xeon auggy Intel Xeon E3-1275 v6 testing with a ASUS P10S-M WS (4401 BIOS) and Intel HD P630 on Ubuntu 20.04 via the Phoronix Test Suite. A: Processor: Intel Xeon E3-1275 v6 @ 4.20GHz (4 Cores / 8 Threads), Motherboard: ASUS P10S-M WS (4401 BIOS), Chipset: Intel Xeon E3-1200 v6/7th, Memory: 16GB, Disk: Samsung SSD 970 EVO Plus 500GB, Graphics: Intel HD P630 (1150MHz), Audio: Realtek ALC1150, Monitor: DELL S2409W, Network: 2 x Intel I210 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc8daily20201007-generic (x86_64) 20201006, Display Server: X Server 1.20.8, OpenCL: OpenCL 2.1, Compiler: GCC 9.4.0, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: Intel Xeon E3-1275 v6 @ 4.20GHz (4 Cores / 8 Threads), Motherboard: ASUS P10S-M WS (4401 BIOS), Chipset: Intel Xeon E3-1200 v6/7th, Memory: 16GB, Disk: Samsung SSD 970 EVO Plus 500GB, Graphics: Intel HD P630 (1150MHz), Audio: Realtek ALC1150, Monitor: DELL S2409W, Network: 2 x Intel I210 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc8daily20201007-generic (x86_64) 20201006, Display Server: X Server 1.20.8, OpenCL: OpenCL 2.1, Compiler: GCC 9.4.0, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: Intel Xeon E3-1275 v6 @ 4.20GHz (4 Cores / 8 Threads), Motherboard: ASUS P10S-M WS (4401 BIOS), Chipset: Intel Xeon E3-1200 v6/7th, Memory: 16GB, Disk: Samsung SSD 970 EVO Plus 500GB, Graphics: Intel HD P630 (1150MHz), Audio: Realtek ALC1150, Monitor: DELL S2409W, Network: 2 x Intel I210 OS: Ubuntu 20.04, Kernel: 5.9.0-050900rc8daily20201007-generic (x86_64) 20201006, Display Server: X Server 1.20.8, OpenCL: OpenCL 2.1, Compiler: GCC 9.4.0, File-System: ext4, Screen Resolution: 1920x1080 OpenFOAM 9 Input: motorBike Seconds < Lower Is Better OpenFOAM 9 Input: drivaerFastback, Small Mesh Size - Mesh Time Seconds < Lower Is Better A . 627.08 |=================================================================== B . 627.27 |=================================================================== C . 627.69 |=================================================================== OpenFOAM 9 Input: drivaerFastback, Small Mesh Size - Execution Time Seconds < Lower Is Better A . 6155.01 |================================================================= B . 6254.37 |================================================================== C . 6153.13 |================================================================= LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: 20k Atoms ns/day > Higher Is Better A . 3.233 |==================================================================== B . 3.227 |==================================================================== C . 3.224 |==================================================================== LAMMPS Molecular Dynamics Simulator 23Jun2022 Model: Rhodopsin Protein ns/day > Higher Is Better A . 2.928 |=============================================================== B . 3.164 |==================================================================== C . 3.130 |=================================================================== SVT-AV1 1.2 Encoder Mode: Preset 4 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 0.784 |==================================================================== B . 0.786 |==================================================================== C . 0.786 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 8 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 15.51 |=================================================================== B . 15.57 |==================================================================== C . 15.64 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 10 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 33.14 |=================================================================== B . 33.35 |==================================================================== C . 33.48 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 12 - Input: Bosphorus 4K Frames Per Second > Higher Is Better A . 49.87 |=================================================================== B . 50.03 |==================================================================== C . 50.29 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 4 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 2.810 |==================================================================== B . 2.829 |==================================================================== C . 2.824 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 8 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 41.99 |==================================================================== B . 42.12 |==================================================================== C . 41.98 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 10 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 97.53 |==================================================================== B . 97.68 |==================================================================== C . 97.60 |==================================================================== SVT-AV1 1.2 Encoder Mode: Preset 12 - Input: Bosphorus 1080p Frames Per Second > Higher Is Better A . 190.35 |=================================================================== B . 187.93 |================================================================== C . 191.49 |=================================================================== Primesieve 8.0 Length: 1e12 Seconds < Lower Is Better A . 49.78 |==================================================================== B . 49.71 |==================================================================== C . 49.59 |==================================================================== Primesieve 8.0 Length: 1e13 Seconds < Lower Is Better A . 600.78 |================================================================== B . 599.95 |================================================================= C . 614.07 |=================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 25183 |==================================================================== B . 25293 |==================================================================== C . 25260 |==================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 26194 |==================================================================== B . 26082 |==================================================================== C . 26195 |==================================================================== OSPRay Studio 0.11 Camera: 3 - Resolution: 4K - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 31021 |==================================================================== B . 30956 |==================================================================== C . 30978 |==================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 413239 |=================================================================== B . 413890 |=================================================================== C . 412178 |=================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 816380 |=================================================================== B . 816310 |=================================================================== C . 819163 |=================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 429545 |=================================================================== B . 429469 |=================================================================== C . 428938 |=================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 847979 |=================================================================== B . 848260 |=================================================================== C . 850425 |=================================================================== OSPRay Studio 0.11 Camera: 3 - Resolution: 4K - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 519014 |=================================================================== B . 506150 |================================================================= C . 505840 |================================================================= OSPRay Studio 0.11 Camera: 3 - Resolution: 4K - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 1006962 |================================================================== B . 1005292 |================================================================== C . 1002218 |================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 6353 |===================================================================== B . 6351 |===================================================================== C . 6354 |===================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 6588 |===================================================================== B . 6579 |===================================================================== C . 6582 |===================================================================== OSPRay Studio 0.11 Camera: 3 - Resolution: 1080p - Samples Per Pixel: 1 - Renderer: Path Tracer ms < Lower Is Better A . 7806 |===================================================================== B . 7797 |===================================================================== C . 7806 |===================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 109961 |=================================================================== B . 109905 |=================================================================== C . 109999 |=================================================================== OSPRay Studio 0.11 Camera: 1 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 211759 |=================================================================== B . 