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.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 1903146-SP-1902066SP94
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Performance Per
Dollar
Date
Run
  Test
  Duration
RX 580
January 28 2019
  29 Minutes
RX 590
January 29 2019
  29 Minutes
RX Vega 56
January 28 2019
  26 Minutes
RX Vega 64
January 28 2019
  24 Minutes
Radeon VII
January 30 2019
  24 Minutes
GTX 1060
January 27 2019
  17 Minutes
GTX 1070
January 25 2019
  15 Minutes
GTX 1070 Ti
January 25 2019
  15 Minutes
GTX 1080
January 25 2019
  15 Minutes
GTX 1080 Ti
January 25 2019
  14 Minutes
RTX 2060
January 27 2019
  14 Minutes
RTX 2070
January 27 2019
  14 Minutes
RTX 2080
January 26 2019
  13 Minutes
RTX 2080 Ti
January 26 2019
  13 Minutes
TITAN RTX
January 26 2019
  14 Minutes
RX 480 rocm
February 11 2019
 
RX 480 rocm2
February 11 2019
  25 Minutes
Radeon VII local
March 14 2019
  10 Minutes
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  17 Minutes

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AMD Radeon VII OpenCL GPU Compute BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionDisplay DriverRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocmRX 480 rocm2Radeon VII localIntel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads)ASUS PRIME Z390-A (0602 BIOS)Intel Cannon Lake PCH Shared SRAM16384MBSamsung SSD 970 EVO 250GB + 2000GB SABRENTMSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz)Realtek ALC1220Acer B286HKIntel I219-VUbuntu 18.105.0.0-050000rc4-generic (x86_64) 20190127GNOME Shell 3.30.1X Server 1.20.14.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0)OpenCL 2.1 AMD-APP (2783.0)1.1.90GCC 8.2.0ext43840x2160Sapphire 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 415.274.6.0OpenCL 1.2 CUDA 10.0.1321.1.84NVIDIA 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)Intel Core i7-4770K @ 4.20GHz (4 Cores / 8 Threads)ASUS Z87-PLUS (2103 BIOS)Intel 4th Gen Core DRAM32768MB256GB Samsung SSD 840 + 2 x 4001GB Seagate ST4000VN000-1H41 + 500GB SAMSUNG HD502HJ + 500GB Samsung SSD 850 + 1000GB SAMSUNG HD103UJMSI AMD Radeon RX 470/480 8GB (1303/2000MHz)Realtek ALC892E2411Intel I217-VUbuntu 18.044.20.3-arch1-1-ARCH (x86_64)4.5 Mesa 18.3.3 padoka PPA (LLVM 7.0.0)OpenCL 2.1 AMD-APP (2814.0)1.1.70GCC 7.3.0 + Clang 8.0 + LLVM 4.0.0btrfs1920x1080AMD VEGA20 16GB (1802/1001MHz)5.0.1-arch1-1-ARCH (x86_64)GNOME ShellWayland Weston + SurfaceFlinger + GNOME Shell WaylandOpenCL 1.1 Mesa 18.3.3 padoka PPAGCC 7.3.0OpenBenchmarking.orgCompiler 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 -vProcessor Details- RX 580: Scaling Governor: intel_pstate performance- RX 590: Scaling Governor: intel_pstate performance- RX Vega 56: Scaling Governor: intel_pstate performance- RX Vega 64: Scaling Governor: intel_pstate performance- Radeon VII: Scaling Governor: intel_pstate performance- GTX 1060: Scaling Governor: intel_pstate performance- GTX 1070: Scaling Governor: intel_pstate performance- GTX 1070 Ti: Scaling Governor: intel_pstate performance- GTX 1080: Scaling Governor: intel_pstate performance- GTX 1080 Ti: Scaling Governor: intel_pstate performance- RTX 2060: Scaling Governor: intel_pstate performance- RTX 2070: Scaling Governor: intel_pstate performance- RTX 2080: Scaling Governor: intel_pstate performance- RTX 2080 Ti: Scaling Governor: intel_pstate performance- TITAN RTX: Scaling Governor: intel_pstate performance- RX 480 rocm: Scaling Governor: intel_pstate powersave- RX 480 rocm2: Scaling Governor: intel_pstate powersave- Radeon VII local: Scaling Governor: intel_pstate powersavePython Details- RX 580: Python 2.7.15+ + Python 3.6.7- RX 590: Python 2.7.15+ + Python 3.6.7- RX Vega 56: Python 2.7.15+ + Python 3.6.7- RX Vega 64: Python 2.7.15+ + Python 3.6.7- Radeon VII: Python 2.7.15+ + Python 3.6.7- GTX 1060: Python 2.7.15+ + Python 3.6.7- GTX 1070: Python 2.7.15+ + Python 3.6.7- GTX 1070 Ti: Python 2.7.15+ + Python 3.6.7- GTX 1080: Python 2.7.15+ + Python 3.6.7- GTX 1080 Ti: Python 2.7.15+ + Python 3.6.7- RTX 2060: Python 2.7.15+ + Python 3.6.7- RTX 2070: Python 2.7.15+ + Python 3.6.7- RTX 2080: Python 2.7.15+ + Python 3.6.7- RTX 2080 Ti: Python 2.7.15+ + Python 3.6.7- TITAN RTX: Python 2.7.15+ + Python 3.6.7- RX 480 rocm: Python 2.7.15rc1 + Python 3.6.7- RX 480 rocm2: Python 2.7.15rc1 + Python 3.6.7- Radeon VII local: Python 2.7.15rc1 + Python 3.6.7Security Details- RX 580: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RX 590: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RX Vega 56: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RX Vega 64: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- Radeon VII: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- GTX 1060: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- GTX 1070: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- GTX 1070 Ti: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- GTX 1080: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- GTX 1080 Ti: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RTX 2060: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RTX 2070: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RTX 2080: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RTX 2080 Ti: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- TITAN RTX: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp- RX 480 rocm: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- RX 480 rocm2: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- Radeon VII local: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerableOpenCL 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: 4608Kernel Details- RX 480 rocm, RX 480 rocm2, Radeon VII local: usbhid.quirks=0x1B1C:0x0A60:0x20000408

