AMD Ryzen 9 7950X3D 16-Core testing with a ASRock X670E PG Lightning (1.24.AS02 BIOS) and Gigabyte AMD Radeon RX 6600 8GB on Ubuntu 23.04 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 2305112-NE-SCIKITLEA86
scikit learn zen 4 3d v-cache
AMD Ryzen 9 7950X3D 16-Core testing with a ASRock X670E PG Lightning (1.24.AS02 BIOS) and Gigabyte AMD Radeon RX 6600 8GB on Ubuntu 23.04 via the Phoronix Test Suite.
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX:
Processor: AMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads), Motherboard: ASRock X670E PG Lightning (1.24.AS02 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Corsair MP700, Graphics: Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz), Audio: AMD Navi 21/23, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE
OS: Ubuntu 23.04, Kernel: 6.2.0-20-generic (x86_64), Desktop: GNOME Shell 44.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160
b:
Processor: AMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads), Motherboard: ASRock X670E PG Lightning (1.24.AS02 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Corsair MP700, Graphics: Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz), Audio: AMD Navi 21/23, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE
OS: Ubuntu 23.04, Kernel: 6.2.0-20-generic (x86_64), Desktop: GNOME Shell 44.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160
c:
Processor: AMD Ryzen 9 7950X3D 16-Core @ 4.20GHz (16 Cores / 32 Threads), Motherboard: ASRock X670E PG Lightning (1.24.AS02 BIOS), Chipset: AMD Device 14d8, Memory: 32GB, Disk: 2000GB Corsair MP700, Graphics: Gigabyte AMD Radeon RX 6600 8GB (2750/875MHz), Audio: AMD Navi 21/23, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE
OS: Ubuntu 23.04, Kernel: 6.2.0-20-generic (x86_64), Desktop: GNOME Shell 44.0, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49), Compiler: GCC 12.2.0, File-System: ext4, Screen Resolution: 3840x2160
Scikit-Learn 1.2.2
Benchmark: Plot Incremental PCA
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 39.34 |================
b .................................................... 42.01 |=================
c .................................................... 41.26 |=================
Scikit-Learn 1.2.2
Benchmark: SGDOneClassSVM
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 212.49 |================
b .................................................... 200.96 |===============
c .................................................... 210.31 |================
Scikit-Learn 1.2.2
Benchmark: Plot Polynomial Kernel Approximation
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 98.12 |=================
b .................................................... 98.88 |=================
c .................................................... 93.54 |================
Scikit-Learn 1.2.2
Benchmark: Isotonic / Perturbed Logarithm
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 3133.62 |==============
b .................................................... 3272.18 |===============
c .................................................... 3297.13 |===============
Scikit-Learn 1.2.2
Benchmark: Feature Expansions
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 81.58 |=================
b .................................................... 79.93 |================
c .................................................... 82.41 |=================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Higgs Boson
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 32.34 |================
b .................................................... 33.33 |=================
c .................................................... 32.89 |=================
Scikit-Learn 1.2.2
Benchmark: Tree
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 35.18 |=================
b .................................................... 35.59 |=================
c .................................................... 36.11 |=================
Scikit-Learn 1.2.2
Benchmark: SAGA
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 603.63 |================
b .................................................... 603.39 |================
c .................................................... 591.39 |================
Scikit-Learn 1.2.2
Benchmark: MNIST Dataset
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 44.94 |=================
b .................................................... 44.99 |=================
c .................................................... 44.18 |=================
Scikit-Learn 1.2.2
Benchmark: Sample Without Replacement
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 77.67 |=================
b .................................................... 77.07 |=================
c .................................................... 78.45 |=================
Scikit-Learn 1.2.2
Benchmark: Plot Neighbors
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 108.73 |================
b .................................................... 109.16 |================
c .................................................... 107.31 |================
Scikit-Learn 1.2.2
Benchmark: Sparse Random Projections / 100 Iterations
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 427.68 |================
b .................................................... 435.00 |================
c .................................................... 428.58 |================
Scikit-Learn 1.2.2
Benchmark: Kernel PCA Solvers / Time vs. N Samples
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 100.04 |================
b .................................................... 98.80 |================
c .................................................... 100.38 |================
Scikit-Learn 1.2.2
Benchmark: SGD Regression
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 84.29 |=================
b .................................................... 83.47 |=================
c .................................................... 84.79 |=================
Scikit-Learn 1.2.2
Benchmark: Plot Hierarchical
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 123.83 |================
