NVIDIA vs. Radeon OpenCL Linux GPU Compute

NVIDIA Linux GPU computing benchmarks by Michael Larabel for a future article.

HTML result view exported from: https://openbenchmarking.org/result/1901304-SP-1901305SP07&grr.

NVIDIA vs. Radeon OpenCL Linux GPU ComputeProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdoclIntel 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 SABRENTNVIDIA GeForce GTX 1060 6GB (1506/4006MHz)Realtek ALC1220Acer B286HKIntel I219-VUbuntu 18.104.20.3-042003-generic (x86_64)GNOME Shell 3.30.1X Server 1.20.1NVIDIA 415.274.6.0OpenCL 1.2 CUDA 10.0.1321.1.84GCC 8.2.0ext43840x2160NVIDIA 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)MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz)5.0.0-050000rc4-generic (x86_64) 201901274.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0)OpenCL 2.1 AMD-APP (2783.0)1.1.90Sapphire 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 Ryzen 7 2700 Eight-Core @ 3.20GHz (8 Cores / 16 Threads)ASRock X370 Taichi (P5.10 BIOS)AMD Family 17h32768MB1024GB INTEL SSDPEKKW010T7 + Samsung SSD 960 EVO 500GB + 512GB Crucial_CT512M55 + 1000GB SanDisk SDSSDH31 + 2000GB SanDisk SDSSDH32AMD Radeon RX 56/64 8GB (1590/800MHz)AMD Device aaf8SAMSUNGIntel I211Arch rolling4.20.5-zen1-1-zen (x86_64)KDE Plasma 5.14.5X Server 1.20.3amdgpu 18.1.04.5 Mesa 19.0.0-devel (git-69edc972fc) (LLVM 9.0.0)OpenCL 2.1 AMD-APP (2766.4)Clang 7.0.1 + LLVM 7.0.1xfsOpenBenchmarking.orgCompiler Details- GTX 1060: --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- GTX 1070: --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- GTX 1070 Ti: --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- GTX 1080: --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- GTX 1080 Ti: --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- RTX 2060: --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- RTX 2070: --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- RTX 2080: --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- RTX 2080 Ti: --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- TITAN RTX: --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- RX 580: --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- RX 590: --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- RX Vega 56: --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- RX Vega 64: --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- amdocl: --disable-libssp --disable-libstdcxx-pch --disable-libunwind-exceptions --disable-werror --enable-__cxa_atexit --enable-cet=auto --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-default-ssp --enable-gnu-indirect-function --enable-gnu-unique-object --enable-install-libiberty --enable-languages=c,c++,ada,fortran,go,lto,objc,obj-c++ --enable-libmpx --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-isl --with-linker-hash-style=gnuProcessor Details- 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 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- amdocl: Scaling Governor: acpi-cpufreq schedutilOpenCL 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: 4608Python Details- 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 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- amdocl: Python 3.7.2Security Details- 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 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- amdocl: __user pointer sanitization + Full AMD retpoline IBPB: conditional STIBP: disabled RSB filling + SSB disabled via prctl and seccompKernel Details- amdocl: amdgpu.ppfeaturemask=0xffffffff amdgpu.gpu_recovery=1Graphics Details- amdocl: GLAMOR

NVIDIA vs. Radeon OpenCL Linux GPU Computeluxmark: GPU - Luxball HDRplaidml: Yes - Inference - VGG16 - OpenCLplaidml: No - Training - Mobilenet - OpenCLclpeak: Double-Precision Doubleplaidml: Yes - Inference - Inception V3 - OpenCLplaidml: No - Inference - Inception V3 - OpenCLclpeak: Transfer Bandwidth enqueueWriteBufferclpeak: Transfer Bandwidth enqueueReadBufferlczero: OpenCLplaidml: Yes - Inference - ResNet 50 - OpenCLclpeak: Integer Compute INTplaidml: No - Inference - VGG16 - OpenCLclpeak: Global Memory Bandwidthplaidml: No - Training - IMDB LSTM - OpenCLclpeak: Single-Precision Floatclpeak: Kernel Latencyshoc: OpenCL - Texture Read Bandwidthplaidml: No - Inference - ResNet 50 - OpenCLplaidml: No - Inference - IMDB LSTM - OpenCLplaidml: Yes - Inference - Mobilenet - OpenCLjuliagpu: GPUdarktable: Boat - OpenCLcl-mem: Readcl-mem: Writecl-mem: Copydarktable: Masskrug - OpenCLplaidml: No - Inference - Mobilenet - OpenCLdarktable: Boat - OpenCLdarktable: Masskrug - OpenCLdarktable: Server Room - OpenCLdarktable: Server Room - OpenCLshoc: OpenCL - Triadshoc: OpenCL - FFT SPshoc: OpenCL - MD5 Hashdarktable: Server Rack - OpenCLdarktable: Server Rack - OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl1225694.6286.9415188.8586.1112.5411.15899183125294.0814513442393.784111941805521837826263.661531391385924.171.3111.932977.280.131728712610722411711612.6011.331430237168112919615658783.644472572286642181720622.892051921877643.921.1012.1945310.470.121677612810324212011812.5511.151478237206813119715367763.924332622246452215480162.932051901877554.011.1612.1950111.630.131380313910329713213312.5911.341750264239814322216779343.775272922596862391313242.722292162098013.971.1012.3057514.190.132168219412541516716712.5711.2923333343263189329187108533.995963393307742651628752.263373363178833.871.0312.5197219.680.122135614811323113413312.6011.291484282670515027618866303.6510243093477792516119892.222962452478633.820.8212.4380315.870.112953217913226615715612.4811.251729333778018936519879683.6410773763828302656820461.9339231333010083.680.7512.5798818.420.102914619213334316817212.5211.1322593549952203368216102703.6511214004578932788292381.9239232332710453.780.8112.57108323.740.114278725015651921122512.5911.29310745814906273505246153523.8311735376059713009222411.6454443945412913.690.7512.68144535.130.104602226416054021522912.5811.16327547414848289525244163863.8511585566109773036654471.6456548948313363.690.7412.68155336.280.101527160.9842.0439276.5969.0544.9715.84640128125265.1820613062024.9721113319356328307885113.541621791844145.304.189.105478.050.171722164.0445.6143682.7175.4144.1915.92683137141668.6921714470694.6924114221859930262344013.961781851934535.454.289.365709.160.1731079106.6671.23698109.03106.6544.9716.637581951997120.44317178103577.0135522826357534648406413.471513052047205.284.187.5592712.700.1732565119.9974.31833120.03119.0644.3116.228562132479137.62362184124696.9642527027958736615943813.721593562228355.324.217.5492216.390.1728140108.3675.09689116.49138.7437.9715.7911892151961120.113181591059133.793692622704983127925653403253094.817812.720.7512.4489512.950.09OpenBenchmarking.org