AMD Radeon VII OpenCL GPU Compute Benchmarkslczero: OpenCLplaidml: Yes - Inference - Mobilenet - OpenCLplaidml: Yes - Inference - Inception V3 - OpenCLplaidml: Yes - Inference - ResNet 50 - OpenCLplaidml: Yes - Inference - VGG16 - OpenCLplaidml: No - Training - IMDB LSTM - OpenCLplaidml: No - Inference - Mobilenet - OpenCLplaidml: No - Inference - ResNet 50 - OpenCLplaidml: No - Inference - VGG16 - OpenCLluxmark: GPU - Luxball HDRclpeak: Global Memory Bandwidthclpeak: Single-Precision FloatRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocmRX 480 rocm2Radeon VII local64056376.5912860.9813041413365.1815271206620268359982.7113764.0414445314268.69172212177069758575109.03195106.66178720228120.443107931710357856587120.03213119.99184835270137.6232565362124691391904166.30353197.632001233403224.77555708071345389955288.8518394.6213459219494.081225614542391430664117237126156764257129172871965878147864512023712815375526213116776197677617506861322641391678012921431380322279342333774167334194187883339189216823291085314847791342821481888633091502135627666301729830157333179198100837618929532365796822598931683541922161045400203291463681027031079712114582502461291537273427875051535232759772154742642441336556289460225251638671314915204589714875574379213640OpenBenchmarking.org

LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local7001400210028003500SE +/- 2.68, N = 3SE +/- 2.57, N = 3SE +/- 2.66, N = 3SE +/- 5.51, N = 3SE +/- 8.64, N = 3SE +/- 6.27, N = 3SE +/- 9.63, N = 3SE +/- 13.26, N = 3SE +/- 32.06, N = 3SE +/- 25.14, N = 3SE +/- 13.06, N = 3SE +/- 20.57, N = 3SE +/- 22.18, N = 3SE +/- 20.98, N = 3SE +/- 28.14, N = 3SE +/- 1.18, N = 3SE +/- 12.77, N = 364068375885613918991430147817502333148417292259310732757131487-lOpenCL -lz-lOpenCL -lz1. (CXX) g++ options: -lpthread
OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local6001200180024003000Min: 634.98 / Avg: 640.09 / Max: 644.05Min: 677.93 / Avg: 682.7 / Max: 686.74Min: 755.31 / Avg: 758.02 / Max: 763.35Min: 845.6 / Avg: 855.82 / Max: 864.48Min: 1374.21 / Avg: 1391.4 / Max: 1401.55Min: 888.27 / Avg: 898.96 / Max: 909.99Min: 1412.22 / Avg: 1430.05 / Max: 1445.29Min: 1451.36 / Avg: 1477.54 / Max: 1494.31Min: 1686.07 / Avg: 1749.9 / Max: 1787.12Min: 2285.91 / Avg: 2332.72 / Max: 2372.04Min: 1463.59 / Avg: 1484.44 / Max: 1508.5Min: 1689.75 / Avg: 1729.48 / Max: 1758.6Min: 2235.88 / Avg: 2258.99 / Max: 2303.34Min: 3066.49 / Avg: 3106.95 / Max: 3136.83Min: 3232.74 / Avg: 3275.46 / Max: 3328.55Min: 711.12 / Avg: 712.6 / Max: 714.93Min: 1461.15 / Avg: 1486.5 / Max: 1501.941. (CXX) g++ options: -lpthread

OpenBenchmarking.orgNodes Per Second Per Watt, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX5101520253.743.624.382.739.385.977.779.4511.818.807.579.2710.1315.1022.11

