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.

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
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Identifier
Performance Per
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Date
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  Test
  Duration
AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX
May 10 2023
  10 Hours, 38 Minutes
b
May 10 2023
  11 Hours, 16 Minutes
c
May 11 2023
  10 Hours, 57 Minutes
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  10 Hours, 57 Minutes

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scikit learn zen 4 3d v-cache, "Scikit-Learn 1.2.2 - Benchmark: GLM", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",175.27,172.844,175.772 "b",176.426,167.735,174.528,174.594 "c",174.313,172.844,175.425 "Scikit-Learn 1.2.2 - Benchmark: SAGA", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",609.641,588.499,612.744 "b",601.646,603.908,604.626 "c",585.086,601.98,587.095 "Scikit-Learn 1.2.2 - Benchmark: Tree", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",35.674,35.352,34.498 "b",35.186,35.382,36.202 "c",38.828,35.322,35.71,35.868,34.667,36.55,35.28,34.637,34.396,36.446,38.547,34.441,36.995,37.889,36.056 "Scikit-Learn 1.2.2 - Benchmark: Lasso", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",323.51,323.931,322.391 "b",323.137,323.384,323.249 "c",328.736,322.35,320.287 "Scikit-Learn 1.2.2 - Benchmark: Glmnet", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX", "b", "c", "Scikit-Learn 1.2.2 - Benchmark: Sparsify", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",98.217,96.899,98.059 "b",98.238,101.362,96.48,98.008 "c",97.819,98.092,97.514 "Scikit-Learn 1.2.2 - Benchmark: Plot Ward", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",37.477,37.431,37.54 "b",36.805,37.005,37.245 "c",37.431,37.043,37.521 "Scikit-Learn 1.2.2 - Benchmark: MNIST Dataset", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",45.103,44.869,44.84 "b",45.136,44.677,45.155 "c",43.709,43.757,45.077 "Scikit-Learn 1.2.2 - Benchmark: Plot Neighbors", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",109.434,108.554,108.2 "b",108.632,108.068,110.778 "c",107.535,107.641,106.763 "Scikit-Learn 1.2.2 - Benchmark: SGD Regression", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",86.647,83.594,82.637 "b",84.883,82.647,82.87 "c",82.431,86.982,82.801,85.508,86.205 "Scikit-Learn 1.2.2 - Benchmark: SGDOneClassSVM", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",202.754,214.136,202.076,202.1,200.671,223.024,203.357,224.732,219.307,232.712 "b",201.24,201.096,200.543 "c",222.936,201.388,201.761,201.807,234.262,202.844,200.735,212.183,201.391,203.379,215.047,226.017 "Scikit-Learn 1.2.2 - Benchmark: Plot Lasso Path", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",143.926,143.501,145.625 "b",142.809,144.438,144.112 "c",144.001,146.998,143.325 "Scikit-Learn 1.2.2 - Benchmark: Isolation Forest", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",177.16,173.862,173.567 "b",172.848,172.525,173.501 "c",173.823,177.273,174.054 "Scikit-Learn 1.2.2 - Benchmark: Plot Fast KMeans", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",120.935,119.972,120.052 "b",118.615,119.164,118.89 "c",119.782,121.908,118.949 "Scikit-Learn 1.2.2 - Benchmark: Text Vectorizers", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",38.256,38.337,38.433 "b",38.912,38.535,38.538 "c",38.47,37.984,38.129 "Scikit-Learn 1.2.2 - Benchmark: Plot Hierarchical", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",123.488,123.036,124.978 "b",122.836,122.524,121.871 "c",122.968,123.466,126.404 "Scikit-Learn 1.2.2 - Benchmark: Plot OMP vs. LARS", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",49.627,49.178,49.697 "b",49.603,49.534,49.896 "c",49.469,49.549,49.64 "Scikit-Learn 1.2.2 - Benchmark: Feature Expansions", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",82.361,82.585,77.946,82.431,82.597 "b",77.996,82.618,77.31,77.995,82.074,81.98,77.182,77.136,76.501,82.572,82.145,76.924,82.273,81.923,82.338 "c",82.547,82.326,82.353 "Scikit-Learn 1.2.2 - Benchmark: LocalOutlierFactor", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",27.129,27.127,26.98 "b",27.077,27.012,27.13 "c",27.003,27.552,27.061 "Scikit-Learn 1.2.2 - Benchmark: TSNE MNIST Dataset", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",146.275,146.649,146.348 "b",145.036,147.116,145.274 "c",145.157,146.656,144.92 "Scikit-Learn 1.2.2 - Benchmark: Isotonic / Logistic", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",1079.657,1064.99,1077.859 "b",1068.479,1074.148,1074.528 "c",1066.829,1073.986,1069.148 "Scikit-Learn 1.2.2 - Benchmark: Plot Incremental PCA", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",39.627,39.937,38.451 "b",42.006,42.091,41.925 "c",40.136,40.308,42.082,42.398,41.931,40.68 "Scikit-Learn 1.2.2 - Benchmark: Hist Gradient Boosting", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",88.004,87.694,90.334 "b",87.249,89.182,87.558 "c",86.534,87.224,89.581 "Scikit-Learn 1.2.2 - Benchmark: Plot Parallel Pairwise", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX", "b", "c", "Scikit-Learn 1.2.2 - Benchmark: Isotonic / Pathological", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX", "b", "c", "Scikit-Learn 1.2.2 - Benchmark: RCV1 Logreg Convergencet", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX", "b", "c", "Scikit-Learn 1.2.2 - Benchmark: Sample Without Replacement", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",76.56,81.468,75.439,75.676,77.133,78.875,77.855,78.048,77.974 "b",78.015,78.1,75.085 "c",78.156,78.784,78.412 "Scikit-Learn 1.2.2 - Benchmark: Covertype Dataset Benchmark", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",278.749,270.313,278.78 "b",279.369,278.888,278.608 "c",275.762,276.092,278.97 "Scikit-Learn 1.2.2 - Benchmark: Hist Gradient Boosting Adult", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",83.936,83.127,83.384 "b",84.08,82.986,83.487 "c",84.722,84.581,84.558 "Scikit-Learn 1.2.2 - Benchmark: Isotonic / Perturbed Logarithm", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",3102.363,3136.737,3161.765 "b",3277.674,3244.307,3294.572 "c",3320.487,3268.126,3302.789 "Scikit-Learn 1.2.2 - Benchmark: Hist Gradient Boosting Threading", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",57.995,54.481,57.768,57.462,56.921,56.859 "b",57.582,56.579,57.138 "c",56.812,57.167,56.506 "Scikit-Learn 1.2.2 - Benchmark: Plot Singular Value Decomposition", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",44.933,45.279,45.254 "b",45.719,44.508,43.789 "c",45.473,45.397,45.179 "Scikit-Learn 1.2.2 - Benchmark: Hist Gradient Boosting Higgs Boson", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",32.948,31.711,32.356 "b",33.004,32.982,33.992 "c",32.045,33.006,33.605 "Scikit-Learn 1.2.2 - Benchmark: 20 Newsgroups / Logistic Regression", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",28.951,29.173,29.094 "b",29.121,29.534,29.297 "c",29.158,29.207,29.146 "Scikit-Learn 1.2.2 - Benchmark: Plot Polynomial Kernel Approximation", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",98.803,97.859,97.709 "b",97.627,99.911,99.091 "c",86.78,97.803,86.75,97.795,87.796,96.589,87.566,98.345,97.686,98.27,87.803,86.577,97.49,98.041,97.8 "Scikit-Learn 1.2.2 - Benchmark: Plot Non-Negative Matrix Factorization", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX", "b", "c", "Scikit-Learn 1.2.2 - Benchmark: Hist Gradient Boosting Categorical Only", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",15.599,16.351,16.073 "b",16.106,15.977,16.31 "c",16.347,15.95,15.996 "Scikit-Learn 1.2.2 - Benchmark: Kernel PCA Solvers / Time vs. N Samples", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",100.131,99.795,100.189 "b",98.585,98.06,99.765 "c",100.279,100.917,99.936 "Scikit-Learn 1.2.2 - Benchmark: Kernel PCA Solvers / Time vs. N Components", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",261.513,246.94,247.21,244.084,215.732,243.979 "b",226.269,233.219,257.989,219.2,227.266,224.787,236.901,241.198,240.019,249.72,236.966,257.757 "c",249.445,257.814,256.719 "Scikit-Learn 1.2.2 - Benchmark: Sparse Random Projections / 100 Iterations", Lower Results Are Better "AMD Ryzen 9 7950X3D 16-Core - Gigabyte AMD Radeon RX",429.259,425.89,427.897 "b",453.11,428.498,429.586,446.664,428.138,428.232,430.768 "c",427.955,426.838,430.939