NVIDIA Linux GPU Performance Comptue RTX 30 RTX 20 Benchmarks by Michael Larabel for a future article. RTX 3060 TI: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 3060 Ti 8GB (1665/7000MHz), Audio: NVIDIA Device 228b, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 3080: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 3080 10GB (1710/9501MHz), Audio: NVIDIA Device 1aef, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080 Ti: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz), Audio: NVIDIA TU102 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2070 SUPER: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 2070 SUPER 8GB (1605/7000MHz), Audio: NVIDIA TU104 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080 SUPER: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 2080 SUPER 8GB (1650/7750MHz), Audio: NVIDIA TU104 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 TITAN RTX: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA TITAN RTX 24GB (1350/7000MHz), Audio: NVIDIA TU102 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz), Audio: NVIDIA TU104 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2060 SUPER: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz), Audio: NVIDIA TU106 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2070: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: ASUS NVIDIA GeForce RTX 2070 8GB (435/405MHz), Audio: NVIDIA TU106 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2060: Processor: AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 2000GB Corsair Force MP600, Graphics: NVIDIA GeForce RTX 2060 6GB (1365/7000MHz), Audio: NVIDIA TU106 HD Audio, Monitor: ASUS MG28U, Network: Realtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.4.0-58-generic (x86_64), Desktop: GNOME Shell 3.36.4, Display Server: X Server 1.20.8, Display Driver: NVIDIA 460.27.04, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 11.2.66, Vulkan: 1.2.155, Compiler: GCC 9.3.0, File-System: ext4, Screen Resolution: 3840x2160 ArrayFire 3.7 Test: Conjugate Gradient OpenCL ms < Lower Is Better RTX 3060 TI .... 2.092 |=========================================== RTX 3080 ....... 1.557 |================================ RTX 2080 Ti .... 1.670 |=================================== RTX 2070 SUPER . 2.060 |=========================================== RTX 2080 SUPER . 1.893 |======================================= TITAN RTX ...... 1.637 |================================== RTX 2080 ....... 2.072 |=========================================== RTX 2060 SUPER . 2.073 |=========================================== RTX 2070 ....... 2.086 |=========================================== RTX 2060 ....... 2.650 |======================================================= Betsy GPU Compressor 1.1 Beta Codec: ETC1 - Quality: Highest Seconds < Lower Is Better RTX 3060 TI .... 4.358 |======================================= RTX 3080 ....... 2.701 |======================== RTX 2080 Ti .... 3.177 |============================ RTX 2070 SUPER . 4.824 |=========================================== RTX 2080 SUPER . 4.004 |==================================== TITAN RTX ...... 3.043 |=========================== RTX 2080 ....... 4.375 |======================================= RTX 2060 SUPER . 5.451 |================================================ RTX 2070 ....... 5.309 |=============================================== RTX 2060 ....... 6.189 |======================================================= Betsy GPU Compressor 1.1 Beta Codec: ETC2 RGB - Quality: Highest Seconds < Lower Is Better RTX 3060 TI .... 6.040 |====================================== RTX 3080 ....... 3.664 |======================= RTX 2070 SUPER . 6.653 |========================================== RTX 2080 SUPER . 5.507 |=================================== TITAN RTX ...... 4.116 |========================== RTX 2080 ....... 6.153 |======================================= RTX 2060 SUPER . 7.733 |================================================= RTX 2070 ....... 7.646 |================================================ RTX 2060 ....... 8.748 |======================================================= Blender 2.90 Blend File: BMW27 - Compute: NVIDIA OptiX Seconds < Lower Is Better RTX 3060 TI .... 20.15 |=============================== RTX 3080 ....... 11.48 |================= RTX 2080 Ti .... 21.67 |================================= RTX 2070 SUPER . 25.44 |======================================= RTX 2080 SUPER . 25.22 |====================================== TITAN RTX ...... 18.64 |============================ RTX 2080 ....... 26.24 |======================================== RTX 2060 SUPER . 30.90 |=============================================== RTX 2070 ....... 31.34 |================================================ RTX 2060 ....... 36.27 |======================================================= Blender 2.90 Blend File: Classroom - Compute: NVIDIA OptiX Seconds < Lower Is Better RTX 3060 TI .... 56.33 |===================== RTX 3080 ....... 38.85 |============== RTX 2080 Ti .... 73.99 |=========================== RTX 2070 SUPER . 89.12 |================================ RTX 2080 SUPER . 81.14 |============================== TITAN RTX ...... 73.40 |=========================== RTX 2080 ....... 86.13 |=============================== RTX 2060 SUPER . 144.40 |===================================================== RTX 2070 ....... 148.17 |====================================================== RTX 2060 ....... 147.65 |====================================================== Blender 2.90 Blend File: Fishy Cat - Compute: NVIDIA OptiX Seconds < Lower Is Better RTX 3060 TI .... 36.74 |============================== RTX 3080 ....... 21.48 |================== RTX 2080 Ti .... 32.80 |=========================== RTX 2070 SUPER . 48.03 |======================================= RTX 2080 SUPER . 42.60 |=================================== TITAN RTX ...... 31.72 |========================== RTX 2080 ....... 45.51 |===================================== RTX 2060 SUPER . 58.94 |================================================ RTX 2070 ....... 