OpenBenchmarking.orgWatts, Fewer Is BetterLeelaChessZero 0.20.1System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 69.3 / Avg: 171.21 / Max: 229.5Min: 75.2 / Avg: 188.72 / Max: 253.3Min: 47.2 / Avg: 173.2 / Max: 262.2Min: 50.2 / Avg: 313.27 / Max: 342.7Min: 56 / Avg: 148.33 / Max: 269Min: 41.9 / Avg: 150.59 / Max: 180Min: 42.6 / Avg: 184.04 / Max: 213.3Min: 80 / Avg: 156.39 / Max: 189.7Min: 40.2 / Avg: 148.14 / Max: 249.5Min: 96.9 / Avg: 265.17 / Max: 323.1Min: 69.4 / Avg: 196.01 / Max: 230Min: 75.1 / Avg: 186.61 / Max: 251.7Min: 88.3 / Avg: 222.99 / Max: 288.3Min: 48.2 / Avg: 205.76 / Max: 349.4Min: 97.7 / Avg: 148.16 / Max: 357.7

PlaidML

This test profile uses PlaidML deep learning framework for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX2004006008001000SE +/- 1.03, N = 3SE +/- 1.00, N = 3SE +/- 6.73, N = 3SE +/- 9.53, N = 3SE +/- 4.52, N = 3SE +/- 0.87, N = 3SE +/- 4.06, N = 3SE +/- 3.15, N = 3SE +/- 5.02, N = 3SE +/- 3.70, N = 3SE +/- 1.27, N = 3SE +/- 1.07, N = 3SE +/- 1.63, N = 3SE +/- 2.70, N = 3SE +/- 3.45, N = 3563599575587904552664645686774779830893971977
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX2004006008001000Min: 561.61 / Avg: 562.65 / Max: 564.71Min: 598.2 / Avg: 599.41 / Max: 601.39Min: 563.27 / Avg: 575.45 / Max: 586.52Min: 571.05 / Avg: 587.14 / Max: 604.02Min: 896.69 / Avg: 904.31 / Max: 912.32Min: 550.45 / Avg: 552.08 / Max: 553.4Min: 656.32 / Avg: 664.31 / Max: 669.55Min: 641.13 / Avg: 645.34 / Max: 651.5Min: 675.83 / Avg: 685.87 / Max: 691.24Min: 767.34 / Avg: 774.41 / Max: 779.85Min: 777.01 / Avg: 779.22 / Max: 781.41Min: 828.43 / Avg: 830.48 / Max: 832.07Min: 890.4 / Avg: 893.16 / Max: 896.06Min: 965.79 / Avg: 971.16 / Max: 974.38Min: 971.07 / Avg: 976.99 / Max: 983.03

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX36912155.144.746.238.4811.545.127.226.577.345.196.418.876.8210.288.82

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX4080120160200Min: 75.6 / Avg: 109.4 / Max: 179Min: 82.3 / Avg: 126.56 / Max: 194.9Min: 49.6 / Avg: 92.35 / Max: 157.7Min: 54 / Avg: 69.27 / Max: 82.4Min: 58.1 / Avg: 78.39 / Max: 92.6Min: 42.1 / Avg: 107.84 / Max: 141.6Min: 42.8 / Avg: 91.98 / Max: 117.4Min: 48.7 / Avg: 98.18 / Max: 132.6Min: 43.7 / Avg: 93.48 / Max: 127.3Min: 91.6 / Avg: 149.17 / Max: 203.2Min: 45.5 / Avg: 121.65 / Max: 166.1Min: 46 / Avg: 93.68 / Max: 129.3Min: 56.3 / Avg: 130.87 / Max: 184.7Min: 48.4 / Avg: 94.48 / Max: 113.3Min: 52.9 / Avg: 110.8 / Max: 140.2

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250SE +/- 0.04, N = 3SE +/- 0.11, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.20, N = 3SE +/- 0.05, N = 3SE +/- 0.07, N = 3SE +/- 0.30, N = 3SE +/- 0.07, N = 3SE +/- 0.58, N = 3SE +/- 0.44, N = 3SE +/- 0.18, N = 3SE +/- 0.40, N = 3SE +/- 0.48, N = 3SE +/- 1.30, N = 376.5982.71109.03120.03166.3088.85117.00120.00132.00167.00134.00157.00168.00211.00215.00
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX4080120160200Min: 76.52 / Avg: 76.59 / Max: 76.63Min: 82.56 / Avg: 82.71 / Max: 82.93Min: 108.92 / Avg: 109.03 / Max: 109.12Min: 119.99 / Avg: 120.03 / Max: 120.05Min: 165.99 / Avg: 166.3 / Max: 166.68Min: 88.76 / Avg: 88.85 / Max: 88.92Min: 117.31 / Avg: 117.42 / Max: 117.56Min: 119.2 / Avg: 119.54 / Max: 120.14Min: 131.77 / Avg: 131.91 / Max: 132Min: 165.9 / Avg: 166.71 / Max: 167.85Min: 133.38 / Avg: 133.96 / Max: 134.81Min: 157.1 / Avg: 157.33 / Max: 157.7Min: 167.9 / Avg: 168.35 / Max: 169.14Min: 210.59 / Avg: 211.32 / Max: 212.24Min: 213.66 / Avg: 215.41 / Max: 217.95

