aa AMD Ryzen 7 4700U testing with a LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS) and AMD Renoir 512MB on Ubuntu 22.04 via the Phoronix Test Suite. A: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.46), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 AA: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.46), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.46), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 22.04, Kernel: 5.18.8-051808-generic (x86_64), Desktop: GNOME Shell 42.2, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.46), Vulkan: 1.3.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 Unpacking The Linux Kernel 5.19 linux-5.19.tar.xz Seconds < Lower Is Better A .. 7.658 |========================== AA . 19.515 |================================================================== B .. 7.718 |========================== C .. 7.707 |========================== C-Blosc 2.3 Test: blosclz shuffle MB/s > Higher Is Better A .. 6659.9 |================================================================== AA . 2041.3 |==================== B .. 6568.6 |================================================================= C .. 6639.7 |================================================================== C-Blosc 2.3 Test: blosclz bitshuffle MB/s > Higher Is Better A .. 3870.6 |================================================================== AA . 1961.6 |================================= B .. 3807.7 |================================================================= C .. 3839.0 |================================================================= GraphicsMagick 1.3.38 Operation: Swirl Iterations Per Minute > Higher Is Better A .. 236 |========================================================= AA . 100 |======================== B .. 284 |===================================================================== C .. 282 |===================================================================== GraphicsMagick 1.3.38 Operation: Rotate Iterations Per Minute > Higher Is Better A .. 588 |===================================================================== AA . 397 |=============================================== B .. 583 |==================================================================== C .. 584 |===================================================================== GraphicsMagick 1.3.38 Operation: Sharpen Iterations Per Minute > Higher Is Better A .. 82 |====================================================================== AA . 37 |================================ B .. 82 |====================================================================== C .. 82 |====================================================================== GraphicsMagick 1.3.38 Operation: Enhanced Iterations Per Minute > Higher Is Better A .. 122 |==================================================================== AA . 56 |=============================== B .. 122 |==================================================================== C .. 123 |===================================================================== GraphicsMagick 1.3.38 Operation: Resizing Iterations Per Minute > Higher Is Better A .. 612 |===================================================================== AA . 223 |========================= B .. 609 |===================================================================== C .. 610 |===================================================================== GraphicsMagick 1.3.38 Operation: Noise-Gaussian Iterations Per Minute > Higher Is Better A .. 137 |===================================================================== AA . 133 |=================================================================== B .. 138 |===================================================================== C .. 137 |===================================================================== GraphicsMagick 1.3.38 Operation: HWB Color Space Iterations Per Minute > Higher Is Better A .. 727 |===================================================================== AA . 670 |================================================================ B .. 703 |=================================================================== C .. 711 |=================================================================== 7-Zip Compression 22.01 Test: Compression Rating MIPS > Higher Is Better A .. 30943 |================================================================ AA . 32186 |=================================================================== B .. 31717 |================================================================== C .. 31548 |================================================================== 7-Zip Compression 22.01 Test: Decompression Rating MIPS > Higher Is Better A .. 24191 |================================================================= AA . 24933 |=================================================================== B .. 24961 |=================================================================== C .. 24289 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 6.25 |=================================================================== AA . 6.38 |==================================================================== B .. 6.22 |================================================================== C .. 6.22 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 330.13 |================================================================== AA . 329.21 |================================================================== B .. 331.71 |================================================================== C .. 324.99 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.57 |=================================================================== AA . 23.49 |=================================================================== B .. 23.66 |=================================================================== C .. 23.53 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A .. 5.71 |=================================================================== AA . 5.80 |==================================================================== B .. 5.67 |================================================================== C .. 5.36 |=============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A .. 5.41 |==================================================================== AA . 4.97 |============================================================== B .. 5.37 |=================================================================== C .. 5.33 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A .. 3.82 |==================================================================== AA . 3.66 |================================================================= B .. 3.79 |=================================================================== C .. 3.50 |============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 3.25 |==================================================================== AA . 3.05 |================================================================ B .. 2.92 |============================================================= C .. 3.14 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 6.90 |=================================================================== AA . 6.98 |==================================================================== B .. 6.92 |=================================================================== C .. 6.49 |=============================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 330.19 |================================================================== AA . 329.46 |================================================================== B .. 328.98 |================================================================== C .. 330.87 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.59 |=================================================================== AA . 23.68 |=================================================================== B .. 23.65 |=================================================================== C .. 23.45 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A .. 6.73 |==================================================================== AA . 6.73 |==================================================================== B .. 6.68 |=================================================================== C .. 6.54 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A .. 5.50 |=================================================================== AA . 5.51 |=================================================================== B .. 5.57 |==================================================================== C .. 5.39 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A .. 