NVIDIA GeForce RTX 2070 Linux Compute Benchmarks NVIDIA GeForce RTX 2070 Ubuntu Linux compute OpenCL CUDA TensorFlow benchmarks. Tests by Michael Larabel for a future article on Phoronix.com. RX 580: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: MSI AMD Radeon RX 580 8GB, Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: modesetting 1.19.6, OpenGL: 4.5 Mesa 18.0.5 (LLVM 6.0.0), OpenCL: OpenCL 2.1 AMD-APP (2679.0), Compiler: GCC 7.3.0, File-System: ext4, Screen Resolution: 3840x2160 R9 Fury: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Sapphire AMD Radeon 4GB, Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: modesetting 1.19.6, OpenGL: 4.5 Mesa 18.0.5 (LLVM 6.0.0), OpenCL: OpenCL 2.1 AMD-APP (2679.0), Compiler: GCC 7.3.0, File-System: ext4, Screen Resolution: 3840x2160 RX Vega 56: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: AMD Radeon RX Vega 8GB, Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: modesetting 1.19.6, OpenGL: 4.5 Mesa 18.0.5 (LLVM 6.0.0), OpenCL: OpenCL 2.1 AMD-APP (2679.0), Compiler: GCC 7.3.0, File-System: ext4, Screen Resolution: 3840x2160 RX Vega 64: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: AMD Radeon RX Vega 8GB, Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: modesetting 1.19.6, OpenGL: 4.5 Mesa 18.0.5 (LLVM 6.0.0), OpenCL: OpenCL 2.1 AMD-APP (2679.0), Compiler: GCC 7.3.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 970: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: eVGA NVIDIA GeForce GTX 970 4GB (1163/3505MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 980: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 980 4GB (1126/3505MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX TITAN X: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X 12GB (1001/3505MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1070: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1070 8GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1070 Ti: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1080: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1080 8GB (1607/5005MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 GTX 1080 Ti: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2070: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 RTX 2080 Ti: Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1402 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit Connection OS: Ubuntu 18.04, Kernel: 4.18.0-041800-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.19.6, Display Driver: NVIDIA 410.66, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.175, Compiler: GCC 7.3.0 + CUDA 10.0, File-System: ext4, Screen Resolution: 3840x2160 SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GFLOPS > Higher Is Better RX 580 ...... 546 |====================== R9 Fury ..... 821 |================================== RX Vega 56 .. 929 |====================================== RX Vega 64 .. 931 |====================================== GTX 970 ..... 407 |================= GTX 980 ..... 459 |=================== GTX TITAN X . 726 |============================== GTX 1070 .... 550 |====================== GTX 1070 Ti . 556 |======================= GTX 1080 .... 654 |=========================== GTX 1080 Ti . 983 |======================================== RTX 2070 .... 1015 |========================================== RTX 2080 Ti . 1443 |=========================================================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GHash/s > Higher Is Better RX 580 ...... 8.06 |============= R9 Fury ..... 9.20 |=============== RX Vega 56 .. 12.41 |===================== RX Vega 64 .. 16.43 |=========================== GTX 970 ..... 6.47 |=========== GTX 980 ..... 7.49 |============ GTX TITAN X . 10.30 |================= GTX 1070 .... 10.67 |================== GTX 1070 Ti . 13.66 |======================= GTX 1080 .... 14.31 |======================== GTX 1080 Ti . 19.96 |================================= RTX 2070 .... 19.28 |================================ RTX 2080 Ti . 34.87 |========================================================== clpeak OpenCL Test: Integer Compute INT GIOPS > Higher Is Better RX 580 ...... 1253 |===== R9 Fury ..... 