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&rdt.

NVIDIA vs. Radeon OpenCL Linux GPU ComputeProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdoclIntel 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 1080 8GB (1607/5005MHz)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 Ti 11GB (1480/5508MHz)NVIDIA TITAN RTX 24GB (1350/7000MHz)NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA GeForce RTX 2060 6GB (1365/7000MHz)ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz)NVIDIA GeForce GTX 1060 6GB (1506/4006MHz)AMD Radeon RX 64 8GB (1630/945MHz)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)1.1.90AMD Radeon RX 64 8GB (1590/800MHz)MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz)Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz)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 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 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 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- 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- 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 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- 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- 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- 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 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- 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 1080: Scaling Governor: intel_pstate performance- GTX 1070: Scaling Governor: intel_pstate performance- GTX 1070 Ti: Scaling Governor: intel_pstate performance- GTX 1080 Ti: Scaling Governor: intel_pstate performance- TITAN RTX: Scaling Governor: intel_pstate performance- RTX 2080 Ti: Scaling Governor: intel_pstate performance- RTX 2080: Scaling Governor: intel_pstate performance- RTX 2060: Scaling Governor: intel_pstate performance- RTX 2070: Scaling Governor: intel_pstate performance- GTX 1060: Scaling Governor: intel_pstate performance- RX Vega 64: Scaling Governor: intel_pstate performance- RX Vega 56: Scaling Governor: intel_pstate performance- RX 580: Scaling Governor: intel_pstate performance- RX 590: Scaling Governor: intel_pstate performance- amdocl: Scaling Governor: acpi-cpufreq schedutilOpenCL Details- GTX 1080: GPU Compute Cores: 2560- GTX 1070: GPU Compute Cores: 1920- GTX 1070 Ti: GPU Compute Cores: 2432- GTX 1080 Ti: GPU Compute Cores: 3584- TITAN RTX: GPU Compute Cores: 4608- RTX 2080 Ti: GPU Compute Cores: 4352- RTX 2080: GPU Compute Cores: 2944- RTX 2060: GPU Compute Cores: 1920- RTX 2070: GPU Compute Cores: 2304- GTX 1060: GPU Compute Cores: 1280Python Details- GTX 1080: 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 Ti: Python 2.7.15+ + Python 3.6.7- TITAN RTX: Python 2.7.15+ + Python 3.6.7- RTX 2080 Ti: Python 2.7.15+ + Python 3.6.7- RTX 2080: 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- GTX 1060: Python 2.7.15+ + Python 3.6.7- RX Vega 64: Python 2.7.15+ + Python 3.6.7- RX Vega 56: 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- amdocl: Python 3.7.2Security Details- GTX 1080: __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 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- RTX 2080 Ti: __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 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- GTX 1060: __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- RX Vega 56: __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- 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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl1380313910329713213312.5911.341750264239814322216779343.775272922596862391313242.722292162098013.971.1012.3057514.190.131728712610722411711612.6011.331430237168112919615658783.644472572286642181720622.892051921877643.921.1012.1945310.470.121677612810324212011812.5511.151478237206813119715367763.924332622246452215480162.932051901877554.011.1612.1950111.630.132168219412541516716712.5711.2923333343263189329187108533.995963393307742651628752.263373363178833.871.0312.5197219.680.124602226416054021522912.5811.16327547414848289525244163863.8511585566109773036654471.6456548948313363.690.7412.68155336.280.104278725015651921122512.5911.29310745814906273505246153523.8311735376059713009222411.6454443945412913.690.7512.68144535.130.102914619213334316817212.5211.1322593549952203368216102703.6511214004578932788292381.9239232332710453.780.8112.57108323.740.112135614811323113413312.6011.291484282670515027618866303.6510243093477792516119892.222962452478633.820.8212.4380315.870.112953217913226615715612.4811.251729333778018936519879683.6410773763828302656820461.9339231333010083.680.7512.5798818.420.101225694.6286.9415188.8586.1112.5411.15899183125294.0814513442393.784111941805521837826263.661531391385924.171.3111.932977.280.1332565119.9974.31833120.03119.0644.3116.228562132479137.62362184124696.9642527027958736615943813.721593562228355.324.217.5492216.390.1731079106.6671.23698109.03106.6544.9716.637581951997120.44317178103577.0135522826357534648406413.471513052047205.284.187.5592712.700.171527160.9842.0439276.5969.0544.9715.84640128125265.1820613062024.9721113319356328307885113.541621791844145.304.189.105478.050.171722164.0445.6143682.7175.4144.1915.92683137141668.6921714470694.6924114221859930262344013.961781851934535.454.289.365709.160.1728140108.3675.09689116.49138.7437.9715.7911892151961120.113181591059133.793692622704983127925653403253094.817812.720.7512.4489512.950.09OpenBenchmarking.org

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl10K20K30K40K50KSE +/- 42.00, N = 3SE +/- 1.33, N = 3SE +/- 14.90, N = 3SE +/- 8.33, N = 3SE +/- 103.04, N = 3SE +/- 155.67, N = 3SE +/- 25.12, N = 3SE +/- 31.58, N = 3SE +/- 107.00, N = 3SE +/- 46.58, N = 3SE +/- 583.87, N = 3SE +/- 65.67, N = 3SE +/- 17.84, N = 3SE +/- 74.83, N = 3SE +/- 124.42, N = 3138031728716776216824602242787291462135629532122563256531079152711722128140

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl60120180240300SE +/- 0.09, N = 3SE +/- 0.12, N = 3SE +/- 0.06, N = 3SE +/- 0.32, N = 3SE +/- 0.43, N = 3SE +/- 0.20, N = 3SE +/- 0.32, N = 3SE +/- 0.15, N = 3SE +/- 0.26, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.55, N = 3139.00126.00128.00194.00264.00250.00192.00148.00179.0094.62119.99106.6660.9864.04108.36

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: Mobilenet - Device: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl4080120160200SE +/- 0.07, N = 3SE +/- 0.15, N = 3SE +/- 0.03, N = 3SE +/- 0.18, N = 3SE +/- 0.19, N = 3SE +/- 0.10, N = 3SE +/- 0.21, N = 3SE +/- 0.11, N = 3SE +/- 0.18, N = 3SE +/- 0.03, N = 3SE +/- 0.17, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.10, N = 3103.00107.00103.00125.00160.00156.00133.00113.00132.0086.9474.3171.2342.0445.6175.09

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Double-Precision DoubleGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl2004006008001000SE +/- 0.02, N = 3SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 0.14, N = 3SE +/- 1.29, N = 3SE +/- 1.25, N = 3SE +/- 0.98, N = 3SE +/- 0.60, N = 3SE +/- 0.72, N = 3SE +/- 0.05, N = 3SE +/- 1.09, N = 3SE +/- 1.26, N = 3SE +/- 0.01, N = 3SE +/- 0.21, N = 3SE +/- 1.18, N = 32972242424155405193432312661518336983924366891. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl50100150200250SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.30, N = 3SE +/- 0.58, N = 3SE +/- 1.30, N = 3SE +/- 0.48, N = 3SE +/- 0.40, N = 3SE +/- 0.44, N = 3SE +/- 0.18, N = 3SE +/- 0.05, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 3SE +/- 0.11, N = 3SE +/- 0.34, N = 3132.00117.00120.00167.00215.00211.00168.00134.00157.0088.85120.03109.0376.5982.71116.49

