Ubuntu 20.10 Kernels AMD Zen 3 Benchmarks for a future article. ,,"Ubuntu 20.10 Default","Liquorix Kernel","XanMod Kernel","Linux 5.10.7 Vanilla","Linux 5.11 Git","XanMod - Battery" Processor,,AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads),AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads),AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads),AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads),AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads),Intel Core i7-9750H @ 4.50GHz (6 Cores / 12 Threads) Motherboard,,ASUS ROG CROSSHAIR VIII HERO (2702 BIOS),ASUS ROG CROSSHAIR VIII HERO (2702 BIOS),ASUS ROG CROSSHAIR VIII HERO (2702 BIOS),ASUS ROG CROSSHAIR VIII HERO (2702 BIOS),ASUS ROG CROSSHAIR VIII HERO (2702 BIOS),Dell 0VYV0G (1.9.1 BIOS) Chipset,,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,AMD Starship/Matisse,Intel Cannon Lake PCH Memory,,16GB,16GB,16GB,16GB,16GB,32GB Disk,,1000GB Sabrent Rocket 4.0 1TB + 1000GB Samsung SSD 980 PRO 1TB,1000GB Sabrent Rocket 4.0 1TB + 1000GB Samsung SSD 980 PRO 1TB,1000GB Sabrent Rocket 4.0 1TB + 1000GB Samsung SSD 980 PRO 1TB,1000GB Sabrent Rocket 4.0 1TB + 1000GB Samsung SSD 980 PRO 1TB,1000GB Sabrent Rocket 4.0 1TB + 1000GB Samsung SSD 980 PRO 1TB,SSDPEMKF512G8 NVMe INTEL 512GB Graphics,,Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz),Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz),Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz),Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz),Sapphire AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 6GB (1780/875MHz),Intel UHD 630 (1150MHz) Audio,,AMD Navi 10 HDMI Audio,AMD Navi 10 HDMI Audio,AMD Navi 10 HDMI Audio,AMD Navi 10 HDMI Audio,AMD Navi 10 HDMI Audio,Realtek ALC3266 Monitor,,ASUS VP28U,ASUS VP28U,ASUS VP28U,ASUS VP28U,ASUS VP28U,SMT22A300 Network,,Realtek RTL8125 2.5GbE + Intel I211,Realtek RTL8125 2.5GbE + Intel I211,Realtek RTL8125 2.5GbE + Intel I211,Realtek RTL8125 2.5GbE + Intel I211,Realtek RTL8125 2.5GbE + Intel I211,Intel Wi-Fi 6 AX200 OS,,Ubuntu 20.10,Ubuntu 20.10,Ubuntu 20.10,Ubuntu 20.10,Ubuntu 20.10,Ubuntu 20.10 Kernel,,5.8.0-36-generic (x86_64),5.10.0-7.1-liquorix-amd64 (x86_64),5.10.7-xanmod1 (x86_64),5.10.7-051007-generic (x86_64),5.11.0-051100rc3daily20210116-generic (x86_64) 20210115,5.10.13-xanmod1 (x86_64) Desktop,,GNOME Shell 3.38.1,GNOME Shell 3.38.1,GNOME Shell 3.38.1,GNOME Shell 3.38.1,GNOME Shell 3.38.1,KDE Plasma 5.19.5 Display Server,,X Server 1.20.9,X Server 1.20.9,X Server 1.20.9,X Server 1.20.9,X Server 1.20.9,X Server 1.20.9 Display Driver,,modesetting 1.20.9,modesetting 1.20.9,modesetting 1.20.9,modesetting 1.20.9,modesetting 1.20.9,intel OpenGL,,4.6 Mesa 20.2.6 (LLVM 11.0.0),4.6 Mesa 20.2.6 (LLVM 11.0.0),4.6 Mesa 20.2.6 (LLVM 11.0.0),4.6 Mesa 20.2.6 (LLVM 11.0.0),4.6 Mesa 20.2.6 (LLVM 11.0.0),4.6 Mesa 20.2.6 