Benchmarks for Radeon VII launch day by Michael Larabel for a future article. Radeon tests with ROCm 2.0 on Linux 5.0 kernel.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1902066-SP-VIICOMPUT16 AMD Radeon VII OpenCL GPU Compute Benchmarks - Phoronix Test Suite AMD Radeon VII OpenCL GPU Compute Benchmarks Benchmarks for Radeon VII launch day by Michael Larabel for a future article. Radeon tests with ROCm 2.0 on Linux 5.0 kernel.
HTML result view exported from: https://openbenchmarking.org/result/1902066-SP-VIICOMPUT16&grr&sor&export=pdf .
AMD Radeon VII OpenCL GPU Compute Benchmarks Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server OpenGL OpenCL Vulkan Compiler File-System Screen Resolution Display Driver RX 580 RX 590 RX Vega 56 RX Vega 64 Radeon VII GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads) ASUS PRIME Z390-A (0602 BIOS) Intel Cannon Lake PCH Shared SRAM 16384MB Samsung SSD 970 EVO 250GB + 2000GB SABRENT MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz) Realtek ALC1220 Acer B286HK Intel I219-V Ubuntu 18.10 5.0.0-050000rc4-generic (x86_64) 20190127 GNOME Shell 3.30.1 X Server 1.20.1 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0) OpenCL 2.1 AMD-APP (2783.0) 1.1.90 GCC 8.2.0 ext4 3840x2160 Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz) AMD Radeon RX 64 8GB (1590/800MHz) AMD Radeon RX 64 8GB (1630/945MHz) AMD Vega 20 16GB (1801/1000MHz) NVIDIA GeForce GTX 1060 6GB (1506/4006MHz) 4.20.3-042003-generic (x86_64) NVIDIA 415.27 4.6.0 OpenCL 1.2 CUDA 10.0.132 1.1.84 NVIDIA GeForce GTX 1070 8GB (1506/4006MHz) Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz) NVIDIA GeForce GTX 1080 8GB (1607/5005MHz) NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz) NVIDIA GeForce RTX 2060 6GB (1365/7000MHz) ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz) Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz) NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz) NVIDIA TITAN RTX 24GB (1350/7000MHz) OpenBenchmarking.org Compiler Details - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v Processor Details - Scaling Governor: intel_pstate performance Python Details - Python 2.7.15+ + Python 3.6.7 Security Details - __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp OpenCL Details - GTX 1060: GPU Compute Cores: 1280 - GTX 1070: GPU Compute Cores: 1920 - GTX 1070 Ti: GPU Compute Cores: 2432 - GTX 1080: GPU Compute Cores: 2560 - GTX 1080 Ti: GPU Compute Cores: 3584 - RTX 2060: GPU Compute Cores: 1920 - RTX 2070: GPU Compute Cores: 2304 - RTX 2080: GPU Compute Cores: 2944 - RTX 2080 Ti: GPU Compute Cores: 4352 - TITAN RTX: GPU Compute Cores: 4608
