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&sor&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 HDRTITAN RTXRTX 2080 TiRX Vega 64RX Vega 56RTX 2070RTX 2080amdoclGTX 1080 TiRTX 2060GTX 1070RX 590GTX 1070 TiRX 580GTX 1080GTX 106010K20K30K40K50KSE +/- 103.04, N = 3SE +/- 155.67, N = 3SE +/- 583.87, N = 3SE +/- 65.67, N = 3SE +/- 107.00, N = 3SE +/- 25.12, N = 3SE +/- 124.42, N = 3SE +/- 8.33, N = 3SE +/- 31.58, N = 3SE +/- 1.33, N = 3SE +/- 74.83, N = 3SE +/- 14.90, N = 3SE +/- 17.84, N = 3SE +/- 42.00, N = 3SE +/- 46.58, N = 3460224278732565310792953229146281402168221356172871722116776152711380312256

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCLTITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080RTX 2070RTX 2060GTX 1080GTX 1070 TiGTX 1070RX Vega 64amdoclRX Vega 56GTX 1060RX 590RX 58060120180240300SE +/- 0.43, N = 3SE +/- 0.20, N = 3SE +/- 0.32, N = 3SE +/- 0.32, N = 3SE +/- 0.26, N = 3SE +/- 0.15, N = 3SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.12, N = 3SE +/- 0.00, N = 3SE +/- 0.55, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3264.00250.00194.00192.00179.00148.00139.00128.00126.00119.99108.36106.6694.6264.0460.98

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: Mobilenet - Device: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiRTX 2060GTX 1070GTX 1080GTX 1070 TiGTX 1060amdoclRX Vega 64RX Vega 56RX 590RX 5804080120160200SE +/- 0.19, N = 3SE +/- 0.10, N = 3SE +/- 0.21, N = 3SE +/- 0.18, N = 3SE +/- 0.18, N = 3SE +/- 0.11, N = 3SE +/- 0.15, N = 3SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.17, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 3160.00156.00133.00132.00125.00113.00107.00103.00103.0086.9475.0974.3171.2345.6142.04

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Double-Precision DoubleRX Vega 64RX Vega 56amdoclTITAN RTXRTX 2080 TiRX 590GTX 1080 TiRX 580RTX 2080GTX 1080RTX 2070GTX 1070 TiRTX 2060GTX 1070GTX 10602004006008001000SE +/- 1.09, N = 3SE +/- 1.26, N = 3SE +/- 1.18, N = 3SE +/- 1.29, N = 3SE +/- 1.25, N = 3SE +/- 0.21, N = 3SE +/- 0.14, N = 3SE +/- 0.01, N = 3SE +/- 0.98, N = 3SE +/- 0.02, N = 3SE +/- 0.72, N = 3SE +/- 0.24, N = 3SE +/- 0.60, N = 3SE +/- 0.26, N = 3SE +/- 0.05, N = 38336986895405194364153923432972662422312241511. (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: OpenCLTITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiRTX 2070RTX 2060GTX 1080RX Vega 64GTX 1070 TiGTX 1070amdoclRX Vega 56GTX 1060RX 590RX 58050100150200250SE +/- 1.30, N = 3SE +/- 0.48, N = 3SE +/- 0.40, N = 3SE +/- 0.58, N = 3SE +/- 0.18, N = 3SE +/- 0.44, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.30, N = 3SE +/- 0.07, N = 3SE +/- 0.34, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.11, N = 3SE +/- 0.04, N = 3215.00211.00168.00167.00157.00134.00132.00120.03120.00117.00116.49109.0388.8582.7176.59

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCLTITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiRTX 2070amdoclRTX 2060GTX 1080RX Vega 64GTX 1070 TiGTX 1070RX Vega 56GTX 1060RX 590RX 58050100150200250SE +/- 0.53, N = 3SE +/- 0.38, N = 3SE +/- 0.13, N = 3SE +/- 0.28, N = 3SE +/- 0.02, N = 3SE +/- 0.24, N = 3SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.40, N = 3SE +/- 0.18, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.11, N = 3229.00225.00172.00167.00156.00138.74133.00133.00119.06118.00116.00106.6586.1175.4169.05

clpeak

OpenCL Test: Transfer Bandwidth enqueueWriteBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueWriteBufferRX Vega 56RX 580RX Vega 64RX 590amdoclRTX 2060GTX 1070RTX 2080 TiGTX 1080TITAN RTXGTX 1080 TiGTX 1070 TiGTX 1060RTX 2080RTX 20701020304050SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.22, N = 3SE +/- 0.42, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 344.9744.9744.3144.1937.9712.6012.6012.5912.5912.5812.5712.5512.5412.5212.481. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferRX Vega 56RX Vega 64RX 590RX 580amdoclGTX 1080GTX 1070RTX 2080 TiRTX 2060GTX 1080 TiRTX 2070TITAN RTXGTX 1070 TiGTX 1060RTX 208048121620SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.08, N = 3SE +/- 0.33, N = 3SE +/- 0.13, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.09, N = 3SE +/- 0.09, N = 316.6316.2215.9215.8415.7911.3411.3311.2911.2911.2911.2511.1611.1511.1511.131. (CXX) g++ options: -O3 -rdynamic -lOpenCL

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLTITAN RTXRTX 2080 TiGTX 1080 TiRTX 2080GTX 1080RTX 2070RTX 2060GTX 1070 TiGTX 1070amdoclGTX 1060RX Vega 64RX Vega 56RX 590RX 5807001400210028003500SE +/- 28.14, N = 3SE +/- 20.98, N = 3SE +/- 25.14, N = 3SE +/- 22.18, N = 3SE +/- 32.06, N = 3SE +/- 20.57, N = 3SE +/- 13.06, N = 3SE +/- 13.26, N = 3SE +/- 9.63, N = 3SE +/- 16.88, N = 5SE +/- 6.27, N = 3SE +/- 5.51, N = 3SE +/- 2.66, N = 3SE +/- 2.57, N = 3SE +/- 2.68, N = 332753107233322591750172914841478143011898998567586836401. (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: OpenCLTITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiRTX 2070RTX 2060GTX 1080GTX 1070 TiGTX 1070amdoclRX Vega 64RX Vega 56GTX 1060RX 590RX 580100200300400500SE +/- 1.16, N = 3SE +/- 1.03, N = 3SE +/- 0.40, N = 3SE +/- 0.34, N = 3SE +/- 0.76, N = 3SE +/- 0.26, N = 3SE +/- 0.24, N = 3SE +/- 0.16, N = 3SE +/- 0.38, N = 3SE +/- 2.54, N = 3SE +/- 0.13, N = 3SE +/- 0.07, N = 3SE +/- 0.17, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3474458354334333282264237237215213195183137128

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1080 TiRX Vega 64GTX 1080GTX 1070 TiRX Vega 56amdoclGTX 1070RX 590RX 580GTX 10603K6K9K12K15KSE +/- 517.75, N = 3SE +/- 1004.15, N = 3SE +/- 679.58, N = 3SE +/- 498.12, N = 3SE +/- 444.77, N = 3SE +/- 76.28, N = 3SE +/- 3.01, N = 3SE +/- 25.25, N = 3SE +/- 6.17, N = 3SE +/- 1.32, N = 3SE +/- 5.46, N = 3SE +/- 21.00, N = 3SE +/- 6.53, N = 3SE +/- 0.02, N = 3SE +/- 38.63, N = 3149061484899527780670532632479239820681997196116811416125212521. (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: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiRTX 2060GTX 1080RX Vega 64GTX 1070 TiGTX 1070RX Vega 56amdoclGTX 1060RX 590RX 58060120180240300SE +/- 0.72, N = 3SE +/- 0.36, N = 3SE +/- 0.17, N = 3SE +/- 0.27, N = 3SE +/- 0.12, N = 3SE +/- 0.16, N = 3SE +/- 0.06, N = 3SE +/- 0.11, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 3SE +/- 0.18, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3289.00273.00203.00189.00189.00150.00143.00137.62131.00129.00120.44120.1194.0868.6965.18

