AMD Ryzen 9 7950X 16-Core testing with a ASUS ROG CROSSHAIR X670E HERO (1101 BIOS) and AMD Radeon RX 7900 XTX 24GB on Ubuntu 22.04 via the Phoronix Test Suite.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 2305115-NE-SCIKITLEA14
scikit learn 5950X
AMD Ryzen 9 7950X 16-Core testing with a ASUS ROG CROSSHAIR X670E HERO (1101 BIOS) and AMD Radeon RX 7900 XTX 24GB on Ubuntu 22.04 via the Phoronix Test Suite.
a:
Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR X670E HERO (1101 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2048GB SOLIDIGM SSDPFKKW020X7 + 2000GB, Graphics: AMD Radeon RX 7900 XTX 24GB (2304/1249MHz), Audio: AMD Device ab30, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411
OS: Ubuntu 22.04, Kernel: 6.3.0-060300rc7daily20230417-generic (x86_64), Desktop: GNOME Shell 42.5, Display Server: X Server 1.21.1.3 + Wayland, OpenGL: 4.6 Mesa 23.2.0-devel (git-f6fb189 2023-04-18 jammy-oibaf-ppa) (LLVM 15.0.7 DRM 3.52), Vulkan: 1.3.246, Compiler: GCC 11.3.0, File-System: ext4, Screen Resolution: 3840x2160
b:
Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR X670E HERO (1101 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2048GB SOLIDIGM SSDPFKKW020X7 + 2000GB, Graphics: AMD Radeon RX 7900 XTX 24GB (2304/1249MHz), Audio: AMD Device ab30, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411
OS: Ubuntu 22.04, Kernel: 6.3.0-060300rc7daily20230417-generic (x86_64), Desktop: GNOME Shell 42.5, Display Server: X Server 1.21.1.3 + Wayland, OpenGL: 4.6 Mesa 23.2.0-devel (git-f6fb189 2023-04-18 jammy-oibaf-ppa) (LLVM 15.0.7 DRM 3.52), Vulkan: 1.3.246, Compiler: GCC 11.3.0, File-System: ext4, Screen Resolution: 3840x2160
c:
Processor: AMD Ryzen 9 7950X 16-Core @ 4.50GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR X670E HERO (1101 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2048GB SOLIDIGM SSDPFKKW020X7 + 2000GB, Graphics: AMD Radeon RX 7900 XTX 24GB (2304/1249MHz), Audio: AMD Device ab30, Monitor: ASUS MG28U, Network: Intel I225-V + Intel Wi-Fi 6 AX210/AX211/AX411
OS: Ubuntu 22.04, Kernel: 6.3.0-060300rc7daily20230417-generic (x86_64), Desktop: GNOME Shell 42.5, Display Server: X Server 1.21.1.3 + Wayland, OpenGL: 4.6 Mesa 23.2.0-devel (git-f6fb189 2023-04-18 jammy-oibaf-ppa) (LLVM 15.0.7 DRM 3.52), Vulkan: 1.3.246, Compiler: GCC 11.3.0, File-System: ext4, Screen Resolution: 3840x2160
Scikit-Learn 1.2.2
Benchmark: Plot OMP vs. LARS
Seconds < Lower Is Better
a . 52.05 |====================================================================
b . 33.09 |===========================================
c . 33.41 |============================================
Scikit-Learn 1.2.2
Benchmark: Lasso
Seconds < Lower Is Better
a . 309.79 |===================================================================
b . 208.54 |=============================================
c . 208.92 |=============================================
Scikit-Learn 1.2.2
Benchmark: SGD Regression
Seconds < Lower Is Better
a . 79.63 |====================================================================
b . 58.84 |==================================================
c . 59.16 |===================================================
Scikit-Learn 1.2.2
Benchmark: GLM
Seconds < Lower Is Better
a . 167.14 |===================================================================
b . 142.18 |=========================================================
c . 141.99 |=========================================================
Scikit-Learn 1.2.2
Benchmark: SGDOneClassSVM
Seconds < Lower Is Better
a . 238.93 |===================================================================
b . 204.92 |=========================================================
c . 208.57 |==========================================================
Scikit-Learn 1.2.2
Benchmark: Plot Lasso Path
Seconds < Lower Is Better
a . 112.27 |============================================================
b . 123.75 |==================================================================
c . 125.35 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Higgs Boson
Seconds < Lower Is Better
a . 31.81 |==================================================================
b . 32.73 |====================================================================
c . 32.45 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Isolation Forest
Seconds < Lower Is Better
a . 168.47 |=================================================================
b . 171.27 |==================================================================
c . 173.12 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Tree
Seconds < Lower Is Better
a . 34.48 |==================================================================
b . 35.37 |====================================================================
c . 34.75 |===================================================================
Scikit-Learn 1.2.2
Benchmark: 20 Newsgroups / Logistic Regression
Seconds < Lower Is Better
a . 24.63 |===================================================================
b . 24.59 |==================================================================
c . 25.18 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Neighbors
Seconds < Lower Is Better
a . 103.85 |==================================================================
b . 102.51 |==================================================================
c . 104.84 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Feature Expansions
Seconds < Lower Is Better
a . 79.06 |===================================================================
b . 79.48 |===================================================================
c . 80.57 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Threading
Seconds < Lower Is Better
a . 65.39 |===================================================================
b . 66.51 |====================================================================
c . 65.37 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Adult
Seconds < Lower Is Better
a . 84.07 |====================================================================
b . 84.65 |====================================================================