4.46 |=================================================================== AA . 4.54 |==================================================================== B .. 4.25 |================================================================ C .. 4.44 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 3.64 |================================================================== AA . 3.59 |================================================================= B .. 3.77 |==================================================================== C .. 3.62 |================================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 7.46 |==================================================================== AA . 7.41 |==================================================================== B .. 7.39 |=================================================================== C .. 7.45 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.47 |================================================================== AA . 330.73 |================================================================== B .. 331.51 |================================================================== C .. 331.65 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.59 |=================================================================== AA . 23.42 |================================================================== B .. 23.47 |================================================================== C .. 23.65 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A .. 7.39 |==================================================================== AA . 7.17 |================================================================== B .. 7.31 |=================================================================== C .. 7.20 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A .. 6.01 |================================================================== AA . 6.23 |==================================================================== B .. 5.93 |================================================================= C .. 6.22 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A .. 5.200000000 |=========================================================== AA . 5.206102229 |=========================================================== B .. 5.060000000 |========================================================== C .. 5.350000000 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 4.420000000 |=================================================== AA . 4.429678818 |=================================================== B .. 4.260000000 |================================================= C .. 5.330000000 |============================================================= Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 8.37 |=================================================================== AA . 8.53 |==================================================================== B .. 8.29 |================================================================== C .. 8.47 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 330.48 |================================================================== AA . 329.44 |================================================================== B .. 328.69 |================================================================== C .. 328.46 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.51 |=================================================================== AA . 23.55 |=================================================================== B .. 23.45 |=================================================================== C .. 23.59 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A .. 8.42 |==================================================================== AA . 8.22 |================================================================== B .. 8.41 |=================================================================== C .. 8.48 |==================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A .. 6.77 |==================================================================== AA . 6.53 |================================================================== B .. 6.59 |================================================================== C .. 6.66 |=================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A .. 7.10 |================================================================== AA . 7.29 |==================================================================== B .. 6.76 |=============================================================== C .. 7.08 |================================================================== Apache Spark 3.3 Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 5.50 |================================================================= AA . 5.62 |================================================================== B .. 5.77 |==================================================================== C .. 5.56 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 33.58 |=================================================================== AA . 33.57 |=================================================================== B .. 33.77 |=================================================================== C .. 33.34 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.68 |================================================================== AA . 330.81 |================================================================== B .. 330.75 |================================================================== C .. 330.22 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.67 |=================================================================== AA . 23.62 |=================================================================== B .. 23.55 |=================================================================== C .. 23.57 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A .. 15.24 |================================================================== AA . 15.39 |=================================================================== B .. 14.97 |================================================================= C .. 14.86 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A .. 23.86 |=================================================================== AA . 23.35 |================================================================== B .. 23.53 |================================================================== C .. 23.09 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A .. 26.79 |================================================================ AA . 26.54 |================================================================ B .. 25.68 |============================================================== C .. 27.95 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 26.73 |=================================================================== AA . 26.52 |================================================================== B .. 26.29 |================================================================== C .. 26.28 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 31.09 |=================================================================== AA . 30.90 |=================================================================== B .. 30.95 |=================================================================== C .. 31.01 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.87 |================================================================== AA . 330.03 |================================================================== B .. 329.42 |================================================================== C .. 329.98 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.59 |=================================================================== AA . 23.62 |=================================================================== B .. 23.48 |================================================================== C .. 23.66 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A .. 14.09 |================================================================== AA . 13.87 |================================================================= B .. 14.40 |=================================================================== C .. 13.83 |================================================================ Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A .. 22.61 |=================================================================== AA . 22.71 |=================================================================== B .. 22.33 |================================================================== C .. 22.27 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A .. 25.17 |=================================================================== AA . 