211426 |=================================================================== C . 212264 |=================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 113595 |=================================================================== B . 113929 |=================================================================== C . 113809 |=================================================================== OSPRay Studio 0.11 Camera: 2 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 219218 |=================================================================== B . 218891 |=================================================================== C . 219832 |=================================================================== OSPRay Studio 0.11 Camera: 3 - Resolution: 1080p - Samples Per Pixel: 16 - Renderer: Path Tracer ms < Lower Is Better A . 133351 |=================================================================== B . 133477 |=================================================================== C . 133455 |=================================================================== OSPRay Studio 0.11 Camera: 3 - Resolution: 1080p - Samples Per Pixel: 32 - Renderer: Path Tracer ms < Lower Is Better A . 258226 |=================================================================== B . 258796 |=================================================================== C . 258636 |=================================================================== Aircrack-ng 1.7 k/s > Higher Is Better A . 15445.14 |================================================================= B . 15454.37 |================================================================= C . 15454.68 |================================================================= Node.js V8 Web Tooling Benchmark runs/s > Higher Is Better A . 11.51 |==================================================================== B . 11.34 |=================================================================== C . 11.44 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 5.30 |=================================================================== B . 5.43 |===================================================================== C . 5.38 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 403.70 |=================================================================== B . 406.12 |=================================================================== C . 405.29 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.98 |==================================================================== B . 22.74 |=================================================================== C . 22.81 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 4.74 |===================================================================== B . 4.77 |===================================================================== C . 4.52 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 3.23 |=================================================================== B . 3.23 |=================================================================== C . 3.35 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 3.35 |==================================================================== B . 3.41 |===================================================================== C . 3.36 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 2.58 |================================================================= B . 2.66 |=================================================================== C . 2.73 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 5.77 |=================================================================== B . 5.93 |===================================================================== C . 5.52 |================================================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.05 |=================================================================== B . 402.92 |=================================================================== C . 402.23 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.84 |==================================================================== B . 22.85 |==================================================================== C . 22.69 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 5.17 |=================================================================== B . 5.36 |===================================================================== C . 5.32 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 3.37 |================================================================== B . 3.26 |================================================================ C . 3.50 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 3.80 |===================================================================== B . 3.57 |================================================================= C . 3.67 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 3.77 |===================================================================== B . 2.99 |======================================================= C . 3.05 |======================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 5.91 |================================================================== B . 6.21 |===================================================================== C . 5.74 |================================================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 402.45 |=================================================================== B . 403.94 |=================================================================== C . 402.90 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.16 |==================================================================== B . 22.90 |============================================================== C . 22.45 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 5.66 |================================================================== B . 5.93 |===================================================================== C . 5.63 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 3.79 |==================================================================== B . 3.87 |===================================================================== C . 3.67 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 3.92 |=============================================================== B . 4.28 |===================================================================== C . 4.08 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 3.28 |=============================================================== B . 3.61 |===================================================================== C . 3.26 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 6.60 |==================================================================== B . 6.61 |==================================================================== C . 6.74 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 400.43 |=================================================================== B . 402.19 |=================================================================== C . 402.71 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.63 |==================================================================== B . 22.57 |==================================================================== C . 22.60 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 6.25 |================================================================= B . 6.43 |=================================================================== C . 6.60 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 4.06 |================================================================== B . 4.11 |=================================================================== C . 4.22 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 5.04 |=============================================================== B . 5.34 |=================================================================== C . 5.50 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 4.34 |===================================================================== B . 4.18 |================================================================== C . 4.35 |===================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 28.14 |================================================================== B . 28.45 |=================================================================== C . 28.88 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 400.03 |=================================================================== B . 402.38 |=================================================================== C . 402.69 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.86 |==================================================================== B . 22.93 |==================================================================== C . 22.89 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 13.69 |=================================================================== B . 13.90 |==================================================================== C . 13.98 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 19.39 |=============================================================== B . 19.46 |=============================================================== C . 21.03 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 25.95 |==================================================================== B . 23.36 |============================================================= C . 24.37 |================================================================ Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 26.07 |================================================================== B . 