1430 |====== RX Vega 56 .. 1984 |======== RX Vega 64 .. 2502 |========== GTX 970 ..... 1142 |===== GTX 980 ..... 1314 |===== GTX TITAN X . 1805 |======= GTX 1070 .... 1710 |======= GTX 1070 Ti . 2339 |========= GTX 1080 .... 2439 |========== GTX 1080 Ti . 3292 |============= RTX 2070 .... 8150 |================================ RTX 2080 Ti . 14679 |========================================================== Chaos Group V-RAY 1.1.0 Mode: CUDA GPU Seconds < Lower Is Better GTX 970 ..... 120.57 |========================================================= GTX 980 ..... 107.78 |=================================================== GTX TITAN X . 78.72 |===================================== GTX 1070 .... 87.99 |========================================== GTX 1070 Ti . 83.03 |======================================= GTX 1080 .... 83.41 |======================================= GTX 1080 Ti . 66.85 |================================ RTX 2070 .... 66.55 |=============================== RTX 2080 Ti . 53.91 |========================= Chaos Group V-RAY 1.1.0 System Power Consumption Monitor Watts < Lower Is Better GTX 970 ..... MIN: 157 AVG: 222 MAX: 232 GTX 980 ..... MIN: 96 AVG: 233 MAX: 246 GTX TITAN X . MIN: 170 AVG: 297 MAX: 311 GTX 1070 .... MIN: 131 AVG: 220 MAX: 228 GTX 1070 Ti . MIN: 136 AVG: 230 MAX: 242 GTX 1080 .... MIN: 163 AVG: 220 MAX: 228 GTX 1080 Ti . MIN: 169 AVG: 278 MAX: 304 RTX 2070 .... MIN: 91 AVG: 261 MAX: 282 RTX 2080 Ti . MIN: 100 AVG: 298 MAX: 341 ASKAP tConvolveCuda 2015-11-10 Processing: Degridding Million Grid Points Per Second > Higher Is Better GTX 970 ..... 9291 |============== GTX 980 ..... 10650 |================ GTX TITAN X . 17750 |=========================== GTX 1070 .... 13546 |===================== GTX 1070 Ti . 13780 |===================== GTX 1080 .... 14273 |====================== GTX 1080 Ti . 22188 |================================== RTX 2070 .... 25819 |======================================= RTX 2080 Ti . 38037 |========================================================== CUDA Mini-Nbody 2015-11-10 Test: Original Seconds < Lower Is Better GTX 970 ..... 51.71 |========================================================== GTX 980 ..... 45.90 |=================================================== GTX TITAN X . 33.55 |====================================== GTX 1070 .... 39.69 |============================================= GTX 1070 Ti . 31.91 |==================================== GTX 1080 .... 32.76 |===================================== GTX 1080 Ti . 21.23 |======================== RTX 2070 .... 17.71 |==================== RTX 2080 Ti . 11.22 |============= CUDA Mini-Nbody 2015-11-10 System Power Consumption Monitor Watts < Lower Is Better GTX 970 ..... MIN: 279 AVG: 295 MAX: 300 GTX 980 ..... MIN: 111 AVG: 288 MAX: 314 GTX TITAN X . MIN: 199 AVG: 345 MAX: 382 GTX 1070 .... MIN: 125 AVG: 258 MAX: 276 GTX 1070 Ti . MIN: 179 AVG: 283 MAX: 313 GTX 1080 .... MIN: 137 AVG: 284 MAX: 306 GTX 1080 Ti . MIN: 167 AVG: 312 MAX: 370 RTX 2070 .... MIN: 179 AVG: 278 MAX: 306 RTX 2080 Ti . MIN: 102 AVG: 291 MAX: 393 NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP16 Images Per Second > Higher Is Better GTX TITAN X . 152 |===================== GTX 1070 .... 158 |====================== GTX 1070 Ti . 185 |========================== GTX 1080 .... 190 |=========================== GTX 1080 Ti . 265 |===================================== RTX 2070 .... 295 |========================================= RTX 2080 Ti . 428 |============================================================ NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP16 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 0.48 |================= GTX 1070 .... 0.69 |======================== GTX 1070 Ti . 0.76 |========================== GTX 1080 .... 0.81 |============================ GTX 1080 Ti . 0.93 |================================ RTX 2070 .... 1.29 |============================================= RTX 2080 Ti . 1.71 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 144 AVG: 319 MAX: 384 GTX 1070 .... MIN: 126 AVG: 230 MAX: 273 GTX 1070 Ti . MIN: 125 AVG: 242 MAX: 307 GTX 1080 .... MIN: 134 AVG: 235 MAX: 308 GTX 1080 Ti . MIN: 128 AVG: 284 MAX: 376 RTX 2070 .... MIN: 96 AVG: 229 MAX: 311 RTX 2080 Ti . MIN: 103 AVG: 249 MAX: 399 NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP32 Images Per Second > Higher Is Better GTX TITAN X . 