4500u db AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Pop 22.04 via the Phoronix Test Suite. A: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 6.013825772 |============================================================= B . 5.890000000 |============================================================ C . 6.100000000 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 340.07 |=================================================================== B . 341.46 |=================================================================== C . 336.06 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.04 |=================================================================== B . 25.37 |==================================================================== C . 24.71 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 5.45 |===================================================================== B . 5.17 |================================================================= C . 5.34 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 5.266464307 |============================================================== B . 4.950000000 |========================================================== C . 5.237483375 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 3.622328464 |============================================================= B . 3.540000000 |============================================================ C . 3.660000000 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 3.19 |===================================================================== B . 3.18 |===================================================================== C . 2.97 |================================================================ Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 6.632499052 |============================================================== B . 6.560000000 |============================================================= C . 6.480000000 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 349.45 |=================================================================== B . 346.88 |=================================================================== C . 343.11 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.43 |==================================================================== B . 25.26 |==================================================================== C . 25.37 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 6.00 |================================================================ B . 6.31 |==================================================================== C . 6.42 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 5.32 |==================================================================== B . 5.37 |===================================================================== C . 5.12 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 4.271069701 |=========================================================== B . 4.460000000 |============================================================== C . 4.410000000 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 3.85 |===================================================================== B . 3.76 |=================================================================== C . 3.71 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 7.016295812 |========================================================== B . 6.950000000 |========================================================== C . 7.440000000 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 348.70 |=================================================================== B . 349.77 |=================================================================== C . 347.43 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.43 |=================================================================== B . 25.85 |==================================================================== C . 25.31 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 6.75 |==================================================================== B . 6.81 |===================================================================== C . 6.71 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 5.629987536 |============================================================ B . 5.690000000 |============================================================ C . 5.840000000 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 5.245931079 |============================================================== B . 5.270000000 |============================================================== C . 5.220000000 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 4.33 |================================================================== B . 4.43 |==================================================================== C . 4.52 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 7.68 |=================================================================== B . 7.69 |=================================================================== C . 7.89 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 349.78 |================================================================== B . 352.75 |=================================================================== C . 349.94 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.25 |==================================================================== B . 25.26 |==================================================================== C . 24.99 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 7.73 |=================================================================== B . 7.91 |===================================================================== C . 7.73 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 6.77 |===================================================================== B . 6.57 |=================================================================== C . 6.61 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 6.80 |=============================================================== B . 7.27 |=================================================================== C . 7.47 |===================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 5.45 |===================================================================== B . 5.38 |==================================================================== C . 5.23 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 31.46 |==================================================================== B . 30.72 |================================================================== C . 31.59 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 352.92 |=================================================================== B . 353.75 |=================================================================== C . 352.83 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.57 |==================================================================== B . 25.73 |==================================================================== C . 25.51 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 13.98 |==================================================================== B . 13.97 |==================================================================== C . 13.71 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 22.90 |==================================================================== B . 22.73 |=================================================================== C . 21.76 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 26.04 |==================================================================== B . 25.33 |================================================================== C . 24.94 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 24.91 |==================================================================== B . 24.62 |=================================================================== C . 24.44 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 31.43 |==================================================================== B . 31.22 |==================================================================== C . 30.93 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 352.68 |=================================================================== B . 354.13 |=================================================================== C . 352.54 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.89 |==================================================================== B . 25.65 |=================================================================== C . 25.21 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 13.77 |=================================================================== B . 13.60 |================================================================== C . 14.04 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 23.18 |==================================================================== B . 21.95 |================================================================ C . 22.97 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 24.85 |=================================================================== B . 24.71 |================================================================== C . 25.36 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 24.45 |=================================================================== B . 24.14 |=================================================================== C . 24.67 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 60.19 |==================================================================== B . 58.22 |================================================================== C . 59.68 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 354.62 |================================================================== B . 359.89 |=================================================================== C . 354.32 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.33 |================================================================== B . 25.94 |==================================================================== C . 25.80 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 23.20 |==================================================================== B . 23.15 |==================================================================== C . 22.69 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 43.23 |================================================================== B . 