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl50100150200250SE +/- 0.08, N = 3SE +/- 0.07, N = 3SE +/- 0.18, N = 3SE +/- 0.28, N = 3SE +/- 0.53, N = 3SE +/- 0.38, N = 3SE +/- 0.13, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.40, N = 3SE +/- 0.00, N = 3SE +/- 0.11, N = 3SE +/- 0.06, N = 3SE +/- 0.24, N = 3133.00116.00118.00167.00229.00225.00172.00133.00156.0086.11119.06106.6569.0575.41138.74

clpeak

OpenCL Test: Transfer Bandwidth enqueueWriteBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueWriteBufferGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl1020304050SE +/- 0.01, N = 3SE +/- 0.03, 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 +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.22, N = 3SE +/- 0.42, N = 312.5912.6012.5512.5712.5812.5912.5212.6012.4812.5444.3144.9744.9744.1937.971. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl48121620SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.09, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.09, N = 3SE +/- 0.02, N = 3SE +/- 0.08, N = 3SE +/- 0.33, N = 3SE +/- 0.08, N = 3SE +/- 0.13, N = 311.3411.3311.1511.2911.1611.2911.1311.2911.2511.1516.2216.6315.8415.9215.791. (CXX) g++ options: -O3 -rdynamic -lOpenCL

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl7001400210028003500SE +/- 32.06, N = 3SE +/- 9.63, N = 3SE +/- 13.26, N = 3SE +/- 25.14, N = 3SE +/- 28.14, N = 3SE +/- 20.98, N = 3SE +/- 22.18, N = 3SE +/- 13.06, N = 3SE +/- 20.57, N = 3SE +/- 6.27, N = 3SE +/- 5.51, N = 3SE +/- 2.66, N = 3SE +/- 2.68, N = 3SE +/- 2.57, N = 3SE +/- 16.88, N = 517501430147823333275310722591484172989985675864068311891. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl100200300400500SE +/- 0.24, N = 3SE +/- 0.38, N = 3SE +/- 0.16, N = 3SE +/- 0.34, N = 3SE +/- 1.16, N = 3SE +/- 1.03, N = 3SE +/- 0.40, N = 3SE +/- 0.26, N = 3SE +/- 0.76, N = 3SE +/- 0.17, N = 3SE +/- 0.13, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 2.54, N = 3264237237334474458354282333183213195128137215

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl3K6K9K12K15KSE +/- 25.25, N = 3SE +/- 21.00, N = 3SE +/- 6.17, N = 3SE +/- 76.28, N = 3SE +/- 1004.15, N = 3SE +/- 517.75, N = 3SE +/- 679.58, N = 3SE +/- 444.77, N = 3SE +/- 498.12, N = 3SE +/- 38.63, N = 3SE +/- 3.01, N = 3SE +/- 1.32, N = 3SE +/- 0.02, N = 3SE +/- 6.53, N = 3SE +/- 5.46, N = 3239816812068326314848149069952670577801252247919971252141619611. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl60120180240300SE +/- 0.06, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.12, N = 3SE +/- 0.72, N = 3SE +/- 0.36, N = 3SE +/- 0.17, N = 3SE +/- 0.16, N = 3SE +/- 0.27, N = 3SE +/- 0.04, N = 3SE +/- 0.11, N = 3SE +/- 0.18, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3143.00129.00131.00189.00289.00273.00203.00150.00189.0094.08137.62120.4465.1868.69120.11

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl110220330440550SE +/- 0.05, N = 3SE +/- 0.02, N = 3SE +/- 0.22, N = 3SE +/- 0.68, N = 3SE +/- 1.70, N = 3SE +/- 0.48, N = 3SE +/- 0.37, N = 3SE +/- 0.19, N = 3SE +/- 2.69, N = 3SE +/- 0.95, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 1.46, N = 3SE +/- 1.82, N = 3SE +/- 0.34, N = 32221961973295255053682763651453623172062173181. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl50100150200250SE +/- 0.60, N = 3SE +/- 0.50, N = 3SE +/- 0.03, N = 3SE +/- 0.49, N = 3SE +/- 0.96, N = 3SE +/- 0.72, N = 3SE +/- 0.27, N = 3SE +/- 0.38, N = 3SE +/- 0.82, N = 3SE +/- 0.17, N = 3SE +/- 0.19, N = 3SE +/- 0.24, N = 3SE +/- 0.25, N = 3SE +/- 0.19, N = 3SE +/- 0.57, N = 3167156153187244246216188198134184178130144159

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl4K8K12K16K20KSE +/- 396.02, N = 3SE +/- 393.27, N = 3SE +/- 14.43, N = 3SE +/- 782.31, N = 3SE +/- 688.69, N = 3SE +/- 1065.18, N = 3SE +/- 732.21, N = 3SE +/- 657.16, N = 3SE +/- 495.99, N = 3SE +/- 3.56, N = 3SE +/- 41.13, N = 3SE +/- 38.50, N = 3SE +/- 1.21, N = 3SE +/- 15.75, N = 3SE +/- 10.63, N = 379345878677610853163861535210270663079684239124691035762027069105911. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Kernel Latency

OpenBenchmarking.orgus, Fewer Is BetterclpeakOpenCL Test: Kernel LatencyGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl816243240SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.00, N = 3SE +/- 0.24, N = 33.773.643.923.993.853.833.653.653.643.786.967.014.974.6933.791. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl30060090012001500SE +/- 0.28, N = 3SE +/- 0.82, N = 3SE +/- 0.80, N = 3SE +/- 1.91, N = 3SE +/- 3.52, N = 3SE +/- 1.02, N = 3SE +/- 2.94, N = 3SE +/- 0.24, N = 3SE +/- 1.24, N = 3SE +/- 1.03, N = 3SE +/- 0.60, N = 3SE +/- 0.86, N = 3SE +/- 1.47, N = 3SE +/- 1.57, N = 3SE +/- 1.03, N = 3527447433596115811731121102410774114253552112413691. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl120240360480600SE +/- 0.41, N = 3SE +/- 0.45, N = 3SE +/- 0.24, N = 3SE +/- 0.55, N = 3SE +/- 1.67, N = 3SE +/- 0.31, N = 3SE +/- 0.45, N = 3SE +/- 0.26, N = 3SE +/- 0.33, N = 3SE +/- 0.11, N = 3SE +/- 1.40, N = 3SE +/- 2.52, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.31, N = 3292257262339556537400309376194270228133142262

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl130260390520650SE +/- 0.45, N = 3SE +/- 0.21, N = 3SE +/- 0.19, N = 3SE +/- 0.59, N = 3SE +/- 0.76, N = 3SE +/- 2.13, N = 3SE +/- 1.09, N = 3SE +/- 0.31, N = 3SE +/- 0.60, N = 3SE +/- 0.33, N = 3SE +/- 1.42, N = 3SE +/- 0.20, N = 3SE +/- 0.23, N = 3SE +/- 0.63, N = 3SE +/- 0.46, N = 3259228224330610605457347382180279263193218270

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl2004006008001000SE +/- 5.02, N = 3SE +/- 4.06, N = 3SE +/- 3.15, N = 3SE +/- 3.70, N = 3SE +/- 3.45, N = 3SE +/- 2.70, N = 3SE +/- 1.63, N = 3SE +/- 1.27, N = 3SE +/- 1.07, N = 3SE +/- 0.87, N = 3SE +/- 9.53, N = 3SE +/- 6.73, N = 3SE +/- 1.03, N = 3SE +/- 1.00, N = 3SE +/- 5.20, N = 3686664645774977971893779830552587575563599498