123 |=========================== GTX 1070 .... 124 |=========================== GTX 1070 Ti . 136 |============================== GTX 1080 .... 141 |=============================== GTX 1080 Ti . 207 |============================================= RTX 2070 .... 181 |======================================= RTX 2080 Ti . 276 |============================================================ NVIDIA GPU Cloud TensorFlow 18.09 Test: ResNet-50, FP32 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 0.40 |======================== GTX 1070 .... 0.53 |================================ GTX 1070 Ti . 0.57 |================================== GTX 1080 .... 0.57 |================================== GTX 1080 Ti . 0.76 |============================================= RTX 2070 .... 0.71 |========================================== RTX 2080 Ti . 0.99 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 111 AVG: 306 MAX: 380 GTX 1070 .... MIN: 134 AVG: 235 MAX: 274 GTX 1070 Ti . MIN: 101 AVG: 241 MAX: 306 GTX 1080 .... MIN: 94 AVG: 249 MAX: 305 GTX 1080 Ti . MIN: 111 AVG: 271 MAX: 376 RTX 2070 .... MIN: 96 AVG: 253 MAX: 312 RTX 2080 Ti . MIN: 104 AVG: 280 MAX: 401 NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP16 Images Per Second > Higher Is Better GTX 970 ..... 1045 |============== GTX 980 ..... 1203 |================ GTX TITAN X . 1648 |====================== GTX 1070 .... 1549 |===================== GTX 1070 Ti . 1773 |======================== GTX 1080 .... 1856 |========================= GTX 1080 Ti . 2635 |==================================== RTX 2070 .... 2714 |===================================== RTX 2080 Ti . 4330 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP16 Images Per Second Per Watt > Higher Is Better GTX 970 ..... 4.37 |=============== GTX 980 ..... 4.84 |================= GTX TITAN X . 6.01 |===================== GTX 1070 .... 7.50 |=========================== GTX 1070 Ti . 7.41 |========================== GTX 1080 .... 8.79 |=============================== GTX 1080 Ti . 10.90 |======================================= RTX 2070 .... 11.38 |======================================== RTX 2080 Ti . 16.39 |========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX 970 ..... MIN: 139 AVG: 239 MAX: 291 GTX 980 ..... MIN: 142 AVG: 248 MAX: 304 GTX TITAN X . MIN: 111 AVG: 274 MAX: 377 GTX 1070 .... MIN: 91 AVG: 207 MAX: 262 GTX 1070 Ti . MIN: 140 AVG: 239 MAX: 301 GTX 1080 .... MIN: 137 AVG: 211 MAX: 283 GTX 1080 Ti . MIN: 113 AVG: 242 MAX: 361 RTX 2070 .... MIN: 140 AVG: 239 MAX: 305 RTX 2080 Ti . MIN: 140 AVG: 264 MAX: 398 NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP32 Images Per Second > Higher Is Better GTX 970 ..... 998 |================== GTX 980 ..... 1146 |===================== GTX TITAN X . 1575 |============================ GTX 1070 .... 1504 |=========================== GTX 1070 Ti . 1660 |============================== GTX 1080 .... 1746 |=============================== GTX 1080 Ti . 2499 |============================================= RTX 2070 .... 2110 |====================================== RTX 2080 Ti . 3277 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 Test: AlexNet, FP32 Images Per Second Per Watt > Higher Is Better GTX 970 ..... 4.25 |====================== GTX 980 ..... 4.52 |======================= GTX TITAN X . 5.00 |========================= GTX 1070 .... 6.95 |=================================== GTX 1070 Ti . 7.69 |======================================= GTX 1080 .... 7.35 |===================================== GTX 1080 Ti . 9.39 |================================================ RTX 2070 .... 9.07 |============================================== RTX 2080 Ti . 11.39 |========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX 970 ..... MIN: 142 AVG: 235 MAX: 287 GTX 980 ..... MIN: 169 AVG: 254 MAX: 297 GTX TITAN X . MIN: 207 AVG: 315 MAX: 371 GTX 1070 .... MIN: 161 AVG: 216 MAX: 257 GTX 1070 Ti . MIN: 141 AVG: 216 MAX: 281 GTX 1080 .... MIN: 141 AVG: 238 MAX: 288 GTX 1080 Ti . MIN: 174 AVG: 266 MAX: 367 RTX 2070 .... MIN: 95 AVG: 233 MAX: 307 RTX 2080 Ti . MIN: 146 AVG: 288 MAX: 400 NVIDIA GPU Cloud TensorFlow 18.09 Test: Googlenet, FP16 Images Per Second > Higher Is Better GTX TITAN X . 