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthTITAN RTXRTX 2080 TiRTX 2080RTX 2070RX Vega 64GTX 1080 TiamdoclRX Vega 56RTX 2060GTX 1080RX 590RX 580GTX 1070 TiGTX 1070GTX 1060110220330440550SE +/- 1.70, N = 3SE +/- 0.48, N = 3SE +/- 0.37, N = 3SE +/- 2.69, N = 3SE +/- 0.05, N = 3SE +/- 0.68, N = 3SE +/- 0.34, N = 3SE +/- 0.01, N = 3SE +/- 0.19, N = 3SE +/- 0.05, N = 3SE +/- 1.82, N = 3SE +/- 1.46, N = 3SE +/- 0.22, N = 3SE +/- 0.02, N = 3SE +/- 0.95, N = 35255053683653623293183172762222172061971961451. (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: OpenCLRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1080 TiRX Vega 64RX Vega 56GTX 1080amdoclGTX 1070GTX 1070 TiRX 590GTX 1060RX 58050100150200250SE +/- 0.72, N = 3SE +/- 0.96, N = 3SE +/- 0.27, N = 3SE +/- 0.82, N = 3SE +/- 0.38, N = 3SE +/- 0.49, N = 3SE +/- 0.19, N = 3SE +/- 0.24, N = 3SE +/- 0.60, N = 3SE +/- 0.57, N = 3SE +/- 0.50, N = 3SE +/- 0.03, N = 3SE +/- 0.19, N = 3SE +/- 0.17, N = 3SE +/- 0.25, N = 3246244216198188187184178167159156153144134130

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatTITAN RTXRTX 2080 TiRX Vega 64GTX 1080 TiamdoclRX Vega 56RTX 2080RTX 2070GTX 1080RX 590GTX 1070 TiRTX 2060RX 580GTX 1070GTX 10604K8K12K16K20KSE +/- 688.69, N = 3SE +/- 1065.18, N = 3SE +/- 41.13, N = 3SE +/- 782.31, N = 3SE +/- 10.63, N = 3SE +/- 38.50, N = 3SE +/- 732.21, N = 3SE +/- 495.99, N = 3SE +/- 396.02, N = 3SE +/- 15.75, N = 3SE +/- 14.43, N = 3SE +/- 657.16, N = 3SE +/- 1.21, N = 3SE +/- 393.27, N = 3SE +/- 3.56, N = 316386153521246910853105911035710270796879347069677666306202587842391. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Kernel Latency

OpenBenchmarking.orgus, Fewer Is BetterclpeakOpenCL Test: Kernel LatencyGTX 1070RTX 2070RTX 2060RTX 2080GTX 1080GTX 1060RTX 2080 TiTITAN RTXGTX 1070 TiGTX 1080 TiRX 590RX 580RX Vega 64RX Vega 56amdocl816243240SE +/- 0.05, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.14, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.24, N = 33.643.643.653.653.773.783.833.853.923.994.694.976.967.0133.791. (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 BandwidthRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1080 TiGTX 1080GTX 1070GTX 1070 TiRX Vega 64GTX 1060amdoclRX Vega 56RX 590RX 58030060090012001500SE +/- 1.02, N = 3SE +/- 3.52, N = 3SE +/- 2.94, N = 3SE +/- 1.24, N = 3SE +/- 0.24, N = 3SE +/- 1.91, N = 3SE +/- 0.28, N = 3SE +/- 0.82, N = 3SE +/- 0.80, N = 3SE +/- 0.60, N = 3SE +/- 1.03, N = 3SE +/- 1.03, N = 3SE +/- 0.86, N = 3SE +/- 1.57, N = 3SE +/- 1.47, N = 3117311581121107710245965274474334254113693552412111. (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: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiRTX 2060GTX 1080RX Vega 64amdoclGTX 1070 TiGTX 1070RX Vega 56GTX 1060RX 590RX 580120240360480600SE +/- 1.67, N = 3SE +/- 0.31, N = 3SE +/- 0.45, N = 3SE +/- 0.33, N = 3SE +/- 0.55, N = 3SE +/- 0.26, N = 3SE +/- 0.41, N = 3SE +/- 1.40, N = 3SE +/- 0.31, N = 3SE +/- 0.24, N = 3SE +/- 0.45, N = 3SE +/- 2.52, N = 3SE +/- 0.11, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 3556537400376339309292270262262257228194142133

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070RTX 2060GTX 1080 TiRX Vega 64amdoclRX Vega 56GTX 1080GTX 1070GTX 1070 TiRX 590RX 580GTX 1060130260390520650SE +/- 0.76, N = 3SE +/- 2.13, N = 3SE +/- 1.09, N = 3SE +/- 0.60, N = 3SE +/- 0.31, N = 3SE +/- 0.59, N = 3SE +/- 1.42, N = 3SE +/- 0.46, N = 3SE +/- 0.20, N = 3SE +/- 0.45, N = 3SE +/- 0.21, N = 3SE +/- 0.19, N = 3SE +/- 0.63, N = 3SE +/- 0.23, N = 3SE +/- 0.33, N = 3610605457382347330279270263259228224218193180

PlaidML

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

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070RTX 2060GTX 1080 TiGTX 1080GTX 1070GTX 1070 TiRX 590RX Vega 64RX Vega 56RX 580GTX 1060amdocl2004006008001000SE +/- 3.45, N = 3SE +/- 2.70, N = 3SE +/- 1.63, N = 3SE +/- 1.07, N = 3SE +/- 1.27, N = 3SE +/- 3.70, N = 3SE +/- 5.02, N = 3SE +/- 4.06, N = 3SE +/- 3.15, N = 3SE +/- 1.00, N = 3SE +/- 9.53, N = 3SE +/- 6.73, N = 3SE +/- 1.03, N = 3SE +/- 0.87, N = 3SE +/- 5.20, N = 3977971893830779774686664645599587575563552498

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPURX Vega 64RX Vega 56amdoclTITAN RTXRX 590RTX 2080 TiRX 580RTX 2080RTX 2070GTX 1080 TiRTX 2060GTX 1080GTX 1070 TiGTX 1070GTX 106080M160M240M320M400MSE +/- 419189.48, N = 3SE +/- 834530.58, N = 3SE +/- 7293118.99, N = 12SE +/- 908628.37, N = 3SE +/- 366170.21, N = 3SE +/- 1417039.09, N = 3SE +/- 570650.48, N = 3SE +/- 1536969.33, N = 3SE +/- 333271.02, N = 3SE +/- 720633.38, N = 3SE +/- 815068.63, N = 3SE +/- 121634.53, N = 3SE +/- 297139.02, N = 3SE +/- 621591.58, N = 3SE +/- 513835.53, N = 33661594383464840643127925653036654473026234403009222412830788512788292382656820462651628752516119892391313242215480162181720621837826261. (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: OpenCLRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1080 TiGTX 1080GTX 1070GTX 1070 TiGTX 1060RX Vega 56RX 580RX Vega 64RX 59048121620SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 31.641.641.921.932.222.262.722.892.933.6613.4713.5413.7213.96