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl10K20K30K40K50KSE +/- 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 +/- 17.84, N = 3SE +/- 74.83, N = 3SE +/- 65.67, N = 3SE +/- 583.87, N = 3SE +/- 124.42, N = 3122561728716776138032168221356295322914642787460221527117221310793256528140

PlaidML

FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl60120180240300SE +/- 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 = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.55, N = 394.62126.00128.00139.00194.00148.00179.00192.00250.00264.0060.9864.04106.66119.99108.36

PlaidML

FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl4080120160200SE +/- 0.03, N = 3SE +/- 0.15, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.18, N = 3SE +/- 0.11, N = 3SE +/- 0.18, N = 3SE +/- 0.21, N = 3SE +/- 0.10, N = 3SE +/- 0.19, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.17, N = 3SE +/- 0.10, N = 386.94107.00103.00103.00125.00113.00132.00133.00156.00160.0042.0445.6171.2374.3175.09

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Double-Precision DoubleGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl2004006008001000SE +/- 0.05, N = 3SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 0.02, N = 3SE +/- 0.14, N = 3SE +/- 0.60, N = 3SE +/- 0.72, N = 3SE +/- 0.98, N = 3SE +/- 1.25, N = 3SE +/- 1.29, N = 3SE +/- 0.01, N = 3SE +/- 0.21, N = 3SE +/- 1.26, N = 3SE +/- 1.09, N = 3SE +/- 1.18, N = 31512242422974152312663435195403924366988336891. (CXX) g++ options: -O3 -rdynamic -lOpenCL

PlaidML

FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl50100150200250SE +/- 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 = 3SE +/- 0.04, N = 3SE +/- 0.11, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.34, N = 388.85117.00120.00132.00167.00134.00157.00168.00211.00215.0076.5982.71109.03120.03116.49

PlaidML

FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl50100150200250SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.18, N = 3SE +/- 0.08, N = 3SE +/- 0.28, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.13, N = 3SE +/- 0.38, N = 3SE +/- 0.53, N = 3SE +/- 0.11, N = 3SE +/- 0.06, N = 3SE +/- 0.00, N = 3SE +/- 0.40, N = 3SE +/- 0.24, N = 386.11116.00118.00133.00167.00133.00156.00172.00225.00229.0069.0575.41106.65119.06138.74

clpeak

OpenCL Test: Transfer Bandwidth enqueueWriteBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueWriteBufferGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl1020304050SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.22, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.42, N = 312.5412.6012.5512.5912.5712.6012.4812.5212.5912.5844.9744.1944.9744.3137.971. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl48121620SE +/- 0.09, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.09, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.33, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.13, N = 311.1511.3311.1511.3411.2911.2911.2511.1311.2911.1615.8415.9216.6316.2215.791. (CXX) g++ options: -O3 -rdynamic -lOpenCL

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl7001400210028003500SE +/- 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 +/- 2.68, N = 3SE +/- 2.57, N = 3SE +/- 2.66, N = 3SE +/- 5.51, N = 3SE +/- 16.88, N = 589914301478175023331484172922593107327564068375885611891. (CXX) g++ options: -lpthread

PlaidML

FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl100200300400500SE +/- 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 = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.13, N = 3SE +/- 2.54, N = 3183237237264334282333354458474128137195213215

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl3K6K9K12K15KSE +/- 38.63, N = 3SE +/- 21.00, N = 3SE +/- 6.17, N = 3SE +/- 25.25, N = 3SE +/- 76.28, N = 3SE +/- 444.77, N = 3SE +/- 498.12, N = 3SE +/- 679.58, N = 3SE +/- 517.75, N = 3SE +/- 1004.15, N = 3SE +/- 0.02, N = 3SE +/- 6.53, N = 3SE +/- 1.32, N = 3SE +/- 3.01, N = 3SE +/- 5.46, N = 3125216812068239832636705778099521490614848125214161997247919611. (CXX) g++ options: -O3 -rdynamic -lOpenCL

PlaidML

FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl60120180240300SE +/- 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 = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.18, N = 3SE +/- 0.11, N = 3SE +/- 0.04, N = 394.08129.00131.00143.00189.00150.00189.00203.00273.00289.0065.1868.69120.44137.62120.11

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl110220330440550SE +/- 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 +/- 1.46, N = 3SE +/- 1.82, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.34, N = 31451961972223292763653685055252062173173623181. (CXX) g++ options: -O3 -rdynamic -lOpenCL

PlaidML

FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl50100150200250SE +/- 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 = 3SE +/- 0.25, N = 3SE +/- 0.19, N = 3SE +/- 0.24, N = 3SE +/- 0.19, N = 3SE +/- 0.57, N = 3134156153167187188198216246244130144178184159

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl4K8K12K16K20KSE +/- 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 +/- 1.21, N = 3SE +/- 15.75, N = 3SE +/- 38.50, N = 3SE +/- 41.13, N = 3SE +/- 10.63, N = 342395878677679341085366307968102701535216386620270691035712469105911. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Kernel Latency

OpenBenchmarking.orgus, Fewer Is BetterclpeakOpenCL Test: Kernel LatencyGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl816243240SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.24, N = 33.783.643.923.773.993.653.643.653.833.854.974.697.016.9633.791. (CXX) g++ options: -O3 -rdynamic -lOpenCL

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Texture Read Bandwidth

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl30060090012001500SE +/- 1.03, N = 3SE +/- 0.82, N = 3SE +/- 0.80, N = 3SE +/- 0.28, N = 3SE +/- 1.91, N = 3SE +/- 0.24, N = 3SE +/- 1.24, N = 3SE +/- 2.94, N = 3SE +/- 1.02, N = 3SE +/- 3.52, N = 3SE +/- 1.47, N = 3SE +/- 1.57, N = 3SE +/- 0.86, N = 3SE +/- 0.60, N = 3SE +/- 1.03, N = 3411447433527596102410771121117311582112413554253691. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