371 |======================= GTX 1070 .... 374 |======================= GTX 1070 Ti . 448 |=========================== GTX 1080 .... 454 |============================ GTX 1080 Ti . 622 |====================================== RTX 2070 .... 641 |======================================= RTX 2080 Ti . 986 |============================================================ NVIDIA GPU Cloud TensorFlow 18.09 Test: Googlenet, FP16 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 1.14 |===================== GTX 1070 .... 1.53 |============================ GTX 1070 Ti . 1.70 |=============================== GTX 1080 .... 1.75 |================================ GTX 1080 Ti . 1.96 |==================================== RTX 2070 .... 2.46 |============================================= RTX 2080 Ti . 3.24 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 152 AVG: 326 MAX: 388 GTX 1070 .... MIN: 134 AVG: 245 MAX: 275 GTX 1070 Ti . MIN: 99 AVG: 264 MAX: 308 GTX 1080 .... MIN: 136 AVG: 260 MAX: 306 GTX 1080 Ti . MIN: 145 AVG: 318 MAX: 375 RTX 2070 .... MIN: 137 AVG: 260 MAX: 308 RTX 2080 Ti . MIN: 99 AVG: 304 MAX: 402 NVIDIA GPU Cloud TensorFlow 18.09 Test: Inception v4, FP16 Images Per Second > Higher Is Better GTX TITAN X . 42.63 |==================== GTX 1070 .... 43.90 |==================== GTX 1070 Ti . 52.93 |========================= GTX 1080 .... 53.83 |========================= GTX 1080 Ti . 72.17 |================================= RTX 2070 .... 85.20 |======================================= RTX 2080 Ti . 123.00 |========================================================= NVIDIA GPU Cloud TensorFlow 18.09 Test: Inception v4, FP16 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 0.15 |================== GTX 1070 .... 0.20 |======================== GTX 1070 Ti . 0.22 |========================== GTX 1080 .... 0.22 |========================== GTX 1080 Ti . 0.27 |================================ RTX 2070 .... 0.40 |=============================================== RTX 2080 Ti . 0.50 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 108 AVG: 278 MAX: 381 GTX 1070 .... MIN: 132 AVG: 222 MAX: 273 GTX 1070 Ti . MIN: 139 AVG: 244 MAX: 312 GTX 1080 .... MIN: 132 AVG: 241 MAX: 308 GTX 1080 Ti . MIN: 99 AVG: 272 MAX: 381 RTX 2070 .... MIN: 93 AVG: 211 MAX: 302 RTX 2080 Ti . MIN: 140 AVG: 247 MAX: 404 NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP16 Images Per Second > Higher Is Better GTX TITAN X . 78.27 |====================== GTX 1070 .... 77.13 |====================== GTX 1070 Ti . 89.33 |========================= GTX 1080 .... 92.97 |========================== GTX 1080 Ti . 131.27 |===================================== RTX 2070 .... 138.33 |======================================= RTX 2080 Ti . 204.00 |========================================================= NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP16 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 0.24 |===================== GTX 1070 .... 0.34 |============================== GTX 1070 Ti . 0.37 |================================ GTX 1080 .... 0.37 |================================ GTX 1080 Ti . 0.42 |==================================== RTX 2070 .... 0.55 |================================================ RTX 2080 Ti . 0.68 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 207 AVG: 323 MAX: 379 GTX 1070 .... MIN: 92 AVG: 229 MAX: 265 GTX 1070 Ti . MIN: 112 AVG: 243 MAX: 295 GTX 1080 .... MIN: 93 AVG: 248 MAX: 297 GTX 1080 Ti . MIN: 190 AVG: 310 MAX: 376 RTX 2070 .... MIN: 139 AVG: 249 MAX: 303 RTX 2080 Ti . MIN: 102 AVG: 300 MAX: 396 NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP32 Images Per Second > Higher Is Better GTX TITAN X . 72.83 |============================ GTX 1070 .... 71.70 |=========================== GTX 1070 Ti . 79.03 |============================== GTX 1080 .... 82.77 |=============================== GTX 1080 Ti . 119.27 |============================================= RTX 2070 .... 90.67 |================================== RTX 2080 Ti . 