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadTITAN RTXRTX 2080 TiRTX 2080RTX 2070amdoclGTX 1080 TiRTX 2060GTX 1080GTX 1070 TiGTX 1070RX 590RX 580RX Vega 64GTX 1060RX Vega 56120240360480600SE +/- 0.38, N = 3SE +/- 0.50, N = 3SE +/- 1.81, N = 3SE +/- 1.98, N = 3SE +/- 0.54, N = 3SE +/- 0.52, N = 3SE +/- 0.15, N = 3SE +/- 0.18, N = 3SE +/- 0.27, N = 3SE +/- 0.09, N = 3SE +/- 0.58, N = 3SE +/- 0.15, N = 3SE +/- 0.18, N = 3SE +/- 0.17, N = 3SE +/- 0.06, N = 35655443923923403372962292052051781621591531511. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteTITAN RTXRTX 2080 TiRX Vega 64GTX 1080 TiamdoclRTX 2080RTX 2070RX Vega 56RTX 2060GTX 1080GTX 1070GTX 1070 TiRX 590RX 580GTX 1060110220330440550SE +/- 2.45, N = 3SE +/- 1.92, N = 3SE +/- 11.23, N = 3SE +/- 0.09, N = 3SE +/- 0.27, N = 3SE +/- 0.73, N = 3SE +/- 0.59, N = 3SE +/- 0.32, N = 3SE +/- 0.95, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.30, N = 3SE +/- 0.10, N = 3SE +/- 0.33, N = 3SE +/- 0.19, N = 34894393563363253233133052452161921901851791391. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyTITAN RTXRTX 2080 TiRTX 2070RTX 2080GTX 1080 TiamdoclRTX 2060RX Vega 64GTX 1080RX Vega 56RX 590GTX 1070 TiGTX 1070RX 580GTX 1060100200300400500SE +/- 0.64, N = 3SE +/- 0.23, N = 3SE +/- 0.18, N = 3SE +/- 0.35, N = 3SE +/- 0.17, N = 3SE +/- 0.12, N = 3SE +/- 0.18, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 3SE +/- 0.20, N = 3SE +/- 0.03, N = 3SE +/- 0.29, N = 3SE +/- 0.07, N = 3SE +/- 0.00, N = 3SE +/- 0.15, N = 34834543303273173092472222092041931871871841381. (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: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiRTX 2060RX Vega 64GTX 1080amdoclGTX 1070GTX 1070 TiRX Vega 56GTX 1060RX 590RX 58030060090012001500SE +/- 3.01, N = 3SE +/- 1.39, N = 3SE +/- 0.31, N = 3SE +/- 1.43, N = 3SE +/- 4.51, N = 3SE +/- 1.86, N = 3SE +/- 7.40, N = 3SE +/- 0.61, N = 3SE +/- 2.78, N = 3SE +/- 1.02, N = 3SE +/- 0.31, N = 3SE +/- 9.70, N = 3SE +/- 3.04, N = 3SE +/- 0.24, N = 3SE +/- 0.26, N = 31336129110451008883863835801781764755720592453414

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: OpenCLRTX 2070RTX 2080 TiTITAN RTXRTX 2080RTX 2060GTX 1080 TiGTX 1070GTX 1080GTX 1070 TiGTX 1060RX Vega 56RX 580RX Vega 64RX 5901.22632.45263.67894.90526.1315SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 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 +/- 0.01, N = 3SE +/- 0.01, N = 33.683.693.693.783.823.873.923.974.014.175.285.305.325.45

Darktable

Test: Server Room - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 2.4.4Test: Server Room - Acceleration: OpenCLTITAN RTXRTX 2070RTX 2080 TiRTX 2080RTX 2060GTX 1080 TiGTX 1070GTX 1080GTX 1070 TiGTX 1060RX 580RX Vega 56RX Vega 64RX 5900.9631.9262.8893.8524.815SE +/- 0.00, N = 3SE +/- 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 +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 30.740.750.750.810.821.031.101.101.161.314.184.184.214.28

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: TriadTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiamdoclRTX 2060GTX 1080GTX 1070 TiGTX 1070GTX 1060RX 590RX 580RX Vega 56RX Vega 643691215SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, 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 +/- 0.01, N = 3SE +/- 0.21, N = 3SE +/- 0.00, N = 3SE +/- 0.10, N = 3SE +/- 0.04, N = 312.6812.6812.5712.5712.5112.4412.4312.3012.1912.1911.939.369.107.557.541. (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 SPTITAN RTXRTX 2080 TiRTX 2080RTX 2070GTX 1080 TiRX Vega 56RX Vega 64amdoclRTX 2060GTX 1080RX 590RX 580GTX 1070 TiGTX 1070GTX 106030060090012001500SE +/- 2.67, N = 3SE +/- 11.70, N = 3SE +/- 6.71, N = 3SE +/- 46.80, N = 3SE +/- 2.56, N = 3SE +/- 1.97, N = 3SE +/- 0.34, N = 3SE +/- 2.55, N = 3SE +/- 10.50, N = 3SE +/- 1.43, N = 3SE +/- 1.04, N = 3SE +/- 0.36, N = 3SE +/- 1.30, N = 3SE +/- 8.74, N = 3SE +/- 2.45, N = 31553144510839889729279228958035755705475014532971. (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 HashTITAN RTXRTX 2080 TiRTX 2080GTX 1080 TiRTX 2070RX Vega 64RTX 2060GTX 1080amdoclRX Vega 56GTX 1070 TiGTX 1070RX 590RX 580GTX 1060816243240SE +/- 0.35, N = 3SE +/- 0.40, N = 3SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 336.2835.1323.7419.6818.4216.3915.8714.1912.9512.7011.6310.479.168.057.281. (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: OpenCLRTX 2070RTX 2080 TiTITAN RTXRTX 2060RTX 2080GTX 1070GTX 1080 TiGTX 1060GTX 1070 TiGTX 1080RX 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 = 30.100.100.100.110.110.120.120.130.130.130.170.170.170.17

System Power Consumption Monitor

Phoronix Test Suite System Monitoring

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

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 Vega 56RX Vega 64RX 580RX 590306090120150Min: 47.7 / Avg: 48.75 / Max: 49.8Min: 50.5 / Avg: 65.45 / Max: 80.4Min: 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 580RX Vega 56RX 590RX Vega 64918273645Min: 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 56RX 580RX Vega 64RX 59050100150200250Min: 47.8 / Avg: 120.9 / Max: 194Min: 92.2 / Avg: 137.05 / Max: 181.9Min: 62.2 / Avg: 183.8 / Max: 305.4Min: 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 56RX 580RX 590RX Vega 641122334455Min: 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 590RX 58020406080100Min: 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 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 Vega 56RX Vega 64RX 580RX 59020406080100Min: 47.4 / Avg: 76.29 / Max: 77.6Min: 59.1 / Avg: 78.52 / Max: 79.5Min: 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 580RX Vega 64RX Vega 56RX 590816243240Min: 31 / Avg: 31.03 / Max: 32Min: 32 / Avg: 32.11 / Max: 33Min: 32 / Avg: 32.61 / Max: 34Min: 35 / Avg: 35.11 / Max: 38

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX Vega 64RX 580RX 59020406080100Min: 73.9 / Avg: 77.01 / Max: 77.7Min: 49.9 / Avg: 78.27 / Max: 81Min: 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 580RX Vega 56RX Vega 64RX 590816243240Min: 31 / Avg: 31.18 / Max: 32Min: 33 / Avg: 33.73 / Max: 35Min: 32 / Avg: 33.85 / Max: 36Min: 35 / Avg: 35.21 / Max: 36

clpeak

OpenCL Test: Transfer Bandwidth enqueueReadBuffer

OpenBenchmarking.orgGBPS Per Watt, More Is BetterclpeakOpenCL Test: Transfer Bandwidth enqueueReadBufferRX Vega 56RX Vega 64RX 580RX 5900.04950.0990.14850.1980.24750.220.210.160.15

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX Vega 64RX 580RX 59020406080100Min: 48.2 / Avg: 76.77 / Max: 79.1Min: 51.4 / Avg: 79.27 / Max: 81.1Min: 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 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 Vega 56RX Vega 64RX 580RX 5900.13280.26560.39840.53120.6640.590.560.450.42

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX Vega 64RX 580RX 59060120180240300Min: 49.1 / Avg: 89.06 / Max: 257.9Min: 52.7 / Avg: 104.67 / Max: 335.3Min: 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 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 Vega 64RX Vega 56RX 590RX 58061218243023.6822.4312.0911.44