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.2880.5760.8641.1521.440.520.510.740.661.240.670.760.900.780.820.921.071.081.121.28

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 73.1 / Avg: 146.45 / Max: 195.4Min: 91.8 / Avg: 163.54 / Max: 221.5Min: 58.9 / Avg: 147.82 / Max: 249.5Min: 50.6 / Avg: 181.52 / Max: 296Min: 69.7 / Avg: 134.1 / Max: 228.1Min: 87.5 / Avg: 132.19 / Max: 156.7Min: 81.8 / Avg: 153.87 / Max: 183Min: 56.1 / Avg: 132.15 / Max: 155Min: 89.5 / Avg: 168.75 / Max: 202.8Min: 120.7 / Avg: 202.56 / Max: 256.6Min: 45 / Avg: 144.95 / Max: 190.7Min: 45.8 / Avg: 146.81 / Max: 206.6Min: 47.5 / Avg: 155.97 / Max: 224.6Min: 48.4 / Avg: 188.73 / Max: 275.6Min: 51.5 / Avg: 168.92 / Max: 275.4

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX100200300400500SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.13, N = 3SE +/- 0.96, N = 3SE +/- 0.17, N = 3SE +/- 0.38, N = 3SE +/- 0.16, N = 3SE +/- 0.24, N = 3SE +/- 0.34, N = 3SE +/- 0.26, N = 3SE +/- 0.76, N = 3SE +/- 0.40, N = 3SE +/- 1.03, N = 3SE +/- 1.16, N = 3128137195213353183237237264334282333354458474
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX80160240320400Min: 128.33 / Avg: 128.35 / Max: 128.36Min: 136.47 / Avg: 136.55 / Max: 136.59Min: 194.42 / Avg: 194.54 / Max: 194.68Min: 213.31 / Avg: 213.45 / Max: 213.71Min: 351.56 / Avg: 352.68 / Max: 354.59Min: 182.32 / Avg: 182.6 / Max: 182.92Min: 236.94 / Avg: 237.38 / Max: 238.13Min: 237.19 / Avg: 237.39 / Max: 237.7Min: 263.46 / Avg: 263.87 / Max: 264.3Min: 333.56 / Avg: 334.13 / Max: 334.72Min: 281.23 / Avg: 281.69 / Max: 282.14Min: 331.75 / Avg: 333.11 / Max: 334.37Min: 353.61 / Avg: 354.02 / Max: 354.83Min: 456.67 / Avg: 458.12 / Max: 460.12Min: 472.54 / Avg: 474.44 / Max: 476.54

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.66381.32761.99142.65523.3190.910.891.381.242.751.491.762.081.621.781.962.512.392.952.92

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 73.6 / Avg: 141.5 / Max: 187.8Min: 81.1 / Avg: 153.59 / Max: 208.6Min: 50.5 / Avg: 141.19 / Max: 254.3Min: 82.4 / Avg: 172.03 / Max: 313.6Min: 70.1 / Avg: 128.33 / Max: 243.5Min: 60.4 / Avg: 122.52 / Max: 164.5Min: 83.8 / Avg: 134.85 / Max: 189.4Min: 48.5 / Avg: 113.89 / Max: 160.8Min: 91.6 / Avg: 162.7 / Max: 211.1Min: 122.3 / Avg: 187.68 / Max: 270.3Min: 86.5 / Avg: 143.68 / Max: 202.9Min: 78.4 / Avg: 132.98 / Max: 222.4Min: 47.4 / Avg: 148.19 / Max: 240.2Min: 48.4 / Avg: 155.12 / Max: 292.5Min: 52.6 / Avg: 162.76 / Max: 301.7

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.32, N = 3SE +/- 0.15, N = 3SE +/- 0.26, N = 3SE +/- 0.32, N = 3SE +/- 0.20, N = 3SE +/- 0.43, N = 360.9864.04106.66119.99197.6394.62126.00128.00139.00194.00148.00179.00192.00250.00264.00
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 60.95 / Avg: 60.98 / Max: 61.01Min: 64.02 / Avg: 64.04 / Max: 64.06Min: 106.66 / Avg: 106.66 / Max: 106.66Min: 119.99 / Avg: 119.99 / Max: 119.99Min: 197.59 / Avg: 197.63 / Max: 197.69Min: 94.58 / Avg: 94.62 / Max: 94.68Min: 126.33 / Avg: 126.49 / Max: 126.72Min: 128.34 / Avg: 128.4 / Max: 128.51Min: 138.95 / Avg: 139.09 / Max: 139.25Min: 194.05 / Avg: 194.4 / Max: 195.04Min: 147.98 / Avg: 148.21 / Max: 148.51Min: 178.77 / Avg: 179.11 / Max: 179.62Min: 191.55 / Avg: 192.06 / Max: 192.65Min: 249.48 / Avg: 249.7 / Max: 250.09Min: 263.47 / Avg: 264.04 / Max: 264.9

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.34880.69761.04641.39521.7440.410.390.700.551.550.720.921.020.801.081.081.271.211.381.50