25.93 |================================================================== C . 26.85 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 25.80 |==================================================================== B . 25.83 |==================================================================== C . 25.84 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 402.44 |=================================================================== B . 404.77 |=================================================================== C . 403.70 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.48 |=================================================================== B . 22.68 |==================================================================== C . 22.47 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 12.46 |================================================================ B . 13.30 |==================================================================== C . 13.16 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 19.39 |==================================================================== B . 18.31 |================================================================ C . 18.44 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 21.94 |=================================================================== B . 22.35 |==================================================================== C . 22.21 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 20.65 |================================================================== B . 21.22 |==================================================================== C . 21.00 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 46.38 |=================================================================== B . 46.88 |==================================================================== C . 46.89 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 402.90 |=================================================================== B . 404.13 |=================================================================== C . 404.35 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.69 |=================================================================== B . 22.87 |==================================================================== C . 22.82 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 19.52 |================================================================== B . 20.15 |==================================================================== C . 19.72 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 34.50 |=============================================================== B . 34.94 |================================================================ C . 37.24 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 42.50 |============================================================= B . 43.08 |============================================================== C . 47.35 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 40.17 |============================================================== B . 41.48 |================================================================ C . 44.24 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 48.67 |==================================================================== B . 48.94 |==================================================================== C . 48.59 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.50 |================================================================== B . 404.54 |=================================================================== C . 403.83 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.05 |==================================================================== B . 22.74 |============================================================== C . 22.94 |============================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 21.16 |==================================================================== B . 20.87 |=================================================================== C . 21.24 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 35.23 |================================================================= B . 35.97 |================================================================== C . 36.99 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 42.44 |=================================================================== B . 43.13 |==================================================================== C . 43.34 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 41.18 |=================================================================== B . 41.89 |==================================================================== C . 41.93 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 94.46 |=================================================================== B . 95.25 |==================================================================== C . 94.62 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.36 |================================================================== B . 404.95 |=================================================================== C . 404.33 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.88 |==================================================================== B . 22.48 |=================================================================== C . 22.61 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 50.49 |==================================================================== B . 48.59 |================================================================= C . 50.56 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 70.48 |=================================================================== B . 71.09 |==================================================================== C . 71.37 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 83.58 |=============================================================== B . 85.53 |================================================================= C . 90.03 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 83.64 |================================================================= B . 87.09 |==================================================================== C . 86.90 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 90.13 |=================================================================== B . 91.00 |==================================================================== C . 90.83 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 400.65 |=================================================================== B . 402.35 |=================================================================== C . 402.85 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.76 |==================================================================== B . 22.50 |=================================================================== C . 22.58 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 45.94 |================================================================= B . 47.16 |=================================================================== C . 48.13 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 69.29 |=================================================================== B . 70.11 |==================================================================== C . 69.43 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 82.81 |================================================================== B . 83.18 |================================================================== C . 85.82 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 80.65 |================================================================== B . 82.47 |==================================================================== C . 80.87 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 26.38 |==================================================================== B . 26.36 |==================================================================== C . 26.32 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 402.19 |=================================================================== B . 403.72 |=================================================================== C . 405.12 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 23.24 |================================================================= B . 24.35 |==================================================================== C . 22.62 |=============================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 13.34 |==================================================================== B . 13.03 |================================================================== C . 13.20 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 18.33 |================================================================== B . 18.73 |==================================================================== C . 18.77 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 22.47 |================================================================ B . 23.75 |==================================================================== C . 23.05 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 21.00 |================================================================== B . 21.32 |=================================================================== C . 21.58 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 27.32 |==================================================================== B . 27.40 |==================================================================== C . 26.78 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 400.91 |=================================================================== B . 