PlaidML

FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl120240360480600SE +/- 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 = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 2.52, N = 3SE +/- 1.40, N = 3SE +/- 0.31, N = 3194257262292339309376400537556133142228270262

PlaidML

FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl130260390520650SE +/- 0.33, N = 3SE +/- 0.21, N = 3SE +/- 0.19, N = 3SE +/- 0.45, N = 3SE +/- 0.59, N = 3SE +/- 0.31, N = 3SE +/- 0.60, N = 3SE +/- 1.09, N = 3SE +/- 2.13, N = 3SE +/- 0.76, N = 3SE +/- 0.23, N = 3SE +/- 0.63, N = 3SE +/- 0.20, N = 3SE +/- 1.42, N = 3SE +/- 0.46, N = 3180228224259330347382457605610193218263279270

PlaidML

FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl2004006008001000SE +/- 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 = 3SE +/- 1.03, N = 3SE +/- 1.00, N = 3SE +/- 6.73, N = 3SE +/- 9.53, N = 3SE +/- 5.20, N = 3552664645686774779830893971977563599575587498

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl80M160M240M320M400MSE +/- 513835.53, N = 3SE +/- 621591.58, N = 3SE +/- 297139.02, N = 3SE +/- 121634.53, N = 3SE +/- 720633.38, N = 3SE +/- 815068.63, N = 3SE +/- 333271.02, N = 3SE +/- 1536969.33, N = 3SE +/- 1417039.09, N = 3SE +/- 908628.37, N = 3SE +/- 570650.48, N = 3SE +/- 366170.21, N = 3SE +/- 834530.58, N = 3SE +/- 419189.48, N = 3SE +/- 7293118.99, N = 121837826262181720622215480162391313242651628752516119892656820462788292383009222413036654472830788513026234403464840643661594383127925651. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm

Darktable

Test: Boat - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Boat - Acceleration: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6448121620SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 33.662.892.932.722.262.221.931.921.641.6413.5413.9613.4713.72

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl120240360480600SE +/- 0.17, N = 3SE +/- 0.09, N = 3SE +/- 0.27, N = 3SE +/- 0.18, N = 3SE +/- 0.52, N = 3SE +/- 0.15, N = 3SE +/- 1.98, N = 3SE +/- 1.81, N = 3SE +/- 0.50, N = 3SE +/- 0.38, N = 3SE +/- 0.15, N = 3SE +/- 0.58, N = 3SE +/- 0.06, N = 3SE +/- 0.18, N = 3SE +/- 0.54, N = 31532052052293372963923925445651621781511593401. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl110220330440550SE +/- 0.19, N = 3SE +/- 0.07, N = 3SE +/- 0.30, N = 3SE +/- 0.09, N = 3SE +/- 0.09, N = 3SE +/- 0.95, N = 3SE +/- 0.59, N = 3SE +/- 0.73, N = 3SE +/- 1.92, N = 3SE +/- 2.45, N = 3SE +/- 0.33, N = 3SE +/- 0.10, N = 3SE +/- 0.32, N = 3SE +/- 11.23, N = 3SE +/- 0.27, N = 31391921902163362453133234394891791853053563251. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl100200300400500SE +/- 0.15, N = 3SE +/- 0.07, N = 3SE +/- 0.29, N = 3SE +/- 0.06, N = 3SE +/- 0.17, N = 3SE +/- 0.18, N = 3SE +/- 0.18, N = 3SE +/- 0.35, N = 3SE +/- 0.23, N = 3SE +/- 0.64, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.20, N = 3SE +/- 0.06, N = 3SE +/- 0.12, N = 31381871872093172473303274544831841932042223091. (CC) gcc options: -O2 -flto -lOpenCL

Darktable

Test: Masskrug - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.6.0Test: Masskrug - Acceleration: OpenCLamdocl1.08232.16463.24694.32925.4115SE +/- 0.06, N = 34.81

PlaidML

FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl30060090012001500SE +/- 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 = 3SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 9.70, N = 3SE +/- 7.40, N = 3SE +/- 2.78, N = 35927647558018838631008104512911336414453720835781

Darktable

Test: Boat - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.6.0Test: Boat - Acceleration: OpenCLamdocl0.6121.2241.8362.4483.06SE +/- 0.01, N = 32.72

Darktable

Test: Masskrug - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Masskrug - Acceleration: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641.22632.45263.67894.90526.1315SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 34.173.924.013.973.873.823.683.783.693.695.305.455.285.32

Darktable

Test: Server Room - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Server Room - Acceleration: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.9631.9262.8893.8524.815SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 31.311.101.161.101.030.820.750.810.750.744.184.284.184.21

Darktable

Test: Server Room - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.6.0Test: Server Room - Acceleration: OpenCLamdocl0.16880.33760.50640.67520.844SE +/- 0.01, N = 30.75

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Triad

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: TriadGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl3691215SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.21, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 311.9312.1912.1912.3012.5112.4312.5712.5712.6812.689.109.367.557.5412.441. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl30060090012001500SE +/- 2.45, N = 3SE +/- 8.74, N = 3SE +/- 1.30, N = 3SE +/- 1.43, N = 3SE +/- 2.56, N = 3SE +/- 10.50, N = 3SE +/- 46.80, N = 3SE +/- 6.71, N = 3SE +/- 11.70, N = 3SE +/- 2.67, N = 3SE +/- 0.36, N = 3SE +/- 1.04, N = 3SE +/- 1.97, N = 3SE +/- 0.34, N = 3SE +/- 2.55, N = 32974535015759728039881083144515535475709279228951. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 64amdocl816243240SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.40, N = 3SE +/- 0.35, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 37.2810.4711.6314.1919.6815.8718.4223.7435.1336.288.059.1612.7016.3912.951. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

Darktable

Test: Server Rack - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.6.0Test: Server Rack - Acceleration: OpenCLamdocl0.02030.04060.06090.08120.1015SE +/- 0.00, N = 30.09

Darktable

Test: Server Rack - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Server Rack - Acceleration: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.03830.07660.11490.15320.1915SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 30.130.120.130.130.120.110.100.110.100.100.170.170.170.17

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 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: 305.4

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRX 580RX 590RX Vega 56RX Vega 641428425670Min: 26 / Avg: 39.71 / Max: 61Min: 35 / Avg: 46.18 / Max: 73Min: 28 / Avg: 47.45 / Max: 74Min: 45 / Avg: 52.93 / Max: 65