Vulkan,,1.2.131,1.2.131,1.2.131,1.2.131,1.2.131,1.2.145 Compiler,,GCC 10.2.0,GCC 10.2.0,GCC 10.2.0,GCC 10.2.0,GCC 10.2.0,GCC 10.2.0 File-System,,ext4,ext4,ext4,ext4,ext4,ext4 Screen Resolution,,3840x2160,3840x2160,3840x2160,3840x2160,3840x2160,1440x810 ,,"Ubuntu 20.10 Default","Liquorix Kernel","XanMod Kernel","Linux 5.10.7 Vanilla","Linux 5.11 Git","XanMod - Battery" "LevelDB - Benchmark: Hot Read (us/Op)",LIB,9.823,8.092,9.824,10.050,11.307,9.816 "LevelDB - Benchmark: Fill Sync (MB/s)",HIB,1.5,0.2,1.6,1.5,1.5,0.6 "LevelDB - Benchmark: Fill Sync (us/Op)",LIB,1773.081,11153.199,1685.368,1775.244,1730.261,2039.538 "LevelDB - Benchmark: Overwrite (MB/s)",HIB,32.0,20.9,60.1,32.7,32.2,27.0 "LevelDB - Benchmark: Overwrite (us/Op)",LIB,82.895,126.225,44.140,81.310,82.345,49.119 "LevelDB - Benchmark: Random Fill (MB/s)",HIB,31.8,20.9,60.2,32.4,32.2,27.0 "LevelDB - Benchmark: Random Fill (us/Op)",LIB,83.322,126.346,44.072,81.916,82.344,49.143 "LevelDB - Benchmark: Random Read (us/Op)",LIB,9.985,7.972,9.990,10.035,11.677,9.899 "LevelDB - Benchmark: Seek Random (us/Op)",LIB,14.140,11.618,14.406,14.271,15.755,12.450 "LevelDB - Benchmark: Random Delete (us/Op)",LIB,77.394,129.242,40.233,77.405,78.334,44.286 "LevelDB - Benchmark: Sequential Fill (MB/s)",HIB,32.3,20.3,61.2,32.8,32.7,29.7 "LevelDB - Benchmark: Sequential Fill (us/Op)",LIB,82.215,130.615,43.339,80.828,81.332,44.680 "ET: Legacy - Renderer: Renderer2 - Resolution: 3840 x 2160 (FPS)",HIB,280.2,277.5,284.3,283.1,185.7,86.1 "Unigine Heaven - Resolution: 1920 x 1080 - Mode: Fullscreen - Renderer: OpenGL (FPS)",HIB,134.981,134.666,135.476,135.134,130.290,10.6419 "Unigine Superposition - Resolution: 1920 x 1080 - Mode: Fullscreen - Quality: Low - Renderer: OpenGL (FPS)",HIB,210.5,212.6,214.7,210.4,207.5,12.8 "Unigine Superposition - Resolution: 1920 x 1080 - Mode: Fullscreen - Quality: High - Renderer: OpenGL (FPS)",HIB,70.7,70.5,70.6,70.7,70.6,4.4 "Warsow - Resolution: 1920 x 1080 (FPS)",HIB,950.1,958.8,961.9,951.2,953.8,80.0 "Warsow - Resolution: 3840 x 2160 (FPS)",HIB,340.6,340.4,341.6,340.1,338.9,23.8 "Xonotic - Resolution: 3840 x 2160 - Effects Quality: Low (FPS)",HIB,636.5642716,580.6300736,631.5750817,643.9638249,591.2837488,200.3889323 "Xonotic - Resolution: 3840 x 2160 - Effects Quality: High (FPS)",HIB,467.1591082,456.0222028,473.3634823,471.8930683,339.5752154,161.3076185 "Xonotic - Resolution: 3840 x 2160 - Effects Quality: Ultra (FPS)",HIB,405.2334190,400.7201162,414.7631676,412.8650872,286.3504710,142.6556758 "Xonotic - Resolution: 3840 x 2160 - Effects Quality: Ultimate (FPS)",HIB,324.8988208,322.0457644,333.3120034,332.3958601,240.2828618,113.9899431 "GLmark2 - Resolution: 1920 x 1080 (Score)",HIB,7323,7420,7510,7414,7307,1034 "GLmark2 - Resolution: 3840 x 2160 (Score)",HIB,2132,2069,2072,2053,2024,345 "ParaView - Test: Wavelet Volume - Resolution: 1920 x 