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 73.2 / Avg: 147.27 / Max: 187.1Min: 79.7 / Avg: 162.83 / Max: 210.1Min: 50.2 / Avg: 151.48 / Max: 258.1Min: 53.4 / Avg: 217.55 / Max: 319.8Min: 57.5 / Avg: 127.89 / Max: 264.7Min: 58.2 / Avg: 131.14 / Max: 167.2Min: 43.1 / Avg: 136.92 / Max: 191.2Min: 48.4 / Avg: 125.32 / Max: 169.8Min: 70.3 / Avg: 172.91 / Max: 216.6Min: 65.2 / Avg: 179.46 / Max: 287.9Min: 62.3 / Avg: 137.76 / Max: 208Min: 47.2 / Avg: 141.31 / Max: 234Min: 49.8 / Avg: 158.89 / Max: 252.8Min: 47.7 / Avg: 180.78 / Max: 312Min: 58.3 / Avg: 176.01 / Max: 322.5

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250SE +/- 0.25, N = 3SE +/- 0.19, N = 3SE +/- 0.24, N = 3SE +/- 0.19, N = 3SE +/- 0.32, N = 3SE +/- 0.17, N = 3SE +/- 0.50, N = 3SE +/- 0.03, N = 3SE +/- 0.60, N = 3SE +/- 0.49, N = 3SE +/- 0.38, N = 3SE +/- 0.82, N = 3SE +/- 0.27, N = 3SE +/- 0.72, N = 3SE +/- 0.96, N = 3130144178184200134156153167187188198216246244
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX4080120160200Min: 129.41 / Avg: 129.71 / Max: 130.21Min: 144.06 / Avg: 144.32 / Max: 144.7Min: 177.17 / Avg: 177.59 / Max: 178.01Min: 183.3 / Avg: 183.67 / Max: 183.93Min: 199.2 / Avg: 199.6 / Max: 200.23Min: 133.51 / Avg: 133.81 / Max: 134.09Min: 155.61 / Avg: 156.25 / Max: 157.23Min: 153.07 / Avg: 153.11 / Max: 153.17Min: 165.62 / Avg: 166.82 / Max: 167.47Min: 186.6 / Avg: 187.44 / Max: 188.3Min: 187.38 / Avg: 188.13 / Max: 188.58Min: 196.74 / Avg: 198.38 / Max: 199.3Min: 215.25 / Avg: 215.62 / Max: 216.16Min: 244.31 / Avg: 245.51 / Max: 246.8Min: 242.37 / Avg: 243.94 / Max: 245.69

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.36450.7291.09351.4581.82250.890.951.071.111.451.081.141.241.141.141.621.561.561.541.60

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 71.3 / Avg: 146.11 / Max: 185.3Min: 80.2 / Avg: 152.62 / Max: 212.4Min: 74.8 / Avg: 165.69 / Max: 271.3Min: 52.2 / Avg: 165.89 / Max: 305.6Min: 87.3 / Avg: 137.45 / Max: 192.4Min: 70.1 / Avg: 124.21 / Max: 145Min: 82.2 / Avg: 136.83 / Max: 164.9Min: 104.8 / Avg: 123.57 / Max: 135.6Min: 90.8 / Avg: 146.71 / Max: 176.8Min: 50.4 / Avg: 165.05 / Max: 214.8Min: 44.3 / Avg: 116.14 / Max: 162.7Min: 47.1 / Avg: 127.27 / Max: 169.5Min: 46.4 / Avg: 138.03 / Max: 185.4Min: 48.6 / Avg: 159.87 / Max: 223.7Min: 57.5 / Avg: 152.07 / Max: 231.9

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX30060090012001500SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 9.70, N = 3SE +/- 7.40, N = 3SE +/- 3.74, N = 3SE +/- 3.04, N = 3SE +/- 1.02, N = 3SE +/- 0.31, N = 3SE +/- 0.61, N = 3SE +/- 4.51, N = 3SE +/- 1.86, N = 3SE +/- 1.43, N = 3SE +/- 0.31, N = 3SE +/- 1.39, N = 3SE +/- 3.01, N = 341445372083512335927647558018838631008104512911336
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX2004006008001000Min: 413.12 / Avg: 413.61 / Max: 414.01Min: 452.28 / Avg: 452.58 / Max: 453.07Min: 703.18 / Avg: 720.02 / Max: 736.78Min: 822.31 / Avg: 835.35 / Max: 847.95Min: 1228.34 / Avg: 1232.63 / Max: 1240.07Min: 586.76 / Avg: 592.47 / Max: 597.15Min: 761.81 / Avg: 763.83 / Max: 765.1Min: 754.57 / Avg: 754.92 / Max: 755.54Min: 800.38 / Avg: 801.45 / Max: 802.5Min: 875.86 / Avg: 882.88 / Max: 891.29Min: 859.19 / Avg: 862.88 / Max: 865.16Min: 1005.23 / Avg: 1007.98 / Max: 1010.04Min: 1044.43 / Avg: 1045.03 / Max: 1045.41Min: 1288.49 / Avg: 1291.1 / Max: 1293.21Min: 1329.56 / Avg: 1335.56 / Max: 1338.83