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64306090120150Min: 80.6 / Avg: 100.5 / Max: 136Min: 47.7 / Avg: 48.75 / Max: 49.8Min: 50.5 / Avg: 65.45 / Max: 80.4

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64918273645Min: 39 / Avg: 40.5 / Max: 42Min: 39 / Avg: 39.5 / Max: 40

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 92.2 / Avg: 137.05 / Max: 181.9Min: 138.3 / Avg: 188 / Max: 237.7Min: 47.8 / Avg: 120.9 / Max: 194Min: 62.2 / Avg: 183.8 / Max: 305.4

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641122334455Min: 35 / Avg: 42 / Max: 49Min: 39 / Avg: 44.67 / Max: 55Min: 38 / Avg: 39.5 / Max: 41

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6420406080100Min: 81.9 / Avg: 92.65 / Max: 103.4Min: 49 / Avg: 65 / Max: 81Min: 51.7 / Avg: 64.95 / Max: 78.2

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641020304050Min: 37 / Avg: 37 / Max: 37Min: 40 / Avg: 41 / Max: 42Min: 42 / Avg: 42.5 / Max: 43Min: 49 / Avg: 49.5 / Max: 50

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6420406080100Min: 69.7 / Avg: 98.35 / Max: 99.6Min: 78.8 / Avg: 105.05 / Max: 110.8Min: 47.4 / Avg: 76.29 / Max: 77.6Min: 59.1 / Avg: 78.52 / Max: 79.5

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64816243240Min: 31 / Avg: 31.03 / Max: 32Min: 35 / Avg: 35.11 / Max: 38Min: 32 / Avg: 32.61 / Max: 34Min: 32 / Avg: 32.11 / Max: 33

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6420406080100Min: 69.5 / Avg: 98.49 / Max: 101Min: 78.6 / Avg: 105.05 / Max: 110.7Min: 73.9 / Avg: 77.01 / Max: 77.7Min: 49.9 / Avg: 78.27 / Max: 81

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64816243240Min: 31 / Avg: 31.18 / Max: 32Min: 35 / Avg: 35.21 / Max: 36Min: 33 / Avg: 33.73 / Max: 35Min: 32 / Avg: 33.85 / Max: 36

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferRX 580RX 590RX Vega 56RX Vega 640.04950.0990.14850.1980.24750.160.150.220.21

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6420406080100Min: 70.1 / Avg: 99 / Max: 100.8Min: 78.6 / Avg: 105.13 / Max: 109.6Min: 48.2 / Avg: 76.77 / Max: 79.1Min: 51.4 / Avg: 79.27 / Max: 81.1

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641020304050Min: 32 / Avg: 33.27 / Max: 37Min: 35 / Avg: 37.05 / Max: 40Min: 35 / Avg: 38.05 / Max: 43Min: 36 / Avg: 40.64 / Max: 48

clpeak

OpenCL Test: Transfer Bandwidth enqueueWriteBuffer

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueWriteBufferRX 580RX 590RX Vega 56RX Vega 640.13280.26560.39840.53120.6640.450.420.590.56

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 71 / Avg: 109.44 / Max: 203.5Min: 79.2 / Avg: 117.14 / Max: 233.2Min: 49.1 / Avg: 89.06 / Max: 257.9Min: 52.7 / Avg: 104.67 / Max: 335.3

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641122334455Min: 34 / Avg: 37.71 / Max: 50Min: 38 / Avg: 41.36 / Max: 56Min: 40 / Avg: 43.74 / Max: 49Min: 42 / Avg: 46.65 / Max: 57

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS Per Watt, More Is BetterclpeakOpenCL Test: Integer Compute INTRX 580RX 590RX Vega 56RX Vega 6461218243011.4412.0922.4323.68

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 69.5 / Avg: 116.89 / Max: 196.7Min: 77.7 / Avg: 124.39 / Max: 220.8Min: 47.5 / Avg: 112.24 / Max: 264.2Min: 63.8 / Avg: 133.52 / Max: 322.1

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641326395265Min: 32 / Avg: 39.04 / Max: 50Min: 36 / Avg: 41.8 / Max: 54Min: 35 / Avg: 42.72 / Max: 57Min: 36 / Avg: 47.48 / Max: 66

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS Per Watt, More Is BetterclpeakOpenCL Test: Double-Precision DoubleRX 580RX 590RX Vega 56RX Vega 642468103.353.506.226.24

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64306090120150Min: 69.4 / Avg: 100.72 / Max: 186.8Min: 76.7 / Avg: 105.71 / Max: 119.2Min: 47.8 / Avg: 76.77 / Max: 77.8Min: 49.5 / Avg: 80.89 / Max: 182.7

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641020304050Min: 32 / Avg: 32.71 / Max: 45Min: 36 / Avg: 37.43 / Max: 48Min: 36 / Avg: 37.93 / Max: 40Min: 38 / Avg: 40.13 / Max: 43

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS Per Watt, More Is BetterclpeakOpenCL Test: Single-Precision FloatRX 580RX 590RX Vega 56RX Vega 6430609012015061.5866.87135.00154.00

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 73.3 / Avg: 98.79 / Max: 101.9Min: 79.3 / Avg: 107.03 / Max: 127.7Min: 49.2 / Avg: 81.54 / Max: 259Min: 51.6 / Avg: 87.77 / Max: 273.2

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641020304050Min: 31 / Avg: 33.28 / Max: 41Min: 37 / Avg: 39.72 / Max: 48Min: 39 / Avg: 41.36 / Max: 48Min: 41 / Avg: 43.79 / Max: 49

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRX 580RX 590RX Vega 56RX Vega 640.92931.85862.78793.71724.64652.082.023.894.13

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 6420406080100Min: 77.8 / Avg: 77.9 / Max: 78Min: 48 / Avg: 51.55 / Max: 55.1Min: 50.3 / Avg: 70.55 / Max: 90.8

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64918273645

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64306090120150Min: 71.4 / Avg: 101.98 / Max: 180.7Min: 77.5 / Avg: 115.43 / Max: 145.8Min: 48.3 / Avg: 83.05 / Max: 115.5Min: 159.8 / Avg: 170.75 / Max: 181.7

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64918273645Min: 30 / Avg: 30 / Max: 30Min: 37 / Avg: 37.67 / Max: 38Min: 40 / Avg: 40.25 / Max: 41Min: 42 / Avg: 42 / Max: 42

