lcu-amd-python AMD Ryzen 9 7950X 16-Core testing with a Supermicro H13SAE-MF v1.00 (1.2 BIOS) and ASPEED on Debian 12 via the Phoronix Test Suite. AMD Ryzen 9 7950X 16-Core: Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: Supermicro H13SAE-MF v1.00 (1.2 BIOS), Chipset: AMD Device 14d8, Memory: 62GB, Disk: 3841GB SAMSUNG MZ1L23T8HBLA-00A07, Graphics: ASPEED, Network: 2 x Intel I210 OS: Debian 12, Kernel: 6.1.0-18-amd64 (x86_64), Compiler: GCC 12.2.0, File-System: xfs, Screen Resolution: 1024x768 Numpy Benchmark Score > Higher Is Better AMD Ryzen 9 7950X 16-Core . 961.00 |=========================================== Cython Benchmark 0.29.21 Test: N-Queens Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 14.36 |============================================ PyBench 2018-02-16 Total For Average Test Times Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 513 |============================================== PyPerformance 1.0.0 Benchmark: go Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 80.2 |============================================= PyPerformance 1.0.0 Benchmark: 2to3 Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 140 |============================================== PyPerformance 1.0.0 Benchmark: chaos Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 35.7 |============================================= PyPerformance 1.0.0 Benchmark: float Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 38.7 |============================================= PyPerformance 1.0.0 Benchmark: nbody Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 53.2 |============================================= PyPerformance 1.0.0 Benchmark: pathlib Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 9.03 |============================================= PyPerformance 1.0.0 Benchmark: raytrace Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 158 |============================================== PyPerformance 1.0.0 Benchmark: json_loads Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 10.7 |============================================= PyPerformance 1.0.0 Benchmark: crypto_pyaes Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 38.9 |============================================= PyPerformance 1.0.0 Benchmark: regex_compile Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 63.7 |============================================= PyPerformance 1.0.0 Benchmark: python_startup Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 4.14 |============================================= PyPerformance 1.0.0 Benchmark: django_template Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 19.4 |============================================= PyPerformance 1.0.0 Benchmark: pickle_pure_python Milliseconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 160 |============================================== 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 AMD Ryzen 9 7950X 16-Core . 148.92 |=========================================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 34.96 |============================================ Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 231.59 |=========================================== Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 93.69 |============================================ Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 37.85 |============================================ Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 104.37 |=========================================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 73.34 |============================================ Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 191.04 |=========================================== Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 127.20 |=========================================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 172.80 |=========================================== Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 124.76 |=========================================== Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 112.37 |=========================================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 34.52 |============================================ Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 86.62 |============================================ Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 25.03 |============================================ Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 134.54 |=========================================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 1066.63 |========================================== Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 22.64 |============================================ Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 80.53 |============================================ 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 AMD Ryzen 9 7950X 16-Core . 78.11 |============================================ Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 292.23 |=========================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 77.92 |============================================ Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 1320.94 |========================================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 67.29 |============================================ Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 49.52 |============================================ 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 AMD Ryzen 9 7950X 16-Core . 27.57 |============================================ Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 102.65 |=========================================== 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 AMD Ryzen 9 7950X 16-Core . 14.34 |============================================ Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 53.48 |============================================ Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 23.51 |============================================ Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better AMD Ryzen 9 7950X 16-Core . 415.28 |===========================================