25.30 |=================================================================== B .. 25.33 |=================================================================== C .. 25.00 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 24.09 |=================================================================== AA . 24.05 |=================================================================== B .. 23.70 |================================================================== C .. 23.58 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 56.88 |================================================================== AA . 56.71 |================================================================== B .. 57.60 |=================================================================== C .. 56.55 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.14 |================================================================== AA . 331.17 |================================================================== B .. 328.56 |================================================================= C .. 331.34 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.57 |================================================================= AA . 23.68 |================================================================= B .. 23.64 |================================================================= C .. 24.30 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A .. 21.98 |=================================================================== AA . 21.70 |================================================================== B .. 21.80 |================================================================== C .. 21.29 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A .. 42.25 |================================================================= AA . 43.28 |=================================================================== B .. 42.02 |================================================================= C .. 40.90 |=============================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A .. 48.31 |=================================================================== AA . 47.00 |================================================================= B .. 46.81 |================================================================= C .. 45.67 |=============================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 45.84 |=================================================================== AA . 45.38 |================================================================== B .. 45.41 |================================================================== C .. 44.24 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 58.82 |=================================================================== AA . 58.21 |================================================================== B .. 58.22 |================================================================== C .. 58.41 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.88 |================================================================== AA . 330.84 |================================================================== B .. 326.72 |================================================================= C .. 330.64 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.72 |=================================================================== AA . 23.55 |=================================================================== B .. 23.49 |================================================================== C .. 23.66 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A .. 22.21 |================================================================== AA . 22.41 |================================================================== B .. 21.59 |================================================================ C .. 22.61 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A .. 42.51 |=================================================================== AA . 42.21 |================================================================== B .. 42.79 |=================================================================== C .. 42.00 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A .. 47.96 |================================================================= AA . 49.48 |=================================================================== B .. 48.77 |================================================================== C .. 47.72 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 48.57 |=================================================================== AA . 47.75 |================================================================== B .. 47.88 |================================================================== C .. 47.61 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 114.15 |================================================================== AA . 113.33 |================================================================== B .. 113.28 |================================================================= C .. 113.13 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 328.95 |================================================================== AA . 327.79 |================================================================== B .. 327.88 |================================================================== C .. 329.93 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.66 |=================================================================== AA . 23.43 |================================================================== B .. 23.62 |=================================================================== C .. 23.73 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Group By Test Time Seconds < Lower Is Better A .. 54.82 |============================================================== AA . 54.95 |============================================================== B .. 55.70 |=============================================================== C .. 59.28 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Repartition Test Time Seconds < Lower Is Better A .. 84.02 |================================================================= AA . 83.66 |================================================================= B .. 86.88 |=================================================================== C .. 83.50 |================================================================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Inner Join Test Time Seconds < Lower Is Better A .. 97.02 |=============================================================== AA . 98.28 |=============================================================== B .. 102.31 |================================================================== C .. 99.79 |================================================================ Apache Spark 3.3 Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 94.69 |================================================================== AA . 96.13 |=================================================================== B .. 93.45 |================================================================= C .. 95.31 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 109.61 |================================================================== AA . 109.31 |================================================================= B .. 108.51 |================================================================= C .. 110.43 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 330.51 |================================================================== AA . 330.42 |================================================================== B .. 327.00 |================================================================= C .. 330.24 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.71 |=================================================================== AA . 23.49 |================================================================== B .. 23.54 |=================================================================== C .. 23.65 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Group By Test Time Seconds < Lower Is Better A .. 52.48 |============================================================= AA . 57.27 |=================================================================== B .. 51.86 |============================================================= C .. 50.09 |=========================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Repartition Test Time Seconds < Lower Is Better A .. 81.17 |============================================================== AA . 88.38 |=================================================================== B .. 81.67 |============================================================== C .. 