58.34 |================================================ RTX 2060 ....... 67.13 |======================================================= Blender 2.90 Blend File: Barbershop - Compute: NVIDIA OptiX Seconds < Lower Is Better RTX 3060 TI .... 565.99 |================ RTX 3080 ....... 421.51 |============ RTX 2080 Ti .... 899.14 |========================== RTX 2070 SUPER . 996.82 |============================= RTX 2080 SUPER . 911.32 |========================== TITAN RTX ...... 905.22 |========================== RTX 2080 ....... 971.62 |============================ RTX 2060 SUPER . 1758.17 |=================================================== RTX 2070 ....... 1826.30 |===================================================== RTX 2060 ....... 1779.46 |==================================================== Blender 2.90 Blend File: Pabellon Barcelona - Compute: NVIDIA OptiX Seconds < Lower Is Better RTX 3060 TI .... 84.95 |====================== RTX 3080 ....... 55.63 |=============== RTX 2080 Ti .... 103.97 |=========================== RTX 2070 SUPER . 132.73 |=================================== RTX 2080 SUPER . 126.93 |================================= TITAN RTX ...... 102.51 |=========================== RTX 2080 ....... 132.90 |=================================== RTX 2060 SUPER . 194.41 |=================================================== RTX 2070 ....... 198.63 |==================================================== RTX 2060 ....... 206.86 |====================================================== cl-mem 2017-01-13 Benchmark: Copy GB/s > Higher Is Better RTX 3060 TI .... 294.1 |============================================== RTX 3080 ....... 354.7 |======================================================= RTX 2080 Ti .... 324.0 |================================================== RTX 2070 SUPER . 292.3 |============================================= RTX 2080 SUPER . 302.0 |=============================================== TITAN RTX ...... 320.8 |================================================== RTX 2080 ....... 290.5 |============================================= RTX 2060 SUPER . 288.3 |============================================= RTX 2070 ....... 285.7 |============================================ RTX 2060 ....... 239.5 |===================================== cl-mem 2017-01-13 Benchmark: Read GB/s > Higher Is Better RTX 3060 TI .... 392.8 |================================ RTX 3080 ....... 674.2 |======================================================= RTX 2080 Ti .... 545.6 |============================================= RTX 2070 SUPER . 397.1 |================================ RTX 2080 SUPER . 437.8 |==================================== TITAN RTX ...... 568.2 |============================================== RTX 2080 ....... 397.1 |================================ RTX 2060 SUPER . 397.1 |================================ RTX 2070 ....... 397.1 |================================ RTX 2060 ....... 297.5 |======================== cl-mem 2017-01-13 Benchmark: Write GB/s > Higher Is Better RTX 3060 TI .... 384.3 |================================= RTX 3080 ....... 645.3 |======================================================= RTX 2080 Ti .... 446.6 |====================================== RTX 2070 SUPER . 320.6 |=========================== RTX 2080 SUPER . 350.8 |============================== TITAN RTX ...... 495.4 |========================================== RTX 2080 ....... 331.9 |============================ RTX 2060 SUPER . 340.1 |============================= RTX 2070 ....... 323.9 |============================ RTX 2060 ....... 251.6 |===================== clpeak OpenCL Test: Integer Compute INT GIOPS > Higher Is Better RTX 3060 TI .... 8365.85 |============================ RTX 3080 ....... 15586.03 |==================================================== RTX 2080 Ti .... 13432.89 |============================================= RTX 2070 SUPER . 8551.57 |============================= RTX 2080 SUPER . 10244.08 |================================== TITAN RTX ...... 13791.91 |============================================== RTX 2080 ....... 9330.83 |=============================== RTX 2060 SUPER . 6956.55 |======================= RTX 2070 ....... 7094.24 |======================== RTX 2060 ....... 5224.68 |================= clpeak OpenCL Test: Single-Precision Float GFLOPS > Higher Is Better RTX 3060 TI .... 16033.64 |============================ RTX 3080 ....... 29490.81 |==================================================== RTX 2080 Ti .... 12677.18 |====================== RTX 2070 SUPER . 8591.77 |=============== RTX 2080 SUPER . 10347.92 |================== TITAN RTX ...... 14109.68 |========================= RTX 2080 ....... 8860.55 |================ RTX 2060 SUPER . 6985.02 |============ RTX 2070 ....... 7190.53 |============= RTX 2060 ....... 5369.81 |========= clpeak OpenCL Test: Double-Precision Double GFLOPS > Higher Is Better RTX 3060 TI .... 306.12 |============================== RTX 3080 ....... 545.91 |====================================================== RTX 2080 Ti .... 519.03 |=================================================== RTX 2070 SUPER . 309.27 |=============================== RTX 2080 SUPER . 373.96 |===================================== TITAN RTX ...... 545.22 |====================================================== RTX 2080 ....... 344.68 |================================== RTX 2060 SUPER . 261.53 |========================== RTX 2070 ....... 268.18 |=========================== RTX 2060 ....... 231.27 |======================= clpeak OpenCL Test: Global Memory Bandwidth GBPS > Higher Is Better RTX 3060 TI .... 389.18 |================================ RTX 3080 ....... 662.24 |====================================================== RTX 2080 Ti .... 508.00 |========================================= RTX 2070 SUPER . 370.17 |============================== RTX 2080 SUPER . 405.68 |================================= TITAN RTX ...... 530.48 |=========================================== RTX 2080 ....... 369.65 |============================== RTX 2060 SUPER . 