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX36912153.623.295.827.479.347.727.128.065.427.029.008.7010.678.456.67

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 71.7 / Avg: 114.33 / Max: 178.6Min: 82.4 / Avg: 137.7 / Max: 205.5Min: 72.5 / Avg: 123.7 / Max: 259.6Min: 52.5 / Avg: 111.85 / Max: 223.9Min: 92.8 / Avg: 132.03 / Max: 241.7Min: 41.8 / Avg: 76.7 / Max: 94.4Min: 45.9 / Avg: 107.3 / Max: 155.1Min: 49.7 / Avg: 93.67 / Max: 125.7Min: 44.3 / Avg: 147.75 / Max: 195.1Min: 53.3 / Avg: 125.73 / Max: 165.2Min: 43.1 / Avg: 95.9 / Max: 118.8Min: 115.1 / Avg: 115.83 / Max: 116.5Min: 52 / Avg: 97.93 / Max: 121Min: 48.2 / Avg: 152.87 / Max: 274.6Min: 54 / Avg: 200.17 / Max: 274.2

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX120240360480600SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 2.52, N = 3SE +/- 1.40, N = 3SE +/- 0.30, N = 3SE +/- 0.11, N = 3SE +/- 0.45, N = 3SE +/- 0.24, N = 3SE +/- 0.41, N = 3SE +/- 0.55, N = 3SE +/- 0.26, N = 3SE +/- 0.33, N = 3SE +/- 0.45, N = 3SE +/- 0.31, N = 3SE +/- 1.67, N = 3133142228270403194257262292339309376400537556
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX100200300400500Min: 133.27 / Avg: 133.36 / Max: 133.42Min: 142.26 / Avg: 142.36 / Max: 142.5Min: 224.27 / Avg: 227.55 / Max: 232.5Min: 266.9 / Avg: 269.65 / Max: 271.52Min: 402.32 / Avg: 402.76 / Max: 403.32Min: 193.36 / Avg: 193.57 / Max: 193.7Min: 256.49 / Avg: 257.03 / Max: 257.93Min: 261.35 / Avg: 261.84 / Max: 262.13Min: 291.32 / Avg: 292.02 / Max: 292.73Min: 338.01 / Avg: 338.9 / Max: 339.9Min: 308.5 / Avg: 309.01 / Max: 309.37Min: 375.3 / Avg: 375.95 / Max: 376.34Min: 398.92 / Avg: 399.51 / Max: 400.4Min: 536.36 / Avg: 536.97 / Max: 537.39Min: 553.7 / Avg: 556.33 / Max: 559.45

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.69981.39962.09942.79923.4990.920.881.511.522.971.591.771.941.921.822.302.442.513.112.86

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 73 / Avg: 145.33 / Max: 194.5Min: 81 / Avg: 162.42 / Max: 220Min: 50.1 / Avg: 150.39 / Max: 271.1Min: 81.5 / Avg: 177.38 / Max: 338.2Min: 58.8 / Avg: 135.42 / Max: 277Min: 71.4 / Avg: 121.65 / Max: 172.6Min: 45.2 / Avg: 145.44 / Max: 201.2Min: 48.6 / Avg: 134.71 / Max: 168.9Min: 91.9 / Avg: 152.34 / Max: 225.3Min: 61.2 / Avg: 185.7 / Max: 280.5Min: 65 / Avg: 134.41 / Max: 208.9Min: 49.8 / Avg: 153.92 / Max: 242.3Min: 48.4 / Avg: 158.95 / Max: 257.5Min: 100.3 / Avg: 172.57 / Max: 323.3Min: 102.3 / Avg: 194.3 / Max: 332.7

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.18, N = 3SE +/- 0.11, N = 3SE +/- 0.38, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.12, N = 3SE +/- 0.16, N = 3SE +/- 0.27, N = 3SE +/- 0.17, N = 3SE +/- 0.36, N = 3SE +/- 0.72, N = 365.1868.69120.44137.62224.7794.08129.00131.00143.00189.00150.00189.00203.00273.00289.00
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX50100150200250Min: 65.13 / Avg: 65.18 / Max: 65.29Min: 68.67 / Avg: 68.69 / Max: 68.71Min: 120.22 / Avg: 120.44 / Max: 120.79Min: 137.41 / Avg: 137.62 / Max: 137.78Min: 224.35 / Avg: 224.77 / Max: 225.53Min: 94.02 / Avg: 94.08 / Max: 94.14Min: 128.87 / Avg: 128.94 / Max: 128.99Min: 130.93 / Avg: 130.95 / Max: 130.97Min: 142.61 / Avg: 142.69 / Max: 142.8Min: 188.71 / Avg: 188.84 / Max: 189.07Min: 150.11 / Avg: 150.43 / Max: 150.64Min: 189.1 / Avg: 189.39 / Max: 189.94Min: 203.19 / Avg: 203.39 / Max: 203.73Min: 272.43 / Avg: 272.89 / Max: 273.61Min: 288.45 / Avg: 289.19 / Max: 290.62