AMD Radeon VII OpenCL GPU Compute Benchmarks luxmark: GPU - Luxball HDR plaidml: Yes - Inference - VGG16 - OpenCL plaidml: Yes - Inference - Inception V3 - OpenCL clpeak: Global Memory Bandwidth clpeak: Single-Precision Float lczero: OpenCL plaidml: No - Inference - VGG16 - OpenCL plaidml: No - Training - IMDB LSTM - OpenCL plaidml: Yes - Inference - ResNet 50 - OpenCL plaidml: No - Inference - ResNet 50 - OpenCL plaidml: Yes - Inference - Mobilenet - OpenCL plaidml: No - Inference - Mobilenet - OpenCL RX 580 RX 590 RX Vega 56 RX Vega 64 Radeon VII GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 15271 60.98 76.59 206 6202 640 65.18 130 128 133 563 414 17221 64.04 82.71 217 7069 683 68.69 144 137 142 599 453 31079 106.66 109.03 317 10357 758 120.44 178 195 228 575 720 32565 119.99 120.03 362 12469 856 137.62 184 213 270 587 835 55570 197.63 166.30 807 13453 1391 224.77 200 353 403 904 1233 12256 94.62 88.85 145 4239 899 94.08 134 183 194 552 592 17287 126 117 196 5878 1430 129 156 237 257 664 764 16776 128 120 197 6776 1478 131 153 237 262 645 755 13803 139 132 222 7934 1750 143 167 264 292 686 801 21682 194 167 329 10853 2333 189 187 334 339 774 883 21356 148 134 276 6630 1484 150 188 282 309 779 863 29532 179 157 365 7968 1729 189 198 333 376 830 1008 29146 192 168 368 10270 2259 203 216 354 400 893 1045 42787 250 211 505 15352 3107 273 246 458 537 971 1291 46022 264 215 525 16386 3275 289 244 474 556 977 1336 OpenBenchmarking.org
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR Radeon VII TITAN RTX RTX 2080 Ti RX Vega 64 RX Vega 56 RTX 2070 RTX 2080 GTX 1080 Ti RTX 2060 GTX 1070 RX 590 GTX 1070 Ti RX 580 GTX 1080 GTX 1060 12K 24K 36K 48K 60K SE +/- 258.00, N = 3 SE +/- 103.04, N = 3 SE +/- 155.67, N = 3 SE +/- 583.87, N = 3 SE +/- 65.67, N = 3 SE +/- 107.00, N = 3 SE +/- 25.12, N = 3 SE +/- 8.33, N = 3 SE +/- 31.58, N = 3 SE +/- 1.33, N = 3 SE +/- 74.83, N = 3 SE +/- 14.90, N = 3 SE +/- 17.84, N = 3 SE +/- 42.00, N = 3 SE +/- 46.58, N = 3 55570 46022 42787 32565 31079 29532 29146 21682 21356 17287 17221 16776 15271 13803 12256
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL TITAN RTX RTX 2080 Ti Radeon VII GTX 1080 Ti RTX 2080 RTX 2070 RTX 2060 GTX 1080 GTX 1070 Ti GTX 1070 RX Vega 64 RX Vega 56 GTX 1060 RX 590 RX 580 60 120 180 240 300 SE +/- 0.43, N = 3 SE +/- 0.20, N = 3 SE +/- 0.03, N = 3 SE +/- 0.32, N = 3 SE +/- 0.32, N = 3 SE +/- 0.26, N = 3 SE +/- 0.15, N = 3 SE +/- 0.09, N = 3 SE +/- 0.06, N = 3 SE +/- 0.12, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 264.00 250.00 197.63 194.00 192.00 179.00 148.00 139.00 128.00 126.00 119.99 106.66 94.62 64.04 60.98
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL TITAN RTX RTX 2080 Ti RTX 2080 GTX 1080 Ti Radeon VII RTX 2070 RTX 2060 GTX 1080 RX Vega 64 GTX 1070 Ti GTX 1070 RX Vega 56 GTX 1060 RX 590 RX 580 50 100 150 200 250 SE +/- 1.30, N = 3 SE +/- 0.48, N = 3 SE +/- 0.40, N = 3 SE +/- 0.58, N = 3 SE +/- 0.20, N = 3 SE +/- 0.18, N = 3 SE +/- 0.44, N = 3 SE +/- 0.07, N = 3 SE +/- 0.02, N = 3 SE +/- 0.30, N = 3 SE +/- 0.07, N = 3 SE +/- 0.06, N = 3 SE +/- 0.05, N = 3 SE +/- 0.11, N = 3 SE +/- 0.04, N = 3 215.00 211.00 168.00 167.00 166.30 157.00 134.00 132.00 120.03 120.00 117.00 109.03 88.85 82.71 76.59