1080 (Frames / Sec)",HIB,274.58,347.95,346.61,371.80,341.70,38.11 "ParaView - Test: Wavelet Volume - Resolution: 1920 x 1080 (MiVoxels / Sec)",HIB,4393.268,5567.140,5545.778,5948.844,5467.185,609.694 "ParaView - Test: Wavelet Contour - Resolution: 1920 x 1080 (Frames / Sec)",HIB,298.41,294.35,305.05,307.32,303.46,31.12 "ParaView - Test: Wavelet Contour - Resolution: 1920 x 1080 (MiPolys / Sec)",HIB,3109.852,3067.523,3179.028,3202.614,3162.406,324.264 "VKMark - Resolution: 1920 x 1080 (VKMark Score)",HIB,6975,6992,7133,6937,6970, "VKMark - Resolution: 3840 x 2160 (VKMark Score)",HIB,2252,2254,2260,2258,2239, "OSBench - Test: Create Files (us/Event)",LIB,9.642329,8.948921,8.955293,10.258411,10.421440,21.666031 "OSBench - Test: Create Threads (us/Event)",LIB,7.830461,9.816488,8.036772,8.522987,8.632541,19.639333 "OSBench - Test: Launch Programs (us/Event)",LIB,25.416215,25.840997,28.821468,29.688517,29.696623,64.106782 "OSBench - Test: Create Processes (us/Event)",LIB,16.687711,23.128390,19.667625,24.296284,24.551709,43.367148 "OSBench - Test: Memory Allocations (Ns/Event)",LIB,52.319050,50.364653,50.856431,52.864710,52.429676,114.415566 "LeelaChessZero - Backend: BLAS (Nodes/s)",HIB,592,593,587,584,586,643 "LeelaChessZero - Backend: Eigen (Nodes/s)",HIB,605,615,614,609,612,603 "CloverLeaf - Lagrangian-Eulerian Hydrodynamics (sec)",LIB,128.31,126.62,127.77,127.77,128.27,185.05 "NAMD - ATPase Simulation - 327,506 Atoms (days/ns)",LIB,1.28596,1.28723,1.28428,1.29220,1.28805,4.10369 "Timed MAFFT Alignment - Multiple Sequence Alignment - LSU RNA (sec)",LIB,7.470,7.585,7.001,8.332,9.335,16.330 "OpenFOAM - Input: Motorbike 30M (sec)",LIB,99.03,122.97,97.80,97.24,97.18, "LAMMPS Molecular Dynamics Simulator - Model: Rhodopsin Protein (ns/day)",HIB,10.282,8.128,10.570,10.935,10.923,2.691 "Zstd Compression - Compression Level: 3 (MB/s)",HIB,5912.9,5871.3,5935.2,5923.6,5935.5,2552.6 "Zstd Compression - Compression Level: 19 (MB/s)",HIB,45.2,44.7,44.9,45.2,45.3,24 "oneDNN - Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU (ms)",LIB,3.81802,3.73416,3.85540,3.78027,3.79353,8.40430 "oneDNN - Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU (ms)",LIB,8.20649,8.20373,8.22694,8.15739,8.18963,10.7867 "oneDNN - Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU (ms)",LIB,16.1533,16.6492,16.7025,16.5122,16.2889,17.8889 "oneDNN - Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU (ms)",LIB,3.16168,3.19355,3.18111,3.16525,3.18958,12.2170 "oneDNN - Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU (ms)",LIB,4.83723,4.80458,4.82812,4.83252,4.86326,17.0956 "oneDNN - Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU (ms)",LIB,2992.57,2906.52,3037.16,2935.09,2935.73,7807.51 "oneDNN - Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU (ms)",LIB,1851.90,1841.22,1810.55,1834.98,1823.57,4201.40 "oneDNN - Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU (ms)",LIB,0.806539,0.841146,0.826409,0.865149,0.804411,4.55673 "dav1d - Video Input: Summer Nature 4K (FPS)",HIB,228.85,229.15,238.30,227.58,222.98,86.15 "rav1e - Speed: 5 (FPS)",HIB,1.575,1.297,1.636,1.454,1.417,0.688 "rav1e - Speed: 6 (FPS)",HIB,2.088,1.681,2.212,1.909,1.854,0.922 "rav1e - Speed: 10 (FPS)",HIB,4.559,4.117,5.054,3.955,3.176,2.016 "SVT-AV1 - Encoder Mode: Enc Mode 4 - Input: 1080p (FPS)",HIB,5.371,5.001,5.452,5.396,5.411,1.386 "SVT-AV1 - Encoder Mode: Enc Mode 8 - Input: 1080p (FPS)",HIB,43.580,42.297,45.390,42.524,41.837,10.958 "x265 - Video Input: Bosphorus 4K (FPS)",HIB,23.60,24.29,24.12,23.20,19.85,6.75 "x265 - Video Input: Bosphorus 1080p (FPS)",HIB,71.23,84.37,84.59,48.29,44.06,28.09 "Stockfish - Total Time (Nodes/s)",HIB,36134073,35497739,36152638,35794569,36073993,7633053 "Timed Godot Game Engine Compilation - Time To Compile (sec)",LIB,90.645,89.795,89.272,90.490,90.288,354.477 "Timed Linux Kernel Compilation - Time To Compile (sec)",LIB,54.255,53.690,52.781,53.585,52.954,211.722 "Opus Codec Encoding - WAV To Opus Encode (sec)",LIB,6.154,6.192,6.146,6.220,6.157, "Node.js V8 Web Tooling Benchmark - (runs/s)",HIB,15.16,15.54,15.55,14.93,14.75,7.01 "Cryptsetup - PBKDF2-sha512 (Iterations/sec)",HIB,2425650,2308860,2442370,2378741,2405018,938471 "Cryptsetup - PBKDF2-whirlpool (Iterations/sec)",HIB,875351,841400,895905,872373,881156,394399 "Cryptsetup - AES-XTS 256b Encryption (MiB/s)",HIB,2799.4,2853.8,2787.2,2690.8,2727.6,2070.5 "Cryptsetup - AES-XTS 256b Decryption (MiB/s)",HIB,2800.4,2869.3,2789.9,2676.3,2731.6,2068.0 "Cryptsetup - Serpent-XTS 256b Encryption (MiB/s)",HIB,1030.8,1024.9,1009.0,1009.7,1001.0,437.0 "Cryptsetup - Serpent-XTS 256b Decryption (MiB/s)",HIB,1014.1,1011.6,991.3,996.8,985.5,432.1 "Cryptsetup - Twofish-XTS 256b Encryption (MiB/s)",HIB,524.3,529.3,521.6,514.8,509.5,239.2 "Cryptsetup - Twofish-XTS 256b Decryption (MiB/s)",HIB,543.3,537.5,520.8,530.3,525.4,240.1 "Cryptsetup - AES-XTS 512b Encryption (MiB/s)",HIB,2399.4,2447.1,2379.5,2348.0,2334.5,1672.2 "Cryptsetup - AES-XTS 512b Decryption (MiB/s)",HIB,2396.7,2445.0,2371.6,2342.1,2332.8,1673.5 "Cryptsetup - Serpent-XTS 512b Encryption (MiB/s)",HIB,1031.8,1041.5,1009.6,1011.8,1001.7,437.6 "Cryptsetup - Serpent-XTS 512b Decryption (MiB/s)",HIB,1014.0,1019.2,991.5,998.0,986.3,431.6 "Cryptsetup - Twofish-XTS 512b Encryption (MiB/s)",HIB,525.1,534.7,521.0,515.0,509.9,239.8 "Cryptsetup - Twofish-XTS 512b Decryption (MiB/s)",HIB,543.0,542.9,520.4,530.1,524.9,240.2 "GROMACS - Water Benchmark (Ns/Day)",HIB,1.278,1.286,1.283,1.281,1.281,0.511 "SQLite Speedtest - Timed Time - Size 1,000 (sec)",LIB,41.848,40.399,41.182,42.969,43.034,101.293 "Stress-NG - Test: MMAP (Bogo Ops/s)",HIB,350.57,404.76,382.58,368.30,375.48,65.41 "Stress-NG - Test: NUMA (Bogo Ops/s)",HIB,358.12,548.53,382.86,350.05,430.32,89.78 "Stress-NG - Test: MEMFD (Bogo Ops/s)",HIB,1023.10,1134.47,1165.44,1118.20,1110.92,377.02 "Stress-NG - Test: Atomic (Bogo Ops/s)",HIB,201011.33,201926.77,201729.92,201143.09,201128.60,126481.39 "Stress-NG - Test: Crypto (Bogo Ops/s)",HIB,3846.85,3855.93,3853.05,3852.79,3853.51,747.01 "Stress-NG - Test: Malloc (Bogo Ops/s)",HIB,203447779.36,203779310.80,204227806.20,205192043.53,205432577.21,31354322.97 "Stress-NG - Test: Forking (Bogo Ops/s)",HIB,96257.08,95849.09,47504.64,82472.77,85321.13,29302.53 "Stress-NG - Test: SENDFILE (Bogo Ops/s)",HIB,298068.77,313934.53,303378.89,291119.50,331558.56,61612.18 "Stress-NG - Test: CPU Cache (Bogo Ops/s)",HIB,36.62,39.99,37.13,36.35,35.60,14.06 "Stress-NG - Test: CPU Stress (Bogo Ops/s)",HIB,9980.25,11268.42,9859.11,10119.46,10025.58,1990.81 "Stress-NG - Test: Semaphores (Bogo Ops/s)",HIB,1760869.81,1171684.36,1839419.62,1824864.13,1815830.97,901024.72 "Stress-NG - Test: Matrix Math (Bogo Ops/s)",HIB,59526.15,60526.48,59860.03,59705.92,59672.54,14573.84 "Stress-NG - Test: Vector Math (Bogo Ops/s)",HIB,135129.54,135071.68,135208.65,135156.19,135182.01,26425.83 "Stress-NG - Test: Memory Copying (Bogo Ops/s)",HIB,1609.72,1940.29,1700.45,1610.55,1610.86,1593.00 "Stress-NG - Test: Socket Activity (Bogo Ops/s)",HIB,8992.57,11293.22,8889.34,8615.33,8456.17,3296.16 "Stress-NG - Test: Context Switching (Bogo Ops/s)",HIB,6757088.38,431606.76,10339671.20,7001177.47,6733526.10,2589820.71 "Stress-NG - Test: Glibc C String Functions (Bogo Ops/s)",HIB,2034877.56,2065076.11,1986480.02,2018775.50,2061167.94,457126.96 "Stress-NG - Test: Glibc Qsort Data Sorting (Bogo Ops/s)",HIB,203.81,205.03,204.51,204.10,204.84,46.85 "Stress-NG - Test: System V Message Passing (Bogo Ops/s)",HIB,13593362.4,11863874.51,14654287.56,14260036.90,17755101.18,4431169.32 "Mobile Neural Network - Model: SqueezeNetV1.0 (ms)",LIB,5.048,5.038,4.991,4.903,5.015,9.245 "Mobile Neural Network - Model: resnet-v2-50 (ms)",LIB,25.882,24.403,25.498,25.568,25.627,55.335 "Mobile Neural Network - Model: MobileNetV2_224 (ms)",LIB,3.308,3.189,3.225,3.159,3.219,5.453 "Mobile Neural Network - Model: mobilenet-v1-1.0 (ms)",LIB,3.458,3.351,3.360,3.324,3.431,6.297 "Mobile Neural Network - Model: inception-v3 (ms)",LIB,27.654,26.700,28.151,28.113,28.061,65.316 "NCNN - Target: CPU - Model: mobilenet (ms)",LIB,12.41,12.26,12.31,12.39,12.37,34.48 "NCNN - Target: CPU-v2-v2 - Model: mobilenet-v2 (ms)",LIB,4.25,4.22,4.24,4.24,4.26,9.49 "NCNN - Target: CPU-v3-v3 - Model: mobilenet-v3 (ms)",LIB,4.00,3.91,4.02,4.02,3.97,7.99 "NCNN - Target: CPU - Model: shufflenet-v2 (ms)",LIB,4.81,4.73,4.86,4.84,4.78,12.41 "NCNN - Target: CPU - Model: mnasnet (ms)",LIB,3.85,3.92,3.84,3.83,3.85,8.28 "NCNN - Target: CPU - Model: efficientnet-b0 (ms)",LIB,5.36,5.25,5.33,5.32,5.32,12.45 "NCNN - Target: CPU - Model: blazeface (ms)",LIB,1.82,1.81,1.81,1.81,1.80,3.91 "NCNN - Target: CPU - Model: googlenet (ms)",LIB,12.48,12.35,12.19,12.26,12.72,26.26 "NCNN - Target: CPU - Model: vgg16 (ms)",LIB,53.70,52.00,53.58,53.51,53.79,84.35 "NCNN - Target: CPU - Model: resnet18 (ms)",LIB,13.21,13.27,13.10,13.07,13.34,25.01 "NCNN - Target: CPU - Model: alexnet (ms)",LIB,10.53,10.42,10.51,10.39,10.55,20.86 "NCNN - Target: CPU - Model: resnet50 (ms)",LIB,24.25,24.26,24.24,23.89,24.52,51.02 "NCNN - Target: CPU - Model: yolov4-tiny (ms)",LIB,20.72,20.95,20.45,20.54,20.94,48.29 "NCNN - Target: CPU - Model: squeezenet_ssd (ms)",LIB,14.23,13.62,14.19,14.22,14.19,35.87 "NCNN - Target: CPU - Model: regnety_400m (ms)",LIB,16.80,15.96,17.44,17.40,16.63,25.75 "NCNN - Target: Vulkan GPU - Model: mobilenet (ms)",LIB,12.37,12.41,12.19,12.23,12.27,34.68 "NCNN - Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 (ms)",LIB,4.24,4.23,4.23,4.17,4.23,9.33 "NCNN - Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 (ms)",LIB,4.01,3.95,4.03,3.96,3.99,7.87 "NCNN - Target: Vulkan GPU - Model: shufflenet-v2 (ms)",LIB,4.81,4.67,4.82,4.79,4.82,12.06 "NCNN - Target: Vulkan GPU - Model: mnasnet (ms)",LIB,3.82,3.81,3.82,3.76,3.81,8.21 "NCNN - Target: Vulkan GPU - Model: efficientnet-b0 (ms)",LIB,5.30,5.24,5.33,5.25,5.30,12.68 "NCNN - Target: Vulkan GPU - Model: blazeface (ms)",LIB,1.82,1.78,1.83,1.79,1.82,3.99 "NCNN - Target: Vulkan GPU - Model: googlenet (ms)",LIB,12.27,12.53,12.17,12.05,12.39,26.39 "NCNN - Target: Vulkan GPU - Model: vgg16 (ms)",LIB,53.54,52.31,53.48,53.23,53.64,83.27 "NCNN - Target: Vulkan GPU - Model: resnet18 (ms)",LIB,13.11,13.19,13.03,12.99,13.24,24.77 "NCNN - Target: Vulkan GPU - Model: alexnet (ms)",LIB,10.44,10.49,10.37,10.36,10.47,20.49 "NCNN - Target: Vulkan GPU - Model: resnet50 (ms)",LIB,23.98,23.95,23.88,23.70,24.24,51.02 "NCNN - Target: Vulkan GPU - Model: yolov4-tiny (ms)",LIB,20.45,20.92,20.02,20.00,20.50,48.77 "NCNN - Target: Vulkan GPU - Model: squeezenet_ssd (ms)",LIB,14.09,13.63,14.10,14.06,14.24,35.56 "NCNN - Target: Vulkan GPU - Model: regnety_400m (ms)",LIB,17.08,15.74,17.28,16.82,17.33,26.43 "TNN - Target: CPU - Model: MobileNet v2 (ms)",LIB,214.880,216.132,212.370,213.073,218.737,606.522 "TNN - Target: CPU - Model: SqueezeNet v1.1 (ms)",LIB,209.461,210.814,213.825,213.689,213.907,583.930 "ctx_clock - Context Switch Time (Clocks)",LIB,148,148,148,148,148,229 "PyBench - Total For Average Test Times (Milliseconds)",LIB,726,717,738,733,741,1897 "WavPack Audio Encoding - WAV To WavPack (sec)",LIB,11.161,11.200,11.280,11.162,11.336,28.409 "Unpacking Firefox - Extracting: firefox-84.0.source.tar.xz (sec)",LIB,14.028,13.446,13.192,14.001,14.793,34.501 "BRL-CAD - VGR Performance Metric (VGR Performance Metric)",HIB,214678,187354,216829,212718,213261,45903 "Google SynthMark - Test: VoiceMark_100 (Voices)",HIB,780.172,997.634,985.107,955.486,893.890,363.399