82.20 |============================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Inner Join Test Time Seconds < Lower Is Better A .. 93.45 |============================================================= AA . 96.10 |=============================================================== B .. 100.42 |================================================================== C .. 100.59 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 90.85 |================================================================== AA . 90.12 |================================================================== B .. 90.29 |================================================================== C .. 91.78 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 31.64 |=================================================================== AA . 31.85 |=================================================================== B .. 31.65 |=================================================================== C .. 31.72 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.72 |================================================================== AA . 328.85 |================================================================== B .. 329.75 |================================================================== C .. 330.12 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.64 |=================================================================== AA . 23.40 |================================================================== B .. 23.61 |=================================================================== C .. 23.46 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A .. 14.92 |================================================================ AA . 15.56 |=================================================================== B .. 14.45 |============================================================== C .. 14.44 |============================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A .. 22.99 |=================================================================== AA . 23.00 |=================================================================== B .. 22.77 |================================================================== C .. 22.91 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A .. 26.02 |================================================================== AA . 26.24 |=================================================================== B .. 25.72 |================================================================== C .. 25.93 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 24.22 |================================================================== AA . 24.39 |=================================================================== B .. 24.21 |================================================================== C .. 24.43 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 32.77 |=================================================================== AA . 32.44 |================================================================== B .. 32.82 |=================================================================== C .. 32.83 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 328.81 |================================================================= AA . 328.82 |================================================================= B .. 328.15 |================================================================= C .. 332.85 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.44 |=================================================================== AA . 23.57 |=================================================================== B .. 23.45 |=================================================================== C .. 23.46 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A .. 16.02 |=================================================================== AA . 15.62 |================================================================= B .. 16.02 |=================================================================== C .. 15.44 |================================================================= Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A .. 23.56 |================================================================== AA . 23.46 |================================================================== B .. 23.56 |================================================================== C .. 23.74 |=================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A .. 27.98 |=================================================================== AA . 27.44 |================================================================== B .. 27.66 |================================================================== C .. 27.39 |================================================================== Apache Spark 3.3 Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 25.47 |=================================================================== AA . 25.14 |================================================================== B .. 25.35 |=================================================================== C .. 25.11 |================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 58.52 |=================================================================== AA . 58.30 |================================================================== B .. 58.74 |=================================================================== C .. 58.76 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 330.59 |================================================================== AA . 329.84 |================================================================== B .. 332.23 |================================================================== C .. 328.57 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.48 |=================================================================== AA . 23.37 |=================================================================== B .. 23.46 |=================================================================== C .. 23.44 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better A .. 22.80 |================================================================= AA . 23.64 |=================================================================== B .. 22.86 |================================================================= C .. 22.73 |================================================================ Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better A .. 42.15 |================================================================== AA . 42.62 |=================================================================== B .. 42.53 |=================================================================== C .. 42.66 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better A .. 47.65 |================================================================== AA . 47.69 |================================================================== B .. 47.82 |================================================================== C .. 48.30 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 47.98 |=================================================================== AA . 46.76 |================================================================= B .. 47.26 |================================================================== C .. 48.01 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better A .. 58.70 |=================================================================== AA . 58.91 |=================================================================== B .. 58.61 |================================================================== C .. 59.13 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better A .. 329.72 |================================================================== AA . 331.46 |================================================================== B .. 330.02 |================================================================== C .. 327.36 |================================================================= Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better A .. 23.54 |=================================================================== AA . 23.43 |================================================================== B .. 23.52 |=================================================================== C .. 23.62 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better A .. 22.81 |=============================================================== AA . 23.04 |================================================================ B .. 23.80 |================================================================== C .. 24.24 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better A .. 