clpeak OpenCL Test: Global Memory Bandwidth OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Global Memory Bandwidth Radeon VII TITAN RTX RTX 2080 Ti RTX 2080 RTX 2070 RX Vega 64 GTX 1080 Ti RX Vega 56 RTX 2060 GTX 1080 RX 590 RX 580 GTX 1070 Ti GTX 1070 GTX 1060 200 400 600 800 1000 SE +/- 0.10, N = 3 SE +/- 1.70, N = 3 SE +/- 0.48, N = 3 SE +/- 0.37, N = 3 SE +/- 2.69, N = 3 SE +/- 0.05, N = 3 SE +/- 0.68, N = 3 SE +/- 0.01, N = 3 SE +/- 0.19, N = 3 SE +/- 0.05, N = 3 SE +/- 1.82, N = 3 SE +/- 1.46, N = 3 SE +/- 0.22, N = 3 SE +/- 0.02, N = 3 SE +/- 0.95, N = 3 807 525 505 368 365 362 329 317 276 222 217 206 197 196 145 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Single-Precision Float OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Single-Precision Float TITAN RTX RTX 2080 Ti Radeon VII RX Vega 64 GTX 1080 Ti RX Vega 56 RTX 2080 RTX 2070 GTX 1080 RX 590 GTX 1070 Ti RTX 2060 RX 580 GTX 1070 GTX 1060 4K 8K 12K 16K 20K SE +/- 688.69, N = 3 SE +/- 1065.18, N = 3 SE +/- 1.83, N = 3 SE +/- 41.13, N = 3 SE +/- 782.31, N = 3 SE +/- 38.50, N = 3 SE +/- 732.21, N = 3 SE +/- 495.99, N = 3 SE +/- 396.02, N = 3 SE +/- 15.75, N = 3 SE +/- 14.43, N = 3 SE +/- 657.16, N = 3 SE +/- 1.21, N = 3 SE +/- 393.27, N = 3 SE +/- 3.56, N = 3 16386 15352 13453 12469 10853 10357 10270 7968 7934 7069 6776 6630 6202 5878 4239 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL TITAN RTX RTX 2080 Ti GTX 1080 Ti RTX 2080 GTX 1080 RTX 2070 RTX 2060 GTX 1070 Ti GTX 1070 Radeon VII GTX 1060 RX Vega 64 RX Vega 56 RX 590 RX 580 700 1400 2100 2800 3500 SE +/- 28.14, N = 3 SE +/- 20.98, N = 3 SE +/- 25.14, N = 3 SE +/- 22.18, N = 3 SE +/- 32.06, N = 3 SE +/- 20.57, N = 3 SE +/- 13.06, N = 3 SE +/- 13.26, N = 3 SE +/- 9.63, N = 3 SE +/- 8.64, N = 3 SE +/- 6.27, N = 3 SE +/- 5.51, N = 3 SE +/- 2.66, N = 3 SE +/- 2.57, N = 3 SE +/- 2.68, N = 3 3275 3107 2333 2259 1750 1729 1484 1478 1430 1391 899 856 758 683 640 1. (CXX) g++ options: -lpthread
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL TITAN RTX RTX 2080 Ti Radeon VII RTX 2080 RTX 2070 GTX 1080 Ti RTX 2060 GTX 1080 RX Vega 64 GTX 1070 Ti GTX 1070 RX Vega 56 GTX 1060 RX 590 RX 580 60 120 180 240 300 SE +/- 0.72, N = 3 SE +/- 0.36, N = 3 SE +/- 0.38, N = 3 SE +/- 0.17, N = 3 SE +/- 0.27, N = 3 SE +/- 0.12, N = 3 SE +/- 0.16, N = 3 SE +/- 0.06, N = 3 SE +/- 0.11, N = 3 SE +/- 0.01, N = 3 SE +/- 0.04, N = 3 SE +/- 0.18, N = 3 SE +/- 0.04, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 289.00 273.00 224.77 203.00 189.00 189.00 150.00 143.00 137.62 131.00 129.00 120.44 94.08 68.69 65.18
PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL RTX 2080 Ti TITAN RTX RTX 2080 Radeon VII RTX 2070 RTX 2060 GTX 1080 Ti RX Vega 64 RX Vega 56 GTX 1080 GTX 1070 GTX 1070 Ti RX 590 GTX 1060 RX 580 50 100 150 200 250 SE +/- 0.72, N = 3 SE +/- 0.96, N = 3 SE +/- 0.27, N = 3 SE +/- 0.32, N = 3 SE +/- 0.82, N = 3 SE +/- 0.38, N = 3 SE +/- 0.49, N = 3 SE +/- 0.19, N = 3 SE +/- 0.24, N = 3 SE +/- 0.60, N = 3 SE +/- 0.50, N = 3 SE +/- 0.03, N = 3 SE +/- 0.19, N = 3 SE +/- 0.17, N = 3 SE +/- 0.25, N = 3 246 244 216 200 198 188 187 184 178 167 156 153 144 134 130