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 64306090120150Min: 73 / Avg: 131.16 / Max: 186.9Min: 79.3 / Avg: 145.78 / Max: 178.8Min: 48.4 / Avg: 110.52 / Max: 178.2Min: 127.1 / Avg: 138.95 / Max: 150.8

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 64918273645Min: 30 / Avg: 30.8 / Max: 31Min: 38 / Avg: 38.25 / Max: 39Min: 41 / Avg: 41.4 / Max: 42Min: 42 / Avg: 42.67 / Max: 43

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX 580RX 590RX Vega 56RX Vega 644080120160200Min: 74.4 / Avg: 164 / Max: 184.5Min: 80.8 / Avg: 170.15 / Max: 205Min: 118.8 / Avg: 139.2 / Max: 147Min: 52.7 / Avg: 132.86 / Max: 151.4

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX 580RX 590RX Vega 56RX Vega 641020304050Min: 33 / Avg: 35 / Max: 39Min: 39 / Avg: 41.7 / Max: 45Min: 42 / Avg: 43.78 / Max: 49Min: 44 / Avg: 46.5 / Max: 52

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX70140210280350Min: 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

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTX1632486480Min: 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

JuliaGPU

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterJuliaGPU 1.2pts1System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 644080120160200Min: 57.5 / Avg: 112.76 / Max: 128.1Min: 42.3 / Avg: 116.82 / Max: 147.4Min: 47.7 / Avg: 111.88 / Max: 128.2Min: 42.3 / Avg: 127 / Max: 157.8Min: 67.7 / Avg: 159.15 / Max: 189.8Min: 43.5 / Avg: 112.53 / Max: 153.7Min: 52.9 / Avg: 116.58 / Max: 157.4Min: 46.4 / Avg: 134.7 / Max: 169Min: 99.5 / Avg: 147.3 / Max: 199.5Min: 51.3 / Avg: 148.68 / Max: 204Min: 93.8 / Avg: 132.17 / Max: 160.8Min: 75.7 / Avg: 142.48 / Max: 179.1Min: 47.6 / Avg: 160.43 / Max: 218.2Min: 49.9 / Avg: 71.23 / Max: 89

JuliaGPU

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterJuliaGPU 1.2pts1GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641122334455Min: 46 / Avg: 47.2 / Max: 49Min: 53 / Avg: 54.4 / Max: 56Min: 38 / Avg: 40.6 / Max: 42Min: 51 / Avg: 52.5 / Max: 54Min: 52 / Avg: 54.6 / Max: 57Min: 43 / Avg: 47.5 / Max: 50Min: 46 / Avg: 47 / Max: 48Min: 53 / Avg: 54.5 / Max: 56Min: 48 / Avg: 51.25 / Max: 53Min: 49 / Avg: 52.5 / Max: 54Min: 36 / Avg: 42.75 / Max: 46Min: 45 / Avg: 48 / Max: 49Min: 40 / Avg: 42.67 / Max: 45Min: 50 / Avg: 52.33 / Max: 55

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec Per Watt, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641.1M2.2M3.3M4.4M5.5M16298571867592198022918829241666119223605422790652070002204292120424782141832212404621596765140282

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 42.1 / Avg: 105.4 / Max: 135.1Min: 43.3 / Avg: 130.75 / Max: 158.9Min: 48.4 / Avg: 122.39 / Max: 144.2Min: 43.4 / Avg: 134.92 / Max: 163.8Min: 53.7 / Avg: 180.42 / Max: 218.2Min: 148.5 / Avg: 159.28 / Max: 177.5Min: 52.2 / Avg: 156.43 / Max: 195Min: 169.9 / Avg: 187.73 / Max: 213.5Min: 49 / Avg: 235.34 / Max: 283.1Min: 49.4 / Avg: 244.67 / Max: 287.4Min: 69.1 / Avg: 131.16 / Max: 160.2Min: 78.3 / Avg: 160.59 / Max: 187.1Min: 47.3 / Avg: 173.9 / Max: 235.2Min: 49.7 / Avg: 228.87 / Max: 263.7

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 46 / Avg: 48.5 / Max: 49Min: 57 / Avg: 57.33 / Max: 58Min: 42 / Avg: 42.6 / Max: 43Min: 54 / Avg: 55.54 / Max: 57Min: 56 / Avg: 59.67 / Max: 61Min: 48 / Avg: 54.5 / Max: 56Min: 52 / Avg: 54.2 / Max: 56Min: 57 / Avg: 63.86 / Max: 67Min: 59 / Avg: 62 / Max: 65Min: 55 / Avg: 63.4 / Max: 66Min: 31 / Avg: 41.38 / Max: 45Min: 35 / Avg: 43.11 / Max: 47Min: 38 / Avg: 46.29 / Max: 52Min: 49 / Avg: 59.89 / Max: 65

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Texture Read Bandwidth

OpenBenchmarking.orgGB/s Per Watt, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 642468103.903.423.543.913.306.436.885.974.984.731.611.502.041.86

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 57.7 / Avg: 108.33 / Max: 126.1Min: 64.6 / Avg: 132.44 / Max: 150.8Min: 49.3 / Avg: 113.36 / Max: 139.4Min: 43.2 / Avg: 119.3 / Max: 162.2Min: 49.6 / Avg: 139.67 / Max: 192.8Min: 43.7 / Avg: 111.03 / Max: 156.9Min: 115.9 / Avg: 150.6 / Max: 185.3Min: 52.6 / Avg: 141.73 / Max: 186.7Min: 136 / Avg: 198.3 / Max: 260.6Min: 54.7 / Avg: 99.5 / Max: 144.3Min: 73.1 / Avg: 141.22 / Max: 169.4Min: 194.4 / Avg: 199.58 / Max: 203.7Min: 49.6 / Avg: 203.34 / Max: 252.9Min: 51.9 / Avg: 197.96 / Max: 328.9

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641224364860Min: 48 / Avg: 51.14 / Max: 52Min: 55 / Avg: 57.17 / Max: 58Min: 43 / Avg: 44 / Max: 45Min: 56 / Avg: 57 / Max: 58Min: 60 / Avg: 60.67 / Max: 61Min: 49 / Avg: 54 / Max: 56Min: 50 / Avg: 53.67 / Max: 56Min: 62 / Avg: 62 / Max: 62Min: 56 / Avg: 58.33 / Max: 61Min: 60 / Avg: 61 / Max: 62Min: 41 / Avg: 46.8 / Max: 49Min: 53 / Avg: 55.5 / Max: 57Min: 48 / Avg: 55.2 / Max: 60Min: 58 / Avg: 59.8 / Max: 62