369.42 |============================== RTX 2070 ....... 369.14 |============================== RTX 2060 ....... 277.40 |======================= FAHBench 2.3.2 Ns Per Day > Higher Is Better RTX 3060 TI .... 235.72 |======================================== RTX 3080 ....... 320.66 |====================================================== RTX 2080 Ti .... 304.04 |=================================================== RTX 2070 SUPER . 229.76 |======================================= RTX 2080 SUPER . 260.90 |============================================ TITAN RTX ...... 307.03 |==================================================== RTX 2080 ....... 244.42 |========================================= RTX 2060 SUPER . 207.08 |=================================== RTX 2070 ....... 205.23 |=================================== RTX 2060 ....... 183.29 |=============================== FinanceBench 2016-06-06 Benchmark: Black-Scholes OpenCL ms < Lower Is Better RTX 3060 TI .... 8.328 |==================================== RTX 3080 ....... 4.869 |===================== RTX 2080 Ti .... 6.014 |========================== RTX 2070 SUPER . 8.224 |=================================== RTX 2080 SUPER . 6.749 |============================= TITAN RTX ...... 5.691 |======================== RTX 2080 ....... 7.620 |================================= RTX 2060 SUPER . 10.454 |============================================= RTX 2070 ....... 10.225 |============================================ RTX 2060 ....... 12.565 |====================================================== Hashcat 6.1.1 Benchmark: MD5 H/s > Higher Is Better RTX 3060 TI .... 32927600000 |============================ RTX 3080 ....... 56429133333 |================================================ RTX 2080 Ti .... 55488333333 |=============================================== RTX 2070 SUPER . 35466033333 |============================== RTX 2080 SUPER . 43136966667 |==================================== TITAN RTX ...... 58104300000 |================================================= RTX 2080 ....... 38493233333 |================================ RTX 2060 SUPER . 29272000000 |========================= RTX 2070 ....... 29955566667 |========================= RTX 2060 ....... 25930633333 |====================== Hashcat 6.1.1 Benchmark: SHA1 H/s > Higher Is Better RTX 3060 TI .... 11103733333 |============================ RTX 3080 ....... 19151100000 |================================================= RTX 2080 Ti .... 17751300000 |============================================= RTX 2070 SUPER . 11183366667 |============================= RTX 2080 SUPER . 13653000000 |=================================== TITAN RTX ...... 18576400000 |================================================ RTX 2080 ....... 12203533333 |=============================== RTX 2060 SUPER . 9314900000 |======================== RTX 2070 ....... 9535466667 |======================== RTX 2060 ....... 8248933333 |===================== Hashcat 6.1.1 Benchmark: 7-Zip H/s > Higher Is Better RTX 3060 TI .... 581300 |================================ RTX 3080 ....... 981300 |====================================================== RTX 2080 Ti .... 885300 |================================================= RTX 2070 SUPER . 593700 |================================= RTX 2080 SUPER . 711967 |======================================= TITAN RTX ...... 937233 |==================================================== RTX 2080 ....... 637367 |=================================== RTX 2060 SUPER . 490533 |=========================== RTX 2070 ....... 500233 |============================ RTX 2060 ....... 439000 |======================== Hashcat 6.1.1 Benchmark: SHA-512 H/s > Higher Is Better RTX 3060 TI .... 1406900000 |============================= RTX 3080 ....... 2426033333 |================================================== RTX 2080 Ti .... 2241700000 |============================================== RTX 2070 SUPER . 1426733333 |============================= RTX 2080 SUPER . 1734100000 |==================================== TITAN RTX ...... 2350366667 |================================================ RTX 2080 ....... 1559500000 |================================ RTX 2060 SUPER . 1183433333 |======================== RTX 2070 ....... 1213266667 |========================= RTX 2060 ....... 1049366667 |====================== Hashcat 6.1.1 Benchmark: TrueCrypt RIPEMD160 + XTS H/s > Higher Is Better RTX 3060 TI .... 427100 |================================ RTX 3080 ....... 723200 |====================================================== RTX 2080 Ti .... 657967 |================================================= RTX 2070 SUPER . 423733 |================================ RTX 2080 SUPER . 527287 |======================================= TITAN RTX ...... 688167 |=================================================== RTX 2080 ....... 461367 |================================== RTX 2060 SUPER . 349600 |========================== RTX 2070 ....... 356700 |=========================== RTX 2060 ....... 311800 |======================= LeelaChessZero 0.26 Backend: OpenCL Nodes Per Second > Higher Is Better RTX 3060 TI .... 16799 |================================================= RTX 3080 ....... 18668 |======================================================= RTX 2080 Ti .... 16952 |================================================== RTX 2070 SUPER . 12841 |====================================== RTX 2080 SUPER . 14634 |=========================================== TITAN RTX ...... 17009 |================================================== RTX 2080 ....... 13576 |======================================== RTX 2060 SUPER . 11399 |================================== RTX 2070 ....... 11495 |================================== RTX 2060 ....... 9752 |============================= LuxCoreRender OpenCL 2.3 Scene: DLSC M samples/sec > Higher Is Better RTX 3060 TI .... 7.13 |========================================== RTX 3080 ....... 9.60 |======================================================== RTX 2080 Ti .... 5.53 |================================ RTX 2070 SUPER . 