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL TITAN RTX RTX 2080 Ti RTX 2080 Radeon VII GTX 1080 Ti RTX 2070 RTX 2060 GTX 1080 GTX 1070 Ti GTX 1070 RX Vega 64 RX Vega 56 GTX 1060 RX 590 RX 580 100 200 300 400 500 SE +/- 1.16, N = 3 SE +/- 1.03, N = 3 SE +/- 0.40, N = 3 SE +/- 0.96, N = 3 SE +/- 0.34, N = 3 SE +/- 0.76, N = 3 SE +/- 0.26, N = 3 SE +/- 0.24, N = 3 SE +/- 0.16, N = 3 SE +/- 0.38, N = 3 SE +/- 0.13, N = 3 SE +/- 0.07, N = 3 SE +/- 0.17, N = 3 SE +/- 0.04, N = 3 SE +/- 0.01, N = 3 474 458 354 353 334 333 282 264 237 237 213 195 183 137 128
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL TITAN RTX RTX 2080 Ti Radeon VII RTX 2080 RTX 2070 GTX 1080 Ti RTX 2060 GTX 1080 RX Vega 64 GTX 1070 Ti GTX 1070 RX Vega 56 GTX 1060 RX 590 RX 580 120 240 360 480 600 SE +/- 1.67, N = 3 SE +/- 0.31, N = 3 SE +/- 0.30, N = 3 SE +/- 0.45, N = 3 SE +/- 0.33, N = 3 SE +/- 0.55, N = 3 SE +/- 0.26, N = 3 SE +/- 0.41, N = 3 SE +/- 1.40, N = 3 SE +/- 0.24, N = 3 SE +/- 0.45, N = 3 SE +/- 2.52, N = 3 SE +/- 0.11, N = 3 SE +/- 0.07, N = 3 SE +/- 0.04, N = 3 556 537 403 400 376 339 309 292 270 262 257 228 194 142 133
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL TITAN RTX RTX 2080 Ti Radeon VII RTX 2080 RTX 2070 RTX 2060 GTX 1080 Ti GTX 1080 GTX 1070 GTX 1070 Ti RX 590 RX Vega 64 RX Vega 56 RX 580 GTX 1060 200 400 600 800 1000 SE +/- 3.45, N = 3 SE +/- 2.70, N = 3 SE +/- 4.52, N = 3 SE +/- 1.63, N = 3 SE +/- 1.07, N = 3 SE +/- 1.27, N = 3 SE +/- 3.70, N = 3 SE +/- 5.02, N = 3 SE +/- 4.06, N = 3 SE +/- 3.15, N = 3 SE +/- 1.00, N = 3 SE +/- 9.53, N = 3 SE +/- 6.73, N = 3 SE +/- 1.03, N = 3 SE +/- 0.87, N = 3 977 971 904 893 830 779 774 686 664 645 599 587 575 563 552
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL TITAN RTX RTX 2080 Ti Radeon VII RTX 2080 RTX 2070 GTX 1080 Ti RTX 2060 RX Vega 64 GTX 1080 GTX 1070 GTX 1070 Ti RX Vega 56 GTX 1060 RX 590 RX 580 300 600 900 1200 1500 SE +/- 3.01, N = 3 SE +/- 1.39, N = 3 SE +/- 3.74, N = 3 SE +/- 0.31, N = 3 SE +/- 1.43, N = 3 SE +/- 4.51, N = 3 SE +/- 1.86, N = 3 SE +/- 7.40, N = 3 SE +/- 0.61, N = 3 SE +/- 1.02, N = 3 SE +/- 0.31, N = 3 SE +/- 9.70, N = 3 SE +/- 3.04, N = 3 SE +/- 0.24, N = 3 SE +/- 0.26, N = 3 1336 1291 1233 1045 1008 883 863 835 801 764 755 720 592 453 414
System Power Consumption Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring GTX 1070 Ti Radeon VII RX Vega 56 RX 580 RX Vega 64 RX 590 GTX 1070 GTX 1080 RTX 2060 RTX 2070 RTX 2080 GTX 1080 Ti RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 47.2 / Avg: 123.43 / Max: 255.8 Min: 55.7 / Avg: 125.32 / Max: 337.5 Min: 47.1 / Avg: 125.63 / Max: 271.3 Min: 69 / Avg: 125.65 / Max: 229.5 Min: 49.7 / Avg: 129.09 / Max: 305.4 Min: 75 / Avg: 138.2 / Max: 253.3 Min: 42.3 / Avg: 142.19 / Max: 280.5 Min: 40.2 / Avg: 143.79 / Max: 318.2 Min: 42.5 / Avg: 144.37 / Max: 300.1 Min: 43.9 / Avg: 160.13 / Max: 317.6 Min: 46 / Avg: 176.62 / Max: 334.5 Min: 47.2 / Avg: 198.85 / Max: 370.3 Min: 47.2 / Avg: 220.83 / Max: 367.7 Min: 49.4 / Avg: 228.34 / Max: 363.1