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX 580RX 590RX Vega 6460120180240300Min: 47.5 / Avg: 112.24 / Max: 264.2Min: 69.5 / Avg: 116.89 / Max: 196.7Min: 77.7 / Avg: 124.39 / Max: 220.8Min: 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 Vega 64RX Vega 56RX 590RX 5802468106.246.223.503.35

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX Vega 64RX 580RX 590306090120150Min: 47.8 / Avg: 76.77 / Max: 77.8Min: 49.5 / Avg: 80.89 / Max: 182.7Min: 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 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 Vega 64RX Vega 56RX 590RX 580306090120150154.00135.0066.8761.58

clpeak

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterclpeakSystem Power Consumption MonitorRX Vega 56RX Vega 64RX 580RX 59050100150200250Min: 49.2 / Avg: 81.54 / Max: 259Min: 51.6 / Avg: 87.77 / Max: 273.2Min: 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 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 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 56RX Vega 64RX 580RX 59020406080100Min: 48 / Avg: 51.55 / Max: 55.1Min: 50.3 / Avg: 70.55 / Max: 90.8Min: 77.8 / Avg: 77.9 / Max: 78

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 Vega 56RX 580RX 590RX Vega 64306090120150Min: 48.3 / Avg: 83.05 / Max: 115.5Min: 71.4 / Avg: 101.98 / Max: 180.7Min: 77.5 / Avg: 115.43 / Max: 145.8Min: 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 Vega 56RX 580RX Vega 64RX 590306090120150Min: 48.4 / Avg: 110.52 / Max: 178.2Min: 73 / Avg: 131.16 / Max: 186.9Min: 127.1 / Avg: 138.95 / Max: 150.8Min: 79.3 / Avg: 145.78 / Max: 178.8

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 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 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 1070 TiGTX 1070GTX 1080RTX 2060RTX 2070RTX 2080GTX 1080 TiRTX 2080 TiTITAN RTX70140210280350Min: 47.2 / Avg: 123.43 / Max: 255.8Min: 42.3 / Avg: 142.19 / Max: 280.5Min: 40.2 / Avg: 143.79 / Max: 318.2Min: 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: 198.85 / Max: 370.3Min: 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 1070 TiRTX 2060RTX 2070GTX 1080GTX 1070RTX 2080 TiTITAN RTXGTX 1080 TiRTX 20801632486480Min: 38 / Avg: 45.88 / Max: 53Min: 37 / Avg: 55.81 / Max: 70Min: 32 / Avg: 56.83 / Max: 74Min: 31 / Avg: 60.14 / Max: 74Min: 32 / Avg: 61.66 / Max: 76Min: 43 / Avg: 61.88 / Max: 77Min: 33 / Avg: 62.56 / Max: 79Min: 39 / Avg: 66.36 / Max: 82Min: 48 / Avg: 67.06 / Max: 83

JuliaGPU

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterJuliaGPU 1.2pts1System Power Consumption MonitorRX Vega 64GTX 1070 TiRTX 2060GTX 1060RTX 2070GTX 1070GTX 1080RX 580RTX 2080RX 590RTX 2080 TiTITAN RTXGTX 1080 TiRX Vega 564080120160200Min: 49.9 / Avg: 71.23 / Max: 89Min: 47.7 / Avg: 111.88 / Max: 128.2Min: 43.5 / Avg: 112.53 / Max: 153.7Min: 57.5 / Avg: 112.76 / Max: 128.1Min: 52.9 / Avg: 116.58 / Max: 157.4Min: 42.3 / Avg: 116.82 / Max: 147.4Min: 42.3 / Avg: 127 / Max: 157.8Min: 93.8 / Avg: 132.17 / Max: 160.8Min: 46.4 / Avg: 134.7 / Max: 169Min: 75.7 / Avg: 142.48 / Max: 179.1Min: 99.5 / Avg: 147.3 / Max: 199.5Min: 51.3 / Avg: 148.68 / Max: 204Min: 67.7 / Avg: 159.15 / Max: 189.8Min: 47.6 / Avg: 160.43 / Max: 218.2

JuliaGPU

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterJuliaGPU 1.2pts1GPU Temperature MonitorGTX 1070 TiRX Vega 56RX 580RTX 2070GTX 1060RTX 2060RX 590RTX 2080 TiRX Vega 64GTX 1080TITAN RTXGTX 1070RTX 2080GTX 1080 Ti1122334455Min: 38 / Avg: 40.6 / Max: 42Min: 40 / Avg: 42.67 / Max: 45Min: 36 / Avg: 42.75 / Max: 46Min: 46 / Avg: 47 / Max: 48Min: 46 / Avg: 47.2 / Max: 49Min: 43 / Avg: 47.5 / Max: 50Min: 45 / Avg: 48 / Max: 49Min: 48 / Avg: 51.25 / Max: 53Min: 50 / Avg: 52.33 / Max: 55Min: 51 / Avg: 52.5 / Max: 54Min: 49 / Avg: 52.5 / Max: 54Min: 53 / Avg: 54.4 / Max: 56Min: 53 / Avg: 54.5 / Max: 56Min: 52 / Avg: 54.6 / Max: 57

JuliaGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec Per Watt, More Is BetterJuliaGPU 1.2pts1OpenCL Device: GPURX Vega 64RTX 2070RTX 2060RX Vega 56RX 580RX 590RTX 2080RTX 2080 TiTITAN RTXGTX 1070 TiGTX 1080GTX 1070GTX 1080 TiGTX 10601.1M2.2M3.3M4.4M5.5M51402822279065223605421596762141832212404620700022042921204247819802291882924186759216661191629857

SHOC Scalable HeterOgeneous Computing

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1060GTX 1070 TiGTX 1070RX 580GTX 1080RTX 2070RTX 2060RX 590RX Vega 56GTX 1080 TiRTX 2080RX Vega 64RTX 2080 TiTITAN RTX50100150200250Min: 42.1 / Avg: 105.4 / Max: 135.1Min: 48.4 / Avg: 122.39 / Max: 144.2Min: 43.3 / Avg: 130.75 / Max: 158.9Min: 69.1 / Avg: 131.16 / Max: 160.2Min: 43.4 / Avg: 134.92 / Max: 163.8Min: 52.2 / Avg: 156.43 / Max: 195Min: 148.5 / Avg: 159.28 / Max: 177.5Min: 78.3 / Avg: 160.59 / Max: 187.1Min: 47.3 / Avg: 173.9 / Max: 235.2Min: 53.7 / Avg: 180.42 / Max: 218.2Min: 169.9 / Avg: 187.73 / Max: 213.5Min: 49.7 / Avg: 228.87 / Max: 263.7Min: 49 / Avg: 235.34 / Max: 283.1Min: 49.4 / Avg: 244.67 / Max: 287.4

SHOC Scalable HeterOgeneous Computing

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10GPU Temperature MonitorRX 580GTX 1070 TiRX 590RX Vega 56GTX 1060RTX 2070RTX 2060GTX 1080GTX 1070GTX 1080 TiRX Vega 64RTX 2080 TiTITAN RTXRTX 20801326395265Min: 31 / Avg: 41.38 / Max: 45Min: 42 / Avg: 42.6 / Max: 43Min: 35 / Avg: 43.11 / Max: 47Min: 38 / Avg: 46.29 / Max: 52Min: 46 / Avg: 48.5 / Max: 49Min: 52 / Avg: 54.2 / Max: 56Min: 48 / Avg: 54.5 / Max: 56Min: 54 / Avg: 55.54 / Max: 57Min: 57 / Avg: 57.33 / Max: 58Min: 56 / Avg: 59.67 / Max: 61Min: 49 / Avg: 59.89 / Max: 65Min: 59 / Avg: 62 / Max: 65Min: 55 / Avg: 63.4 / Max: 66Min: 57 / Avg: 63.86 / Max: 67