44.41 |==================================================================== C . 43.77 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 49.15 |=================================================================== B . 49.86 |==================================================================== C . 48.30 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 48.81 |=================================================================== B . 49.41 |==================================================================== C . 47.71 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 58.31 |=================================================================== B . 59.12 |==================================================================== C . 59.31 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 355.76 |================================================================== B . 359.51 |=================================================================== C . 358.58 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.39 |================================================================== B . 26.06 |==================================================================== C . 25.53 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 22.36 |=================================================================== B . 22.10 |================================================================== C . 22.86 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 42.17 |=================================================================== B . 42.72 |==================================================================== C . 42.34 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 48.57 |==================================================================== B . 48.11 |=================================================================== C . 48.44 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 47.58 |==================================================================== B . 47.54 |==================================================================== C . 47.35 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 116.00 |=================================================================== B . 113.85 |================================================================= C . 116.51 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A . 358.65 |================================================================== B . 365.74 |=================================================================== C . 360.20 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.79 |==================================================================== B . 25.83 |==================================================================== C . 25.81 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A . 39.11 |================================================================== B . 40.55 |==================================================================== C . 38.49 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A . 82.68 |================================================================= B . 83.59 |================================================================== C . 86.51 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A . 103.70 |================================================================ B . 105.79 |================================================================= C . 109.41 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 94.53 |================================================================== B . 95.31 |================================================================== C . 98.09 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 113.30 |================================================================== B . 113.83 |================================================================== C . 114.81 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A . 359.99 |================================================================== B . 365.55 |=================================================================== C . 361.27 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.83 |==================================================================== B . 25.87 |==================================================================== C . 25.51 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A . 37.38 |================================================================== B . 38.23 |==================================================================== C . 38.04 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A . 81.43 |================================================================ B . 84.71 |=================================================================== C . 86.14 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A . 98.75 |============================================================ B . 108.25 |================================================================== C . 109.51 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 92.99 |================================================================== B . 96.25 |==================================================================== C . 94.71 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 32.23 |==================================================================== B . 32.39 |==================================================================== C . 32.32 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 358.99 |================================================================== B . 363.47 |=================================================================== C . 362.38 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.69 |=================================================================== B . 26.15 |==================================================================== C . 25.48 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 14.91 |==================================================================== B . 14.61 |=================================================================== C . 14.32 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 22.70 |================================================================== B . 23.05 |=================================================================== C . 23.56 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 25.44 |================================================================= B . 25.92 |================================================================== C . 26.65 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 24.98 |=============================================================== B . 25.38 |================================================================ C . 26.93 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 32.11 |=================================================================== B . 32.66 |==================================================================== C . 32.78 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 359.37 |================================================================== B . 363.88 |=================================================================== C . 363.01 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.78 |=================================================================== B . 26.12 |==================================================================== C . 25.63 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 15.14 |================================================================== B . 15.70 |==================================================================== C . 15.70 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 23.42 |=================================================================== B . 23.37 |=================================================================== C . 23.68 |==================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 26.86 |================================================================== B . 27.63 |==================================================================== C . 27.09 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 25.77 |=================================================================== B . 25.95 |=================================================================== C . 26.18 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 58.44 |=================================================================== B . 58.12 |=================================================================== C . 59.06 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 360.88 |================================================================== B . 365.71 |=================================================================== C . 361.55 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.70 |================================================================== B . 26.42 |==================================================================== C . 26.11 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 22.44 |=================================================================== B . 22.66 |==================================================================== C . 21.93 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 43.27 |================================================================== B . 43.54 |=================================================================== C . 44.46 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 49.01 |================================================================== B . 50.18 |=================================================================== C . 50.69 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 48.22 |=================================================================== B . 48.24 |=================================================================== C . 49.00 |==================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 60.44 |==================================================================== B . 60.27 |==================================================================== C . 59.19 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 363.61 |=================================================================== B . 364.27 |=================================================================== C . 364.51 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.91 |================================================================== B . 26.59 |==================================================================== C . 