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl80M160M240M320M400MSE +/- 121634.53, N = 3SE +/- 621591.58, N = 3SE +/- 297139.02, N = 3SE +/- 720633.38, N = 3SE +/- 908628.37, N = 3SE +/- 1417039.09, N = 3SE +/- 1536969.33, N = 3SE +/- 815068.63, N = 3SE +/- 333271.02, N = 3SE +/- 513835.53, N = 3SE +/- 419189.48, N = 3SE +/- 834530.58, N = 3SE +/- 570650.48, N = 3SE +/- 366170.21, N = 3SE +/- 7293118.99, N = 122391313242181720622215480162651628753036654473009222412788292382516119892656820461837826263661594383464840642830788513026234403127925651. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59048121620SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 32.722.892.932.261.641.641.922.221.933.6613.7213.4713.5413.96

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl120240360480600SE +/- 0.18, N = 3SE +/- 0.09, N = 3SE +/- 0.27, N = 3SE +/- 0.52, N = 3SE +/- 0.38, N = 3SE +/- 0.50, N = 3SE +/- 1.81, N = 3SE +/- 0.15, N = 3SE +/- 1.98, N = 3SE +/- 0.17, N = 3SE +/- 0.18, N = 3SE +/- 0.06, N = 3SE +/- 0.15, N = 3SE +/- 0.58, N = 3SE +/- 0.54, N = 32292052053375655443922963921531591511621783401. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl110220330440550SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.30, N = 3SE +/- 0.09, N = 3SE +/- 2.45, N = 3SE +/- 1.92, N = 3SE +/- 0.73, N = 3SE +/- 0.95, N = 3SE +/- 0.59, N = 3SE +/- 0.19, N = 3SE +/- 11.23, N = 3SE +/- 0.32, N = 3SE +/- 0.33, N = 3SE +/- 0.10, N = 3SE +/- 0.27, N = 32161921903364894393232453131393563051791853251. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl100200300400500SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.29, N = 3SE +/- 0.17, N = 3SE +/- 0.64, N = 3SE +/- 0.23, N = 3SE +/- 0.35, N = 3SE +/- 0.18, N = 3SE +/- 0.18, N = 3SE +/- 0.15, N = 3SE +/- 0.06, N = 3SE +/- 0.20, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.12, N = 32091871873174834543272473301382222041841933091. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl30060090012001500SE +/- 0.61, N = 3SE +/- 1.02, N = 3SE +/- 0.31, N = 3SE +/- 4.51, N = 3SE +/- 3.01, N = 3SE +/- 1.39, N = 3SE +/- 0.31, N = 3SE +/- 1.86, N = 3SE +/- 1.43, N = 3SE +/- 3.04, N = 3SE +/- 7.40, N = 3SE +/- 9.70, N = 3SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 2.78, N = 38017647558831336129110458631008592835720414453781

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901.22632.45263.67894.90526.1315SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.973.924.013.873.693.693.783.823.684.175.325.285.305.45

Darktable

Test: Server Room - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Server Room - Acceleration: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.9631.9262.8893.8524.815SE +/- 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 +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 31.101.101.161.030.740.750.810.820.751.314.214.184.184.28

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl3691215SE +/- 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 +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.10, N = 3SE +/- 0.00, N = 3SE +/- 0.21, N = 3SE +/- 0.02, N = 312.3012.1912.1912.5112.6812.6812.5712.4312.5711.937.547.559.109.3612.441. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl30060090012001500SE +/- 1.43, N = 3SE +/- 8.74, N = 3SE +/- 1.30, N = 3SE +/- 2.56, N = 3SE +/- 2.67, N = 3SE +/- 11.70, N = 3SE +/- 6.71, N = 3SE +/- 10.50, N = 3SE +/- 46.80, N = 3SE +/- 2.45, N = 3SE +/- 0.34, N = 3SE +/- 1.97, N = 3SE +/- 0.36, N = 3SE +/- 1.04, N = 3SE +/- 2.55, N = 35754535019721553144510838039882979229275475708951. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 590amdocl816243240SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.06, N = 3SE +/- 0.35, N = 3SE +/- 0.40, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 314.1910.4711.6319.6836.2835.1323.7415.8718.427.2816.3912.708.059.1612.951. (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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.03830.07660.11490.15320.1915SE +/- 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 = 30.130.120.130.120.100.100.110.110.100.130.170.170.170.17

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringRX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 49.7 / Avg: 129.09 / Max: 305.4Min: 47.1 / Avg: 125.63 / Max: 271.3Min: 69 / Avg: 125.65 / Max: 229.5Min: 75 / Avg: 138.2 / Max: 253.3

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringRX Vega 64RX Vega 56RX 580RX 5901428425670Min: 45 / Avg: 52.93 / Max: 65Min: 28 / Avg: 47.45 / Max: 74Min: 26 / Avg: 39.71 / Max: 61Min: 35 / Avg: 46.18 / Max: 73

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 590306090120150Min: 50.5 / Avg: 65.45 / Max: 80.4Min: 47.7 / Avg: 48.75 / Max: 49.8Min: 80.6 / Avg: 100.5 / Max: 136

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590918273645Min: 39 / Avg: 39.5 / Max: 40Min: 39 / Avg: 40.5 / Max: 42

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 62.2 / Avg: 183.8 / Max: 305.4Min: 47.8 / Avg: 120.9 / Max: 194Min: 92.2 / Avg: 137.05 / Max: 181.9Min: 138.3 / Avg: 188 / Max: 237.7

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901122334455Min: 38 / Avg: 39.5 / Max: 41Min: 35 / Avg: 42 / Max: 49Min: 39 / Avg: 44.67 / Max: 55

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59020406080100Min: 51.7 / Avg: 64.95 / Max: 78.2Min: 49 / Avg: 65 / Max: 81Min: 81.9 / Avg: 92.65 / Max: 103.4

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901020304050Min: 49 / Avg: 49.5 / Max: 50Min: 42 / Avg: 42.5 / Max: 43Min: 37 / Avg: 37 / Max: 37Min: 40 / Avg: 41 / Max: 42

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59020406080100Min: 59.1 / Avg: 78.52 / Max: 79.5Min: 47.4 / Avg: 76.29 / Max: 77.6Min: 69.7 / Avg: 98.35 / Max: 99.6Min: 78.8 / Avg: 105.05 / Max: 110.8

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590816243240Min: 32 / Avg: 32.11 / Max: 33Min: 32 / Avg: 32.61 / Max: 34Min: 31 / Avg: 31.03 / Max: 32Min: 35 / Avg: 35.11 / Max: 38

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59020406080100Min: 49.9 / Avg: 78.27 / Max: 81Min: 73.9 / Avg: 77.01 / Max: 77.7Min: 69.5 / Avg: 98.49 / Max: 101Min: 78.6 / Avg: 105.05 / Max: 110.7

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590816243240Min: 32 / Avg: 33.85 / Max: 36Min: 33 / Avg: 33.73 / Max: 35Min: 31 / Avg: 31.18 / Max: 32Min: 35 / Avg: 35.21 / Max: 36

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferRX Vega 64RX Vega 56RX 580RX 5900.04950.0990.14850.1980.24750.210.220.160.15

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59020406080100Min: 51.4 / Avg: 79.27 / Max: 81.1Min: 48.2 / Avg: 76.77 / Max: 79.1Min: 70.1 / Avg: 99 / Max: 100.8Min: 78.6 / Avg: 105.13 / Max: 109.6

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901020304050Min: 36 / Avg: 40.64 / Max: 48Min: 35 / Avg: 38.05 / Max: 43Min: 32 / Avg: 33.27 / Max: 37Min: 35 / Avg: 37.05 / Max: 40

clpeak

OpenCL Test: Transfer Bandwidth enqueueWriteBuffer

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueWriteBufferRX Vega 64RX Vega 56RX 580RX 5900.13280.26560.39840.53120.6640.560.590.450.42