4.32 |========================= RTX 2080 SUPER . 4.32 |========================= TITAN RTX ...... 5.95 |=================================== RTX 2080 ....... 4.23 |========================= RTX 2060 SUPER . 4.19 |======================== RTX 2070 ....... 4.14 |======================== RTX 2060 ....... 3.30 |=================== LuxCoreRender OpenCL 2.3 Scene: Food M samples/sec > Higher Is Better RTX 3060 TI .... 2.97 |========================================== RTX 3080 ....... 4.00 |======================================================== RTX 2080 Ti .... 2.18 |=============================== RTX 2070 SUPER . 1.86 |========================== RTX 2080 SUPER . 1.97 |============================ TITAN RTX ...... 2.23 |=============================== RTX 2080 ....... 1.88 |========================== RTX 2060 SUPER . 1.32 |================== RTX 2070 ....... 1.30 |================== RTX 2060 ....... 1.21 |================= LuxCoreRender OpenCL 2.3 Scene: LuxCore Benchmark M samples/sec > Higher Is Better RTX 3060 TI .... 5.91 |========================================== RTX 3080 ....... 7.84 |======================================================== RTX 2080 Ti .... 4.58 |================================= RTX 2070 SUPER . 3.67 |========================== RTX 2080 SUPER . 3.60 |========================== TITAN RTX ...... 5.03 |==================================== RTX 2080 ....... 3.55 |========================= RTX 2060 SUPER . 3.63 |========================== RTX 2070 ....... 3.56 |========================= RTX 2060 ....... 2.80 |==================== LuxCoreRender OpenCL 2.3 Scene: Rainbow Colors and Prism M samples/sec > Higher Is Better RTX 3060 TI .... 17.11 |=========================================== RTX 3080 ....... 21.91 |======================================================= RTX 2080 Ti .... 12.14 |============================== RTX 2070 SUPER . 10.04 |========================= RTX 2080 SUPER . 9.19 |======================= TITAN RTX ...... 13.56 |================================== RTX 2080 ....... 9.27 |======================= RTX 2060 SUPER . 11.41 |============================= RTX 2070 ....... 10.94 |=========================== RTX 2060 ....... 7.98 |==================== MandelGPU 1.3pts1 OpenCL Device: GPU Samples/sec > Higher Is Better RTX 3060 TI .... 280941400.2 |============================== RTX 3080 ....... 421918457.5 |============================================= RTX 2080 Ti .... 447272306.0 |================================================ RTX 2070 SUPER . 321637774.3 |================================== RTX 2080 SUPER . 368037096.6 |======================================= TITAN RTX ...... 460475602.6 |================================================= RTX 2080 ....... 343080891.1 |===================================== RTX 2060 SUPER . 278640038.1 |============================== RTX 2070 ....... 283803060.1 |============================== RTX 2060 ....... 253858256.7 |=========================== NCNN 20201218 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better RTX 3060 TI .... 12.54 |===================================================== RTX 3080 ....... 12.78 |====================================================== RTX 2080 Ti .... 12.64 |===================================================== RTX 2070 SUPER . 12.77 |====================================================== RTX 2080 SUPER . 12.72 |====================================================== TITAN RTX ...... 12.77 |====================================================== RTX 2080 ....... 12.69 |====================================================== RTX 2060 SUPER . 13.04 |======================================================= RTX 2070 ....... 12.66 |===================================================== RTX 2060 ....... 12.42 |==================================================== NCNN 20201218 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better RTX 3060 TI .... 4.54 |====================================================== RTX 3080 ....... 4.56 |====================================================== RTX 2080 Ti .... 4.74 |======================================================== RTX 2070 SUPER . 4.64 |======================================================= RTX 2080 SUPER . 4.65 |======================================================= TITAN RTX ...... 4.49 |===================================================== RTX 2080 ....... 4.50 |===================================================== RTX 2060 SUPER . 4.67 |======================================================= RTX 2070 ....... 4.60 |====================================================== RTX 2060 ....... 4.44 |==================================================== NCNN 20201218 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better RTX 3060 TI .... 4.25 |====================================================== RTX 3080 ....... 4.34 |======================================================= RTX 2080 Ti .... 4.43 |======================================================== RTX 2070 SUPER . 4.30 |====================================================== RTX 2080 SUPER . 4.30 |====================================================== TITAN RTX ...... 4.20 |===================================================== RTX 2080 ....... 4.25 |====================================================== RTX 2060 SUPER . 4.34 |======================================================= RTX 2070 ....... 4.19 |===================================================== RTX 2060 ....... 4.15 |==================================================== NCNN 20201218 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better RTX 3060 TI .... 4.47 |======================================================= RTX 3080 ....... 4.52 |======================================================== RTX 2080 Ti .... 4.48 |======================================================== RTX 2070 SUPER . 4.46 |======================================================= RTX 2080 SUPER . 4.50 |======================================================== TITAN RTX ...... 