150.00 |========================================================= NVIDIA GPU Cloud TensorFlow 18.09 Test: VGG-16, FP32 Images Per Second Per Watt > Higher Is Better GTX TITAN X . 0.23 |============================ GTX 1070 .... 0.31 |====================================== GTX 1070 Ti . 0.32 |======================================= GTX 1080 .... 0.33 |========================================= GTX 1080 Ti . 0.39 |================================================ RTX 2070 .... 0.35 |=========================================== RTX 2080 Ti . 0.48 |=========================================================== NVIDIA GPU Cloud TensorFlow 18.09 System Power Consumption Monitor Watts < Lower Is Better GTX TITAN X . MIN: 146 AVG: 318 MAX: 382 GTX 1070 .... MIN: 94 AVG: 228 MAX: 265 GTX 1070 Ti . MIN: 99 AVG: 248 MAX: 293 GTX 1080 .... MIN: 133 AVG: 251 MAX: 299 GTX 1080 Ti . MIN: 140 AVG: 309 MAX: 375 RTX 2070 .... MIN: 93 AVG: 263 MAX: 314 RTX 2080 Ti . MIN: 102 AVG: 311 MAX: 404 Parboil 2.5 Test: OpenCL TPACF Seconds < Lower Is Better GTX 970 ..... 1.59 |=========================================================== GTX 980 ..... 1.55 |========================================================== GTX TITAN X . 1.49 |======================================================= GTX 1070 .... 1.24 |============================================== GTX 1070 Ti . 1.20 |============================================= GTX 1080 .... 1.21 |============================================= GTX 1080 Ti . 0.93 |=================================== RTX 2070 .... 1.03 |====================================== RTX 2080 Ti . 0.82 |============================== GPU Temperature Monitor Phoronix Test Suite System Monitoring Celsius GTX 970 ..... MIN: 30 AVG: 45 MAX: 71 GTX 980 ..... MIN: 37 AVG: 56 MAX: 81 GTX TITAN X . MIN: 41 AVG: 76 MAX: 85 GTX 1070 .... MIN: 34 AVG: 62 MAX: 74 GTX 1070 Ti . MIN: 38 AVG: 54 MAX: 66 GTX 1080 .... MIN: 37 AVG: 62 MAX: 77 GTX 1080 Ti . MIN: 39 AVG: 66 MAX: 79 RTX 2070 .... MIN: 34 AVG: 55 MAX: 65 RTX 2080 Ti . MIN: 38 AVG: 59 MAX: 74 System Power Consumption Monitor Phoronix Test Suite System Monitoring Watts GTX 970 ..... MIN: 96 AVG: 176 MAX: 300 GTX 980 ..... MIN: 94 AVG: 176 MAX: 314 GTX TITAN X . MIN: 105 AVG: 294 MAX: 388 GTX 1070 .... MIN: 91 AVG: 209 MAX: 276 GTX 1070 Ti . MIN: 97 AVG: 223 MAX: 313 GTX 1080 .... MIN: 91 AVG: 212 MAX: 308 GTX 1080 Ti . MIN: 94 AVG: 268 MAX: 381 RTX 2070 .... MIN: 91 AVG: 214 MAX: 314 RTX 2080 Ti . MIN: 95 AVG: 264 MAX: 407 SHOC Scalable HeterOgeneous Computing 2015-11-10 Performance / Cost - Target: OpenCL - Benchmark: FFT SP GFLOPS Per Dollar > Higher Is Better RX 580 ...... 1.83 |============================================== RX Vega 56 .. 2.33 |=========================================================== RX Vega 64 .. 1.79 |============================================= GTX 1070 Ti . 1.33 |================================== GTX 1080 .... 1.31 |================================= GTX 1080 Ti . 1.41 |==================================== RTX 2070 .... 1.85 |=============================================== RTX 2080 Ti . 1.20 |============================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Performance / Cost - Target: OpenCL - Benchmark: MD5 Hash GHash/s Per Dollar > Higher Is Better RX 580 ...... 0.03 |============================================ RX Vega 56 .. 0.03 |============================================ RX Vega 64 .. 0.03 |============================================ GTX 1070 Ti . 0.03 |============================================ GTX 1080 .... 0.03 |============================================ GTX 1080 Ti . 0.03 |============================================ RTX 2070 .... 0.04 |=========================================================== RTX 2080 Ti . 0.03 |============================================ clpeak Performance / Cost - OpenCL Test: Integer Compute INT GIOPS Per Dollar > Higher Is Better RX 580 ...... 4.19 |================ RX Vega 56 .. 4.97 |=================== RX Vega 64 .. 4.82 |=================== GTX 1070 Ti . 5.58 |====================== GTX 1080 .... 4.89 |=================== GTX 1080 Ti . 4.71 |================== RTX 2070 .... 14.85 |========================================================== RTX 2080 Ti . 