pre zenbleed fix AMD Ryzen 7 3800X 8-Core testing with a ASUS TUF GAMING X570-PLUS (WI-FI) (3603 BIOS) and ASUS NVIDIA GeForce RTX 3090 24GB on Ubuntu 23.04 via the Phoronix Test Suite. pre zenbleed fix has been applied: Processor: AMD Ryzen 7 3800X 8-Core @ 3.90GHz (8 Cores / 16 Threads), Motherboard: ASUS TUF GAMING X570-PLUS (WI-FI) (3603 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: Samsung SSD 970 EVO Plus 500GB + 2 x 18000GB Western Digital WUH721818AL + 18000GB WUH721818ALE6L4 + 4001GB Samsung SSD 860, Graphics: ASUS NVIDIA GeForce RTX 3090 24GB, Audio: Realtek ALCS1200A, Monitor: DELL 2407WFP, Network: Realtek RTL8111/8168/8411 OS: Ubuntu 23.04, Kernel: 6.2.4-060204-generic (x86_64), Desktop: KDE Plasma 5.27.4, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 525.125.06, OpenGL: 4.6.0, OpenCL: OpenCL 3.0 CUDA 12.0.151, Compiler: GCC 12.3.0, File-System: ext4, Screen Resolution: 1200x1920 post zenbleed fix: Processor: AMD Ryzen 7 3800X 8-Core @ 3.90GHz (8 Cores / 16 Threads), Motherboard: ASUS TUF GAMING X570-PLUS (WI-FI) (3603 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: Samsung SSD 970 EVO Plus 500GB + 2 x 18000GB Western Digital WUH721818AL + 18000GB WUH721818ALE6L4 + 4001GB Samsung SSD 860, Graphics: ASUS NVIDIA GeForce RTX 3090 24GB, Audio: Realtek ALCS1200A, Monitor: DELL 2407WFP, Network: Realtek RTL8111/8168/8411 OS: Ubuntu 23.04, Kernel: 6.2.4-060204-generic (x86_64), Desktop: KDE Plasma 5.27.4, Display Server: X Server 1.21.1.7, Display Driver: NVIDIA 525.125.06, OpenGL: 4.6.0, OpenCL: OpenCL 3.0 CUDA 12.0.151, Compiler: GCC 12.3.0, File-System: ext4, Screen Resolution: 1200x1920 RAMspeed SMP 3.5.0 Type: Add - Benchmark: Integer MB/s > Higher Is Better pre zenbleed fix has been applied . 30393.77 |================================= post zenbleed fix ................. 30331.13 |================================= RAMspeed SMP 3.5.0 Type: Copy - Benchmark: Integer MB/s > Higher Is Better pre zenbleed fix has been applied . 26639.30 |================================= post zenbleed fix ................. 26635.49 |================================= RAMspeed SMP 3.5.0 Type: Scale - Benchmark: Integer MB/s > Higher Is Better pre zenbleed fix has been applied . 26646.99 |================================= post zenbleed fix ................. 26674.85 |================================= RAMspeed SMP 3.5.0 Type: Average - Benchmark: Integer MB/s > Higher Is Better pre zenbleed fix has been applied . 28381.78 |================================= post zenbleed fix ................. 28446.81 |================================= RAMspeed SMP 3.5.0 Type: Add - Benchmark: Floating Point MB/s > Higher Is Better pre zenbleed fix has been applied . 30135.06 |================================= post zenbleed fix ................. 30212.56 |================================= RAMspeed SMP 3.5.0 Type: Copy - Benchmark: Floating Point MB/s > Higher Is Better pre zenbleed fix has been applied . 26599.49 |================================= post zenbleed fix ................. 26626.91 |================================= RAMspeed SMP 3.5.0 Type: Scale - Benchmark: Floating Point MB/s > Higher Is Better pre zenbleed fix has been applied . 26622.60 |================================= post zenbleed fix ................. 26658.80 |================================= RAMspeed SMP 3.5.0 Type: Average - Benchmark: Floating Point MB/s > Higher Is Better pre zenbleed fix has been applied . 28372.96 |================================= post zenbleed fix ................. 28422.17 |================================= Stream 2013-01-17 Type: Copy MB/s > Higher Is Better pre zenbleed fix has been applied . 38453.4 |================================== post zenbleed fix ................. 38883.9 |================================== Stream 2013-01-17 Type: Scale MB/s > Higher Is Better pre zenbleed fix has been applied . 24692.5 |================================== post zenbleed fix ................. 24711.3 |================================== Stream 2013-01-17 Type: Triad MB/s > Higher Is Better pre zenbleed fix has been applied . 27138.5 |================================== post zenbleed fix ................. 27178.5 |================================== Stream 2013-01-17 Type: Add MB/s > Higher Is Better pre zenbleed fix has been applied . 27113.1 |================================== post zenbleed fix ................. 27168.1 |================================== Glibc Benchmarks 2.37 Benchmark: cos ns < Lower Is Better pre zenbleed fix has been applied . 72.33 |================================== post zenbleed fix ................. 77.63 |==================================== Glibc Benchmarks 2.37 Benchmark: sin ns < Lower Is Better pre zenbleed fix has been applied . 