4.43 |======================================================= RTX 2080 ....... 4.48 |======================================================== RTX 2060 SUPER . 4.47 |======================================================= RTX 2070 ....... 4.45 |======================================================= RTX 2060 ....... 4.42 |======================================================= NCNN 20201218 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better RTX 3060 TI .... 4.11 |================================================== RTX 3080 ....... 4.20 |==================================================== RTX 2080 Ti .... 4.56 |======================================================== RTX 2070 SUPER . 4.22 |==================================================== RTX 2080 SUPER . 4.21 |==================================================== TITAN RTX ...... 4.02 |================================================= RTX 2080 ....... 4.10 |================================================== RTX 2060 SUPER . 4.33 |===================================================== RTX 2070 ....... 4.15 |=================================================== RTX 2060 ....... 4.01 |================================================= NCNN 20201218 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better RTX 3060 TI .... 5.55 |==================================================== RTX 3080 ....... 5.61 |==================================================== RTX 2080 Ti .... 6.02 |======================================================== RTX 2070 SUPER . 5.60 |==================================================== RTX 2080 SUPER . 5.68 |===================================================== TITAN RTX ...... 6.03 |======================================================== RTX 2080 ....... 5.56 |==================================================== RTX 2060 SUPER . 5.70 |===================================================== RTX 2070 ....... 5.59 |==================================================== RTX 2060 ....... 5.48 |=================================================== NCNN 20201218 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better RTX 3060 TI .... 1.86 |===================================================== RTX 3080 ....... 1.91 |======================================================= RTX 2080 Ti .... 1.95 |======================================================== RTX 2070 SUPER . 1.88 |====================================================== RTX 2080 SUPER . 1.88 |====================================================== TITAN RTX ...... 1.83 |===================================================== RTX 2080 ....... 1.86 |===================================================== RTX 2060 SUPER . 1.93 |======================================================= RTX 2070 ....... 1.87 |====================================================== RTX 2060 ....... 1.80 |==================================================== NCNN 20201218 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better RTX 3060 TI .... 13.41 |==================================================== RTX 3080 ....... 13.95 |====================================================== RTX 2080 Ti .... 13.96 |====================================================== RTX 2070 SUPER . 13.48 |==================================================== RTX 2080 SUPER . 13.12 |=================================================== TITAN RTX ...... 13.32 |==================================================== RTX 2080 ....... 13.56 |===================================================== RTX 2060 SUPER . 14.18 |======================================================= RTX 2070 ....... 13.60 |===================================================== RTX 2060 ....... 13.43 |==================================================== NCNN 20201218 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better RTX 3060 TI .... 57.18 |======================================================= RTX 3080 ....... 56.96 |======================================================= RTX 2080 Ti .... 56.69 |====================================================== RTX 2070 SUPER . 57.13 |======================================================= RTX 2080 SUPER . 57.08 |======================================================= TITAN RTX ...... 56.52 |====================================================== RTX 2080 ....... 57.25 |======================================================= RTX 2060 SUPER . 57.22 |======================================================= RTX 2070 ....... 57.13 |======================================================= RTX 2060 ....... 56.98 |======================================================= NCNN 20201218 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better RTX 3060 TI .... 14.51 |====================================================== RTX 3080 ....... 14.74 |======================================================= RTX 2080 Ti .... 14.65 |======================================================= RTX 2070 SUPER . 14.53 |====================================================== RTX 2080 SUPER . 14.36 |===================================================== TITAN RTX ...... 14.36 |===================================================== RTX 2080 ....... 14.58 |====================================================== RTX 2060 SUPER . 14.77 |======================================================= RTX 2070 ....... 14.55 |====================================================== RTX 2060 ....... 14.47 |====================================================== NCNN 20201218 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better RTX 3060 TI .... 11.41 |===================================================== RTX 3080 ....... 11.71 |======================================================= RTX 2080 Ti .... 11.44 |====================================================== RTX 2070 SUPER . 11.36 |===================================================== RTX 2080 SUPER . 11.22 |===================================================== TITAN RTX ...... 11.25 |===================================================== RTX 2080 ....... 