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 52.7 / Avg: 104.67 / Max: 335.3Min: 49.1 / Avg: 89.06 / Max: 257.9Min: 71 / Avg: 109.44 / Max: 203.5Min: 79.2 / Avg: 117.14 / Max: 233.2

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901122334455Min: 42 / Avg: 46.65 / Max: 57Min: 40 / Avg: 43.74 / Max: 49Min: 34 / Avg: 37.71 / Max: 50Min: 38 / Avg: 41.36 / Max: 56

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS Per Watt, More Is BetterclpeakOpenCL Test: Integer Compute INTRX Vega 64RX Vega 56RX 580RX 59061218243023.6822.4311.4412.09

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 63.8 / Avg: 133.52 / Max: 322.1Min: 47.5 / Avg: 112.24 / Max: 264.2Min: 69.5 / Avg: 116.89 / Max: 196.7Min: 77.7 / Avg: 124.39 / Max: 220.8

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901326395265Min: 36 / Avg: 47.48 / Max: 66Min: 35 / Avg: 42.72 / Max: 57Min: 32 / Avg: 39.04 / Max: 50Min: 36 / Avg: 41.8 / Max: 54

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS Per Watt, More Is BetterclpeakOpenCL Test: Double-Precision DoubleRX Vega 64RX Vega 56RX 580RX 5902468106.246.223.353.50

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 590306090120150Min: 49.5 / Avg: 80.89 / Max: 182.7Min: 47.8 / Avg: 76.77 / Max: 77.8Min: 69.4 / Avg: 100.72 / Max: 186.8Min: 76.7 / Avg: 105.71 / Max: 119.2

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901020304050Min: 38 / Avg: 40.13 / Max: 43Min: 36 / Avg: 37.93 / Max: 40Min: 32 / Avg: 32.71 / Max: 45Min: 36 / Avg: 37.43 / Max: 48

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS Per Watt, More Is BetterclpeakOpenCL Test: Single-Precision FloatRX Vega 64RX Vega 56RX 580RX 590306090120150154.00135.0061.5866.87

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 51.6 / Avg: 87.77 / Max: 273.2Min: 49.2 / Avg: 81.54 / Max: 259Min: 73.3 / Avg: 98.79 / Max: 101.9Min: 79.3 / Avg: 107.03 / Max: 127.7

clpeak

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterclpeakGPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901020304050Min: 41 / Avg: 43.79 / Max: 49Min: 39 / Avg: 41.36 / Max: 48Min: 31 / Avg: 33.28 / Max: 41Min: 37 / Avg: 39.72 / Max: 48

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRX Vega 64RX Vega 56RX 580RX 5900.92931.85862.78793.71724.64654.133.892.082.02

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 59020406080100Min: 50.3 / Avg: 70.55 / Max: 90.8Min: 48 / Avg: 51.55 / Max: 55.1Min: 77.8 / Avg: 77.9 / Max: 78

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590918273645

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 590306090120150Min: 159.8 / Avg: 170.75 / Max: 181.7Min: 48.3 / Avg: 83.05 / Max: 115.5Min: 71.4 / Avg: 101.98 / Max: 180.7Min: 77.5 / Avg: 115.43 / Max: 145.8

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590918273645Min: 42 / Avg: 42 / Max: 42Min: 40 / Avg: 40.25 / Max: 41Min: 30 / Avg: 30 / Max: 30Min: 37 / Avg: 37.67 / Max: 38

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 590306090120150Min: 127.1 / Avg: 138.95 / Max: 150.8Min: 48.4 / Avg: 110.52 / Max: 178.2Min: 73 / Avg: 131.16 / Max: 186.9Min: 79.3 / Avg: 145.78 / Max: 178.8

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 590918273645Min: 42 / Avg: 42.67 / Max: 43Min: 41 / Avg: 41.4 / Max: 42Min: 30 / Avg: 30.8 / Max: 31Min: 38 / Avg: 38.25 / Max: 39

Darktable

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterDarktable 2.4.4System Power Consumption MonitorRX Vega 64RX Vega 56RX 580RX 5904080120160200Min: 52.7 / Avg: 132.86 / Max: 151.4Min: 118.8 / Avg: 139.2 / Max: 147Min: 74.4 / Avg: 164 / Max: 184.5Min: 80.8 / Avg: 170.15 / Max: 205

Darktable

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterDarktable 2.4.4GPU Temperature MonitorRX Vega 64RX Vega 56RX 580RX 5901020304050Min: 44 / Avg: 46.5 / Max: 52Min: 42 / Avg: 43.78 / Max: 49Min: 33 / Avg: 35 / Max: 39Min: 39 / Avg: 41.7 / Max: 45

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 207070140210280350Min: 40.2 / Avg: 143.79 / Max: 318.2Min: 42.3 / Avg: 142.19 / Max: 280.5Min: 47.2 / Avg: 123.43 / Max: 255.8Min: 47.2 / Avg: 198.85 / Max: 370.3Min: 49.4 / Avg: 228.34 / Max: 363.1Min: 47.2 / Avg: 220.83 / Max: 367.7Min: 46 / Avg: 176.62 / Max: 334.5Min: 42.5 / Avg: 144.37 / Max: 300.1Min: 43.9 / Avg: 160.13 / Max: 317.6

GPU Temperature Monitor

Phoronix Test Suite System Monitoring

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 20701632486480Min: 31 / Avg: 60.14 / Max: 74Min: 32 / Avg: 61.66 / Max: 76Min: 38 / Avg: 45.88 / Max: 53Min: 39 / Avg: 66.36 / Max: 82Min: 33 / Avg: 62.56 / Max: 79Min: 43 / Avg: 61.88 / Max: 77Min: 48 / Avg: 67.06 / Max: 83Min: 37 / Avg: 55.81 / Max: 70Min: 32 / Avg: 56.83 / Max: 74

JuliaGPU

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterJuliaGPU 1.2pts1System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5904080120160200Min: 42.3 / Avg: 127 / Max: 157.8Min: 42.3 / Avg: 116.82 / Max: 147.4Min: 47.7 / Avg: 111.88 / Max: 128.2Min: 67.7 / Avg: 159.15 / Max: 189.8Min: 51.3 / Avg: 148.68 / Max: 204Min: 99.5 / Avg: 147.3 / Max: 199.5Min: 46.4 / Avg: 134.7 / Max: 169Min: 43.5 / Avg: 112.53 / Max: 153.7Min: 52.9 / Avg: 116.58 / Max: 157.4Min: 57.5 / Avg: 112.76 / Max: 128.1Min: 49.9 / Avg: 71.23 / Max: 89Min: 47.6 / Avg: 160.43 / Max: 218.2Min: 93.8 / Avg: 132.17 / Max: 160.8Min: 75.7 / Avg: 142.48 / Max: 179.1

JuliaGPU

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterJuliaGPU 1.2pts1GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901122334455Min: 51 / Avg: 52.5 / Max: 54Min: 53 / Avg: 54.4 / Max: 56Min: 38 / Avg: 40.6 / Max: 42Min: 52 / Avg: 54.6 / Max: 57Min: 49 / Avg: 52.5 / Max: 54Min: 48 / Avg: 51.25 / Max: 53Min: 53 / Avg: 54.5 / Max: 56Min: 43 / Avg: 47.5 / Max: 50Min: 46 / Avg: 47 / Max: 48Min: 46 / Avg: 47.2 / Max: 49Min: 50 / Avg: 52.33 / Max: 55Min: 40 / Avg: 42.67 / Max: 45Min: 36 / Avg: 42.75 / Max: 46Min: 45 / Avg: 48 / Max: 49

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec Per Watt, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPUGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901.1M2.2M3.3M4.4M5.5M18829241867592198022916661192042478204292120700022236054227906516298575140282215967621418322124046

