august AMD Ryzen 9 5950X 16-Core testing with a ASUS ROG CROSSHAIR VIII HERO (WI-FI) (4006 BIOS) and llvmpipe on Ubuntu 22.04 via the Phoronix Test Suite. A: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (4006 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: 1000GB Sabrent Rocket 4.0 Plus, Graphics: llvmpipe, Audio: AMD Navi 21 HDMI Audio, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.15.0-40-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server 1.21.1.3, OpenGL: 4.5 Mesa 22.0.1 (LLVM 13.0.1 256 bits), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 B: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (4006 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: 1000GB Sabrent Rocket 4.0 Plus, Graphics: llvmpipe, Audio: AMD Navi 21 HDMI Audio, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.15.0-40-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server 1.21.1.3, OpenGL: 4.5 Mesa 22.0.1 (LLVM 13.0.1 256 bits), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 C: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (4006 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: 1000GB Sabrent Rocket 4.0 Plus, Graphics: llvmpipe, Audio: AMD Navi 21 HDMI Audio, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.15.0-40-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server 1.21.1.3, OpenGL: 4.5 Mesa 22.0.1 (LLVM 13.0.1 256 bits), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 D: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (4006 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: 1000GB Sabrent Rocket 4.0 Plus, Graphics: llvmpipe, Audio: AMD Navi 21 HDMI Audio, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.15.0-40-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server 1.21.1.3, OpenGL: 4.5 Mesa 22.0.1 (LLVM 13.0.1 256 bits), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: 20k Atoms ns/day > Higher Is Better A . 12.65 |==================================================================== B . 12.58 |=================================================================== C . 12.69 |==================================================================== D . 12.56 |=================================================================== LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: Rhodopsin Protein ns/day > Higher Is Better A . 12.58 |=================================================================== B . 12.36 |================================================================== C . 12.61 |=================================================================== D . 12.74 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 4 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 2.433 |==================================================================== B . 2.414 |=================================================================== C . 2.428 |==================================================================== D . 2.420 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 8 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 52.03 |==================================================================== B . 51.54 |=================================================================== C . 50.48 |================================================================== D . 51.02 |=================================================================== SVT-AV1 1.2 Encoder Mode: Preset 10 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 89.62 |==================================================================== B . 88.18 |=================================================================== C . 88.08 |=================================================================== D . 86.74 |================================================================== SVT-AV1 1.2 Encoder Mode: Preset 12 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 119.52 |=================================================================== B . 117.61 |================================================================== C . 112.78 |=============================================================== D . 112.21 |=============================================================== SVT-AV1 1.2 Encoder Mode: Preset 4 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 7.093 |=================================================================== B . 7.087 |=================================================================== C . 7.206 |==================================================================== D . 7.061 |=================================================================== SVT-AV1 1.2 Encoder Mode: Preset 8 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 142.24 |================================================================== B . 143.36 |=================================================================== C . 140.85 |================================================================== D . 141.94 |================================================================== SVT-AV1 1.2 Encoder Mode: Preset 10 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 305.71 |=================================================================== B . 303.45 |=================================================================== C . 300.67 |================================================================== D . 298.75 |================================================================= SVT-AV1 1.2 Encoder Mode: Preset 12 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 446.75 |=================================================================== B . 443.17 |================================================================== C . 441.57 |================================================================== D . 439.84 |================================================================== Primesieve 8.0 Length: 1e12 Seconds < Lower Is Better A . 10.63 |==================================================================== B . 10.57 |=================================================================== C . 10.63 |==================================================================== D . 10.65 |==================================================================== Primesieve 8.0 Length: 1e13 Seconds < Lower Is Better A . 134.36 |=================================================================== B . 133.79 |=================================================================== C . 134.05 |=================================================================== D . 134.26 |=================================================================== Aircrack-ng 1.7 k/s > Higher Is Better A . 72757.49 |================================================================= C . 72788.02 |================================================================= D . 72751.25 |================================================================= Node.js V8 Web Tooling Benchmark runs/s > Higher Is Better A . 14.62 |=================================================================== B . 14.74 |==================================================================== C . 14.69 |==================================================================== D . 14.55 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 3.31 |=================================================================== B . 3.28 |================================================================== C . 3.41 |===================================================================== D . 3.25 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.02 |==================================================================== B . 85.09 |==================================================================== C . 84.62 |==================================================================== D . 84.48 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.05 |==================================================================== B . 5.09 |===================================================================== C . 5.01 |==================================================================== D . 5.07 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 3.41 |================================================================= B . 3.40 |================================================================= C . 3.41 |================================================================= D . 3.60 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 1.90 |===================================================================== B . 1.89 |==================================================================== C . 1.74 |=============================================================== D . 1.91 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 1.69 |===================================================================== B . 1.56 |================================================================ C . 1.45 |=========================================================== D . 1.67 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 1.50 |================================================================= B . 1.60 |===================================================================== C . 1.47 |=============================================================== D . 1.50 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 3.32 |================================================================== B . 3.31 |================================================================== C . 3.45 |===================================================================== D . 3.26 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.14 |================================================================== B . 86.60 |=================================================================== C . 85.83 |=================================================================== D . 87.33 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |==================================================================== B . 5.11 |===================================================================== C . 5.02 |==================================================================== D . 5.09 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 3.40 |===================================================================== B . 3.40 |===================================================================== C . 3.38 |===================================================================== D . 3.23 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 1.90 |===================================================================== B . 1.87 |==================================================================== C . 1.91 |===================================================================== D . 1.87 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 1.730000000 |=========================================================== B . 1.730000000 |=========================================================== C . 1.732037627 |=========================================================== D . 