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2080RX 580RX 590RX Vega 56RX Vega 640.51981.03961.55942.07922.5991.281.411.651.762.272.222.311.300.971.001.12

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 43.4 / Avg: 98.27 / Max: 126.2Min: 84.4 / Avg: 137.36 / Max: 151.6Min: 50 / Avg: 124.63 / Max: 140.5Min: 92.2 / Avg: 141.24 / Max: 162.2Min: 216.4 / Avg: 217.73 / Max: 218.8Min: 44.2 / Avg: 131.53 / Max: 164.4Min: 46.9 / Avg: 139.57 / Max: 185.9Min: 98.5 / Avg: 128.93 / Max: 169.3Min: 51 / Avg: 155.07 / Max: 243.7Min: 55 / Avg: 190.13 / Max: 258.3Min: 73 / Avg: 147.4 / Max: 169Min: 78.7 / Avg: 161.08 / Max: 200.6Min: 207.8 / Avg: 229.9 / Max: 252.1Min: 52.5 / Avg: 191.32 / Max: 275.7

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 53 / Avg: 53 / Max: 53Min: 60 / Avg: 60.6 / Max: 61Min: 43 / Avg: 44.83 / Max: 46Min: 60 / Avg: 60.2 / Max: 61Min: 64 / Avg: 64 / Max: 64Min: 55 / Avg: 56 / Max: 57Min: 54 / Avg: 55.33 / Max: 56Min: 61 / Avg: 63.75 / Max: 65Min: 61 / Avg: 62 / Max: 63Min: 59 / Avg: 63 / Max: 65Min: 49 / Avg: 49.6 / Max: 50Min: 56 / Avg: 59.5 / Max: 62Min: 51 / Avg: 58.6 / Max: 62Min: 59 / Avg: 62.4 / Max: 65

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: WriteGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.63681.27361.91042.54723.1841.421.401.521.531.541.872.252.502.832.571.211.151.331.86

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 55.5 / Avg: 114.96 / Max: 125.8Min: 46.7 / Avg: 129.34 / Max: 151Min: 49 / Avg: 121.24 / Max: 139.8Min: 102.3 / Avg: 149.02 / Max: 162.5Min: 52.6 / Avg: 161.7 / Max: 217.6Min: 45.9 / Avg: 126.65 / Max: 159.6Min: 48.6 / Avg: 145.97 / Max: 196.3Min: 50.4 / Avg: 148 / Max: 197.9Min: 57.7 / Avg: 161.45 / Max: 265.2Min: 55.2 / Avg: 156.17 / Max: 266.5Min: 73.5 / Avg: 144 / Max: 170.7Min: 82 / Avg: 176.16 / Max: 207.2Min: 50.8 / Avg: 153.05 / Max: 254.1Min: 55.2 / Avg: 211.77 / Max: 297.7

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641428425670Min: 54 / Avg: 55.88 / Max: 57Min: 64 / Avg: 64.8 / Max: 66Min: 47 / Avg: 47 / Max: 47Min: 63 / Avg: 64.17 / Max: 65Min: 68 / Avg: 68.33 / Max: 69Min: 56 / Avg: 58.5 / Max: 60Min: 60 / Avg: 62 / Max: 63Min: 67 / Avg: 68.67 / Max: 70Min: 66 / Avg: 67 / Max: 68Min: 66 / Avg: 68.33 / Max: 70Min: 47 / Avg: 52 / Max: 53Min: 59 / Avg: 64 / Max: 66Min: 64 / Avg: 66 / Max: 68Min: 61 / Avg: 66.4 / Max: 69

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: ReadGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080TITAN RTXRX 580RX 590RX Vega 56RX Vega 640.81451.6292.44353.2584.07251.331.591.691.542.092.342.692.653.621.121.010.990.75

LuxMark

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 351.7Min: 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: 338.6

LuxMark

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLuxMark 3.1GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641632486480Min: 43 / Avg: 58.4 / Max: 61Min: 54 / Avg: 67.07 / Max: 70Min: 41 / Avg: 48.91 / Max: 51Min: 49 / Avg: 64.55 / Max: 67Min: 56 / Avg: 72.55 / Max: 75Min: 49 / Avg: 63.65 / Max: 67Min: 47 / Avg: 67.5 / Max: 72Min: 48 / Avg: 75.04 / Max: 79Min: 49 / Avg: 69.88 / Max: 74Min: 44 / Avg: 71.96 / Max: 78Min: 29 / Avg: 55.16 / Max: 60Min: 44 / Avg: 65.27 / Max: 73Min: 44 / Avg: 69.66 / Max: 74Min: 43 / Avg: 79.26 / Max: 86

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore Per Watt, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6430609012015085.5398.48114.1679.4289.34110.80131.09123.99133.42137.5480.5378.90120.5898.89

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 345.8Min: 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: 338.1

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641428425670Min: 52 / Avg: 58.35 / Max: 62Min: 56 / Avg: 62.15 / Max: 66Min: 43 / Avg: 47.69 / Max: 50Min: 59 / Avg: 64.36 / Max: 68Min: 61 / Avg: 65.7 / Max: 70Min: 46 / Avg: 55.73 / Max: 61Min: 47 / Avg: 54.45 / Max: 60Min: 56 / Avg: 63.5 / Max: 70Min: 49 / Avg: 54.38 / Max: 59Min: 50 / Avg: 55.25 / Max: 61Min: 35 / Avg: 47.27 / Max: 53Min: 43 / Avg: 54.21 / Max: 59Min: 51 / Avg: 59.53 / Max: 66Min: 50 / Avg: 60.38 / Max: 68

PlaidML

FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.29030.58060.87091.16121.45150.650.790.890.790.820.901.031.081.281.290.400.370.640.64

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 71.5 / Avg: 140.59 / Max: 158.7Min: 43.1 / Avg: 156.77 / Max: 185.9Min: 48.9 / Avg: 127.46 / Max: 146.6Min: 115.7 / Avg: 176.49 / Max: 201.1Min: 50.4 / Avg: 194.3 / Max: 254.7Min: 45.1 / Avg: 125.88 / Max: 192.6Min: 46.5 / Avg: 126.45 / Max: 198.6Min: 47.4 / Avg: 135.75 / Max: 228.3Min: 48.3 / Avg: 198.43 / Max: 287.4Min: 52.5 / Avg: 178.13 / Max: 298.5Min: 72.7 / Avg: 136.8 / Max: 186.1Min: 78.3 / Avg: 178.69 / Max: 218.6Min: 49.4 / Avg: 145.38 / Max: 261.4Min: 88.8 / Avg: 211.83 / Max: 333.3