43.03 |================================================================== AA . 42.61 |================================================================= B .. 42.44 |================================================================= C .. 43.61 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better A .. 49.60 |=================================================================== AA . 49.22 |================================================================== B .. 48.87 |================================================================== C .. 49.31 |=================================================================== Apache Spark 3.3 Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better A .. 47.36 |=================================================================== AA . 47.30 |=================================================================== B .. 46.70 |================================================================== C .. 47.21 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time Seconds < Lower Is Better AA . 110.86 |================================================================== B .. 110.78 |================================================================== C .. 110.36 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Seconds < Lower Is Better AA . 329.12 |================================================================== B .. 328.49 |================================================================== C .. 330.28 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better AA . 23.59 |=================================================================== B .. 23.25 |================================================================== C .. 23.53 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Group By Test Time Seconds < Lower Is Better AA . 50.76 |=================================================================== B .. 48.81 |================================================================ C .. 49.60 |================================================================= Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Repartition Test Time Seconds < Lower Is Better AA . 81.09 |================================================================= B .. 81.17 |================================================================= C .. 83.04 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time Seconds < Lower Is Better AA . 95.13 |============================================================== B .. 94.33 |============================================================= C .. 101.80 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time Seconds < Lower Is Better AA . 90.83 |================================================================== B .. 89.59 |================================================================= C .. 91.65 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time Seconds < Lower Is Better AA . 111.63 |================================================================= B .. 111.44 |================================================================= C .. 112.59 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Seconds < Lower Is Better AA . 328.56 |================================================================== B .. 329.73 |================================================================== C .. 330.57 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe Seconds < Lower Is Better AA . 23.28 |================================================================== B .. 23.50 |=================================================================== C .. 23.58 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Group By Test Time Seconds < Lower Is Better AA . 48.24 |=============================================================== B .. 51.27 |=================================================================== C .. 50.58 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Repartition Test Time Seconds < Lower Is Better AA . 82.23 |================================================================== B .. 83.81 |=================================================================== C .. 83.99 |=================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time Seconds < Lower Is Better AA . 99.17 |=============================================================== B .. 96.93 |============================================================== C .. 103.69 |================================================================== Apache Spark 3.3 Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time Seconds < Lower Is Better AA . 94.78 |=================================================================== B .. 92.18 |================================================================= C .. 91.65 |================================================================= Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better AA . 796747.83 |============================================================== B .. 810806.99 |=============================================================== C .. 781971.83 |============================================================= Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better AA . 813010.93 |============================================================= B .. 835036.60 |============================================================== C .. 842699.99 |=============================================================== Dragonflydb 0.6 Clients: 50 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better AA . 780280.39 |=============================================================== B .. 769072.59 |============================================================== C .. 769887.29 |============================================================== Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better AA . 749818.06 |=============================================================== B .. 741192.50 |============================================================== C .. 724339.05 |============================================================= Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better AA . 776782.14 |=============================================================== B .. 781721.28 |=============================================================== C .. 782267.03 |=============================================================== Dragonflydb 0.6 Clients: 200 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better AA . 725143.51 |============================================================= B .. 719579.27 |============================================================= C .. 747087.03 |=============================================================== Redis 7.0.4 Test: GET - Parallel Connections: 50 Requests Per Second > Higher Is Better AA . 320102.00 |=============================================================== B .. 310163.88 |============================================================= C .. 304392.81 |============================================================ Redis 7.0.4 Test: SET - Parallel Connections: 50 Requests Per Second > Higher Is Better AA . 268060.59 |=========================================================== B .. 283503.22 |=============================================================== C .. 284041.12 |=============================================================== Redis 7.0.4 Test: GET - Parallel Connections: 500 Requests Per Second > Higher Is Better AA . 309037.19 |============================================================= B .. 320454.91 |=============================================================== C .. 314921.25 |============================================================== Redis 7.0.4 Test: LPOP - Parallel Connections: 50 Requests Per Second > Higher Is Better AA . 320860.00 |=============================================================== B .. 275379.31 |====================================================== C .. 273024.72 |====================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 50 Requests Per Second > Higher Is Better AA . 310780.78 |=============================================================== B .. 297396.16 |============================================================ C .. 309378.94 |=============================================================== Redis 7.0.4 Test: SET - Parallel Connections: 500 Requests Per Second > Higher Is Better AA . 290489.44 |============================================================ B .. 303422.44 |=============================================================== C .. 283691.09 |=========================================================== Redis 7.0.4 Test: GET - Parallel Connections: 1000 Requests Per Second > Higher Is Better AA . 330218.31 |=============================================================== B .. 