11.37 |===================================================== RTX 2060 SUPER . 11.53 |====================================================== RTX 2070 ....... 11.74 |======================================================= RTX 2060 ....... 11.61 |====================================================== NCNN 20201218 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better RTX 3060 TI .... 24.69 |===================================================== RTX 3080 ....... 25.34 |====================================================== RTX 2080 Ti .... 24.69 |===================================================== RTX 2070 SUPER . 25.25 |====================================================== RTX 2080 SUPER . 24.73 |===================================================== TITAN RTX ...... 24.95 |===================================================== RTX 2080 ....... 24.62 |===================================================== RTX 2060 SUPER . 25.71 |======================================================= RTX 2070 ....... 25.05 |====================================================== RTX 2060 ....... 24.58 |===================================================== NCNN 20201218 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better RTX 3060 TI .... 21.35 |==================================================== RTX 3080 ....... 22.15 |===================================================== RTX 2080 Ti .... 21.45 |==================================================== RTX 2070 SUPER . 21.79 |===================================================== RTX 2080 SUPER . 22.13 |===================================================== TITAN RTX ...... 21.88 |===================================================== RTX 2080 ....... 21.81 |===================================================== RTX 2060 SUPER . 22.80 |======================================================= RTX 2070 ....... 21.41 |==================================================== RTX 2060 ....... 21.41 |==================================================== NCNN 20201218 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better RTX 3060 TI .... 15.11 |======================================================= RTX 3080 ....... 14.50 |===================================================== RTX 2080 Ti .... 14.36 |==================================================== RTX 2070 SUPER . 14.55 |===================================================== RTX 2080 SUPER . 14.47 |===================================================== TITAN RTX ...... 14.35 |==================================================== RTX 2080 ....... 14.45 |===================================================== RTX 2060 SUPER . 14.63 |===================================================== RTX 2070 ....... 14.51 |===================================================== RTX 2060 ....... 14.32 |==================================================== NCNN 20201218 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better RTX 3060 TI .... 18.57 |====================================================== RTX 3080 ....... 18.45 |====================================================== RTX 2080 Ti .... 18.32 |====================================================== RTX 2070 SUPER . 18.58 |====================================================== RTX 2080 SUPER . 18.65 |======================================================= TITAN RTX ...... 18.21 |===================================================== RTX 2080 ....... 18.77 |======================================================= RTX 2060 SUPER . 18.49 |====================================================== RTX 2070 ....... 18.68 |======================================================= RTX 2060 ....... 18.29 |====================================================== OctaneBench 2020.1 Total Score Score > Higher Is Better RTX 3060 TI .... 383.42 |===================================== RTX 3080 ....... 565.10 |====================================================== RTX 2080 Ti .... 354.86 |================================== RTX 2070 SUPER . 264.53 |========================= RTX 2080 SUPER . 268.11 |========================== TITAN RTX ...... 383.46 |===================================== RTX 2080 ....... 261.33 |========================= RTX 2060 SUPER . 244.22 |======================= RTX 2070 ....... 243.26 |======================= RTX 2060 ....... 195.01 |=================== PlaidML FP16: No - Mode: Training - Network: VGG16 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 34.98 |========================================= RTX 3080 ....... 47.50 |======================================================= RTX 2080 Ti .... 44.02 |=================================================== RTX 2070 SUPER . 33.75 |======================================= RTX 2080 SUPER . 38.70 |============================================= TITAN RTX ...... 44.51 |==================================================== RTX 2080 ....... 34.13 |======================================== RTX 2060 SUPER . 30.00 |=================================== RTX 2070 ....... 30.27 |=================================== RTX 2060 ....... 27.12 |=============================== PlaidML FP16: No - Mode: Training - Network: VGG19 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 29.38 |======================================== RTX 3080 ....... 40.88 |======================================================= RTX 2080 Ti .... 36.90 |================================================== RTX 2070 SUPER . 27.78 |===================================== RTX 2080 SUPER . 32.29 |=========================================== TITAN RTX ...... 37.56 |=================================================== RTX 2080 ....... 28.32 |====================================== RTX 2060 SUPER . 24.58 |================================= RTX 2060 ....... 22.04 |============================== PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 167.73 |================================ RTX 3080 ....... 280.31 |====================================================== RTX 2080 Ti .... 231.73 |============================================= RTX 2070 SUPER . 