GPU Temperature Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring RX 580 GTX 1070 Ti RX 590 RX Vega 56 Radeon VII RX Vega 64 RTX 2060 RTX 2070 GTX 1080 GTX 1070 RTX 2080 Ti TITAN RTX GTX 1080 Ti RTX 2080 20 40 60 80 100 Min: 26 / Avg: 39.71 / Max: 61 Min: 38 / Avg: 45.88 / Max: 53 Min: 35 / Avg: 46.18 / Max: 73 Min: 28 / Avg: 47.45 / Max: 74 Min: 36 / Avg: 52.37 / Max: 101 Min: 45 / Avg: 52.93 / Max: 65 Min: 37 / Avg: 55.81 / Max: 70 Min: 32 / Avg: 56.83 / Max: 74 Min: 31 / Avg: 60.14 / Max: 74 Min: 32 / Avg: 61.66 / Max: 76 Min: 43 / Avg: 61.88 / Max: 77 Min: 33 / Avg: 62.56 / Max: 79 Min: 39 / Avg: 66.36 / Max: 82 Min: 48 / Avg: 67.06 / Max: 83
LuxMark System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 1060 GTX 1070 Ti GTX 1080 GTX 1070 RX 580 RTX 2060 RX 590 RTX 2070 RTX 2080 GTX 1080 Ti RX Vega 56 Radeon VII RTX 2080 Ti RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 111.3 / Avg: 143.3 / Max: 145.4 Min: 47.6 / Avg: 146.95 / Max: 149.7 Min: 89.3 / Avg: 173.79 / Max: 175.8 Min: 82.6 / Avg: 175.54 / Max: 179.2 Min: 71.5 / Avg: 189.63 / Max: 196.7 Min: 44 / Avg: 192.74 / Max: 197.4 Min: 82.1 / Avg: 218.27 / Max: 228.9 Min: 46 / Avg: 225.28 / Max: 233.2 Min: 48.9 / Avg: 235.08 / Max: 244.1 Min: 161.6 / Avg: 242.69 / Max: 248.1 Min: 60.2 / Avg: 257.74 / Max: 269.1 Min: 87.3 / Avg: 295.02 / Max: 302.2 Min: 47.7 / Avg: 320.7 / Max: 332 Min: 49.5 / Avg: 329.31 / Max: 338.6 Min: 50.6 / Avg: 334.61 / Max: 351.7
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR Radeon VII TITAN RTX RTX 2080 Ti RTX 2070 RTX 2080 RX Vega 56 GTX 1070 Ti RTX 2060 RX Vega 64 GTX 1070 GTX 1080 Ti GTX 1060 RX 580 GTX 1080 RX 590 40 80 120 160 200 188.36 137.54 133.42 131.09 123.99 120.58 114.16 110.80 98.89 98.48 89.34 85.53 80.53 79.42 78.90
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 Ti GTX 1070 RX 580 RTX 2060 Radeon VII GTX 1080 RTX 2070 RX 590 RX Vega 56 RTX 2080 RTX 2080 Ti RX Vega 64 TITAN RTX GTX 1080 Ti 60 120 180 240 300 Min: 72.7 / Avg: 144.61 / Max: 170.9 Min: 47.9 / Avg: 146.58 / Max: 171.7 Min: 43.1 / Avg: 162.78 / Max: 197.9 Min: 73 / Avg: 163.55 / Max: 194.8 Min: 44 / Avg: 167.51 / Max: 215.1 Min: 58.2 / Avg: 172.91 / Max: 296.6 Min: 45.1 / Avg: 180.6 / Max: 225 Min: 68.7 / Avg: 183.65 / Max: 245.5 Min: 86.9 / Avg: 184.98 / Max: 216.4 Min: 78.5 / Avg: 188.36 / Max: 262.2 Min: 50.9 / Avg: 188.45 / Max: 269.3 Min: 47.6 / Avg: 212.98 / Max: 331.1 Min: 52.7 / Avg: 216.48 / Max: 338.1 Min: 55.4 / Avg: 223.68 / Max: 345.8 Min: 127.7 / Avg: 231.45 / Max: 296.9
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL Radeon VII TITAN RTX RTX 2080 Ti RTX 2080 RTX 2070 RTX 2060 GTX 1070 Ti GTX 1080 Ti GTX 1080 GTX 1070 GTX 1060 RX Vega 64 RX Vega 56 RX 580 RX 590 0.2925 0.585 0.8775 1.17 1.4625 1.30 1.29 1.28 1.08 1.03 0.90 0.89 0.82 0.79 0.79 0.65 0.64 0.64 0.40 0.37