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 43.4 / Avg: 134.92 / Max: 163.8Min: 43.3 / Avg: 130.75 / Max: 158.9Min: 48.4 / Avg: 122.39 / Max: 144.2Min: 53.7 / Avg: 180.42 / Max: 218.2Min: 49.4 / Avg: 244.67 / Max: 287.4Min: 49 / Avg: 235.34 / Max: 283.1Min: 169.9 / Avg: 187.73 / Max: 213.5Min: 148.5 / Avg: 159.28 / Max: 177.5Min: 52.2 / Avg: 156.43 / Max: 195Min: 42.1 / Avg: 105.4 / Max: 135.1Min: 49.7 / Avg: 228.87 / Max: 263.7Min: 47.3 / Avg: 173.9 / Max: 235.2Min: 69.1 / Avg: 131.16 / Max: 160.2Min: 78.3 / Avg: 160.59 / Max: 187.1

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 54 / Avg: 55.54 / Max: 57Min: 57 / Avg: 57.33 / Max: 58Min: 42 / Avg: 42.6 / Max: 43Min: 56 / Avg: 59.67 / Max: 61Min: 55 / Avg: 63.4 / Max: 66Min: 59 / Avg: 62 / Max: 65Min: 57 / Avg: 63.86 / Max: 67Min: 48 / Avg: 54.5 / Max: 56Min: 52 / Avg: 54.2 / Max: 56Min: 46 / Avg: 48.5 / Max: 49Min: 49 / Avg: 59.89 / Max: 65Min: 38 / Avg: 46.29 / Max: 52Min: 31 / Avg: 41.38 / Max: 45Min: 35 / Avg: 43.11 / Max: 47

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5902468103.913.423.543.304.734.985.976.436.883.901.862.041.611.50

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 43.2 / Avg: 119.3 / Max: 162.2Min: 64.6 / Avg: 132.44 / Max: 150.8Min: 49.3 / Avg: 113.36 / Max: 139.4Min: 49.6 / Avg: 139.67 / Max: 192.8Min: 54.7 / Avg: 99.5 / Max: 144.3Min: 136 / Avg: 198.3 / Max: 260.6Min: 52.6 / Avg: 141.73 / Max: 186.7Min: 43.7 / Avg: 111.03 / Max: 156.9Min: 115.9 / Avg: 150.6 / Max: 185.3Min: 57.7 / Avg: 108.33 / Max: 126.1Min: 51.9 / Avg: 197.96 / Max: 328.9Min: 49.6 / Avg: 203.34 / Max: 252.9Min: 73.1 / Avg: 141.22 / Max: 169.4Min: 194.4 / Avg: 199.58 / Max: 203.7

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901224364860Min: 56 / Avg: 57 / Max: 58Min: 55 / Avg: 57.17 / Max: 58Min: 43 / Avg: 44 / Max: 45Min: 60 / Avg: 60.67 / Max: 61Min: 60 / Avg: 61 / Max: 62Min: 56 / Avg: 58.33 / Max: 61Min: 62 / Avg: 62 / Max: 62Min: 49 / Avg: 54 / Max: 56Min: 50 / Avg: 53.67 / Max: 56Min: 48 / Avg: 51.14 / Max: 52Min: 58 / Avg: 59.8 / Max: 62Min: 48 / Avg: 55.2 / Max: 60Min: 41 / Avg: 46.8 / Max: 49Min: 53 / Avg: 55.5 / Max: 57

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiRTX 2080RTX 2060GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.51981.03961.55942.07922.5991.761.411.652.272.312.221.281.121.001.300.97

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 92.2 / Avg: 141.24 / Max: 162.2Min: 84.4 / Avg: 137.36 / Max: 151.6Min: 50 / Avg: 124.63 / Max: 140.5Min: 216.4 / Avg: 217.73 / Max: 218.8Min: 55 / Avg: 190.13 / Max: 258.3Min: 51 / Avg: 155.07 / Max: 243.7Min: 98.5 / Avg: 128.93 / Max: 169.3Min: 44.2 / Avg: 131.53 / Max: 164.4Min: 46.9 / Avg: 139.57 / Max: 185.9Min: 43.4 / Avg: 98.27 / Max: 126.2Min: 52.5 / Avg: 191.32 / Max: 275.7Min: 207.8 / Avg: 229.9 / Max: 252.1Min: 73 / Avg: 147.4 / Max: 169Min: 78.7 / Avg: 161.08 / Max: 200.6

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 60 / Avg: 60.2 / Max: 61Min: 60 / Avg: 60.6 / Max: 61Min: 43 / Avg: 44.83 / Max: 46Min: 64 / Avg: 64 / Max: 64Min: 59 / Avg: 63 / Max: 65Min: 61 / Avg: 62 / Max: 63Min: 61 / Avg: 63.75 / Max: 65Min: 55 / Avg: 56 / Max: 57Min: 54 / Avg: 55.33 / Max: 56Min: 53 / Avg: 53 / Max: 53Min: 59 / Avg: 62.4 / Max: 65Min: 51 / Avg: 58.6 / Max: 62Min: 49 / Avg: 49.6 / Max: 50Min: 56 / Avg: 59.5 / Max: 62

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: WriteGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.63681.27361.91042.54723.1841.531.401.521.542.572.832.501.872.251.421.861.331.211.15

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 102.3 / Avg: 149.02 / Max: 162.5Min: 46.7 / Avg: 129.34 / Max: 151Min: 49 / Avg: 121.24 / Max: 139.8Min: 52.6 / Avg: 161.7 / Max: 217.6Min: 55.2 / Avg: 156.17 / Max: 266.5Min: 57.7 / Avg: 161.45 / Max: 265.2Min: 50.4 / Avg: 148 / Max: 197.9Min: 45.9 / Avg: 126.65 / Max: 159.6Min: 48.6 / Avg: 145.97 / Max: 196.3Min: 55.5 / Avg: 114.96 / Max: 125.8Min: 55.2 / Avg: 211.77 / Max: 297.7Min: 50.8 / Avg: 153.05 / Max: 254.1Min: 73.5 / Avg: 144 / Max: 170.7Min: 82 / Avg: 176.16 / Max: 207.2

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901428425670Min: 63 / Avg: 64.17 / Max: 65Min: 64 / Avg: 64.8 / Max: 66Min: 47 / Avg: 47 / Max: 47Min: 68 / Avg: 68.33 / Max: 69Min: 66 / Avg: 68.33 / Max: 70Min: 66 / Avg: 67 / Max: 68Min: 67 / Avg: 68.67 / Max: 70Min: 56 / Avg: 58.5 / Max: 60Min: 60 / Avg: 62 / Max: 63Min: 54 / Avg: 55.88 / Max: 57Min: 61 / Avg: 66.4 / Max: 69Min: 64 / Avg: 66 / Max: 68Min: 47 / Avg: 52 / Max: 53Min: 59 / Avg: 64 / Max: 66

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: ReadGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.81451.6292.44353.2584.07251.541.591.692.093.622.652.342.691.330.750.991.121.01

LuxMark

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 89.3 / Avg: 173.79 / Max: 175.8Min: 82.6 / Avg: 175.54 / Max: 179.2Min: 47.6 / Avg: 146.95 / Max: 149.7Min: 161.6 / Avg: 242.69 / Max: 248.1Min: 50.6 / Avg: 334.61 / Max: 351.7Min: 47.7 / Avg: 320.7 / Max: 332Min: 48.9 / Avg: 235.08 / Max: 244.1Min: 44 / Avg: 192.74 / Max: 197.4Min: 46 / Avg: 225.28 / Max: 233.2Min: 111.3 / Avg: 143.3 / Max: 145.4Min: 49.5 / Avg: 329.31 / Max: 338.6Min: 60.2 / Avg: 257.74 / Max: 269.1Min: 71.5 / Avg: 189.63 / Max: 196.7Min: 82.1 / Avg: 218.27 / Max: 228.9