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 BandwidthRTX 2070RTX 2060RTX 2080RTX 2080 TiTITAN RTXGTX 1080GTX 1060GTX 1070 TiGTX 1070GTX 1080 TiRX Vega 56RX Vega 64RX 580RX 5902468106.886.435.974.984.733.913.903.543.423.302.041.861.611.50

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorTITAN RTXGTX 1060RTX 2060GTX 1070 TiGTX 1080GTX 1070GTX 1080 TiRX 580RTX 2080RTX 2070RX Vega 64RTX 2080 TiRX 590RX Vega 5660120180240300Min: 54.7 / Avg: 99.5 / Max: 144.3Min: 57.7 / Avg: 108.33 / Max: 126.1Min: 43.7 / Avg: 111.03 / Max: 156.9Min: 49.3 / Avg: 113.36 / Max: 139.4Min: 43.2 / Avg: 119.3 / Max: 162.2Min: 64.6 / Avg: 132.44 / Max: 150.8Min: 49.6 / Avg: 139.67 / Max: 192.8Min: 73.1 / Avg: 141.22 / Max: 169.4Min: 52.6 / Avg: 141.73 / Max: 186.7Min: 115.9 / Avg: 150.6 / Max: 185.3Min: 51.9 / Avg: 197.96 / Max: 328.9Min: 136 / Avg: 198.3 / Max: 260.6Min: 194.4 / Avg: 199.58 / Max: 203.7Min: 49.6 / Avg: 203.34 / Max: 252.9

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1070 TiRX 580GTX 1060RTX 2070RTX 2060RX Vega 56RX 590GTX 1080GTX 1070RTX 2080 TiRX Vega 64GTX 1080 TiTITAN RTXRTX 20801224364860Min: 43 / Avg: 44 / Max: 45Min: 41 / Avg: 46.8 / Max: 49Min: 48 / Avg: 51.14 / Max: 52Min: 50 / Avg: 53.67 / Max: 56Min: 49 / Avg: 54 / Max: 56Min: 48 / Avg: 55.2 / Max: 60Min: 53 / Avg: 55.5 / Max: 57Min: 56 / Avg: 57 / Max: 58Min: 55 / Avg: 57.17 / Max: 58Min: 56 / Avg: 58.33 / Max: 61Min: 58 / Avg: 59.8 / Max: 62Min: 60 / Avg: 60.67 / Max: 61Min: 60 / Avg: 61 / Max: 62Min: 62 / Avg: 62 / Max: 62

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: CopyRTX 2080GTX 1080 TiRTX 2060GTX 1080GTX 1070 TiGTX 1070RX 580GTX 1060RX Vega 64RX Vega 56RX 5900.51981.03961.55942.07922.5992.312.272.221.761.651.411.301.281.121.000.97

cl-mem

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1060GTX 1070 TiRTX 2080RTX 2060GTX 1070RTX 2070GTX 1080RX 580RTX 2080 TiRX 590TITAN RTXRX Vega 64GTX 1080 TiRX Vega 5650100150200250Min: 43.4 / Avg: 98.27 / Max: 126.2Min: 50 / Avg: 124.63 / Max: 140.5Min: 98.5 / Avg: 128.93 / Max: 169.3Min: 44.2 / Avg: 131.53 / Max: 164.4Min: 84.4 / Avg: 137.36 / Max: 151.6Min: 46.9 / Avg: 139.57 / Max: 185.9Min: 92.2 / Avg: 141.24 / Max: 162.2Min: 73 / Avg: 147.4 / Max: 169Min: 51 / Avg: 155.07 / Max: 243.7Min: 78.7 / Avg: 161.08 / Max: 200.6Min: 55 / Avg: 190.13 / Max: 258.3Min: 52.5 / Avg: 191.32 / Max: 275.7Min: 216.4 / Avg: 217.73 / Max: 218.8Min: 207.8 / Avg: 229.9 / Max: 252.1

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1070 TiRX 580GTX 1060RTX 2070RTX 2060RX Vega 56RX 590GTX 1080GTX 1070RTX 2080 TiRX Vega 64TITAN RTXRTX 2080GTX 1080 Ti1326395265Min: 43 / Avg: 44.83 / Max: 46Min: 49 / Avg: 49.6 / Max: 50Min: 53 / Avg: 53 / Max: 53Min: 54 / Avg: 55.33 / Max: 56Min: 55 / Avg: 56 / Max: 57Min: 51 / Avg: 58.6 / Max: 62Min: 56 / Avg: 59.5 / Max: 62Min: 60 / Avg: 60.2 / Max: 61Min: 60 / Avg: 60.6 / Max: 61Min: 61 / Avg: 62 / Max: 63Min: 59 / Avg: 62.4 / Max: 65Min: 59 / Avg: 63 / Max: 65Min: 61 / Avg: 63.75 / Max: 65Min: 64 / Avg: 64 / Max: 64

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: WriteRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060RX Vega 64GTX 1080 TiGTX 1080GTX 1070 TiGTX 1060GTX 1070RX Vega 56RX 580RX 5900.63681.27361.91042.54723.1842.832.572.502.251.871.861.541.531.521.421.401.331.211.15

cl-mem

System Power Consumption Monitor

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

cl-mem

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is Bettercl-mem 2017-01-13GPU Temperature MonitorGTX 1070 TiRX 580GTX 1060RTX 2060RTX 2070RX 590GTX 1080GTX 1070RX Vega 56RX Vega 64RTX 2080 TiGTX 1080 TiTITAN RTXRTX 20801428425670Min: 47 / Avg: 47 / Max: 47Min: 47 / Avg: 52 / Max: 53Min: 54 / Avg: 55.88 / Max: 57Min: 56 / Avg: 58.5 / Max: 60Min: 60 / Avg: 62 / Max: 63Min: 59 / Avg: 64 / Max: 66Min: 63 / Avg: 64.17 / Max: 65Min: 64 / Avg: 64.8 / Max: 66Min: 64 / Avg: 66 / Max: 68Min: 61 / Avg: 66.4 / Max: 69Min: 66 / Avg: 67 / Max: 68Min: 68 / Avg: 68.33 / Max: 69Min: 66 / Avg: 68.33 / Max: 70Min: 67 / Avg: 68.67 / Max: 70

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: ReadTITAN RTXRTX 2070RTX 2080RTX 2060GTX 1080 TiGTX 1070 TiGTX 1070GTX 1080GTX 1060RX 580RX 590RX Vega 56RX Vega 640.81451.6292.44353.2584.07253.622.692.652.342.091.691.591.541.331.121.010.990.75

LuxMark

System Power Consumption Monitor

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

LuxMark

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLuxMark 3.1GPU Temperature MonitorGTX 1070 TiRX 580GTX 1060RTX 2060GTX 1080RX 590GTX 1070RTX 2070RX Vega 56RTX 2080 TiTITAN RTXGTX 1080 TiRTX 2080RX Vega 641632486480Min: 41 / Avg: 48.91 / Max: 51Min: 29 / Avg: 55.16 / Max: 60Min: 43 / Avg: 58.4 / Max: 61Min: 49 / Avg: 63.65 / Max: 67Min: 49 / Avg: 64.55 / Max: 67Min: 44 / Avg: 65.27 / Max: 73Min: 54 / Avg: 67.07 / Max: 70Min: 47 / Avg: 67.5 / Max: 72Min: 44 / Avg: 69.66 / Max: 74Min: 49 / Avg: 69.88 / Max: 74Min: 44 / Avg: 71.96 / Max: 78Min: 56 / Avg: 72.55 / Max: 75Min: 48 / Avg: 75.04 / Max: 79Min: 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 HDRTITAN RTXRTX 2080 TiRTX 2070RTX 2080RX Vega 56GTX 1070 TiRTX 2060RX Vega 64GTX 1070GTX 1080 TiGTX 1060RX 580GTX 1080RX 590306090120150137.54133.42131.09123.99120.58114.16110.8098.8998.4889.3485.5380.5379.4278.90