321775.91 |============================================================= C .. 322020.16 |============================================================= Redis 7.0.4 Test: LPOP - Parallel Connections: 500 Requests Per Second > Higher Is Better AA . 331846.09 |=============================================================== B .. 282959.69 |====================================================== C .. 290364.78 |======================================================= Redis 7.0.4 Test: LPUSH - Parallel Connections: 50 Requests Per Second > Higher Is Better AA . 271275.84 |=========================================================== B .. 278031.44 |============================================================= C .. 288119.94 |=============================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 500 Requests Per Second > Higher Is Better AA . 318993.25 |=============================================================== B .. 306787.91 |============================================================= C .. 303208.34 |============================================================ Redis 7.0.4 Test: SET - Parallel Connections: 1000 Requests Per Second > Higher Is Better AA . 309386.81 |=============================================================== B .. 299055.94 |============================================================= C .. 297926.47 |============================================================= Redis 7.0.4 Test: LPOP - Parallel Connections: 1000 Requests Per Second > Higher Is Better AA . 285137.56 |============================================================= B .. 293415.81 |=============================================================== C .. 286827.97 |============================================================== Redis 7.0.4 Test: LPUSH - Parallel Connections: 500 Requests Per Second > Higher Is Better AA . 284773.97 |============================================================= B .. 291080.62 |=============================================================== C .. 293367.09 |=============================================================== Redis 7.0.4 Test: SADD - Parallel Connections: 1000 Requests Per Second > Higher Is Better AA . 316457.03 |============================================================= B .. 327407.59 |=============================================================== C .. 313468.75 |============================================================ Redis 7.0.4 Test: LPUSH - Parallel Connections: 1000 Requests Per Second > Higher Is Better AA . 299774.22 |=============================================================== B .. 301030.28 |=============================================================== C .. 298437.59 |============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better AA . 273887.51 |============================================================ B .. 287394.48 |=============================================================== C .. 279268.54 |============================================================= memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better AA . 284199.18 |============================================================= B .. 286161.35 |============================================================== C .. 291203.06 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better AA . 262758.93 |========================================================== B .. 274932.95 |============================================================= C .. 285003.98 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better AA . 268901.7 |============================================================= B .. 281470.0 |================================================================ C .. 280952.6 |================================================================ memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better AA . 284706.65 |============================================================== B .. 281771.29 |============================================================= C .. 290482.46 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better AA . 265509.86 |============================================================== B .. 270055.68 |=============================================================== C .. 268728.44 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 50 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better AA . 289936.46 |============================================================== B .. 286611.92 |============================================================= C .. 295478.01 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:1 Ops/sec > Higher Is Better AA . 284363.39 |========================================================== B .. 297614.25 |============================================================= C .. 309359.47 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better AA . 281040.25 |======================================================== B .. 314677.22 |=============================================================== C .. 281818.75 |======================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 5:1 Ops/sec > Higher Is Better AA . 286263.13 |============================================================== B .. 292101.30 |=============================================================== C .. 290931.14 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 100 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better AA . 291704.33 |============================================================== B .. 292217.18 |============================================================== C .. 296536.07 |=============================================================== memtier_benchmark 1.4 Protocol: Redis - Clients: 500 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better AA . 305443.27 |=============================================================== B .. 288777.42 |============================================================ C .. 302765.04 |============================================================== Mobile Neural Network 2.1 Model: nasnet ms < Lower Is Better AA . 21.74 |================================================================= B .. 22.50 |=================================================================== C .. 22.32 |================================================================== Mobile Neural Network 2.1 Model: mobilenetV3 ms < Lower Is Better AA . 3.235 |============================================================= B .. 3.542 |=================================================================== C .. 3.375 |================================================================ Mobile Neural Network 2.1 Model: squeezenetv1.1 ms < Lower Is Better AA . 6.160 |=================================================================== B .. 5.923 |================================================================ C .. 5.923 |================================================================ Mobile Neural Network 2.1 Model: resnet-v2-50 ms < Lower Is Better AA . 46.36 |================================================================== B .. 46.72 |=================================================================== C .. 46.20 |================================================================== Mobile Neural Network 2.1 Model: SqueezeNetV1.0 ms < Lower Is Better AA . 10.142 |================================================================== B .. 9.905 |================================================================ C .. 9.914 |================================================================= Mobile Neural Network 2.1 Model: MobileNetV2_224 ms < Lower Is Better AA . 6.487 |================================================================= B .. 6.642 |=================================================================== C .. 6.573 |================================================================== Mobile Neural Network 2.1 Model: mobilenet-v1-1.0 ms < Lower Is Better AA . 6.117 |=============================================================== B .. 6.497 |=================================================================== C .. 6.128 |=============================================================== Mobile Neural Network 2.1 Model: inception-v3 ms < Lower Is Better AA . 56.41 |================================================================= B .. 57.58 |=================================================================== C .. 57.81 |=================================================================== NCNN 20220729 Target: CPU - Model: mobilenet ms < Lower Is Better AA . 35.57 |================================================================= B .. 35.73 |================================================================= C .. 