62.23 |================================= post zenbleed fix ................. 67.53 |==================================== Glibc Benchmarks 2.37 Benchmark: sqrt ns < Lower Is Better pre zenbleed fix has been applied . 7.84855 |================================= post zenbleed fix ................. 8.00681 |================================== Glibc Benchmarks 2.37 Benchmark: pthread_once ns < Lower Is Better pre zenbleed fix has been applied . 6.07748 |================================== post zenbleed fix ................. 6.06816 |================================== NAS Parallel Benchmarks 3.4 Test / Class: EP.C Total Mop/s > Higher Is Better pre zenbleed fix has been applied . 768.50 |=================================== post zenbleed fix ................. 769.18 |=================================== NAS Parallel Benchmarks 3.4 Test / Class: LU.C Total Mop/s > Higher Is Better pre zenbleed fix has been applied . 28580.67 |================================= post zenbleed fix ................. 28483.07 |================================= Rodinia 3.1 Test: OpenMP LavaMD Seconds < Lower Is Better pre zenbleed fix has been applied . 244.30 |=============================== post zenbleed fix ................. 274.75 |=================================== CP2K Molecular Dynamics 2023.1 Fayalite-FIST Data Seconds < Lower Is Better NAMD 2.14 ATPase Simulation - 327,506 Atoms days/ns < Lower Is Better pre zenbleed fix has been applied . 2.14589 |================================= post zenbleed fix ................. 2.18316 |================================== DaCapo Benchmark 9.12-MR1 Java Test: Jython msec < Lower Is Better pre zenbleed fix has been applied . 3824 |===================================== post zenbleed fix ................. 3832 |===================================== DaCapo Benchmark 9.12-MR1 Java Test: Tradebeans msec < Lower Is Better Renaissance 0.14 Test: Scala Dotty ms < Lower Is Better pre zenbleed fix has been applied . 702.3 |================================ post zenbleed fix ................. 786.4 |==================================== Renaissance 0.14 Test: Savina Reactors.IO ms < Lower Is Better pre zenbleed fix has been applied . 5779.9 |=================================== post zenbleed fix ................. 5720.7 |=================================== Renaissance 0.14 Test: Apache Spark PageRank ms < Lower Is Better pre zenbleed fix has been applied . 2750.0 |=================================== post zenbleed fix ................. 2640.2 |================================== Zstd Compression 1.5.4 Compression Level: 3 - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1896.8 |=================================== post zenbleed fix ................. 1897.9 |=================================== Zstd Compression 1.5.4 Compression Level: 8 - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 376.6 |==================================== post zenbleed fix ................. 374.5 |==================================== Zstd Compression 1.5.4 Compression Level: 8 - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1524.1 |=================================== post zenbleed fix ................. 1522.6 |=================================== Zstd Compression 1.5.4 Compression Level: 12 - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 127.8 |==================================== post zenbleed fix ................. 128.3 |==================================== Zstd Compression 1.5.4 Compression Level: 12 - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1562.5 |=================================== post zenbleed fix ................. 1565.9 |=================================== Zstd Compression 1.5.4 Compression Level: 19 - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 14.1 |===================================== post zenbleed fix ................. 14.1 |===================================== Zstd Compression 1.5.4 Compression Level: 19 - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1363.8 |=================================== post zenbleed fix ................. 1360.5 |=================================== Zstd Compression 1.5.4 Compression Level: 3, Long Mode - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 867.6 |==================================== post zenbleed fix ................. 869.2 |==================================== Zstd Compression 1.5.4 Compression Level: 3, Long Mode - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1453.1 |=================================== post zenbleed fix ................. 1444.8 |=================================== Zstd Compression 1.5.4 Compression Level: 8, Long Mode - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 376.9 |==================================== post zenbleed fix ................. 