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX0.29250.5850.87751.171.46250.400.370.640.641.300.650.790.890.790.820.901.031.081.281.29

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 73 / Avg: 163.55 / Max: 194.8Min: 86.9 / Avg: 184.98 / Max: 216.4Min: 78.5 / Avg: 188.36 / Max: 262.2Min: 52.7 / Avg: 216.48 / Max: 338.1Min: 58.2 / Avg: 172.91 / Max: 296.6Min: 72.7 / Avg: 144.61 / Max: 170.9Min: 43.1 / Avg: 162.78 / Max: 197.9Min: 47.9 / Avg: 146.58 / Max: 171.7Min: 45.1 / Avg: 180.6 / Max: 225Min: 127.7 / Avg: 231.45 / Max: 296.9Min: 44 / Avg: 167.51 / Max: 215.1Min: 68.7 / Avg: 183.65 / Max: 245.5Min: 50.9 / Avg: 188.45 / Max: 269.3Min: 47.6 / Avg: 212.98 / Max: 331.1Min: 55.4 / Avg: 223.68 / Max: 345.8

LuxMark

LuxMark is a multi-platform OpenGL benchmark using LuxRender. LuxMark supports targeting different OpenCL devices and has multiple scenes available for rendering. LuxMark is a fully open-source OpenCL program with real-world rendering examples. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local12K24K36K48K60KSE +/- 17.84, N = 3SE +/- 74.83, N = 3SE +/- 65.67, N = 3SE +/- 583.87, N = 3SE +/- 258.00, N = 3SE +/- 46.58, N = 3SE +/- 1.33, N = 3SE +/- 14.90, N = 3SE +/- 42.00, N = 3SE +/- 8.33, N = 3SE +/- 31.58, N = 3SE +/- 107.00, N = 3SE +/- 25.12, N = 3SE +/- 155.67, N = 3SE +/- 103.04, N = 3SE +/- 36.25, N = 3SE +/- 139.70, N = 31527117221310793256555570122561728716776138032168221356295322914642787460221491555743
OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local10K20K30K40K50KMin: 15253 / Avg: 15271.33 / Max: 15307Min: 17071 / Avg: 17220.67 / Max: 17296Min: 30948 / Avg: 31079.33 / Max: 31145Min: 31844 / Avg: 32565 / Max: 33721Min: 55054 / Avg: 55570 / Max: 55829Min: 12182 / Avg: 12256 / Max: 12342Min: 17286 / Avg: 17287.33 / Max: 17290Min: 16759 / Avg: 16776.33 / Max: 16806Min: 13761 / Avg: 13803 / Max: 13887Min: 21674 / Avg: 21682.33 / Max: 21699Min: 21297 / Avg: 21356 / Max: 21405Min: 29424 / Avg: 29532 / Max: 29746Min: 29102 / Avg: 29145.67 / Max: 29189Min: 42607 / Avg: 42787 / Max: 43097Min: 45879 / Avg: 46022 / Max: 46222Min: 14843 / Avg: 14914.67 / Max: 14960Min: 55464 / Avg: 55743.33 / Max: 55888

OpenBenchmarking.orgScore Per Watt, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX408012016020080.5378.90120.5898.89188.3685.5398.48114.1679.4289.34110.80131.09123.99133.42137.54

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX60120180240300Min: 71.5 / Avg: 189.63 / Max: 196.7Min: 82.1 / Avg: 218.27 / Max: 228.9Min: 60.2 / Avg: 257.74 / Max: 269.1Min: 49.5 / Avg: 329.31 / Max: 338.6Min: 87.3 / Avg: 295.02 / Max: 302.2Min: 111.3 / Avg: 143.3 / Max: 145.4Min: 82.6 / Avg: 175.54 / Max: 179.2Min: 47.6 / Avg: 146.95 / Max: 149.7Min: 89.3 / Avg: 173.79 / Max: 175.8Min: 161.6 / Avg: 242.69 / Max: 248.1Min: 44 / Avg: 192.74 / Max: 197.4Min: 46 / Avg: 225.28 / Max: 233.2Min: 48.9 / Avg: 235.08 / Max: 244.1Min: 47.7 / Avg: 320.7 / Max: 332Min: 50.6 / Avg: 334.61 / Max: 351.7