12.24 |================================================ ASKAP tConvolveCuda 2015-11-10 Performance / Cost - Processing: Degridding Million Grid Points Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 32.89 |========================================= GTX 1080 .... 28.60 |=================================== GTX 1080 Ti . 31.74 |======================================= RTX 2070 .... 47.03 |========================================================== RTX 2080 Ti . 31.72 |======================================= NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: ResNet-50, FP16 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 0.44 |================================================ GTX 1080 .... 0.38 |========================================== GTX 1080 Ti . 0.38 |========================================== RTX 2070 .... 0.54 |=========================================================== RTX 2080 Ti . 0.36 |======================================= NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: ResNet-50, FP32 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 0.32 |========================================================= GTX 1080 .... 0.28 |================================================== GTX 1080 Ti . 0.30 |====================================================== RTX 2070 .... 0.33 |=========================================================== RTX 2080 Ti . 0.23 |========================================= NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: AlexNet, FP16 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 4.23 |=================================================== GTX 1080 .... 3.72 |============================================ GTX 1080 Ti . 3.77 |============================================= RTX 2070 .... 4.94 |=========================================================== RTX 2080 Ti . 3.61 |=========================================== NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: AlexNet, FP32 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 3.96 |=========================================================== GTX 1080 .... 3.50 |==================================================== GTX 1080 Ti . 3.58 |===================================================== RTX 2070 .... 3.84 |========================================================= RTX 2080 Ti . 2.73 |========================================= NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: Googlenet, FP16 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 1.07 |====================================================== GTX 1080 .... 0.91 |============================================== GTX 1080 Ti . 0.89 |============================================= RTX 2070 .... 1.17 |=========================================================== RTX 2080 Ti . 0.82 |========================================= NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: Inception v4, FP16 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 0.13 |================================================ GTX 1080 .... 0.11 |========================================= GTX 1080 Ti . 0.10 |===================================== RTX 2070 .... 0.16 |=========================================================== RTX 2080 Ti . 0.10 |===================================== NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: VGG-16, FP16 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 0.21 |================================================== GTX 1080 .... 0.19 |============================================= GTX 1080 Ti . 0.19 |============================================= RTX 2070 .... 0.25 |=========================================================== RTX 2080 Ti . 0.17 |======================================== NVIDIA GPU Cloud TensorFlow 18.09 Performance / Cost - Test: VGG-16, FP32 Images Per Second Per Dollar > Higher Is Better GTX 1070 Ti . 0.19 |=========================================================== GTX 1080 .... 0.17 |===================================================== GTX 1080 Ti . 0.17 |===================================================== RTX 2070 .... 0.17 |===================================================== RTX 2080 Ti . 0.13 |========================================