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 52 / Avg: 56.5 / Max: 59Min: 55 / Avg: 60 / Max: 64Min: 43 / Avg: 45.83 / Max: 48Min: 58 / Avg: 62 / Max: 65Min: 59 / Avg: 63 / Max: 66Min: 46 / Avg: 51.8 / Max: 55Min: 51 / Avg: 53.25 / Max: 55Min: 58 / Avg: 61.5 / Max: 64Min: 50 / Avg: 51.33 / Max: 53Min: 51 / Avg: 54 / Max: 58Min: 37 / Avg: 45.13 / Max: 49Min: 47 / Avg: 53.5 / Max: 58Min: 52 / Avg: 59.67 / Max: 64Min: 52 / Avg: 59.71 / Max: 65

PlaidML

FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.77181.54362.31543.08723.8591.281.461.761.471.702.763.023.373.053.431.411.221.811.32

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 332.7Min: 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: 338.2

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 50 / Avg: 54.8 / Max: 58Min: 56 / Avg: 59.9 / Max: 64Min: 44 / Avg: 46.22 / Max: 48Min: 60 / Avg: 62.5 / Max: 65Min: 61 / Avg: 63.11 / Max: 66Min: 46 / Avg: 50.11 / Max: 56Min: 50 / Avg: 53.44 / Max: 58Min: 59 / Avg: 62.38 / Max: 66Min: 51 / Avg: 53.29 / Max: 57Min: 52 / Avg: 54.86 / Max: 58Min: 37 / Avg: 44.64 / Max: 50Min: 47 / Avg: 54.23 / Max: 60Min: 49 / Avg: 55.36 / Max: 63Min: 48 / Avg: 54.5 / Max: 60

PlaidML

FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.69981.39962.09942.79923.4991.591.771.941.921.822.302.442.513.112.860.920.881.511.52

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 70.6 / Avg: 141.88 / Max: 164.5Min: 85.2 / Avg: 157.11 / Max: 185.1Min: 50 / Avg: 141.65 / Max: 161.4Min: 91.6 / Avg: 167.52 / Max: 214.9Min: 123.8 / Avg: 205.47 / Max: 275.7Min: 45.2 / Avg: 158.66 / Max: 201.6Min: 47.5 / Avg: 159.79 / Max: 224.3Min: 50.1 / Avg: 167.47 / Max: 240.9Min: 49.3 / Avg: 185.12 / Max: 298.3Min: 63.8 / Avg: 192.88 / Max: 301.5Min: 71.3 / Avg: 157.31 / Max: 201.8Min: 79.3 / Avg: 178.28 / Max: 235.4Min: 78.5 / Avg: 172.43 / Max: 257.5Min: 50.9 / Avg: 173.75 / Max: 315.1

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 44 / Avg: 52.44 / Max: 59Min: 58 / Avg: 61.79 / Max: 65Min: 43 / Avg: 47.13 / Max: 50Min: 58 / Avg: 63.21 / Max: 68Min: 60 / Avg: 64.36 / Max: 69Min: 40 / Avg: 48.69 / Max: 56Min: 49 / Avg: 54.67 / Max: 60Min: 57 / Avg: 63.18 / Max: 68Min: 52 / Avg: 54.78 / Max: 59Min: 51 / Avg: 55.27 / Max: 60Min: 33 / Avg: 45.16 / Max: 54Min: 44 / Avg: 55.88 / Max: 64Min: 50 / Avg: 58.4 / Max: 68Min: 50 / Avg: 59.52 / Max: 69

PlaidML

FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.27230.54460.81691.08921.36150.610.740.830.790.810.840.981.031.211.190.440.420.620.69

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 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: 274.2Min: 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: 223.9

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 41 / Avg: 45.25 / Max: 47Min: 59 / Avg: 60.33 / Max: 61Min: 48 / Avg: 48 / Max: 48Min: 62 / Avg: 62 / Max: 62Min: 63 / Avg: 64 / Max: 65Min: 39 / Avg: 44.25 / Max: 48Min: 55 / Avg: 55 / Max: 55Min: 66 / Avg: 66 / Max: 66Min: 54 / Avg: 55.67 / Max: 58Min: 55 / Avg: 55 / Max: 55Min: 36 / Avg: 40.83 / Max: 46Min: 47 / Avg: 51.5 / Max: 56Min: 51 / Avg: 52.8 / Max: 57Min: 54 / Avg: 55.6 / Max: 59

PlaidML

FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6436912157.727.128.065.427.029.008.7010.678.456.673.623.295.827.47

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 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: 231.9Min: 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: 305.6

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 44 / Avg: 49.23 / Max: 54Min: 51 / Avg: 55.42 / Max: 59Min: 39 / Avg: 42.75 / Max: 45Min: 53 / Avg: 57.58 / Max: 61Min: 59 / Avg: 61.75 / Max: 63Min: 40 / Avg: 45 / Max: 50Min: 41 / Avg: 45.18 / Max: 49Min: 50 / Avg: 54.64 / Max: 59Min: 52 / Avg: 53.5 / Max: 56Min: 52 / Avg: 53.8 / Max: 56Min: 34 / Avg: 42.71 / Max: 48Min: 46 / Avg: 53.31 / Max: 59Min: 49 / Avg: 56.67 / Max: 63Min: 51 / Avg: 58.38 / Max: 64

PlaidML

FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.36450.7291.09351.4581.82251.081.141.241.141.141.621.561.561.541.600.890.951.071.11

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 644080120160200Min: 43.2 / Avg: 99.8 / Max: 140.7Min: 48.4 / Avg: 126.46 / Max: 165Min: 48.1 / Avg: 99.69 / Max: 140.6Min: 91.7 / Avg: 152.84 / Max: 169.4Min: 47.2 / Avg: 121.72 / Max: 213.3Min: 47.3 / Avg: 110.84 / Max: 168.5Min: 49.9 / Avg: 120.6 / Max: 185.8Min: 48 / Avg: 132.2 / Max: 198.2Min: 48.4 / Avg: 137.54 / Max: 235.7Min: 56 / Avg: 163.54 / Max: 245.3Min: 73.6 / Avg: 119.65 / Max: 155.1Min: 78.7 / Avg: 135.11 / Max: 174.8Min: 49.7 / Avg: 124.48 / Max: 221.8Min: 75.8 / Avg: 156.29 / Max: 240.3