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1060GTX 1070 TiGTX 1070RX 580RTX 2060GTX 1080RTX 2070RX 590RX Vega 56RTX 2080RTX 2080 TiRX Vega 64TITAN RTXGTX 1080 Ti60120180240300Min: 72.7 / Avg: 144.61 / Max: 170.9Min: 47.9 / Avg: 146.58 / Max: 171.7Min: 43.1 / Avg: 162.78 / Max: 197.9Min: 73 / Avg: 163.55 / Max: 194.8Min: 44 / Avg: 167.51 / Max: 215.1Min: 45.1 / Avg: 180.6 / Max: 225Min: 68.7 / Avg: 183.65 / Max: 245.5Min: 86.9 / Avg: 184.98 / Max: 216.4Min: 78.5 / Avg: 188.36 / Max: 262.2Min: 50.9 / Avg: 188.45 / Max: 269.3Min: 47.6 / Avg: 212.98 / Max: 331.1Min: 52.7 / Avg: 216.48 / Max: 338.1Min: 55.4 / Avg: 223.68 / Max: 345.8Min: 127.7 / Avg: 231.45 / Max: 296.9

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiRX 590RTX 2080 TiRTX 2070TITAN RTXRTX 2060GTX 1060RX Vega 56RX Vega 64GTX 1070RTX 2080GTX 1080GTX 1080 Ti1428425670Min: 35 / Avg: 47.27 / Max: 53Min: 43 / Avg: 47.69 / Max: 50Min: 43 / Avg: 54.21 / Max: 59Min: 49 / Avg: 54.38 / Max: 59Min: 47 / Avg: 54.45 / Max: 60Min: 50 / Avg: 55.25 / Max: 61Min: 46 / Avg: 55.73 / Max: 61Min: 52 / Avg: 58.35 / Max: 62Min: 51 / Avg: 59.53 / Max: 66Min: 50 / Avg: 60.38 / Max: 68Min: 56 / Avg: 62.15 / Max: 66Min: 56 / Avg: 63.5 / Max: 70Min: 59 / Avg: 64.36 / Max: 68Min: 61 / Avg: 65.7 / Max: 70

PlaidML

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

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070RTX 2060GTX 1070 TiGTX 1080 TiGTX 1080GTX 1070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.29030.58060.87091.16121.45151.291.281.081.030.900.890.820.790.790.650.640.640.400.37

PlaidML

System Power Consumption Monitor

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

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiRTX 2080 TiRTX 2060RTX 2070RX 590TITAN RTXGTX 1060RX Vega 56RX Vega 64GTX 1070RTX 2080GTX 1080GTX 1080 Ti1326395265Min: 37 / Avg: 45.13 / Max: 49Min: 43 / Avg: 45.83 / Max: 48Min: 50 / Avg: 51.33 / Max: 53Min: 46 / Avg: 51.8 / Max: 55Min: 51 / Avg: 53.25 / Max: 55Min: 47 / Avg: 53.5 / Max: 58Min: 51 / Avg: 54 / Max: 58Min: 52 / Avg: 56.5 / Max: 59Min: 52 / Avg: 59.67 / Max: 64Min: 52 / Avg: 59.71 / Max: 65Min: 55 / Avg: 60 / Max: 64Min: 58 / Avg: 61.5 / Max: 64Min: 58 / Avg: 62 / Max: 65Min: 59 / Avg: 63 / Max: 66

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: OpenCLTITAN RTXRTX 2080RTX 2080 TiRTX 2070RTX 2060RX Vega 56GTX 1070 TiGTX 1080 TiGTX 1080GTX 1070RX 580RX Vega 64GTX 1060RX 5900.77181.54362.31543.08723.8593.433.373.053.022.761.811.761.701.471.461.411.321.281.22

PlaidML

System Power Consumption Monitor

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

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiRTX 2060RTX 2080 TiRTX 2070RX 590RX Vega 64GTX 1060TITAN RTXRX Vega 56GTX 1070RTX 2080GTX 1080GTX 1080 Ti1326395265Min: 37 / Avg: 44.64 / Max: 50Min: 44 / Avg: 46.22 / Max: 48Min: 46 / Avg: 50.11 / Max: 56Min: 51 / Avg: 53.29 / Max: 57Min: 50 / Avg: 53.44 / Max: 58Min: 47 / Avg: 54.23 / Max: 60Min: 48 / Avg: 54.5 / Max: 60Min: 50 / Avg: 54.8 / Max: 58Min: 52 / Avg: 54.86 / Max: 58Min: 49 / Avg: 55.36 / Max: 63Min: 56 / Avg: 59.9 / Max: 64Min: 59 / Avg: 62.38 / Max: 66Min: 60 / Avg: 62.5 / Max: 65Min: 61 / Avg: 63.11 / Max: 66

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: OpenCLRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1070 TiGTX 1080GTX 1080 TiGTX 1070GTX 1060RX Vega 64RX Vega 56RX 580RX 5900.69981.39962.09942.79923.4993.112.862.512.442.301.941.921.821.771.591.521.510.920.88

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1070 TiGTX 1060GTX 1070RX 580RTX 2060RTX 2070RTX 2080GTX 1080RX Vega 56RX Vega 64RX 590RTX 2080 TiTITAN RTXGTX 1080 Ti60120180240300Min: 50 / Avg: 141.65 / Max: 161.4Min: 70.6 / Avg: 141.88 / Max: 164.5Min: 85.2 / Avg: 157.11 / Max: 185.1Min: 71.3 / Avg: 157.31 / Max: 201.8Min: 45.2 / Avg: 158.66 / Max: 201.6Min: 47.5 / Avg: 159.79 / Max: 224.3Min: 50.1 / Avg: 167.47 / Max: 240.9Min: 91.6 / Avg: 167.52 / Max: 214.9Min: 78.5 / Avg: 172.43 / Max: 257.5Min: 50.9 / Avg: 173.75 / Max: 315.1Min: 79.3 / Avg: 178.28 / Max: 235.4Min: 49.3 / Avg: 185.12 / Max: 298.3Min: 63.8 / Avg: 192.88 / Max: 301.5Min: 123.8 / Avg: 205.47 / Max: 275.7

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiRTX 2060GTX 1060RTX 2070RTX 2080 TiTITAN RTXRX 590RX Vega 56RX Vega 64GTX 1070RTX 2080GTX 1080GTX 1080 Ti1326395265Min: 33 / Avg: 45.16 / Max: 54Min: 43 / Avg: 47.13 / Max: 50Min: 40 / Avg: 48.69 / Max: 56Min: 44 / Avg: 52.44 / Max: 59Min: 49 / Avg: 54.67 / Max: 60Min: 52 / Avg: 54.78 / Max: 59Min: 51 / Avg: 55.27 / Max: 60Min: 44 / Avg: 55.88 / Max: 64Min: 50 / Avg: 58.4 / Max: 68Min: 50 / Avg: 59.52 / Max: 69Min: 58 / Avg: 61.79 / Max: 65Min: 57 / Avg: 63.18 / Max: 68Min: 58 / Avg: 63.21 / Max: 68Min: 60 / Avg: 64.36 / 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: OpenCLRTX 2080 TiTITAN RTXRTX 2080RTX 2070RTX 2060GTX 1070 TiGTX 1080 TiGTX 1080GTX 1070RX Vega 64RX Vega 56GTX 1060RX 580RX 5900.27230.54460.81691.08921.36151.211.191.030.980.840.830.810.790.740.690.620.610.440.42

PlaidML

System Power Consumption Monitor

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

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580RTX 2060GTX 1060GTX 1070 TiRX 590RX Vega 56RTX 2070TITAN RTXRX Vega 64RTX 2080 TiGTX 1070GTX 1080GTX 1080 TiRTX 20801326395265Min: 36 / Avg: 40.83 / Max: 46Min: 39 / Avg: 44.25 / Max: 48Min: 41 / Avg: 45.25 / Max: 47Min: 48 / Avg: 48 / Max: 48Min: 47 / Avg: 51.5 / Max: 56Min: 51 / Avg: 52.8 / Max: 57Min: 55 / Avg: 55 / Max: 55Min: 55 / Avg: 55 / Max: 55Min: 54 / Avg: 55.6 / Max: 59Min: 54 / Avg: 55.67 / Max: 58Min: 59 / Avg: 60.33 / Max: 61Min: 62 / Avg: 62 / Max: 62Min: 63 / Avg: 64 / Max: 65Min: 66 / Avg: 66 / Max: 66