b .................................................... 122.41 |================
c .................................................... 124.28 |================
Scikit-Learn 1.2.2
Benchmark: Plot Singular Value Decomposition
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 45.16 |=================
b .................................................... 44.67 |=================
c .................................................... 45.35 |=================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Adult
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 83.48 |=================
b .................................................... 83.52 |=================
c .................................................... 84.62 |=================
Scikit-Learn 1.2.2
Benchmark: Plot Ward
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 37.48 |=================
b .................................................... 37.02 |=================
c .................................................... 37.33 |=================
Scikit-Learn 1.2.2
Benchmark: Text Vectorizers
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 38.34 |=================
b .................................................... 38.66 |=================
c .................................................... 38.19 |=================
Scikit-Learn 1.2.2
Benchmark: Isolation Forest
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 174.86 |================
b .................................................... 172.96 |================
c .................................................... 175.05 |================
Scikit-Learn 1.2.2
Benchmark: Plot Fast KMeans
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 120.32 |================
b .................................................... 118.89 |================
c .................................................... 120.21 |================
Scikit-Learn 1.2.2
Benchmark: Covertype Dataset Benchmark
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 275.95 |================
b .................................................... 278.96 |================
c .................................................... 276.94 |================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 88.68 |=================
b .................................................... 88.00 |=================
c .................................................... 87.78 |=================
Scikit-Learn 1.2.2
Benchmark: 20 Newsgroups / Logistic Regression
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 29.07 |=================
b .................................................... 29.32 |=================
c .................................................... 29.17 |=================
Scikit-Learn 1.2.2
Benchmark: Sparsify
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 97.73 |=================
b .................................................... 98.52 |=================
c .................................................... 97.81 |=================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Categorical Only
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 16.01 |=================
b .................................................... 16.13 |=================
c .................................................... 16.10 |=================
Scikit-Learn 1.2.2
Benchmark: GLM
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 174.63 |================
b .................................................... 173.32 |================
c .................................................... 174.19 |================
Scikit-Learn 1.2.2
Benchmark: Plot Lasso Path
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 144.35 |================
b .................................................... 143.79 |================
c .................................................... 144.78 |================
Scikit-Learn 1.2.2
Benchmark: TSNE MNIST Dataset
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 146.42 |================
b .................................................... 145.81 |================
c .................................................... 145.58 |================
Scikit-Learn 1.2.2
Benchmark: LocalOutlierFactor
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 27.08 |=================
b .................................................... 27.07 |=================
c .................................................... 27.21 |=================
Scikit-Learn 1.2.2
Benchmark: Hist Gradient Boosting Threading
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 56.91 |=================
b .................................................... 57.10 |=================
c .................................................... 56.83 |=================
Scikit-Learn 1.2.2
Benchmark: Isotonic / Logistic
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 1074.17 |===============
b .................................................... 1072.39 |===============
c .................................................... 1069.99 |===============
Scikit-Learn 1.2.2
Benchmark: Plot OMP vs. LARS
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 49.50 |=================
b .................................................... 49.68 |=================
c .................................................... 49.55 |=================
Scikit-Learn 1.2.2
Benchmark: Lasso
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 323.28 |================
b .................................................... 323.26 |================
c .................................................... 323.79 |================
Scikit-Learn 1.2.2
Benchmark: Kernel PCA Solvers / Time vs. N Components
Seconds < Lower Is Better
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX . 243.24 |===============
b .................................................... 237.61 |===============
c .................................................... 254.66 |================
Scikit-Learn 1.2.2
Benchmark: Plot Non-Negative Matrix Factorization
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: Glmnet
Seconds < Lower Is Better