LuxMark

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLuxMark 3.1GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901632486480Min: 49 / Avg: 64.55 / Max: 67Min: 54 / Avg: 67.07 / Max: 70Min: 41 / Avg: 48.91 / Max: 51Min: 56 / Avg: 72.55 / Max: 75Min: 44 / Avg: 71.96 / Max: 78Min: 49 / Avg: 69.88 / Max: 74Min: 48 / Avg: 75.04 / Max: 79Min: 49 / Avg: 63.65 / Max: 67Min: 47 / Avg: 67.5 / Max: 72Min: 43 / Avg: 58.4 / Max: 61Min: 43 / Avg: 79.26 / Max: 86Min: 44 / Avg: 69.66 / Max: 74Min: 29 / Avg: 55.16 / Max: 60Min: 44 / Avg: 65.27 / Max: 73

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore Per Watt, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59030609012015079.4298.48114.1689.34137.54133.42123.99110.80131.0985.5398.89120.5880.5378.90

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 45.1 / Avg: 180.6 / Max: 225Min: 43.1 / Avg: 162.78 / Max: 197.9Min: 47.9 / Avg: 146.58 / Max: 171.7Min: 127.7 / Avg: 231.45 / Max: 296.9Min: 55.4 / Avg: 223.68 / Max: 345.8Min: 47.6 / Avg: 212.98 / Max: 331.1Min: 50.9 / Avg: 188.45 / Max: 269.3Min: 44 / Avg: 167.51 / Max: 215.1Min: 68.7 / Avg: 183.65 / Max: 245.5Min: 72.7 / Avg: 144.61 / Max: 170.9Min: 52.7 / Avg: 216.48 / Max: 338.1Min: 78.5 / Avg: 188.36 / Max: 262.2Min: 73 / Avg: 163.55 / Max: 194.8Min: 86.9 / Avg: 184.98 / Max: 216.4

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901428425670Min: 59 / Avg: 64.36 / Max: 68Min: 56 / Avg: 62.15 / Max: 66Min: 43 / Avg: 47.69 / Max: 50Min: 61 / Avg: 65.7 / Max: 70Min: 50 / Avg: 55.25 / Max: 61Min: 49 / Avg: 54.38 / Max: 59Min: 56 / Avg: 63.5 / Max: 70Min: 46 / Avg: 55.73 / Max: 61Min: 47 / Avg: 54.45 / Max: 60Min: 52 / Avg: 58.35 / Max: 62Min: 50 / Avg: 60.38 / Max: 68Min: 51 / Avg: 59.53 / Max: 66Min: 35 / Avg: 47.27 / Max: 53Min: 43 / Avg: 54.21 / Max: 59

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.29030.58060.87091.16121.45150.790.790.890.821.291.281.080.901.030.650.640.640.400.37

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 115.7 / Avg: 176.49 / Max: 201.1Min: 43.1 / Avg: 156.77 / Max: 185.9Min: 48.9 / Avg: 127.46 / Max: 146.6Min: 50.4 / Avg: 194.3 / Max: 254.7Min: 52.5 / Avg: 178.13 / Max: 298.5Min: 48.3 / Avg: 198.43 / Max: 287.4Min: 47.4 / Avg: 135.75 / Max: 228.3Min: 45.1 / Avg: 125.88 / Max: 192.6Min: 46.5 / Avg: 126.45 / Max: 198.6Min: 71.5 / Avg: 140.59 / Max: 158.7Min: 88.8 / Avg: 211.83 / Max: 333.3Min: 49.4 / Avg: 145.38 / Max: 261.4Min: 72.7 / Avg: 136.8 / Max: 186.1Min: 78.3 / Avg: 178.69 / Max: 218.6

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 58 / Avg: 62 / Max: 65Min: 55 / Avg: 60 / Max: 64Min: 43 / Avg: 45.83 / Max: 48Min: 59 / Avg: 63 / Max: 66Min: 51 / Avg: 54 / Max: 58Min: 50 / Avg: 51.33 / Max: 53Min: 58 / Avg: 61.5 / Max: 64Min: 46 / Avg: 51.8 / Max: 55Min: 51 / Avg: 53.25 / Max: 55Min: 52 / Avg: 56.5 / Max: 59Min: 52 / Avg: 59.71 / Max: 65Min: 52 / Avg: 59.67 / Max: 64Min: 37 / Avg: 45.13 / Max: 49Min: 47 / Avg: 53.5 / Max: 58

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.77181.54362.31543.08723.8591.471.461.761.703.433.053.372.763.021.281.321.811.411.22

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 91.9 / Avg: 152.34 / Max: 225.3Min: 45.2 / Avg: 145.44 / Max: 201.2Min: 48.6 / Avg: 134.71 / Max: 168.9Min: 61.2 / Avg: 185.7 / Max: 280.5Min: 102.3 / Avg: 194.3 / Max: 332.7Min: 100.3 / Avg: 172.57 / Max: 323.3Min: 48.4 / Avg: 158.95 / Max: 257.5Min: 65 / Avg: 134.41 / Max: 208.9Min: 49.8 / Avg: 153.92 / Max: 242.3Min: 71.4 / Avg: 121.65 / Max: 172.6Min: 81.5 / Avg: 177.38 / Max: 338.2Min: 50.1 / Avg: 150.39 / Max: 271.1Min: 73 / Avg: 145.33 / Max: 194.5Min: 81 / Avg: 162.42 / Max: 220

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 60 / Avg: 62.5 / Max: 65Min: 56 / Avg: 59.9 / Max: 64Min: 44 / Avg: 46.22 / Max: 48Min: 61 / Avg: 63.11 / Max: 66Min: 52 / Avg: 54.86 / Max: 58Min: 51 / Avg: 53.29 / Max: 57Min: 59 / Avg: 62.38 / Max: 66Min: 46 / Avg: 50.11 / Max: 56Min: 50 / Avg: 53.44 / Max: 58Min: 50 / Avg: 54.8 / Max: 58Min: 48 / Avg: 54.5 / Max: 60Min: 49 / Avg: 55.36 / Max: 63Min: 37 / Avg: 44.64 / Max: 50Min: 47 / Avg: 54.23 / 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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.69981.39962.09942.79923.4991.921.771.941.822.863.112.512.302.441.591.521.510.920.88

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 91.6 / Avg: 167.52 / Max: 214.9Min: 85.2 / Avg: 157.11 / Max: 185.1Min: 50 / Avg: 141.65 / Max: 161.4Min: 123.8 / Avg: 205.47 / Max: 275.7Min: 63.8 / Avg: 192.88 / Max: 301.5Min: 49.3 / Avg: 185.12 / Max: 298.3Min: 50.1 / Avg: 167.47 / Max: 240.9Min: 45.2 / Avg: 158.66 / Max: 201.6Min: 47.5 / Avg: 159.79 / Max: 224.3Min: 70.6 / Avg: 141.88 / Max: 164.5Min: 50.9 / Avg: 173.75 / Max: 315.1Min: 78.5 / Avg: 172.43 / Max: 257.5Min: 71.3 / Avg: 157.31 / Max: 201.8Min: 79.3 / Avg: 178.28 / Max: 235.4