clpeak

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local2004006008001000SE +/- 1.46, N = 3SE +/- 1.82, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.10, N = 3SE +/- 0.95, N = 3SE +/- 0.02, N = 3SE +/- 0.22, N = 3SE +/- 0.05, N = 3SE +/- 0.68, N = 3SE +/- 0.19, N = 3SE +/- 2.69, N = 3SE +/- 0.37, N = 3SE +/- 0.48, N = 3SE +/- 1.70, N = 3SE +/- 1.33, N = 3SE +/- 1.87, N = 32062173173628071451961972223292763653685055252047921. (CXX) g++ options: -O3 -rdynamic -lOpenCL
OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local140280420560700Min: 202.81 / Avg: 205.73 / Max: 207.19Min: 213 / Avg: 216.65 / Max: 218.52Min: 317.46 / Avg: 317.48 / Max: 317.5Min: 362.15 / Avg: 362.21 / Max: 362.3Min: 806.48 / Avg: 806.63 / Max: 806.82Min: 143.59 / Avg: 145.49 / Max: 146.46Min: 196.27 / Avg: 196.3 / Max: 196.32Min: 196.62 / Avg: 197.05 / Max: 197.27Min: 221.94 / Avg: 222.03 / Max: 222.08Min: 328.16 / Avg: 329.02 / Max: 330.37Min: 275.65 / Avg: 275.99 / Max: 276.3Min: 359.25 / Avg: 364.64 / Max: 367.34Min: 367.26 / Avg: 367.64 / Max: 368.37Min: 504.5 / Avg: 505.01 / Max: 505.96Min: 522.05 / Avg: 525.42 / Max: 527.52Min: 202 / Avg: 203.67 / Max: 206.29Min: 790.42 / Avg: 792.46 / Max: 796.191. (CXX) g++ options: -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local4K8K12K16K20KSE +/- 1.21, N = 3SE +/- 15.75, N = 3SE +/- 38.50, N = 3SE +/- 41.13, N = 3SE +/- 1.83, N = 3SE +/- 3.56, N = 3SE +/- 393.27, N = 3SE +/- 14.43, N = 3SE +/- 396.02, N = 3SE +/- 782.31, N = 3SE +/- 657.16, N = 3SE +/- 495.99, N = 3SE +/- 732.21, N = 3SE +/- 1065.18, N = 3SE +/- 688.69, N = 3SE +/- 8.20, N = 3SE +/- 5.73, N = 362027069103571246913453423958786776793410853663079681027015352163865897136401. (CXX) g++ options: -O3 -rdynamic -lOpenCL
OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 480 rocm2Radeon VII local3K6K9K12K15KMin: 6199.68 / Avg: 6202.09 / Max: 6203.44Min: 7037.61 / Avg: 7069.08 / Max: 7085.99Min: 10285.65 / Avg: 10356.52 / Max: 10418.04Min: 12403.34 / Avg: 12468.7 / Max: 12544.63Min: 13449.71 / Avg: 13452.75 / Max: 13456.03Min: 4232.57 / Avg: 4239.17 / Max: 4244.77Min: 5091.74 / Avg: 5878.26 / Max: 6276.36Min: 6747.48 / Avg: 6776.31 / Max: 6791.94Min: 7141.47 / Avg: 7933.51 / Max: 8329.77Min: 9288.09 / Avg: 10852.7 / Max: 11635.67Min: 5316.4 / Avg: 6630.38 / Max: 7313.07Min: 6980.09 / Avg: 7968.07 / Max: 8539.2Min: 8806.31 / Avg: 10270.06 / Max: 11040.34Min: 13222.02 / Avg: 15351.89 / Max: 16456.4Min: 15021.53 / Avg: 16386.43 / Max: 17229.12Min: 5881.1 / Avg: 5896.66 / Max: 5908.91Min: 13632.74 / Avg: 13640.38 / Max: 13651.611. (CXX) g++ options: -O3 -rdynamic -lOpenCL

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX20406080100Min: 26 / Avg: 39.71 / Max: 61Min: 35 / Avg: 46.18 / Max: 73Min: 28 / Avg: 47.45 / Max: 74Min: 45 / Avg: 52.93 / Max: 65Min: 36 / Avg: 52.37 / Max: 101Min: 32 / Avg: 61.66 / Max: 76Min: 38 / Avg: 45.88 / Max: 53Min: 31 / Avg: 60.14 / Max: 74Min: 39 / Avg: 66.36 / Max: 82Min: 37 / Avg: 55.81 / Max: 70Min: 32 / Avg: 56.83 / Max: 74Min: 48 / Avg: 67.06 / Max: 83Min: 43 / Avg: 61.88 / Max: 77Min: 33 / Avg: 62.56 / Max: 79

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringRX 580RX 590RX Vega 56RX Vega 64Radeon VIIGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX70140210280350Min: 69 / Avg: 125.65 / Max: 229.5Min: 75 / Avg: 138.2 / Max: 253.3Min: 47.1 / Avg: 125.63 / Max: 271.3Min: 49.7 / Avg: 129.09 / Max: 305.4Min: 55.7 / Avg: 125.32 / Max: 337.5Min: 42.3 / Avg: 142.19 / Max: 280.5Min: 47.2 / Avg: 123.43 / Max: 255.8Min: 40.2 / Avg: 143.79 / Max: 318.2Min: 47.2 / Avg: 198.85 / Max: 370.3Min: 42.5 / Avg: 144.37 / Max: 300.1Min: 43.9 / Avg: 160.13 / Max: 317.6Min: 46 / Avg: 176.62 / Max: 334.5Min: 47.2 / Avg: 220.83 / Max: 367.7Min: 49.4 / Avg: 228.34 / Max: 363.1