1.830000000 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 1.43 |=================================================================== B . 1.48 |===================================================================== C . 1.41 |================================================================== D . 1.41 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 3.50 |=================================================================== B . 3.31 |=============================================================== C . 3.63 |===================================================================== D . 3.50 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.61 |=================================================================== B . 86.36 |==================================================================== C . 84.74 |=================================================================== D . 85.28 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |==================================================================== B . 5.01 |==================================================================== C . 5.11 |===================================================================== D . 5.10 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 3.370000000 |============================================================ B . 3.460000000 |============================================================== C . 3.472859857 |============================================================== D . 3.380000000 |============================================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 2.00 |==================================================================== B . 2.02 |===================================================================== C . 1.99 |==================================================================== D . 2.03 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 1.91 |===================================================================== B . 1.79 |================================================================= C . 1.88 |==================================================================== D . 1.88 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 1.68 |===================================================================== B . 1.66 |==================================================================== C . 1.67 |===================================================================== D . 1.67 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 3.70 |================================================================== B . 3.77 |=================================================================== C . 3.73 |=================================================================== D . 3.86 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.35 |==================================================================== B . 85.51 |==================================================================== C . 85.26 |==================================================================== D . 85.20 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.03 |===================================================================== B . 5.03 |===================================================================== C . 5.04 |===================================================================== D . 5.03 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 3.86 |=================================================================== B . 3.90 |==================================================================== C . 3.95 |===================================================================== D . 3.90 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 2.46 |=================================================================== B . 2.42 |================================================================= C . 2.40 |================================================================= D . 2.55 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 2.49 |==================================================================== B . 2.44 |=================================================================== C . 2.53 |===================================================================== D . 2.33 |================================================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 1.98 |============================================================= B . 2.12 |================================================================== C . 1.96 |============================================================= D . 2.23 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 16.21 |==================================================================== B . 16.19 |==================================================================== C . 16.19 |==================================================================== D . 16.09 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.57 |==================================================================== B . 84.92 |=================================================================== C . 85.95 |==================================================================== D . 85.49 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.07 |===================================================================== B . 5.06 |===================================================================== C . 5.01 |==================================================================== D . 5.03 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 6.84 |==================================================================== B . 6.78 |==================================================================== C . 6.70 |=================================================================== D . 6.92 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 10.23 |================================================================== B . 10.45 |=================================================================== C . 10.59 |==================================================================== D . 10.21 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 11.90 |================================================================== B . 11.70 |================================================================= C . 11.98 |=================================================================== D . 12.19 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 11.77 |=================================================================== B . 11.14 |=============================================================== C . 12.00 |==================================================================== D . 11.20 |=============================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 15.86 |================================================================= B . 16.60 |==================================================================== C . 15.94 |================================================================= D . 15.68 |================================================================ Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.61 |==================================================================== B . 86.11 |==================================================================== C . 85.93 |==================================================================== D . 84.90 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.05 |==================================================================== B . 5.09 |===================================================================== C . 5.05 |==================================================================== D . 5.06 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 6.40 |==================================================================== B . 6.39 |==================================================================== C . 6.51 |===================================================================== D . 6.50 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 10.01 |=================================================================== B . 9.92 |================================================================== C . 10.22 |==================================================================== D . 10.02 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 11.29 |================================================================== B . 11.22 |================================================================= C . 11.45 |================================================================== D . 11.72 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 10.73 |================================================================ B . 10.99 |================================================================== C . 11.34 |==================================================================== D . 11.17 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 30.56 |================================================================== B . 30.42 |================================================================= C . 31.69 |==================================================================== D . 30.35 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.18 |==================================================================== B . 85.55 |==================================================================== C . 85.80 |==================================================================== D . 85.75 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |===================================================================== B . 5.07 |===================================================================== C . 5.00 |==================================================================== D . 5.07 |===================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 10.50 |==================================================================== B . 10.19 |================================================================== C . 10.13 |================================================================= D . 10.56 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 20.61 |=================================================================== B . 20.77 |==================================================================== C . 20.87 |==================================================================== D . 20.72 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 23.41 |================================================================== B . 23.79 |=================================================================== C . 24.11 |==================================================================== D . 23.04 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 22.50 |================================================================= B . 23.60 |==================================================================== C . 22.88 |================================================================== D . 23.00 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 29.76 |==================================================================== B . 