377.4 |==================================== Zstd Compression 1.5.4 Compression Level: 8, Long Mode - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1535.3 |=================================== post zenbleed fix ................. 1541.9 |=================================== Zstd Compression 1.5.4 Compression Level: 19, Long Mode - Compression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 7.79 |===================================== post zenbleed fix ................. 7.77 |===================================== Zstd Compression 1.5.4 Compression Level: 19, Long Mode - Decompression Speed MB/s > Higher Is Better pre zenbleed fix has been applied . 1303.2 |=================================== post zenbleed fix ................. 1290.6 |=================================== John The Ripper 2023.03.14 Test: Blowfish Real C/S > Higher Is Better pre zenbleed fix has been applied . 13959 |==================================== post zenbleed fix ................. 13907 |==================================== dav1d 1.2.1 Video Input: Summer Nature 4K FPS > Higher Is Better dav1d 1.2.1 Video Input: Summer Nature 1080p FPS > Higher Is Better Kvazaar 2.2 Video Input: Bosphorus 4K - Video Preset: Slow Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 8.06 |===================================== post zenbleed fix ................. 8.03 |===================================== Kvazaar 2.2 Video Input: Bosphorus 4K - Video Preset: Medium Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 8.30 |===================================== post zenbleed fix ................. 8.24 |===================================== Kvazaar 2.2 Video Input: Bosphorus 1080p - Video Preset: Slow Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 41.20 |==================================== post zenbleed fix ................. 41.02 |==================================== Kvazaar 2.2 Video Input: Bosphorus 1080p - Video Preset: Medium Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 42.90 |==================================== post zenbleed fix ................. 42.48 |==================================== Kvazaar 2.2 Video Input: Bosphorus 4K - Video Preset: Very Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 20.60 |==================================== post zenbleed fix ................. 20.43 |==================================== Kvazaar 2.2 Video Input: Bosphorus 4K - Video Preset: Super Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 25.51 |==================================== post zenbleed fix ................. 25.28 |==================================== Kvazaar 2.2 Video Input: Bosphorus 4K - Video Preset: Ultra Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 34.37 |==================================== post zenbleed fix ................. 34.12 |==================================== Kvazaar 2.2 Video Input: Bosphorus 1080p - Video Preset: Very Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 85.56 |==================================== post zenbleed fix ................. 84.76 |==================================== Kvazaar 2.2 Video Input: Bosphorus 1080p - Video Preset: Super Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 111.01 |=================================== post zenbleed fix ................. 109.86 |=================================== Kvazaar 2.2 Video Input: Bosphorus 1080p - Video Preset: Ultra Fast Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 149.98 |=================================== post zenbleed fix ................. 149.03 |=================================== SVT-AV1 1.6 1080p 8-bit YUV To AV1 Video Encode Frames Per Second > Higher Is Better SVT-HEVC 1.5.0 1080p 8-bit YUV To HEVC Video Encode Frames Per Second > Higher Is Better SVT-VP9 0.3 1080p 8-bit YUV To VP9 Video Encode Frames Per Second > Higher Is Better x264 2022-02-22 H.264 Video Encoding Frames Per Second > Higher Is Better x265 3.4 Video Input: Bosphorus 4K Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 12.86 |==================================== post zenbleed fix ................. 12.43 |=================================== x265 3.4 Video Input: Bosphorus 1080p Frames Per Second > Higher Is Better pre zenbleed fix has been applied . 56.54 |==================================== post zenbleed fix ................. 55.77 |==================================== Himeno Benchmark 3.0 Poisson Pressure Solver MFLOPS > Higher Is Better pre zenbleed fix has been applied . 5214.94 |================================== post zenbleed fix ................. 5245.43 |================================== 7-Zip Compression 22.01 Test: Compression Rating MIPS > Higher Is Better pre zenbleed fix has been applied . 73341 |==================================== post zenbleed fix ................. 