25.78 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 23.60 |================================================================= B . 24.86 |==================================================================== C . 23.89 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 44.08 |==================================================================== B . 43.84 |==================================================================== C . 43.53 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 51.01 |==================================================================== B . 51.17 |==================================================================== C . 50.01 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 48.89 |==================================================================== B . 48.73 |==================================================================== C . 47.73 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 114.07 |=================================================================== B . 114.61 |=================================================================== C . 113.91 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 364.28 |=================================================================== B . 364.98 |=================================================================== C . 361.92 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 25.89 |=================================================================== B . 26.22 |==================================================================== C . 26.39 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A . 35.24 |=================================================================== B . 35.13 |=================================================================== C . 35.71 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A . 84.90 |==================================================================== B . 85.26 |==================================================================== C . 84.47 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A . 112.30 |=================================================================== B . 107.88 |================================================================ C . 109.75 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 95.53 |==================================================================== B . 95.13 |==================================================================== C . 94.39 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A . 113.34 |================================================================= B . 112.36 |================================================================= C . 115.95 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A . 364.54 |=================================================================== B . 365.61 |=================================================================== C . 364.62 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A . 26.00 |==================================================================== B . 26.10 |==================================================================== C . 25.87 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A . 37.58 |================================================================= B . 39.42 |==================================================================== C . 37.58 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A . 82.36 |=================================================================== B . 83.29 |==================================================================== C . 83.19 |==================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A . 104.20 |================================================================ B . 106.46 |================================================================== C . 108.48 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A . 93.18 |==================================================================== B . 93.52 |==================================================================== C . 93.59 |==================================================================== Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 1354873.65 |======================================================= B . 1546343.40 |=============================================================== C . 1265547.45 |==================================================== Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better A . 1449300.87 |========================================================= B . 1601809.86 |=============================================================== C . 1355790.43 |===================================================== Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better A . 1329460.55 |========================================================= B . 1463360.14 |=============================================================== C . 1325578.98 |========================================================= Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 1327944.28 |======================================================= B . 1320431.75 |======================================================= C . 1509865.95 |=============================================================== Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better A . 1834012.68 |=============================================================== B . 1624454.13 |======================================================== C . 1524528.52 |==================================================== Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better A . 1535321.14 |====================================================== B . 1377465.85 |================================================= C . 1786968.76 |=============================================================== Memcached 1.6.16 Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 843700.66 |================================================================ B . 836745.29 |=============================================================== C . 843099.18 |================================================================ Redis 7.0.4 Test: GET - Parallel Connections: 50 Requests Per Second > Higher Is Better A . 366948.78 |================================================================ B . 345175.03 |============================================================ C . 359893.25 |=============================================================== Redis 7.0.4 Test: SET - Parallel Connections: 50 Requests Per Second > Higher Is Better A . 337210.47 |================================================================ B . 337908.16 |================================================================ C . 338214.09 |================================================================ Redis 7.0.4 Test: GET - Parallel Connections: 500 Requests Per Second > Higher Is Better A . 354918.75 |=============================================================== B . 357110.69 |================================================================ C . 358014.25 |================================================================ Redis 7.0.4 Test: LPOP - Parallel Connections: 50 Requests Per Second > Higher Is Better A . 369580.34 |================================================================ B . 336599.84 |========================================================== C . 338805.38 |=========================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 50 Requests Per Second > Higher Is Better A . 346623.91 |================================================================ B . 344655.50 |================================================================ C . 345436.50 |================================================================ Redis 7.0.4 Test: SET - Parallel Connections: 500 Requests Per Second > Higher Is Better A . 339403.72 |================================================================ B . 337323.22 |================================================================ C . 339125.06 |================================================================ Redis 7.0.4 Test: GET - Parallel Connections: 1000 Requests Per Second > Higher Is Better A . 362616.91 |================================================================ B . 359390.53 |=============================================================== C . 360476.81 |================================================================ Redis 7.0.4 Test: LPOP - Parallel Connections: 500 Requests Per Second > Higher Is Better A . 369575.72 |================================================================ B . 338913.41 |=========================================================== C . 341213.66 |=========================================================== Redis 7.0.4 Test: LPUSH - Parallel Connections: 50 Requests Per Second > Higher Is Better A . 332983.97 |================================================================ B . 321245.19 |============================================================== C . 323684.88 |============================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 500 Requests Per Second > Higher Is Better A . 351228.62 |================================================================ B . 350742.75 |================================================================ C . 343158.78 |=============================================================== Redis 7.0.4 Test: SET - Parallel Connections: 1000 Requests Per Second > Higher Is Better A . 340836.78 |================================================================ B . 342882.19 |================================================================ C . 342245.97 |================================================================ Redis 7.0.4 Test: LPOP - Parallel Connections: 1000 Requests Per Second > Higher Is Better A . 338536.97 |=============================================================== B . 342413.34 |================================================================ C . 344204.47 |================================================================ Redis 7.0.4 Test: LPUSH - Parallel Connections: 500 Requests Per Second > Higher Is Better A . 333499.03 |================================================================ B . 323139.19 |============================================================== C . 323172.94 |============================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 1000 Requests Per Second > Higher Is Better A . 349086.06 |================================================================ B . 347265.34 |================================================================ C . 