36.83 |=================================================================== NCNN 20220729 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better AA . 8.88 |==================================================== B .. 8.76 |=================================================== C .. 11.42 |=================================================================== NCNN 20220729 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better AA . 9.15 |==================================================================== B .. 9.00 |=================================================================== C .. 7.22 |====================================================== NCNN 20220729 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better AA . 6.56 |==================================================================== B .. 5.29 |======================================================= C .. 6.47 |=================================================================== NCNN 20220729 Target: CPU - Model: mnasnet ms < Lower Is Better AA . 6.65 |======================================================= B .. 6.25 |=================================================== C .. 8.26 |==================================================================== NCNN 20220729 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better AA . 15.04 |======================================================== B .. 13.63 |=================================================== C .. 18.06 |=================================================================== NCNN 20220729 Target: CPU - Model: blazeface ms < Lower Is Better AA . 2.35 |==================================================================== B .. 2.27 |================================================================== C .. 1.87 |====================================================== NCNN 20220729 Target: CPU - Model: googlenet ms < Lower Is Better AA . 31.81 |================================================================ B .. 33.50 |=================================================================== C .. 31.17 |============================================================== NCNN 20220729 Target: CPU - Model: vgg16 ms < Lower Is Better AA . 115.83 |================================================================ B .. 117.10 |================================================================= C .. 118.74 |================================================================== NCNN 20220729 Target: CPU - Model: resnet18 ms < Lower Is Better AA . 25.81 |================================================================ B .. 27.00 |=================================================================== C .. 26.71 |================================================================== NCNN 20220729 Target: CPU - Model: alexnet ms < Lower Is Better AA . 18.67 |================================================================== B .. 18.73 |================================================================== C .. 18.90 |=================================================================== NCNN 20220729 Target: CPU - Model: resnet50 ms < Lower Is Better AA . 53.62 |================================================================== B .. 54.34 |=================================================================== C .. 54.15 |=================================================================== NCNN 20220729 Target: CPU - Model: yolov4-tiny ms < Lower Is Better AA . 55.72 |=================================================================== B .. 55.00 |================================================================== C .. 52.75 |=============================================================== NCNN 20220729 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better AA . 41.04 |================================================================== B .. 41.83 |=================================================================== C .. 37.95 |============================================================= NCNN 20220729 Target: CPU - Model: regnety_400m ms < Lower Is Better AA . 14.81 |========================================================== B .. 15.14 |=========================================================== C .. 17.14 |=================================================================== NCNN 20220729 Target: CPU - Model: vision_transformer ms < Lower Is Better AA . 501.82 |================================================================== B .. 504.11 |================================================================== C .. 504.15 |================================================================== NCNN 20220729 Target: CPU - Model: FastestDet ms < Lower Is Better AA . 8.27 |=================================================================== B .. 8.34 |==================================================================== C .. 8.15 |================================================================== NCNN 20220729 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better AA . 16.54 |================================================================== B .. 16.73 |=================================================================== C .. 16.13 |================================================================= NCNN 20220729 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better AA . 4.46 |==================================================================== B .. 4.46 |==================================================================== C .. 4.41 |=================================================================== NCNN 20220729 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better AA . 5.06 |=================================================================== B .. 5.08 |=================================================================== C .. 5.13 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better AA . 3.32 |==================================================================== B .. 3.14 |================================================================ C .. 3.07 |=============================================================== NCNN 20220729 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better AA . 4.49 |==================================================================== B .. 4.39 |================================================================== C .. 4.40 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better AA . 11.68 |=================================================================== B .. 11.46 |================================================================== C .. 11.36 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better AA . 3.18 |============================================================= B .. 3.53 |==================================================================== C .. 1.81 |=================================== NCNN 20220729 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better AA . 10.48 |================================================================== B .. 10.66 |=================================================================== C .. 10.61 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better AA . 36.50 |=================================================================== B .. 36.54 |=================================================================== C .. 36.36 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better AA . 8.22 |==================================================================== B .. 8.10 |=================================================================== C .. 8.14 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better AA . 9.67 |==================================================================== B .. 9.60 |==================================================================== C .. 9.56 |=================================================================== NCNN 20220729 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better AA . 17.73 |=================================================================== B .. 17.43 |================================================================== C .. 17.27 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better AA . 22.07 |================================================================= B .. 22.75 |=================================================================== C .. 22.49 |================================================================== NCNN 20220729 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better AA . 15.19 |=================================================================== B .. 14.94 |================================================================== C .. 13.28 |=========================================================== NCNN 20220729 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better AA . 