29.75 |==================================================================== C . 29.79 |==================================================================== D . 29.47 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.63 |=================================================================== B . 84.91 |================================================================== C . 87.04 |==================================================================== D . 85.91 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |==================================================================== B . 5.10 |===================================================================== C . 5.06 |==================================================================== D . 5.08 |===================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 9.71 |==================================================================== B . 9.83 |===================================================================== C . 9.75 |==================================================================== D . 9.67 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 20.00 |=================================================================== B . 19.75 |=================================================================== C . 19.44 |================================================================== D . 20.18 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 22.57 |==================================================================== B . 22.14 |=================================================================== C . 21.40 |================================================================ D . 22.29 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 21.69 |==================================================================== B . 21.68 |==================================================================== C . 21.22 |=================================================================== D . 21.67 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 60.77 |=================================================================== B . 61.57 |==================================================================== C . 59.39 |================================================================== D . 59.42 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 86.18 |==================================================================== B . 85.78 |==================================================================== C . 85.10 |=================================================================== D . 85.36 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.05 |==================================================================== B . 5.10 |===================================================================== C . 5.02 |==================================================================== D . 5.08 |===================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 30.24 |=================================================================== B . 30.29 |=================================================================== C . 30.38 |=================================================================== D . 30.77 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 41.09 |==================================================================== B . 40.89 |==================================================================== C . 40.57 |=================================================================== D . 40.93 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 45.17 |=================================================================== B . 46.00 |==================================================================== C . 44.64 |================================================================== D . 45.77 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 44.44 |================================================================== B . 44.53 |================================================================== C . 45.16 |=================================================================== D . 45.68 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 58.20 |================================================================== B . 56.46 |================================================================ C . 56.37 |================================================================ D . 59.74 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.56 |==================================================================== B . 85.76 |==================================================================== C . 85.05 |=================================================================== D . 85.39 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |==================================================================== B . 5.10 |===================================================================== C . 5.11 |===================================================================== D . 4.99 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 28.57 |==================================================================== B . 28.64 |==================================================================== C . 28.51 |==================================================================== D . 28.71 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 39.84 |==================================================================== B . 39.71 |=================================================================== C . 40.07 |==================================================================== D . 39.65 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 43.66 |=================================================================== B . 43.45 |=================================================================== C . 44.39 |==================================================================== D . 43.96 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 43.30 |==================================================================== B . 43.58 |==================================================================== C . 43.61 |==================================================================== D . 42.28 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 15.90 |================================================================ B . 16.17 |================================================================= C . 16.91 |==================================================================== D . 15.96 |================================================================ Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.91 |==================================================================== B . 86.03 |==================================================================== C . 86.15 |==================================================================== D . 84.90 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.05 |==================================================================== B . 5.09 |===================================================================== C . 5.02 |==================================================================== D . 5.09 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 6.86 |==================================================================== B . 6.75 |=================================================================== C . 6.60 |================================================================== D . 6.93 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 10.28 |==================================================================== B . 10.14 |=================================================================== C . 10.05 |================================================================== D . 10.31 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 11.37 |================================================================= B . 11.14 |================================================================ C . 11.26 |================================================================ D . 11.89 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 10.99 |=================================================================== B . 11.15 |==================================================================== C . 11.16 |==================================================================== D . 11.12 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 16.34 |=================================================================== B . 16.24 |=================================================================== C . 16.51 |==================================================================== D . 16.25 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.20 |=================================================================== B . 85.78 |==================================================================== C . 85.30 |=================================================================== D . 85.99 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.03 |===================================================================== B . 5.05 |===================================================================== C . 5.02 |===================================================================== D . 5.03 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 7.29 |==================================================================== B . 7.06 |================================================================== C . 7.27 |==================================================================== D . 7.38 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 10.48 |================================================================== B . 10.48 |================================================================== C . 10.35 |================================================================== D . 10.72 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 11.89 |================================================================== B . 12.19 |==================================================================== C . 11.73 |================================================================= D . 12.28 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 11.12 |================================================================ B . 11.90 |==================================================================== C . 10.98 |=============================================================== D . 11.36 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 29.77 |================================================================== B . 30.53 |==================================================================== C . 29.37 |================================================================= D . 29.34 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.50 |==================================================================== B . 85.44 |==================================================================== C . 