73312 |==================================== 7-Zip Compression 22.01 Test: Decompression Rating MIPS > Higher Is Better pre zenbleed fix has been applied . 62059 |==================================== post zenbleed fix ................. 61626 |==================================== Stockfish 15 Total Time Nodes Per Second > Higher Is Better pre zenbleed fix has been applied . 25131021 |================================= post zenbleed fix ................. 25331193 |================================= asmFish 2018-07-23 1024 Hash Memory, 26 Depth Nodes/second > Higher Is Better pre zenbleed fix has been applied . 28673430 |================================= post zenbleed fix ................. 28793754 |================================= Timed GCC Compilation 13.2 Time To Compile Seconds < Lower Is Better pre zenbleed fix has been applied . 1113.64 |================================== post zenbleed fix ................. 1117.51 |================================== Timed Linux Kernel Compilation 6.1 Time To Compile Seconds < Lower Is Better pre zenbleed fix has been applied . 123.56 |=================================== post zenbleed fix ................. 123.98 |=================================== Timed LLVM Compilation 16.0 Time To Compile Seconds < Lower Is Better pre zenbleed fix has been applied . 927.97 |=================================== post zenbleed fix ................. 935.43 |=================================== Timed PHP Compilation 8.1.9 Time To Compile Seconds < Lower Is Better pre zenbleed fix has been applied . 74.48 |==================================== post zenbleed fix ................. 74.13 |==================================== C-Ray 1.1 Total Time - 4K, 16 Rays Per Pixel Seconds < Lower Is Better pre zenbleed fix has been applied . 63.21 |============================== post zenbleed fix ................. 76.63 |==================================== POV-Ray 3.7.0.7 Trace Time Seconds < Lower Is Better pre zenbleed fix has been applied . 46.22 |==================================== post zenbleed fix ................. 46.38 |==================================== Rust Mandelbrot Time To Complete Serial/Parallel Mandelbrot Seconds < Lower Is Better pre zenbleed fix has been applied . 40.65 |==================================== post zenbleed fix ................. 40.20 |==================================== oneDNN 3.1 Harness: Deconvolution Batch deconv_1d - Data Type: f32 ms < Lower Is Better oneDNN 3.1 Harness: Convolution Batch conv_alexnet - Data Type: f32 ms < Lower Is Better oneDNN 3.1 Harness: Convolution Batch conv_googlenet_v3 - Data Type: f32 ms < Lower Is Better Numpy Benchmark Score > Higher Is Better Cython Benchmark 0.29.21 Test: N-Queens Seconds < Lower Is Better Hackbench Count: 32 - Type: Process Seconds < Lower Is Better pre zenbleed fix has been applied . 111.42 |=================================== post zenbleed fix ................. 111.38 |=================================== m-queens 1.2 Time To Solve Seconds < Lower Is Better pre zenbleed fix has been applied . 71.07 |==================================== post zenbleed fix ................. 71.15 |==================================== OpenCV Benchmark 3.3.0 Seconds < Lower Is Better Radiance Benchmark 5.0 Test: Serial Seconds < Lower Is Better pre zenbleed fix has been applied . 542.70 |=================================== post zenbleed fix ................. 549.03 |=================================== Radiance Benchmark 5.0 Test: SMP Parallel Seconds < Lower Is Better pre zenbleed fix has been applied . 172.65 |=================================== post zenbleed fix ................. 172.53 |=================================== Cpuminer-Opt 3.20.3 Algorithm: m7m kH/s > Higher Is Better pre zenbleed fix has been applied . 432.96 |=================================== post zenbleed fix ................. 436.23 |=================================== Cpuminer-Opt 3.20.3 Algorithm: deep kH/s > Higher Is Better pre zenbleed fix has been applied . 7939.35 |================================== post zenbleed fix ................. 7884.35 |================================== Cpuminer-Opt 3.20.3 Algorithm: skein kH/s > Higher Is Better pre zenbleed fix has been applied . 70607 |==================================== post zenbleed fix ................. 70780 |==================================== Cpuminer-Opt 3.20.3 Algorithm: sha256t kH/s > Higher Is Better pre zenbleed fix has been applied . 138623 |=================================== post zenbleed fix ................. 132967 |================================== OpenSSL 3.1 RSA 4096-bit Performance byte/s > Higher Is Better pre zenbleed fix has been applied . 15 |======================================= post zenbleed fix ................. 15 |======================================= Redis 7.0.4 Test: GET Requests Per Second > Higher Is Better pre zenbleed fix has been applied . 