6.39 |================================================================== B .. 6.28 |================================================================= C .. 6.61 |==================================================================== NCNN 20220729 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better AA . 827.09 |================================================================== B .. 811.41 |================================================================= C .. 816.04 |================================================================= NCNN 20220729 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better AA . 4.86 |============================================================ B .. 5.09 |=============================================================== C .. 5.51 |==================================================================== OpenVINO 2022.2.dev Model: Face Detection FP16 - Device: CPU FPS > Higher Is Better AA . 1.28 |=================================================================== B .. 1.29 |==================================================================== C .. 1.27 |=================================================================== OpenVINO 2022.2.dev Model: Face Detection FP16 - Device: CPU ms < Lower Is Better AA . 3059.75 |================================================================= B .. 3069.09 |================================================================= C .. 3079.26 |================================================================= OpenVINO 2022.2.dev Model: Person Detection FP16 - Device: CPU FPS > Higher Is Better AA . 0.85 |==================================================================== B .. 0.85 |==================================================================== C .. 0.85 |==================================================================== OpenVINO 2022.2.dev Model: Person Detection FP16 - Device: CPU ms < Lower Is Better AA . 4647.90 |================================================================= B .. 4608.42 |================================================================ C .. 4627.17 |================================================================= OpenVINO 2022.2.dev Model: Person Detection FP32 - Device: CPU FPS > Higher Is Better AA . 0.85 |==================================================================== B .. 0.85 |==================================================================== C .. 0.85 |==================================================================== OpenVINO 2022.2.dev Model: Person Detection FP32 - Device: CPU ms < Lower Is Better AA . 4673.34 |================================================================= B .. 4677.12 |================================================================= C .. 4652.86 |================================================================= OpenVINO 2022.2.dev Model: Vehicle Detection FP16 - Device: CPU FPS > Higher Is Better AA . 88.70 |=================================================================== B .. 88.71 |=================================================================== C .. 88.88 |=================================================================== OpenVINO 2022.2.dev Model: Vehicle Detection FP16 - Device: CPU ms < Lower Is Better AA . 45.05 |=================================================================== B .. 45.04 |=================================================================== C .. 44.96 |=================================================================== OpenVINO 2022.2.dev Model: Face Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AA . 1.79 |=================================================================== B .. 1.81 |==================================================================== C .. 1.80 |==================================================================== OpenVINO 2022.2.dev Model: Face Detection FP16-INT8 - Device: CPU ms < Lower Is Better AA . 2205.09 |================================================================= B .. 2197.49 |================================================================= C .. 2207.08 |================================================================= OpenVINO 2022.2.dev Model: Vehicle Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AA . 120.42 |================================================================== B .. 121.00 |================================================================== C .. 120.45 |================================================================== OpenVINO 2022.2.dev Model: Vehicle Detection FP16-INT8 - Device: CPU ms < Lower Is Better AA . 33.19 |=================================================================== B .. 33.03 |=================================================================== C .. 33.17 |=================================================================== OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16 - Device: CPU FPS > Higher Is Better AA . 129.61 |================================================================== B .. 129.42 |================================================================== C .. 129.32 |================================================================== OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16 - Device: CPU ms < Lower Is Better AA . 30.83 |=================================================================== B .. 30.88 |=================================================================== C .. 30.91 |=================================================================== OpenVINO 2022.2.dev Model: Machine Translation EN To DE FP16 - Device: CPU FPS > Higher Is Better AA . 12.82 |=================================================================== B .. 12.91 |=================================================================== C .. 12.86 |=================================================================== OpenVINO 2022.2.dev Model: Machine Translation EN To DE FP16 - Device: CPU ms < Lower Is Better AA . 311.50 |================================================================== B .. 309.61 |================================================================== C .. 310.52 |================================================================== OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AA . 191.16 |================================================================== B .. 190.96 |================================================================== C .. 191.18 |================================================================== OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16-INT8 - Device: CPU ms < Lower Is Better AA . 41.82 |=================================================================== B .. 41.86 |=================================================================== C .. 41.81 |=================================================================== OpenVINO 2022.2.dev Model: Person Vehicle Bike Detection FP16 - Device: CPU FPS > Higher Is Better AA . 170.36 |================================================================= B .. 171.80 |================================================================== C .. 171.54 |================================================================== OpenVINO 2022.2.dev Model: Person Vehicle Bike Detection FP16 - Device: CPU ms < Lower Is Better AA . 23.45 |=================================================================== B .. 23.25 |================================================================== C .. 23.29 |=================================================================== OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU FPS > Higher Is Better AA . 2722.73 |================================================================= B .. 2726.80 |================================================================= C .. 2717.02 |================================================================= OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU ms < Lower Is Better AA . 2.88 |==================================================================== B .. 2.88 |==================================================================== C .. 2.89 |==================================================================== OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU FPS > Higher Is Better AA . 4315.59 |================================================================= B .. 4311.48 |================================================================= C .. 4310.92 |================================================================= OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU ms < Lower Is Better AA . 1.82 |==================================================================== B .. 1.82 |==================================================================== C .. 1.82 |====================================================================