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 58 / Avg: 63.21 / Max: 68Min: 58 / Avg: 61.79 / Max: 65Min: 43 / Avg: 47.13 / Max: 50Min: 60 / Avg: 64.36 / Max: 69Min: 51 / Avg: 55.27 / Max: 60Min: 52 / Avg: 54.78 / Max: 59Min: 57 / Avg: 63.18 / Max: 68Min: 40 / Avg: 48.69 / Max: 56Min: 49 / Avg: 54.67 / Max: 60Min: 44 / Avg: 52.44 / Max: 59Min: 50 / Avg: 59.52 / Max: 69Min: 50 / Avg: 58.4 / Max: 68Min: 33 / Avg: 45.16 / Max: 54Min: 44 / Avg: 55.88 / Max: 64

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.27230.54460.81691.08921.36150.790.740.830.811.191.211.030.840.980.610.690.620.440.42

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 44.3 / Avg: 147.75 / Max: 195.1Min: 45.9 / Avg: 107.3 / Max: 155.1Min: 49.7 / Avg: 93.67 / Max: 125.7Min: 53.3 / Avg: 125.73 / Max: 165.2Min: 54 / Avg: 200.17 / Max: 274.2Min: 48.2 / Avg: 152.87 / Max: 274.6Min: 52 / Avg: 97.93 / Max: 121Min: 43.1 / Avg: 95.9 / Max: 118.8Min: 115.1 / Avg: 115.83 / Max: 116.5Min: 41.8 / Avg: 76.7 / Max: 94.4Min: 52.5 / Avg: 111.85 / Max: 223.9Min: 72.5 / Avg: 123.7 / Max: 259.6Min: 71.7 / Avg: 114.33 / Max: 178.6Min: 82.4 / Avg: 137.7 / Max: 205.5

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 62 / Avg: 62 / Max: 62Min: 59 / Avg: 60.33 / Max: 61Min: 48 / Avg: 48 / Max: 48Min: 63 / Avg: 64 / Max: 65Min: 55 / Avg: 55 / Max: 55Min: 54 / Avg: 55.67 / Max: 58Min: 66 / Avg: 66 / Max: 66Min: 39 / Avg: 44.25 / Max: 48Min: 55 / Avg: 55 / Max: 55Min: 41 / Avg: 45.25 / Max: 47Min: 54 / Avg: 55.6 / Max: 59Min: 51 / Avg: 52.8 / Max: 57Min: 36 / Avg: 40.83 / Max: 46Min: 47 / Avg: 51.5 / Max: 56

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59036912155.427.128.067.026.678.4510.679.008.707.727.475.823.623.29

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 90.8 / Avg: 146.71 / Max: 176.8Min: 82.2 / Avg: 136.83 / Max: 164.9Min: 104.8 / Avg: 123.57 / Max: 135.6Min: 50.4 / Avg: 165.05 / Max: 214.8Min: 57.5 / Avg: 152.07 / Max: 231.9Min: 48.6 / Avg: 159.87 / Max: 223.7Min: 46.4 / Avg: 138.03 / Max: 185.4Min: 44.3 / Avg: 116.14 / Max: 162.7Min: 47.1 / Avg: 127.27 / Max: 169.5Min: 70.1 / Avg: 124.21 / Max: 145Min: 52.2 / Avg: 165.89 / Max: 305.6Min: 74.8 / Avg: 165.69 / Max: 271.3Min: 71.3 / Avg: 146.11 / Max: 185.3Min: 80.2 / Avg: 152.62 / Max: 212.4

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 53 / Avg: 57.58 / Max: 61Min: 51 / Avg: 55.42 / Max: 59Min: 39 / Avg: 42.75 / Max: 45Min: 59 / Avg: 61.75 / Max: 63Min: 52 / Avg: 53.8 / Max: 56Min: 52 / Avg: 53.5 / Max: 56Min: 50 / Avg: 54.64 / Max: 59Min: 40 / Avg: 45 / Max: 50Min: 41 / Avg: 45.18 / Max: 49Min: 44 / Avg: 49.23 / Max: 54Min: 51 / Avg: 58.38 / Max: 64Min: 49 / Avg: 56.67 / Max: 63Min: 34 / Avg: 42.71 / Max: 48Min: 46 / Avg: 53.31 / Max: 59

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.36450.7291.09351.4581.82251.141.141.241.141.601.541.561.621.561.081.111.070.890.95

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5904080120160200Min: 91.7 / Avg: 152.84 / Max: 169.4Min: 48.4 / Avg: 126.46 / Max: 165Min: 48.1 / Avg: 99.69 / Max: 140.6Min: 47.2 / Avg: 121.72 / Max: 213.3Min: 56 / Avg: 163.54 / Max: 245.3Min: 48.4 / Avg: 137.54 / Max: 235.7Min: 48 / Avg: 132.2 / Max: 198.2Min: 47.3 / Avg: 110.84 / Max: 168.5Min: 49.9 / Avg: 120.6 / Max: 185.8Min: 43.2 / Avg: 99.8 / Max: 140.7Min: 75.8 / Avg: 156.29 / Max: 240.3Min: 49.7 / Avg: 124.48 / Max: 221.8Min: 73.6 / Avg: 119.65 / Max: 155.1Min: 78.7 / Avg: 135.11 / Max: 174.8

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 60 / Avg: 61.64 / Max: 63Min: 51 / Avg: 56.59 / Max: 60Min: 38 / Avg: 42.62 / Max: 46Min: 44 / Avg: 53.18 / Max: 61Min: 43 / Avg: 48.07 / Max: 53Min: 44 / Avg: 48.59 / Max: 53Min: 52 / Avg: 58.56 / Max: 66Min: 43 / Avg: 48.84 / Max: 55Min: 42 / Avg: 47.65 / Max: 53Min: 41 / Avg: 47.52 / Max: 54Min: 45 / Avg: 55.21 / Max: 65Min: 40 / Avg: 49.89 / Max: 64Min: 30 / Avg: 37.96 / Max: 46Min: 42 / Avg: 49 / Max: 56

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.25430.50860.76291.01721.27150.670.851.031.030.981.131.011.021.090.870.480.570.350.34

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 70.3 / Avg: 172.91 / Max: 216.6Min: 43.1 / Avg: 136.92 / Max: 191.2Min: 48.4 / Avg: 125.32 / Max: 169.8Min: 65.2 / Avg: 179.46 / Max: 287.9Min: 58.3 / Avg: 176.01 / Max: 322.5Min: 47.7 / Avg: 180.78 / Max: 312Min: 49.8 / Avg: 158.89 / Max: 252.8Min: 62.3 / Avg: 137.76 / Max: 208Min: 47.2 / Avg: 141.31 / Max: 234Min: 58.2 / Avg: 131.14 / Max: 167.2Min: 53.4 / Avg: 217.55 / Max: 319.8Min: 50.2 / Avg: 151.48 / Max: 258.1Min: 73.2 / Avg: 147.27 / Max: 187.1Min: 79.7 / Avg: 162.83 / Max: 210.1

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901428425670Min: 52 / Avg: 58.85 / Max: 65Min: 49 / Avg: 56.06 / Max: 63Min: 41 / Avg: 45.18 / Max: 50Min: 53 / Avg: 60.07 / Max: 67Min: 42 / Avg: 47.33 / Max: 54Min: 46 / Avg: 51 / Max: 57Min: 53 / Avg: 59.79 / Max: 68Min: 43 / Avg: 50.75 / Max: 59Min: 42 / Avg: 48.87 / Max: 56Min: 43 / Avg: 51.9 / Max: 59Min: 55 / Avg: 63.35 / Max: 70Min: 52 / Avg: 59.68 / Max: 69Min: 31 / Avg: 42.94 / Max: 51Min: 42 / Avg: 53.46 / Max: 61