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 RTX 2060 GTX 1070 Ti Radeon VII RX 580 GTX 1070 RX Vega 56 GTX 1080 RTX 2070 RTX 2080 RX 590 RTX 2080 Ti RX Vega 64 GTX 1080 Ti TITAN RTX 60 120 180 240 300 Min: 71.4 / Avg: 121.65 / Max: 172.6 Min: 65 / Avg: 134.41 / Max: 208.9 Min: 48.6 / Avg: 134.71 / Max: 168.9 Min: 58.8 / Avg: 135.42 / Max: 277 Min: 73 / Avg: 145.33 / Max: 194.5 Min: 45.2 / Avg: 145.44 / Max: 201.2 Min: 50.1 / Avg: 150.39 / Max: 271.1 Min: 91.9 / Avg: 152.34 / Max: 225.3 Min: 49.8 / Avg: 153.92 / Max: 242.3 Min: 48.4 / Avg: 158.95 / Max: 257.5 Min: 81 / Avg: 162.42 / Max: 220 Min: 100.3 / Avg: 172.57 / Max: 323.3 Min: 81.5 / Avg: 177.38 / Max: 338.2 Min: 61.2 / Avg: 185.7 / Max: 280.5 Min: 102.3 / Avg: 194.3 / Max: 332.7
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL RTX 2080 Ti Radeon VII TITAN RTX RTX 2080 RTX 2070 RTX 2060 GTX 1070 Ti GTX 1080 GTX 1080 Ti GTX 1070 GTX 1060 RX Vega 64 RX Vega 56 RX 580 RX 590 0.6998 1.3996 2.0994 2.7992 3.499 3.11 2.97 2.86 2.51 2.44 2.30 1.94 1.92 1.82 1.77 1.59 1.52 1.51 0.92 0.88
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 Ti RTX 2060 RTX 2080 GTX 1070 RX Vega 64 RX 580 RTX 2070 RX Vega 56 GTX 1080 Ti Radeon VII RX 590 GTX 1080 RTX 2080 Ti TITAN RTX 50 100 150 200 250 Min: 41.8 / Avg: 76.7 / Max: 94.4 Min: 49.7 / Avg: 93.67 / Max: 125.7 Min: 43.1 / Avg: 95.9 / Max: 118.8 Min: 52 / Avg: 97.93 / Max: 121 Min: 45.9 / Avg: 107.3 / Max: 155.1 Min: 52.5 / Avg: 111.85 / Max: 223.9 Min: 71.7 / Avg: 114.33 / Max: 178.6 Min: 115.1 / Avg: 115.83 / Max: 116.5 Min: 72.5 / Avg: 123.7 / Max: 259.6 Min: 53.3 / Avg: 125.73 / Max: 165.2 Min: 92.8 / Avg: 132.03 / Max: 241.7 Min: 82.4 / Avg: 137.7 / Max: 205.5 Min: 44.3 / Avg: 147.75 / Max: 195.1 Min: 48.2 / Avg: 152.87 / Max: 274.6 Min: 54 / Avg: 200.17 / Max: 274.2
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL RTX 2080 Radeon VII RTX 2060 RTX 2070 RTX 2080 Ti GTX 1070 Ti GTX 1060 RX Vega 64 GTX 1070 GTX 1080 Ti TITAN RTX RX Vega 56 GTX 1080 RX 580 RX 590 3 6 9 12 15 10.67 9.34 9.00 8.70 8.45 8.06 7.72 7.47 7.12 7.02 6.67 5.82 5.42 3.62 3.29
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor RTX 2060 GTX 1070 Ti GTX 1060 RTX 2070 GTX 1070 Radeon VII RTX 2080 RX 580 GTX 1080 TITAN RTX RX 590 RTX 2080 Ti GTX 1080 Ti RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 44.3 / Avg: 116.14 / Max: 162.7 Min: 104.8 / Avg: 123.57 / Max: 135.6 Min: 70.1 / Avg: 124.21 / Max: 145 Min: 47.1 / Avg: 127.27 / Max: 169.5 Min: 82.2 / Avg: 136.83 / Max: 164.9 Min: 87.3 / Avg: 137.45 / Max: 192.4 Min: 46.4 / Avg: 138.03 / Max: 185.4 Min: 71.3 / Avg: 146.11 / Max: 185.3 Min: 90.8 / Avg: 146.71 / Max: 176.8 Min: 57.5 / Avg: 152.07 / Max: 231.9 Min: 80.2 / Avg: 152.62 / Max: 212.4 Min: 48.6 / Avg: 159.87 / Max: 223.7 Min: 50.4 / Avg: 165.05 / Max: 214.8 Min: 74.8 / Avg: 165.69 / Max: 271.3 Min: 52.2 / Avg: 165.89 / Max: 305.6
PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL RTX 2060 TITAN RTX RTX 2080 RTX 2070 RTX 2080 Ti Radeon VII GTX 1070 Ti GTX 1080 Ti GTX 1080 GTX 1070 RX Vega 64 GTX 1060 RX Vega 56 RX 590 RX 580 0.3645 0.729 1.0935 1.458 1.8225 1.62 1.60 1.56 1.56 1.54 1.45 1.24 1.14 1.14 1.14 1.11 1.08 1.07 0.95 0.89
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1070 Ti Radeon VII GTX 1060 GTX 1070 RTX 2060 RTX 2070 RX 580 RX Vega 56 RTX 2080 RX 590 GTX 1080 TITAN RTX GTX 1080 Ti RTX 2080 Ti RX Vega 64 60 120 180 240 300 Min: 48.4 / Avg: 125.32 / Max: 169.8 Min: 57.5 / Avg: 127.89 / Max: 264.7 Min: 58.2 / Avg: 131.14 / Max: 167.2 Min: 43.1 / Avg: 136.92 / Max: 191.2 Min: 62.3 / Avg: 137.76 / Max: 208 Min: 47.2 / Avg: 141.31 / Max: 234 Min: 73.2 / Avg: 147.27 / Max: 187.1 Min: 50.2 / Avg: 151.48 / Max: 258.1 Min: 49.8 / Avg: 158.89 / Max: 252.8 Min: 79.7 / Avg: 162.83 / Max: 210.1 Min: 70.3 / Avg: 172.91 / Max: 216.6 Min: 58.3 / Avg: 176.01 / Max: 322.5 Min: 65.2 / Avg: 179.46 / Max: 287.9 Min: 47.7 / Avg: 180.78 / Max: 312 Min: 53.4 / Avg: 217.55 / Max: 319.8
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL Radeon VII TITAN RTX RTX 2080 Ti RTX 2070 RTX 2080 RTX 2060 GTX 1080 Ti GTX 1070 Ti GTX 1070 GTX 1080 GTX 1060 RX Vega 56 RX Vega 64 RX 580 RX 590 0.3488 0.6976 1.0464 1.3952 1.744 1.55 1.50 1.38 1.27 1.21 1.08 1.08 1.02 0.92 0.80 0.72 0.70 0.55 0.41 0.39
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1070 Ti GTX 1060 Radeon VII RTX 2070 GTX 1070 RX Vega 56 RX 580 RTX 2060 RTX 2080 RX 590 RTX 2080 Ti GTX 1080 TITAN RTX RX Vega 64 GTX 1080 Ti 60 120 180 240 300 Min: 48.5 / Avg: 113.89 / Max: 160.8 Min: 60.4 / Avg: 122.52 / Max: 164.5 Min: 70.1 / Avg: 128.33 / Max: 243.5 Min: 78.4 / Avg: 132.98 / Max: 222.4 Min: 83.8 / Avg: 134.85 / Max: 189.4 Min: 50.5 / Avg: 141.19 / Max: 254.3 Min: 73.6 / Avg: 141.5 / Max: 187.8 Min: 86.5 / Avg: 143.68 / Max: 202.9 Min: 47.4 / Avg: 148.19 / Max: 240.2 Min: 81.1 / Avg: 153.59 / Max: 208.6 Min: 48.4 / Avg: 155.12 / Max: 292.5 Min: 91.6 / Avg: 162.7 / Max: 211.1 Min: 52.6 / Avg: 162.76 / Max: 301.7 Min: 82.4 / Avg: 172.03 / Max: 313.6 Min: 122.3 / Avg: 187.68 / Max: 270.3
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL RTX 2080 Ti TITAN RTX Radeon VII RTX 2070 RTX 2080 GTX 1070 Ti RTX 2060 GTX 1080 Ti GTX 1070 GTX 1080 GTX 1060 RX Vega 56 RX Vega 64 RX 580 RX 590 0.6638 1.3276 1.9914 2.6552 3.319 2.95 2.92 2.75 2.51 2.39 2.08 1.96 1.78 1.76 1.62 1.49 1.38 1.24 0.91 0.89
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1070 Ti GTX 1060 Radeon VII RTX 2060 RX 580 RTX 2070 RX Vega 56 GTX 1070 RTX 2080 RX 590 GTX 1080 TITAN RTX RX Vega 64 RTX 2080 Ti GTX 1080 Ti 50 100 150 200 250 Min: 56.1 / Avg: 132.15 / Max: 155 Min: 87.5 / Avg: 132.19 / Max: 156.7 Min: 69.7 / Avg: 134.1 / Max: 228.1 Min: 45 / Avg: 144.95 / Max: 190.7 Min: 73.1 / Avg: 146.45 / Max: 195.4 Min: 45.8 / Avg: 146.81 / Max: 206.6 Min: 58.9 / Avg: 147.82 / Max: 249.5 Min: 81.8 / Avg: 153.87 / Max: 183 Min: 47.5 / Avg: 155.97 / Max: 224.6 Min: 91.8 / Avg: 163.54 / Max: 221.5 Min: 89.5 / Avg: 168.75 / Max: 202.8 Min: 51.5 / Avg: 168.92 / Max: 275.4 Min: 50.6 / Avg: 181.52 / Max: 296 Min: 48.4 / Avg: 188.73 / Max: 275.6 Min: 120.7 / Avg: 202.56 / Max: 256.6