152.58 |============================= RTX 2080 SUPER . 180.23 |=================================== TITAN RTX ...... 244.00 |=============================================== RTX 2080 ....... 161.88 |=============================== RTX 2060 SUPER . 126.76 |======================== RTX 2070 ....... 129.65 |========================= RTX 2060 ....... 110.96 |===================== PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 133.11 |================================ RTX 3080 ....... 223.64 |====================================================== RTX 2080 Ti .... 185.09 |============================================= RTX 2070 SUPER . 121.35 |============================= RTX 2080 SUPER . 143.39 |=================================== TITAN RTX ...... 194.50 |=============================================== RTX 2080 ....... 128.62 |=============================== RTX 2060 SUPER . 100.61 |======================== RTX 2070 ....... 103.03 |========================= RTX 2060 ....... 88.38 |===================== PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 689.61 |==================================== RTX 3080 ....... 1019.79 |===================================================== RTX 2080 Ti .... 754.69 |======================================= RTX 2070 SUPER . 499.43 |========================== RTX 2080 SUPER . 588.04 |=============================== TITAN RTX ...... 782.29 |========================================= RTX 2080 ....... 545.48 |============================ RTX 2060 SUPER . 440.36 |======================= RTX 2070 ....... 447.47 |======================= RTX 2060 ....... 392.02 |==================== PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 1875.37 |================================ RTX 3080 ....... 3062.00 |===================================================== RTX 2080 Ti .... 2414.96 |========================================== RTX 2070 SUPER . 1701.99 |============================= RTX 2080 SUPER . 1816.87 |=============================== TITAN RTX ...... 2551.38 |============================================ RTX 2080 ....... 1726.88 |============================== RTX 2060 SUPER . 1581.85 |=========================== RTX 2070 ....... 1566.36 |=========================== RTX 2060 ....... 1282.27 |====================== PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 454.66 |================================== RTX 3080 ....... 730.76 |====================================================== RTX 2080 Ti .... 636.84 |=============================================== RTX 2070 SUPER . 422.86 |=============================== RTX 2080 SUPER . 468.60 |=================================== TITAN RTX ...... 654.76 |================================================ RTX 2080 ....... 442.78 |================================= RTX 2060 SUPER . 376.59 |============================ RTX 2070 ....... 379.70 |============================ RTX 2060 ....... 320.95 |======================== PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 2428.74 |==================================== RTX 3080 ....... 3623.82 |===================================================== RTX 2080 Ti .... 3316.31 |================================================= RTX 2070 SUPER . 2300.01 |================================== RTX 2080 SUPER . 2489.11 |==================================== TITAN RTX ...... 3392.96 |================================================== RTX 2080 ....... 2333.79 |================================== RTX 2060 SUPER . 2011.99 |============================= RTX 2070 ....... 2004.51 |============================= RTX 2060 ....... 1720.24 |========================= PlaidML FP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 177.41 |===================================== RTX 3080 ....... 261.32 |====================================================== RTX 2080 Ti .... 213.54 |============================================ RTX 2070 SUPER . 149.68 |=============================== RTX 2080 SUPER . 160.48 |================================= TITAN RTX ...... 228.78 |=============================================== RTX 2080 ....... 152.28 |=============================== RTX 2060 SUPER . 147.13 |============================== RTX 2070 ....... 148.04 |=============================== RTX 2060 ....... 125.45 |========================== PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 236.40 |================================ RTX 3080 ....... 398.64 |====================================================== RTX 2080 Ti .... 351.18 |================================================ RTX 2070 SUPER . 220.43 |============================== RTX 2080 SUPER . 266.39 |==================================== TITAN RTX ...... 359.13 |================================================= RTX 2080 ....... 242.54 |================================= RTX 2060 SUPER . 203.78 |============================ RTX 2070 ....... 202.05 |=========================== RTX 2060 ....... 171.78 |======================= PlaidML FP16: No - Mode: Inference - Network: NASNer Large - Device: OpenCL FPS > Higher Is Better RTX 3060 TI .... 48.04 |================================= RTX 3080 ....... 79.23 |======================================================= RTX 2080 Ti .... 63.53 |============================================ RTX 2070 SUPER . 42.32 |============================= RTX 2080 SUPER . 49.16 |================================== TITAN RTX ...... 66.50 |============================================== RTX 2080 ....... 45.39 |================================ RTX 2060 SUPER . 38.42 |=========================== RTX 2070 ....... 39.07 |=========================== RTX 2060 ....... 31.81 |====================== RealSR-NCNN 20200818 Scale: 4x - TAA: No Seconds < Lower Is Better RTX 3060 TI .... 8.784 |===================================== RTX 3080 ....... 6.345 |=========================== RTX 2080 Ti .... 7.605 |================================ RTX 2070 SUPER . 9.972 |========================================== RTX 2080 SUPER . 8.842 |====================================== TITAN RTX ...... 7.360 |=============================== RTX 2080 ....... 