403.30 |=================================================================== C . 403.23 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.63 |================================================================ B . 22.82 |================================================================ C . 24.21 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 14.03 |=================================================================== B . 14.22 |==================================================================== C . 14.28 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 18.46 |================================================================= B . 18.83 |================================================================== C . 19.28 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 24.75 |================================================================== B . 24.19 |================================================================ C . 25.62 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 23.22 |==================================================================== B . 22.20 |================================================================= C . 21.81 |================================================================ Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 48.39 |=================================================================== B . 49.28 |==================================================================== C . 49.07 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.33 |=================================================================== B . 402.43 |=================================================================== C . 404.01 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.60 |=================================================================== B . 22.61 |=================================================================== C . 22.79 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 20.95 |==================================================================== B . 20.90 |==================================================================== C . 20.96 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 35.38 |================================================================= B . 37.05 |==================================================================== C . 35.84 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 42.61 |=================================================================== B . 42.70 |=================================================================== C . 43.11 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 41.85 |==================================================================== B . 41.47 |=================================================================== C . 42.05 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 48.77 |==================================================================== B . 49.07 |==================================================================== C . 48.78 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.24 |=================================================================== B . 402.72 |=================================================================== C . 403.36 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.56 |=================================================================== B . 22.50 |=================================================================== C . 22.78 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 20.55 |================================================================ B . 21.98 |==================================================================== C . 21.02 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 35.64 |=================================================================== B . 36.04 |=================================================================== C . 36.35 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 46.45 |==================================================================== B . 43.95 |================================================================ C . 43.84 |================================================================ Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 43.79 |==================================================================== B . 41.48 |================================================================ C . 43.79 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 90.64 |=================================================================== B . 91.72 |==================================================================== C . 91.80 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 398.65 |================================================================== B . 404.35 |=================================================================== C . 403.29 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.82 |==================================================================== B . 22.72 |==================================================================== C . 22.73 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 47.03 |=================================================================== B . 47.04 |=================================================================== C . 47.62 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 74.29 |==================================================================== B . 69.83 |================================================================ C . 69.72 |================================================================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 82.54 |=============================================================== B . 83.90 |================================================================ C . 89.18 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 82.11 |=============================================================== B . 88.04 |==================================================================== C . 88.64 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 91.71 |=================================================================== B . 92.57 |==================================================================== C . 92.92 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 401.20 |=================================================================== B . 403.17 |=================================================================== C . 402.78 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 22.84 |==================================================================== B . 22.85 |==================================================================== C . 22.40 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 44.90 |================================================================== B . 44.63 |================================================================== C . 45.92 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 69.84 |=================================================================== B . 70.13 |=================================================================== C . 71.08 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 84.92 |=================================================================== B . 84.30 |================================================================== C . 86.35 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 81.74 |================================================================== B . 81.29 |================================================================== C . 83.76 |==================================================================== ASTC Encoder 4.0 Preset: Fast MT/s > Higher Is Better A . 62.22 |==================================================================== B . 62.36 |==================================================================== C . 62.19 |==================================================================== ASTC Encoder 4.0 Preset: Medium MT/s > Higher Is Better A . 23.15 |==================================================================== B . 23.15 |==================================================================== C . 23.14 |==================================================================== ASTC Encoder 4.0 Preset: Thorough MT/s > Higher Is Better A . 2.9758 |=================================================================== B . 2.9784 |=================================================================== C . 2.9780 |=================================================================== ASTC Encoder 4.0 Preset: Exhaustive MT/s > Higher Is Better A . 0.3047 |=================================================================== B . 0.3048 |=================================================================== C . 0.3049 |=================================================================== AI Benchmark Alpha 0.1.2 Device Inference Score Score > Higher Is Better A . 728 |====================================================================== B . 727 |====================================================================== C . 724 |====================================================================== AI Benchmark Alpha 0.1.2 Device Training Score Score > Higher Is Better A . 785 |====================================================================== B . 785 |====================================================================== C . 783 |====================================================================== AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better A . 1513 |===================================================================== B . 1512 |===================================================================== C . 1507 |=====================================================================