TF v1.02 (2.1 BIOS), Chipset: Intel Device 1bce, Memory: 64GB, Disk: 3841GB SAMSUNG MZ1L23T8HBLA-00A07, Graphics: ASPEED, Monitor: DELL 1907FPV, Network: 2 x Intel X550 + 2 x Intel I350 OS: Debian 12, Kernel: 6.1.0-18-amd64 (x86_64), Compiler: GCC 12.2.0, File-System: xfs, Screen Resolution: 1280x1024 Numpy Benchmark Score > Higher Is Better Intel Xeon Gold 5416S . 570.67 |=============================================== Cython Benchmark 0.29.21 Test: N-Queens Seconds < Lower Is Better Intel Xeon Gold 5416S . 18.61 |================================================ PyBench 2018-02-16 Total For Average Test Times Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 561 |================================================== PyPerformance 1.0.0 Benchmark: go Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 97.8 |================================================= PyPerformance 1.0.0 Benchmark: 2to3 Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 194 |================================================== PyPerformance 1.0.0 Benchmark: chaos Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 45.3 |================================================= PyPerformance 1.0.0 Benchmark: float Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 45.6 |================================================= PyPerformance 1.0.0 Benchmark: nbody Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 55.3 |================================================= PyPerformance 1.0.0 Benchmark: pathlib Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 10.5 |================================================= PyPerformance 1.0.0 Benchmark: raytrace Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 184 |================================================== PyPerformance 1.0.0 Benchmark: json_loads Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 13.8 |================================================= PyPerformance 1.0.0 Benchmark: crypto_pyaes Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 49.9 |================================================= PyPerformance 1.0.0 Benchmark: regex_compile Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 96.1 |================================================= PyPerformance 1.0.0 Benchmark: python_startup Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 6.92 |================================================= PyPerformance 1.0.0 Benchmark: django_template Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 23.4 |================================================= PyPerformance 1.0.0 Benchmark: pickle_pure_python Milliseconds < Lower Is Better Intel Xeon Gold 5416S . 184 |================================================== Numenta Anomaly Benchmark 1.1 Detector: KNN CAD Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: Contextual Anomaly Detector OSE Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better Intel Xeon Gold 5416S . 206.10 |=============================================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better Intel Xeon Gold 5416S . 43.05 |================================================ Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better Intel Xeon Gold 5416S . 377.09 |=============================================== Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better Intel Xeon Gold 5416S . 114.53 |=============================================== Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better Intel Xeon Gold 5416S . 56.49 |================================================ Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better Intel Xeon Gold 5416S . 60.93 |================================================ Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better Intel Xeon Gold 5416S . 144.85 |=============================================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better Intel Xeon Gold 5416S . 84.09 |================================================ Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better Intel Xeon Gold 5416S . 251.85 |=============================================== Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better Intel Xeon Gold 5416S . 210.61 |=============================================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better Intel Xeon Gold 5416S . 272.42 |=============================================== Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better Intel Xeon Gold 5416S . 182.57 |=============================================== Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better Intel Xeon Gold 5416S . 175.03 |=============================================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better Intel Xeon Gold 5416S . 48.13 |================================================ Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better Intel Xeon Gold 5416S . 155.53 |=============================================== Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better Intel Xeon Gold 5416S . 32.83 |================================================ Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better Intel Xeon Gold 5416S . 208.46 |=============================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better Intel Xeon Gold 5416S . 1591.64 |============================================== Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better Intel Xeon Gold 5416S . 30.00 |================================================ Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better Intel Xeon Gold 5416S . 114.49 |=============================================== 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 Intel Xeon Gold 5416S . 104.01 |=============================================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better Intel Xeon Gold 5416S . 378.93 |=============================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better Intel Xeon Gold 5416S . 109.46 |=============================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better Intel Xeon Gold 5416S . 1817.57 |============================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better Intel Xeon Gold 5416S . 91.37 |================================================ Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better Intel Xeon Gold 5416S . 52.90 |================================================ Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better Intel Xeon Gold 5416S . 51.59 |================================================ Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better Intel Xeon Gold 5416S . 163.32 |=============================================== 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 Intel Xeon Gold 5416S . 20.80 |================================================ Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better Intel Xeon Gold 5416S . 77.53 |================================================ Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better Intel Xeon Gold 5416S . 33.55 |================================================ Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better Intel Xeon Gold 5416S . 827.46 |===============================================