PlaidML

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

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRTX 2080RTX 2060RTX 2070RTX 2080 TiGTX 1070 TiGTX 1060RX Vega 64GTX 1070GTX 1080 TiTITAN RTXRX Vega 56GTX 1080RX 580RX 590369121510.679.008.708.458.067.727.477.127.026.675.825.423.623.29

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRTX 2060GTX 1070 TiGTX 1060RTX 2070GTX 1070RTX 2080RX 580GTX 1080TITAN RTXRX 590RTX 2080 TiGTX 1080 TiRX Vega 56RX Vega 6450100150200250Min: 44.3 / Avg: 116.14 / Max: 162.7Min: 104.8 / Avg: 123.57 / Max: 135.6Min: 70.1 / Avg: 124.21 / Max: 145Min: 47.1 / Avg: 127.27 / Max: 169.5Min: 82.2 / Avg: 136.83 / Max: 164.9Min: 46.4 / Avg: 138.03 / Max: 185.4Min: 71.3 / Avg: 146.11 / Max: 185.3Min: 90.8 / Avg: 146.71 / Max: 176.8Min: 57.5 / Avg: 152.07 / Max: 231.9Min: 80.2 / Avg: 152.62 / Max: 212.4Min: 48.6 / Avg: 159.87 / Max: 223.7Min: 50.4 / Avg: 165.05 / Max: 214.8Min: 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 MonitorRX 580GTX 1070 TiRTX 2060RTX 2070GTX 1060RX 590RTX 2080 TiTITAN RTXRTX 2080GTX 1070RX Vega 56GTX 1080RX Vega 64GTX 1080 Ti1326395265Min: 34 / Avg: 42.71 / Max: 48Min: 39 / Avg: 42.75 / Max: 45Min: 40 / Avg: 45 / Max: 50Min: 41 / Avg: 45.18 / Max: 49Min: 44 / Avg: 49.23 / Max: 54Min: 46 / Avg: 53.31 / Max: 59Min: 52 / Avg: 53.5 / Max: 56Min: 52 / Avg: 53.8 / Max: 56Min: 50 / Avg: 54.64 / Max: 59Min: 51 / Avg: 55.42 / Max: 59Min: 49 / Avg: 56.67 / Max: 63Min: 53 / Avg: 57.58 / Max: 61Min: 51 / Avg: 58.38 / Max: 64Min: 59 / Avg: 61.75 / Max: 63

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: OpenCLRTX 2060TITAN RTXRTX 2080RTX 2070RTX 2080 TiGTX 1070 TiGTX 1080 TiGTX 1080GTX 1070RX Vega 64GTX 1060RX Vega 56RX 590RX 5800.36450.7291.09351.4581.82251.621.601.561.561.541.241.141.141.141.111.081.070.950.89

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1070 TiGTX 1060RTX 2060RX 580RTX 2070GTX 1080 TiRX Vega 56GTX 1070RTX 2080RX 590RTX 2080 TiGTX 1080RX Vega 64TITAN RTX4080120160200Min: 48.1 / Avg: 99.69 / Max: 140.6Min: 43.2 / Avg: 99.8 / Max: 140.7Min: 47.3 / Avg: 110.84 / Max: 168.5Min: 73.6 / Avg: 119.65 / Max: 155.1Min: 49.9 / Avg: 120.6 / Max: 185.8Min: 47.2 / Avg: 121.72 / Max: 213.3Min: 49.7 / Avg: 124.48 / Max: 221.8Min: 48.4 / Avg: 126.46 / Max: 165Min: 48 / Avg: 132.2 / Max: 198.2Min: 78.7 / Avg: 135.11 / Max: 174.8Min: 48.4 / Avg: 137.54 / Max: 235.7Min: 91.7 / Avg: 152.84 / Max: 169.4Min: 75.8 / Avg: 156.29 / Max: 240.3Min: 56 / Avg: 163.54 / Max: 245.3

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiGTX 1060RTX 2070TITAN RTXRTX 2080 TiRTX 2060RX 590RX Vega 56GTX 1080 TiRX Vega 64GTX 1070RTX 2080GTX 10801326395265Min: 30 / Avg: 37.96 / Max: 46Min: 38 / Avg: 42.62 / Max: 46Min: 41 / Avg: 47.52 / Max: 54Min: 42 / Avg: 47.65 / Max: 53Min: 43 / Avg: 48.07 / Max: 53Min: 44 / Avg: 48.59 / Max: 53Min: 43 / Avg: 48.84 / Max: 55Min: 42 / Avg: 49 / Max: 56Min: 40 / Avg: 49.89 / Max: 64Min: 44 / Avg: 53.18 / Max: 61Min: 45 / Avg: 55.21 / Max: 65Min: 51 / Avg: 56.59 / Max: 60Min: 52 / Avg: 58.56 / Max: 66Min: 60 / Avg: 61.64 / Max: 63

PlaidML

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

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: No - Mode: Training - Network: Mobilenet - Device: OpenCLRTX 2080 TiRTX 2070GTX 1080 TiGTX 1070 TiRTX 2060RTX 2080TITAN RTXGTX 1060GTX 1070GTX 1080RX Vega 56RX Vega 64RX 580RX 5900.25430.50860.76291.01721.27151.131.091.031.031.021.010.980.870.850.670.570.480.350.34

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1070 TiGTX 1060GTX 1070RTX 2060RTX 2070RX 580RX Vega 56RTX 2080RX 590GTX 1080TITAN RTXGTX 1080 TiRTX 2080 TiRX Vega 6460120180240300Min: 48.4 / Avg: 125.32 / Max: 169.8Min: 58.2 / Avg: 131.14 / Max: 167.2Min: 43.1 / Avg: 136.92 / Max: 191.2Min: 62.3 / Avg: 137.76 / Max: 208Min: 47.2 / Avg: 141.31 / Max: 234Min: 73.2 / Avg: 147.27 / Max: 187.1Min: 50.2 / Avg: 151.48 / Max: 258.1Min: 49.8 / Avg: 158.89 / Max: 252.8Min: 79.7 / Avg: 162.83 / Max: 210.1Min: 70.3 / Avg: 172.91 / Max: 216.6Min: 58.3 / Avg: 176.01 / Max: 322.5Min: 65.2 / Avg: 179.46 / Max: 287.9Min: 47.7 / Avg: 180.78 / Max: 312Min: 53.4 / Avg: 217.55 / Max: 319.8

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiTITAN RTXRTX 2070RTX 2060RTX 2080 TiGTX 1060RX 590GTX 1070GTX 1080RX Vega 56RTX 2080GTX 1080 TiRX Vega 641428425670Min: 31 / Avg: 42.94 / Max: 51Min: 41 / Avg: 45.18 / Max: 50Min: 42 / Avg: 47.33 / Max: 54Min: 42 / Avg: 48.87 / Max: 56Min: 43 / Avg: 50.75 / Max: 59Min: 46 / Avg: 51 / Max: 57Min: 43 / Avg: 51.9 / Max: 59Min: 42 / Avg: 53.46 / Max: 61Min: 49 / Avg: 56.06 / Max: 63Min: 52 / Avg: 58.85 / Max: 65Min: 52 / Avg: 59.68 / Max: 69Min: 53 / Avg: 59.79 / Max: 68Min: 53 / Avg: 60.07 / Max: 67Min: 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: OpenCLTITAN RTXRTX 2080 TiRTX 2070RTX 2080RTX 2060GTX 1080 TiGTX 1070 TiGTX 1070GTX 1080GTX 1060RX Vega 56RX Vega 64RX 580RX 5900.33750.6751.01251.351.68751.501.381.271.211.081.081.020.920.800.720.700.550.410.39