2602856.75 |=============================== post zenbleed fix ................. 2249980.75 |=========================== Redis 7.0.4 Test: SET Requests Per Second > Higher Is Better pre zenbleed fix has been applied . 1743248.17 |=============================== post zenbleed fix ................. 1741517.79 |=============================== libjpeg-turbo tjbench 2.1.0 Test: Decompression Throughput Megapixels/sec > Higher Is Better pre zenbleed fix has been applied . 230.92 |=================================== post zenbleed fix ................. 225.78 |================================== MariaDB 11.0.1 Clients: 128 Queries Per Second > Higher Is Better pre zenbleed fix has been applied . 595 |====================================== post zenbleed fix ................. 202 |============= MariaDB 11.0.1 Clients: 256 Queries Per Second > Higher Is Better pre zenbleed fix has been applied . 262 |====================================== post zenbleed fix ................. 183 |=========================== GIMP 2.10.34 Test: resize Seconds < Lower Is Better pre zenbleed fix has been applied . 15.46 |=================================== post zenbleed fix ................. 15.69 |==================================== GIMP 2.10.34 Test: rotate Seconds < Lower Is Better pre zenbleed fix has been applied . 13.23 |=================================== post zenbleed fix ................. 13.74 |==================================== GIMP 2.10.34 Test: auto-levels Seconds < Lower Is Better pre zenbleed fix has been applied . 13.83 |=================================== post zenbleed fix ................. 14.40 |==================================== GIMP 2.10.34 Test: unsharp-mask Seconds < Lower Is Better pre zenbleed fix has been applied . 16.28 |=================================== post zenbleed fix ................. 16.84 |==================================== Stress-NG 0.15.10 Test: Crypto Bogo Ops/s > Higher Is Better pre zenbleed fix has been applied . 21230.43 |================================= post zenbleed fix ................. 20952.12 |================================= Stress-NG 0.15.10 Test: CPU Stress Bogo Ops/s > Higher Is Better pre zenbleed fix has been applied . 22123.70 |================================= post zenbleed fix ................. 21904.18 |================================= Blender 3.6 Blend File: BMW27 - Compute: CPU-Only Seconds < Lower Is Better Blender 3.6 Blend File: Classroom - Compute: CPU-Only Seconds < Lower Is Better Blender 3.6 Blend File: Fishy Cat - Compute: CPU-Only Seconds < Lower Is Better Blender 3.6 Blend File: Barbershop - Compute: CPU-Only Seconds < Lower Is Better ctx_clock Context Switch Time Clocks < Lower Is Better pre zenbleed fix has been applied . 273 |====================================== post zenbleed fix ................. 273 |====================================== Sysbench 1.0.20 Test: CPU Events Per Second > Higher Is Better pre zenbleed fix has been applied . 17840.09 |================================= post zenbleed fix ................. 17759.55 |================================= PyBench 2018-02-16 Total For Average Test Times Milliseconds < Lower Is Better pre zenbleed fix has been applied . 795 |====================================== post zenbleed fix ................. 798 |====================================== Numenta Anomaly Benchmark 1.1 Time To Completion Seconds < Lower Is Better Appleseed 2.0 Beta Scene: Emily Seconds < Lower Is Better pre zenbleed fix has been applied . 371.36 |================================== post zenbleed fix ................. 381.96 |=================================== Appleseed 2.0 Beta Scene: Disney Material Seconds < Lower Is Better pre zenbleed fix has been applied . 235.10 |================================== post zenbleed fix ................. 238.63 |=================================== Geekbench 6.1 Test: Multi Core Score > Higher Is Better Geekbench 6.1 Test: Single Core Score > Higher Is Better PHPBench 0.8.1 PHP Benchmark Suite Score > Higher Is Better pre zenbleed fix has been applied . 793306 |=================================== post zenbleed fix ................. 779745 |================================== Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better 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 Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better 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 Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better 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 Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better Zstd Compression 1.5.4 Compression Level: 3 - Decompression Speed MB/s > Higher Is Better post zenbleed fix . 1413 |=====================================================