9.473 |======================================== RTX 2060 SUPER . 11.540 |================================================= RTX 2070 ....... 11.187 |================================================ RTX 2060 ....... 12.707 |====================================================== RealSR-NCNN 20200818 Scale: 4x - TAA: Yes Seconds < Lower Is Better RTX 3060 TI .... 54.14 |=================================== RTX 3080 ....... 34.21 |====================== RTX 2080 Ti .... 44.19 |============================ RTX 2070 SUPER . 63.18 |======================================== RTX 2080 SUPER . 54.04 |=================================== TITAN RTX ...... 41.73 |=========================== RTX 2080 ....... 59.40 |====================================== RTX 2060 SUPER . 75.89 |================================================= RTX 2070 ....... 74.65 |================================================ RTX 2060 ....... 85.95 |======================================================= RedShift Demo 3.0 Seconds < Lower Is Better RTX 3060 TI .... 239 |============================= RTX 3080 ....... 165 |==================== RTX 2080 Ti .... 246 |============================== RTX 2070 SUPER . 351 |=========================================== RTX 2080 SUPER . 325 |======================================= TITAN RTX ...... 235 |============================= RTX 2080 ....... 341 |========================================= RTX 2060 SUPER . 378 |============================================== RTX 2070 ....... 375 |============================================== RTX 2060 ....... 469 |========================================================= Rodinia 3.1 Test: OpenCL Particle Filter Seconds < Lower Is Better RTX 3060 TI .... 7.040 |=========================================== RTX 3080 ....... 4.290 |========================== RTX 2080 Ti .... 4.507 |============================ RTX 2070 SUPER . 6.900 |========================================== RTX 2080 SUPER . 5.809 |==================================== TITAN RTX ...... 4.296 |========================== RTX 2080 ....... 6.288 |======================================= RTX 2060 SUPER . 7.981 |================================================= RTX 2070 ....... 7.858 |================================================ RTX 2060 ....... 8.960 |======================================================= ViennaCL 1.4.2 OpenCL LU Factorization GFLOPS > Higher Is Better RTX 3060 TI .... 75.79 |=================================================== RTX 3080 ....... 79.32 |====================================================== RTX 2080 Ti .... 78.32 |===================================================== RTX 2070 SUPER . 75.80 |=================================================== RTX 2080 SUPER . 76.69 |==================================================== TITAN RTX ...... 81.32 |======================================================= RTX 2080 ....... 77.17 |==================================================== RTX 2060 SUPER . 74.09 |================================================== RTX 2070 ....... 74.18 |================================================== RTX 2060 ....... 74.51 |================================================== VkFFT 1.1.1 Benchmark Score > Higher Is Better RTX 3060 TI .... 32556 |============================================ RTX 3080 ....... 40997 |======================================================= RTX 2080 Ti .... 34110 |============================================== RTX 2070 SUPER . 29427 |======================================= RTX 2080 SUPER . 30475 |========================================= TITAN RTX ...... 36216 |================================================= RTX 2080 ....... 28745 |======================================= RTX 2060 SUPER . 29585 |======================================== RTX 2070 ....... 29546 |======================================== RTX 2060 ....... 22903 |=============================== VkResample 1.0 Upscale: 2x - Precision: Double ms < Lower Is Better RTX 3060 TI .... 264.87 |========================================= RTX 3080 ....... 148.28 |======================= RTX 2080 Ti .... 152.85 |======================== RTX 2070 SUPER . 261.97 |======================================== RTX 2080 SUPER . 216.54 |================================= TITAN RTX ...... 149.20 |======================= RTX 2080 ....... 235.51 |==================================== RTX 2060 SUPER . 309.62 |================================================ RTX 2070 ....... 302.85 |=============================================== RTX 2060 ....... 350.96 |====================================================== VkResample 1.0 Upscale: 2x - Precision: Single ms < Lower Is Better RTX 3060 TI .... 17.68 |==================================== RTX 3080 ....... 11.22 |======================= RTX 2080 Ti .... 14.77 |============================== RTX 2070 SUPER . 19.52 |======================================= RTX 2080 SUPER . 17.51 |=================================== TITAN RTX ...... 13.56 |=========================== RTX 2080 ....... 19.02 |====================================== RTX 2060 SUPER . 22.28 |============================================= RTX 2070 ....... 22.27 |============================================= RTX 2060 ....... 27.20 |======================================================= Waifu2x-NCNN Vulkan 20200818 Scale: 2x - Denoise: 3 - TAA: Yes Seconds < Lower Is Better RTX 3060 TI .... 4.371 |========================================== RTX 3080 ....... 3.512 |================================= RTX 2080 Ti .... 3.856 |===================================== RTX 2070 SUPER . 4.761 |============================================= RTX 2080 SUPER . 4.358 |========================================= TITAN RTX ...... 3.827 |==================================== RTX 2080 ....... 4.605 |============================================ RTX 2060 SUPER . 5.313 |=================================================== RTX 2070 ....... 5.314 |=================================================== RTX 2060 ....... 5.779 |=======================================================