c . 83.21 |===================================================================
Scikit-Learn 1.2.2
Benchmark: TSNE MNIST Dataset
Seconds < Lower Is Better
a . 141.76 |==================================================================
b . 142.71 |==================================================================
c . 144.04 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Fast KMeans
Seconds < Lower Is Better
a . 123.58 |==================================================================
b . 125.40 |===================================================================
c . 124.31 |==================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Ward
Seconds < Lower Is Better
a . 33.77 |===================================================================
b . 33.82 |===================================================================
c . 34.18 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Text Vectorizers
Seconds < Lower Is Better
a . 39.49 |===================================================================
b . 39.51 |===================================================================
c . 39.92 |====================================================================
Scikit-Learn 1.2.2
Benchmark: MNIST Dataset
Seconds < Lower Is Better
a . 42.81 |====================================================================
b . 42.45 |===================================================================
c . 42.83 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Sparse Random Projections / 100 Iterations
Seconds < Lower Is Better
a . 381.42 |===================================================================
b . 378.07 |==================================================================
c . 379.12 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Categorical Only
Seconds < Lower Is Better
a . 15.83 |====================================================================
b . 15.94 |====================================================================
c . 15.81 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting
Seconds < Lower Is Better
a . 88.84 |====================================================================
b . 89.01 |====================================================================
c . 89.49 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Isotonic / Logistic
Seconds < Lower Is Better
a . 1020.78 |==================================================================
b . 1015.24 |==================================================================
c . 1022.45 |==================================================================
Scikit-Learn 1.2.2
Benchmark: Sample Without Replacement
Seconds < Lower Is Better
a . 65.76 |====================================================================
b . 65.59 |====================================================================
c . 65.31 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Hierarchical
Seconds < Lower Is Better
a . 115.03 |===================================================================
b . 114.51 |===================================================================
c . 114.28 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Covertype Dataset Benchmark
Seconds < Lower Is Better
a . 270.85 |===================================================================
b . 270.40 |===================================================================
c . 271.99 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Sparsify
Seconds < Lower Is Better
a . 67.56 |====================================================================
b . 67.55 |====================================================================
c . 67.94 |====================================================================
Scikit-Learn 1.2.2
Benchmark: LocalOutlierFactor
Seconds < Lower Is Better
a . 23.36 |====================================================================
b . 23.39 |====================================================================
c . 23.48 |====================================================================
Scikit-Learn 1.2.2
Benchmark: SAGA
Seconds < Lower Is Better
a . 568.36 |===================================================================
b . 571.02 |===================================================================
c . 569.64 |===================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Polynomial Kernel Approximation
Seconds < Lower Is Better
a . 92.66 |====================================================================
b . 93.01 |====================================================================
c . 93.02 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Singular Value Decomposition
Seconds < Lower Is Better
a . 44.70 |====================================================================
b . 44.88 |====================================================================
c . 44.80 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Kernel PCA Solvers / Time vs. N Components
Seconds < Lower Is Better
a . 34.33 |==================================================================
b . 33.96 |==================================================================
c . 35.19 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Kernel PCA Solvers / Time vs. N Samples
Seconds < Lower Is Better
a . 83.71 |==================================================================
b . 85.35 |===================================================================
c . 86.73 |====================================================================
Scikit-Learn 1.2.2
Benchmark: Plot Non-Negative Matrix Factorization
Seconds < Lower Is Better
Scikit-Learn 1.2.2
Benchmark: Isotonic / Perturbed Logarithm
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: Plot Incremental PCA
Seconds < Lower Is Better
a . 47.94 |====================================================================
b . 47.12 |===================================================================
c . 45.34 |================================================================
Scikit-Learn 1.2.2
Benchmark: Glmnet
Seconds < Lower Is Better