347216.75 |================================================================ Redis 7.0.4 Test: LPUSH - Parallel Connections: 1000 Requests Per Second > Higher Is Better A . 334080.78 |================================================================ B . 331912.19 |================================================================ C . 323458.28 |============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 331867.08 |================================================================ B . 319242.34 |============================================================== C . 319987.20 |============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better A . 333608.09 |================================================================ B . 321811.51 |============================================================== C . 323771.31 |============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better A . 322902.94 |================================================================ B . 317730.11 |=============================================================== C . 321615.82 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 320794.74 |================================================================ B . 317772.42 |=============================================================== C . 321571.96 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better A . 323412.15 |================================================================ B . 325761.10 |================================================================ C . 322857.75 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better A . 317306.44 |================================================================ B . 315762.22 |=============================================================== C . 319250.91 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better A . 330610.28 |================================================================ B . 330023.56 |================================================================ C . 332295.85 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better A . 308857.95 |================================================================ B . 307337.55 |=============================================================== C . 310693.02 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better A . 315271.76 |================================================================ B . 310981.75 |=============================================================== C . 314180.07 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better A . 309927.44 |================================================================ B . 303005.17 |============================================================== C . 311038.51 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better A . 328524.19 |================================================================ B . 329116.03 |================================================================ C . 328564.82 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better A . 323315.46 |================================================================ B . 316513.90 |=============================================================== C . 314076.89 |============================================================== Mobile Neural Network 2.0 Model: mobilenetV3 ms < Lower Is Better A . 1.955 |==================================================================== B . 1.959 |==================================================================== C . 1.912 |================================================================== Mobile Neural Network 2.0 Model: squeezenetv1.1 ms < Lower Is Better A . 3.673 |=================================================================== B . 3.717 |==================================================================== C . 3.568 |================================================================= Mobile Neural Network 2.0 Model: resnet-v2-50 ms < Lower Is Better A . 31.50 |==================================================================== B . 31.73 |==================================================================== C . 31.15 |=================================================================== Mobile Neural Network 2.0 Model: SqueezeNetV1.0 ms < Lower Is Better A . 6.238 |==================================================================== B . 6.258 |==================================================================== C . 6.047 |================================================================== Mobile Neural Network 2.0 Model: MobileNetV2_224 ms < Lower Is Better A . 3.897 |=================================================================== B . 3.934 |==================================================================== C . 3.849 |=================================================================== Mobile Neural Network 2.0 Model: mobilenet-v1-1.0 ms < Lower Is Better A . 4.179 |================================================================= B . 4.343 |==================================================================== C . 4.239 |================================================================== Mobile Neural Network 2.0 Model: inception-v3 ms < Lower Is Better A . 32.85 |================================================================== B . 33.65 |==================================================================== C . 32.71 |================================================================== NCNN 20220729 Target: CPU - Model: mobilenet ms < Lower Is Better A . 23.03 |==================================================================== B . 22.96 |==================================================================== C . 22.90 |==================================================================== NCNN 20220729 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better A . 6.66 |============================================================ B . 7.61 |===================================================================== C . 7.38 |=================================================================== NCNN 20220729 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better A . 5.38 |======================================= B . 9.22 |=================================================================== C . 9.47 |===================================================================== NCNN 20220729 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better A . 3.76 |================================ B . 8.08 |===================================================================== C . 7.74 |================================================================== NCNN 20220729 Target: CPU - Model: mnasnet ms < Lower Is Better A . 4.87 |============================================== B . 7.31 |===================================================================== C . 4.87 |============================================== NCNN 20220729 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better A . 10.27 |============================================= B . 15.36 |==================================================================== C . 15.43 |==================================================================== NCNN 20220729 Target: CPU - Model: blazeface ms < Lower Is Better A . 1.41 |================================================================= B . 1.49 |===================================================================== C . 1.42 |================================================================== NCNN 20220729 Target: CPU - Model: googlenet ms < Lower Is Better A . 21.06 |============================================================ B . 23.95 |==================================================================== C . 23.84 |==================================================================== NCNN 20220729 Target: CPU - Model: vgg16 ms < Lower Is Better A . 93.95 |==================================================================== B . 93.94 |==================================================================== C . 93.81 |==================================================================== NCNN 20220729 Target: CPU - Model: resnet18 ms < Lower Is Better A . 17.05 |=================================================================== B . 17.35 |==================================================================== C . 17.22 |=================================================================== NCNN 20220729 Target: CPU - Model: alexnet ms < Lower Is Better A . 11.56 |==================================================================== B . 11.49 |==================================================================== C . 11.45 |=================================================================== NCNN 20220729 Target: CPU - Model: resnet50 ms < Lower Is Better A . 35.31 |========================================================= B . 39.11 |=============================================================== C . 42.01 |==================================================================== NCNN 20220729 Target: CPU - Model: yolov4-tiny ms < Lower Is Better A . 39.02 |=================================================================== B . 39.24 |==================================================================== C . 39.33 |==================================================================== NCNN 20220729 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better A . 26.09 |==================================================================== B . 26.05 |==================================================================== C . 26.08 |==================================================================== NCNN 20220729 Target: CPU - Model: regnety_400m ms < Lower Is Better A . 9.82 |================================ B . 19.73 |================================================================ C . 21.10 |==================================================================== NCNN 20220729 Target: CPU - Model: vision_transformer ms < Lower Is Better A . 421.03 |=================================================================== B . 418.19 |=================================================================== C . 411.90 |================================================================== NCNN 20220729 Target: CPU - Model: FastestDet ms < Lower Is Better A . 4.62 |============================================================ B . 5.00 |================================================================= C . 5.31 |=====================================================================