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 41 / Avg: 47.52 / Max: 54Min: 51 / Avg: 56.59 / Max: 60Min: 38 / Avg: 42.62 / Max: 46Min: 60 / Avg: 61.64 / Max: 63Min: 44 / Avg: 53.18 / Max: 61Min: 43 / Avg: 48.84 / Max: 55Min: 42 / Avg: 47.65 / Max: 53Min: 52 / Avg: 58.56 / Max: 66Min: 44 / Avg: 48.59 / Max: 53Min: 43 / Avg: 48.07 / Max: 53Min: 30 / Avg: 37.96 / Max: 46Min: 42 / Avg: 49 / Max: 56Min: 40 / Avg: 49.89 / Max: 64Min: 45 / Avg: 55.21 / Max: 65

PlaidML

FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Training - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.25430.50860.76291.01721.27150.870.851.030.671.031.021.091.011.130.980.350.340.570.48

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 322.5Min: 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: 319.8

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641428425670Min: 43 / Avg: 51.9 / Max: 59Min: 49 / Avg: 56.06 / Max: 63Min: 41 / Avg: 45.18 / Max: 50Min: 52 / Avg: 58.85 / Max: 65Min: 53 / Avg: 60.07 / Max: 67Min: 43 / Avg: 50.75 / Max: 59Min: 42 / Avg: 48.87 / Max: 56Min: 53 / Avg: 59.79 / Max: 68Min: 46 / Avg: 51 / Max: 57Min: 42 / Avg: 47.33 / Max: 54Min: 31 / Avg: 42.94 / Max: 51Min: 42 / Avg: 53.46 / Max: 61Min: 52 / Avg: 59.68 / Max: 69Min: 55 / Avg: 63.35 / Max: 70

PlaidML

FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.33750.6751.01251.351.68750.720.921.020.801.081.081.271.211.381.500.410.390.700.55

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 301.7Min: 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: 313.6

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641326395265Min: 47 / Avg: 50.92 / Max: 55Min: 54 / Avg: 57.18 / Max: 61Min: 43 / Avg: 45.8 / Max: 48Min: 58 / Avg: 60 / Max: 63Min: 59 / Avg: 61.1 / Max: 64Min: 46 / Avg: 50.9 / Max: 56Min: 46 / Avg: 48.78 / Max: 53Min: 58 / Avg: 61.6 / Max: 65Min: 49 / Avg: 51.2 / Max: 55Min: 44 / Avg: 46.33 / Max: 52Min: 35 / Avg: 41.89 / Max: 48Min: 44 / Avg: 51.33 / Max: 58Min: 52 / Avg: 59.73 / Max: 67Min: 52 / Avg: 59.71 / Max: 67

PlaidML

FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.66381.32761.99142.65523.3191.491.762.081.621.781.962.512.392.952.920.910.891.381.24

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6450100150200250Min: 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: 275.4Min: 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: 296

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641428425670Min: 45 / Avg: 52 / Max: 57Min: 48 / Avg: 54.81 / Max: 60Min: 43 / Avg: 45.94 / Max: 49Min: 51 / Avg: 57.64 / Max: 63Min: 55 / Avg: 59.71 / Max: 66Min: 43 / Avg: 49.73 / Max: 56Min: 42 / Avg: 48.08 / Max: 55Min: 56 / Avg: 61.08 / Max: 66Min: 49 / Avg: 52.45 / Max: 57Min: 39 / Avg: 44.46 / Max: 52Min: 33 / Avg: 42.3 / Max: 50Min: 40 / Avg: 50.41 / Max: 60Min: 39 / Avg: 50.92 / Max: 65Min: 47 / Avg: 59.05 / Max: 70

PlaidML

FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 640.2880.5760.8641.1521.440.670.760.900.780.820.921.071.081.121.280.520.510.740.66

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 644080120160200Min: 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: 140.2Min: 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: 82.4

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641224364860Min: 49 / Avg: 50 / Max: 51Min: 47 / Avg: 49.5 / Max: 51Min: 46 / Avg: 47 / Max: 48Min: 47 / Avg: 49.75 / Max: 51Min: 56 / Avg: 56.67 / Max: 57Min: 46 / Avg: 47.75 / Max: 50Min: 45 / Avg: 46.75 / Max: 48Min: 61 / Avg: 61.67 / Max: 62Min: 52 / Avg: 52.5 / Max: 53Min: 41 / Avg: 41.5 / Max: 42Min: 38 / Avg: 42 / Max: 47Min: 45 / Avg: 48.88 / Max: 53Min: 40 / Avg: 42.75 / Max: 46Min: 49 / Avg: 50.83 / Max: 54

PlaidML

FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6436912155.127.226.577.345.196.418.876.8210.288.825.144.746.238.48

LeelaChessZero

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterLeelaChessZero 0.20.1System Power Consumption MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 6460120180240300Min: 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: 357.7Min: 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: 342.7

LeelaChessZero

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLeelaChessZero 0.20.1GPU Temperature MonitorGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 641428425670Min: 38 / Avg: 51.69 / Max: 59Min: 35 / Avg: 46.2 / Max: 55Min: 46 / Avg: 50.13 / Max: 53Min: 32 / Avg: 40.8 / Max: 58Min: 41 / Avg: 51.43 / Max: 61Min: 39 / Avg: 50.33 / Max: 58Min: 33 / Avg: 44.86 / Max: 52Min: 57 / Avg: 66.29 / Max: 73Min: 50 / Avg: 55.6 / Max: 60Min: 34 / Avg: 36.91 / Max: 47Min: 27 / Avg: 45.13 / Max: 61Min: 37 / Avg: 50.65 / Max: 67Min: 28 / Avg: 41.93 / Max: 60Min: 46 / Avg: 64.5 / Max: 72

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second Per Watt, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLGTX 1060GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2060RTX 2070RTX 2080RTX 2080 TiTITAN RTXRX 580RX 590RX Vega 56RX Vega 645101520255.977.779.4511.818.807.579.2710.1315.1022.113.743.624.382.73

Phoronix Test Suite v10.8.5