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.33750.6751.01251.351.68750.800.921.021.081.501.381.211.081.270.720.550.700.410.39

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 91.6 / Avg: 162.7 / Max: 211.1Min: 83.8 / Avg: 134.85 / Max: 189.4Min: 48.5 / Avg: 113.89 / Max: 160.8Min: 122.3 / Avg: 187.68 / Max: 270.3Min: 52.6 / Avg: 162.76 / Max: 301.7Min: 48.4 / Avg: 155.12 / Max: 292.5Min: 47.4 / Avg: 148.19 / Max: 240.2Min: 86.5 / Avg: 143.68 / Max: 202.9Min: 78.4 / Avg: 132.98 / Max: 222.4Min: 60.4 / Avg: 122.52 / Max: 164.5Min: 82.4 / Avg: 172.03 / Max: 313.6Min: 50.5 / Avg: 141.19 / Max: 254.3Min: 73.6 / Avg: 141.5 / Max: 187.8Min: 81.1 / Avg: 153.59 / Max: 208.6

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901326395265Min: 58 / Avg: 60 / Max: 63Min: 54 / Avg: 57.18 / Max: 61Min: 43 / Avg: 45.8 / Max: 48Min: 59 / Avg: 61.1 / Max: 64Min: 44 / Avg: 46.33 / Max: 52Min: 49 / Avg: 51.2 / Max: 55Min: 58 / Avg: 61.6 / Max: 65Min: 46 / Avg: 50.9 / Max: 56Min: 46 / Avg: 48.78 / Max: 53Min: 47 / Avg: 50.92 / Max: 55Min: 52 / Avg: 59.71 / Max: 67Min: 52 / Avg: 59.73 / Max: 67Min: 35 / Avg: 41.89 / Max: 48Min: 44 / Avg: 51.33 / Max: 58

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.66381.32761.99142.65523.3191.621.762.081.782.922.952.391.962.511.491.241.380.910.89

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59050100150200250Min: 89.5 / Avg: 168.75 / Max: 202.8Min: 81.8 / Avg: 153.87 / Max: 183Min: 56.1 / Avg: 132.15 / Max: 155Min: 120.7 / Avg: 202.56 / Max: 256.6Min: 51.5 / Avg: 168.92 / Max: 275.4Min: 48.4 / Avg: 188.73 / Max: 275.6Min: 47.5 / Avg: 155.97 / Max: 224.6Min: 45 / Avg: 144.95 / Max: 190.7Min: 45.8 / Avg: 146.81 / Max: 206.6Min: 87.5 / Avg: 132.19 / Max: 156.7Min: 50.6 / Avg: 181.52 / Max: 296Min: 58.9 / Avg: 147.82 / Max: 249.5Min: 73.1 / Avg: 146.45 / Max: 195.4Min: 91.8 / Avg: 163.54 / Max: 221.5

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901428425670Min: 51 / Avg: 57.64 / Max: 63Min: 48 / Avg: 54.81 / Max: 60Min: 43 / Avg: 45.94 / Max: 49Min: 55 / Avg: 59.71 / Max: 66Min: 39 / Avg: 44.46 / Max: 52Min: 49 / Avg: 52.45 / Max: 57Min: 56 / Avg: 61.08 / Max: 66Min: 43 / Avg: 49.73 / Max: 56Min: 42 / Avg: 48.08 / Max: 55Min: 45 / Avg: 52 / Max: 57Min: 47 / Avg: 59.05 / Max: 70Min: 39 / Avg: 50.92 / Max: 65Min: 33 / Avg: 42.3 / Max: 50Min: 40 / Avg: 50.41 / Max: 60

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.2880.5760.8641.1521.440.780.760.900.821.281.121.080.921.070.670.660.740.520.51

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5904080120160200Min: 43.7 / Avg: 93.48 / Max: 127.3Min: 42.8 / Avg: 91.98 / Max: 117.4Min: 48.7 / Avg: 98.18 / Max: 132.6Min: 91.6 / Avg: 149.17 / Max: 203.2Min: 52.9 / Avg: 110.8 / Max: 140.2Min: 48.4 / Avg: 94.48 / Max: 113.3Min: 56.3 / Avg: 130.87 / Max: 184.7Min: 45.5 / Avg: 121.65 / Max: 166.1Min: 46 / Avg: 93.68 / Max: 129.3Min: 42.1 / Avg: 107.84 / Max: 141.6Min: 54 / Avg: 69.27 / Max: 82.4Min: 49.6 / Avg: 92.35 / Max: 157.7Min: 75.6 / Avg: 109.4 / Max: 179Min: 82.3 / Avg: 126.56 / Max: 194.9

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901224364860Min: 47 / Avg: 49.75 / Max: 51Min: 47 / Avg: 49.5 / Max: 51Min: 46 / Avg: 47 / Max: 48Min: 56 / Avg: 56.67 / Max: 57Min: 41 / Avg: 41.5 / Max: 42Min: 52 / Avg: 52.5 / Max: 53Min: 61 / Avg: 61.67 / Max: 62Min: 46 / Avg: 47.75 / Max: 50Min: 45 / Avg: 46.75 / Max: 48Min: 49 / Avg: 50 / Max: 51Min: 49 / Avg: 50.83 / Max: 54Min: 40 / Avg: 42.75 / Max: 46Min: 38 / Avg: 42 / Max: 47Min: 45 / Avg: 48.88 / Max: 53

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 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59036912157.347.226.575.198.8210.286.826.418.875.128.486.235.144.74

LeelaChessZero

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterLeelaChessZero 0.20.1System Power Consumption MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59060120180240300Min: 40.2 / Avg: 148.14 / Max: 249.5Min: 42.6 / Avg: 184.04 / Max: 213.3Min: 80 / Avg: 156.39 / Max: 189.7Min: 96.9 / Avg: 265.17 / Max: 323.1Min: 97.7 / Avg: 148.16 / Max: 357.7Min: 48.2 / Avg: 205.76 / Max: 349.4Min: 88.3 / Avg: 222.99 / Max: 288.3Min: 69.4 / Avg: 196.01 / Max: 230Min: 75.1 / Avg: 186.61 / Max: 251.7Min: 41.9 / Avg: 150.59 / Max: 180Min: 50.2 / Avg: 313.27 / Max: 342.7Min: 47.2 / Avg: 173.2 / Max: 262.2Min: 69.3 / Avg: 171.21 / Max: 229.5Min: 75.2 / Avg: 188.72 / Max: 253.3

LeelaChessZero

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLeelaChessZero 0.20.1GPU Temperature MonitorGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 5901428425670Min: 32 / Avg: 40.8 / Max: 58Min: 35 / Avg: 46.2 / Max: 55Min: 46 / Avg: 50.13 / Max: 53Min: 41 / Avg: 51.43 / Max: 61Min: 34 / Avg: 36.91 / Max: 47Min: 50 / Avg: 55.6 / Max: 60Min: 57 / Avg: 66.29 / Max: 73Min: 39 / Avg: 50.33 / Max: 58Min: 33 / Avg: 44.86 / Max: 52Min: 38 / Avg: 51.69 / Max: 59Min: 46 / Avg: 64.5 / Max: 72Min: 28 / Avg: 41.93 / Max: 60Min: 27 / Avg: 45.13 / Max: 61Min: 37 / Avg: 50.65 / Max: 67

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second Per Watt, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLGTX 1080GTX 1070GTX 1070 TiGTX 1080 TiTITAN RTXRTX 2080 TiRTX 2080RTX 2060RTX 2070GTX 1060RX Vega 64RX Vega 56RX 580RX 59051015202511.817.779.458.8022.1115.1010.137.579.275.972.734.383.743.62

Phoronix Test Suite v10.8.5