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL TITAN RTX Radeon VII RTX 2080 Ti RTX 2080 RTX 2070 RTX 2060 GTX 1070 Ti GTX 1080 Ti GTX 1080 GTX 1070 RX Vega 56 GTX 1060 RX Vega 64 RX 580 RX 590 0.288 0.576 0.864 1.152 1.44 1.28 1.24 1.12 1.08 1.07 0.92 0.90 0.82 0.78 0.76 0.74 0.67 0.66 0.52 0.51
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor RX Vega 64 Radeon VII GTX 1070 RX Vega 56 GTX 1080 RTX 2070 RTX 2080 Ti GTX 1070 Ti GTX 1060 RX 580 TITAN RTX RTX 2060 RX 590 RTX 2080 GTX 1080 Ti 40 80 120 160 200 Min: 54 / Avg: 69.27 / Max: 82.4 Min: 58.1 / Avg: 78.39 / Max: 92.6 Min: 42.8 / Avg: 91.98 / Max: 117.4 Min: 49.6 / Avg: 92.35 / Max: 157.7 Min: 43.7 / Avg: 93.48 / Max: 127.3 Min: 46 / Avg: 93.68 / Max: 129.3 Min: 48.4 / Avg: 94.48 / Max: 113.3 Min: 48.7 / Avg: 98.18 / Max: 132.6 Min: 42.1 / Avg: 107.84 / Max: 141.6 Min: 75.6 / Avg: 109.4 / Max: 179 Min: 52.9 / Avg: 110.8 / Max: 140.2 Min: 45.5 / Avg: 121.65 / Max: 166.1 Min: 82.3 / Avg: 126.56 / Max: 194.9 Min: 56.3 / Avg: 130.87 / Max: 184.7 Min: 91.6 / Avg: 149.17 / Max: 203.2
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL Radeon VII RTX 2080 Ti RTX 2070 TITAN RTX RX Vega 64 GTX 1080 GTX 1070 RTX 2080 GTX 1070 Ti RTX 2060 RX Vega 56 GTX 1080 Ti RX 580 GTX 1060 RX 590 3 6 9 12 15 11.54 10.28 8.87 8.82 8.48 7.34 7.22 6.82 6.57 6.41 6.23 5.19 5.14 5.12 4.74
LeelaChessZero System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LeelaChessZero 0.20.1 System Power Consumption Monitor GTX 1080 TITAN RTX Radeon VII GTX 1060 GTX 1070 Ti RX 580 RX Vega 56 GTX 1070 RTX 2070 RX 590 RTX 2060 RTX 2080 Ti RTX 2080 GTX 1080 Ti RX Vega 64 60 120 180 240 300 Min: 40.2 / Avg: 148.14 / Max: 249.5 Min: 97.7 / Avg: 148.16 / Max: 357.7 Min: 56 / Avg: 148.33 / Max: 269 Min: 41.9 / Avg: 150.59 / Max: 180 Min: 80 / Avg: 156.39 / Max: 189.7 Min: 69.3 / Avg: 171.21 / Max: 229.5 Min: 47.2 / Avg: 173.2 / Max: 262.2 Min: 42.6 / Avg: 184.04 / Max: 213.3 Min: 75.1 / Avg: 186.61 / Max: 251.7 Min: 75.2 / Avg: 188.72 / Max: 253.3 Min: 69.4 / Avg: 196.01 / Max: 230 Min: 48.2 / Avg: 205.76 / Max: 349.4 Min: 88.3 / Avg: 222.99 / Max: 288.3 Min: 96.9 / Avg: 265.17 / Max: 323.1 Min: 50.2 / Avg: 313.27 / Max: 342.7
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second Per Watt, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL TITAN RTX RTX 2080 Ti GTX 1080 RTX 2080 GTX 1070 Ti Radeon VII RTX 2070 GTX 1080 Ti GTX 1070 RTX 2060 GTX 1060 RX Vega 56 RX 580 RX 590 RX Vega 64 5 10 15 20 25 22.11 15.10 11.81 10.13 9.45 9.38 9.27 8.80 7.77 7.57 5.97 4.38 3.74 3.62 2.73
Phoronix Test Suite v10.8.4