84.98 |=================================================================== D . 85.85 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.05 |================================================================== B . 5.25 |===================================================================== C . 5.05 |================================================================== D . 5.06 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 10.16 |=================================================================== B . 10.00 |================================================================== C . 10.27 |==================================================================== D . 10.03 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 19.54 |==================================================================== B . 19.66 |==================================================================== C . 19.45 |=================================================================== D . 19.53 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 21.77 |================================================================== B . 21.10 |================================================================ C . 21.10 |================================================================ D . 22.27 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 21.32 |================================================================== B . 20.43 |=============================================================== C . 20.80 |================================================================ D . 22.01 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 30.41 |================================================================== B . 31.20 |==================================================================== C . 30.41 |================================================================== D . 31.17 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.77 |==================================================================== B . 85.66 |==================================================================== C . 85.24 |==================================================================== D . 85.20 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.07 |==================================================================== B . 5.07 |==================================================================== C . 5.03 |==================================================================== D . 5.12 |===================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 10.32 |=================================================================== B . 10.25 |=================================================================== C . 10.47 |==================================================================== D . 10.06 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 20.14 |================================================================= B . 19.87 |================================================================= C . 20.93 |==================================================================== D . 20.75 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 22.80 |================================================================== B . 22.01 |================================================================ C . 23.56 |==================================================================== D . 23.28 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 21.88 |================================================================= B . 22.12 |================================================================== C . 22.81 |==================================================================== D . 21.67 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 58.38 |==================================================================== B . 57.04 |================================================================== C . 56.39 |================================================================== D . 56.97 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.50 |=================================================================== B . 86.31 |==================================================================== C . 85.76 |==================================================================== D . 85.36 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |===================================================================== B . 5.05 |===================================================================== C . 5.04 |===================================================================== D . 5.00 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 26.79 |=================================================================== B . 27.01 |==================================================================== C . 26.70 |=================================================================== D . 26.81 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 38.82 |==================================================================== B . 38.23 |=================================================================== C . 38.19 |=================================================================== D . 38.16 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 43.73 |================================================================= B . 42.53 |=============================================================== C . 45.90 |==================================================================== D . 44.44 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 42.82 |=================================================================== B . 42.52 |=================================================================== C . 43.38 |==================================================================== D . 42.85 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 60.61 |==================================================================== B . 59.11 |================================================================== C . 57.65 |================================================================= D . 58.06 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 85.08 |=================================================================== B . 85.77 |=================================================================== C . 86.41 |==================================================================== D . 84.89 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 5.06 |===================================================================== B . 5.01 |==================================================================== C . 5.09 |===================================================================== D . 5.04 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 22.85 |=================================================================== B . 22.77 |=================================================================== C . 22.55 |================================================================== D . 23.14 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 39.39 |==================================================================== B . 39.03 |=================================================================== C . 39.06 |=================================================================== D . 39.15 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 44.38 |================================================================== B . 45.44 |==================================================================== C . 43.73 |================================================================= D . 43.57 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 43.67 |==================================================================== B . 43.40 |==================================================================== C . 43.57 |==================================================================== D . 43.45 |==================================================================== ASTC Encoder 4.0 Preset: Fast MT/s > Higher Is Better A . 285.18 |=================================================================== B . 284.77 |=================================================================== C . 286.21 |=================================================================== D . 284.20 |=================================================================== ASTC Encoder 4.0 Preset: Medium MT/s > Higher Is Better A . 98.43 |==================================================================== B . 98.52 |==================================================================== C . 98.65 |==================================================================== D . 98.58 |==================================================================== ASTC Encoder 4.0 Preset: Thorough MT/s > Higher Is Better A . 12.10 |==================================================================== B . 12.11 |==================================================================== C . 12.15 |==================================================================== D . 12.15 |==================================================================== ASTC Encoder 4.0 Preset: Exhaustive MT/s > Higher Is Better A . 1.2751 |=================================================================== B . 1.2782 |=================================================================== C . 1.2837 |=================================================================== D . 1.2826 |=================================================================== Inkscape Operation: SVG Files To PNG Seconds < Lower Is Better A . 17.49 |=================================================================== B . 17.70 |==================================================================== C . 17.58 |==================================================================== D . 17.64 |==================================================================== AI Benchmark Alpha 0.1.2 Device Inference Score Score > Higher Is Better A . 1412 |===================================================================== B . 1377 |=================================================================== C . 1361 |=================================================================== D . 1383 |==================================================================== AI Benchmark Alpha 0.1.2 Device Training Score Score > Higher Is Better A . 1140 |===================================================================== B . 1128 |==================================================================== C . 1126 |==================================================================== D . 1134 |===================================================================== AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better A . 2552 |===================================================================== B . 2505 |==================================================================== C . 2487 |=================================================================== D . 2517 |====================================================================