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1070 TiGTX 1060RTX 2070GTX 1070RX Vega 56RX 580RTX 2060RTX 2080RX 590RTX 2080 TiGTX 1080TITAN RTXRX Vega 64GTX 1080 Ti60120180240300Min: 48.5 / Avg: 113.89 / Max: 160.8Min: 60.4 / Avg: 122.52 / Max: 164.5Min: 78.4 / Avg: 132.98 / Max: 222.4Min: 83.8 / Avg: 134.85 / Max: 189.4Min: 50.5 / Avg: 141.19 / Max: 254.3Min: 73.6 / Avg: 141.5 / Max: 187.8Min: 86.5 / Avg: 143.68 / Max: 202.9Min: 47.4 / Avg: 148.19 / Max: 240.2Min: 81.1 / Avg: 153.59 / Max: 208.6Min: 48.4 / Avg: 155.12 / Max: 292.5Min: 91.6 / Avg: 162.7 / Max: 211.1Min: 52.6 / Avg: 162.76 / Max: 301.7Min: 82.4 / Avg: 172.03 / Max: 313.6Min: 122.3 / Avg: 187.68 / Max: 270.3

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580GTX 1070 TiTITAN RTXRTX 2070RTX 2060GTX 1060RTX 2080 TiRX 590GTX 1070RX Vega 64RX Vega 56GTX 1080GTX 1080 TiRTX 20801326395265Min: 35 / Avg: 41.89 / Max: 48Min: 43 / Avg: 45.8 / Max: 48Min: 44 / Avg: 46.33 / Max: 52Min: 46 / Avg: 48.78 / Max: 53Min: 46 / Avg: 50.9 / Max: 56Min: 47 / Avg: 50.92 / Max: 55Min: 49 / Avg: 51.2 / Max: 55Min: 44 / Avg: 51.33 / Max: 58Min: 54 / Avg: 57.18 / Max: 61Min: 52 / Avg: 59.71 / Max: 67Min: 52 / Avg: 59.73 / Max: 67Min: 58 / Avg: 60 / Max: 63Min: 59 / Avg: 61.1 / Max: 64Min: 58 / Avg: 61.6 / Max: 65

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: OpenCLRTX 2080 TiTITAN RTXRTX 2070RTX 2080GTX 1070 TiRTX 2060GTX 1080 TiGTX 1070GTX 1080GTX 1060RX Vega 56RX Vega 64RX 580RX 5900.66381.32761.99142.65523.3192.952.922.512.392.081.961.781.761.621.491.381.240.910.89

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorGTX 1070 TiGTX 1060RTX 2060RX 580RTX 2070RX Vega 56GTX 1070RTX 2080RX 590GTX 1080TITAN RTXRX Vega 64RTX 2080 TiGTX 1080 Ti50100150200250Min: 56.1 / Avg: 132.15 / Max: 155Min: 87.5 / Avg: 132.19 / Max: 156.7Min: 45 / Avg: 144.95 / Max: 190.7Min: 73.1 / Avg: 146.45 / Max: 195.4Min: 45.8 / Avg: 146.81 / Max: 206.6Min: 58.9 / Avg: 147.82 / Max: 249.5Min: 81.8 / Avg: 153.87 / Max: 183Min: 47.5 / Avg: 155.97 / Max: 224.6Min: 91.8 / Avg: 163.54 / Max: 221.5Min: 89.5 / Avg: 168.75 / Max: 202.8Min: 51.5 / Avg: 168.92 / Max: 275.4Min: 50.6 / Avg: 181.52 / Max: 296Min: 48.4 / Avg: 188.73 / Max: 275.6Min: 120.7 / Avg: 202.56 / Max: 256.6

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorRX 580TITAN RTXGTX 1070 TiRTX 2070RTX 2060RX 590RX Vega 56GTX 1060RTX 2080 TiGTX 1070GTX 1080RX Vega 64GTX 1080 TiRTX 20801428425670Min: 33 / Avg: 42.3 / Max: 50Min: 39 / Avg: 44.46 / Max: 52Min: 43 / Avg: 45.94 / Max: 49Min: 42 / Avg: 48.08 / Max: 55Min: 43 / Avg: 49.73 / Max: 56Min: 40 / Avg: 50.41 / Max: 60Min: 39 / Avg: 50.92 / Max: 65Min: 45 / Avg: 52 / Max: 57Min: 49 / Avg: 52.45 / Max: 57Min: 48 / Avg: 54.81 / Max: 60Min: 51 / Avg: 57.64 / Max: 63Min: 47 / Avg: 59.05 / Max: 70Min: 55 / Avg: 59.71 / Max: 66Min: 56 / Avg: 61.08 / Max: 66

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: OpenCLTITAN RTXRTX 2080 TiRTX 2080RTX 2070RTX 2060GTX 1070 TiGTX 1080 TiGTX 1080GTX 1070RX Vega 56GTX 1060RX Vega 64RX 580RX 5900.2880.5760.8641.1521.441.281.121.081.070.920.900.820.780.760.740.670.660.520.51

PlaidML

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterPlaidMLSystem Power Consumption MonitorRX Vega 64GTX 1070RX Vega 56GTX 1080RTX 2070RTX 2080 TiGTX 1070 TiGTX 1060RX 580TITAN RTXRTX 2060RX 590RTX 2080GTX 1080 Ti4080120160200Min: 54 / Avg: 69.27 / Max: 82.4Min: 42.8 / Avg: 91.98 / Max: 117.4Min: 49.6 / Avg: 92.35 / Max: 157.7Min: 43.7 / Avg: 93.48 / Max: 127.3Min: 46 / Avg: 93.68 / Max: 129.3Min: 48.4 / Avg: 94.48 / Max: 113.3Min: 48.7 / Avg: 98.18 / Max: 132.6Min: 42.1 / Avg: 107.84 / Max: 141.6Min: 75.6 / Avg: 109.4 / Max: 179Min: 52.9 / Avg: 110.8 / Max: 140.2Min: 45.5 / Avg: 121.65 / Max: 166.1Min: 82.3 / Avg: 126.56 / Max: 194.9Min: 56.3 / Avg: 130.87 / Max: 184.7Min: 91.6 / Avg: 149.17 / Max: 203.2

PlaidML

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterPlaidMLGPU Temperature MonitorTITAN RTXRX 580RX Vega 56RTX 2070GTX 1070 TiRTX 2060RX 590GTX 1070GTX 1080GTX 1060RX Vega 64RTX 2080 TiGTX 1080 TiRTX 20801224364860Min: 41 / Avg: 41.5 / Max: 42Min: 38 / Avg: 42 / Max: 47Min: 40 / Avg: 42.75 / Max: 46Min: 45 / Avg: 46.75 / Max: 48Min: 46 / Avg: 47 / Max: 48Min: 46 / Avg: 47.75 / Max: 50Min: 45 / Avg: 48.88 / Max: 53Min: 47 / Avg: 49.5 / Max: 51Min: 47 / Avg: 49.75 / Max: 51Min: 49 / Avg: 50 / Max: 51Min: 49 / Avg: 50.83 / Max: 54Min: 52 / Avg: 52.5 / Max: 53Min: 56 / Avg: 56.67 / Max: 57Min: 61 / Avg: 61.67 / Max: 62

PlaidML

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

OpenBenchmarking.orgExamples Per Second Per Watt, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRTX 2080 TiRTX 2070TITAN RTXRX Vega 64GTX 1080GTX 1070RTX 2080GTX 1070 TiRTX 2060RX Vega 56GTX 1080 TiRX 580GTX 1060RX 590369121510.288.878.828.487.347.226.826.576.416.235.195.145.124.74

LeelaChessZero

System Power Consumption Monitor

OpenBenchmarking.orgWatts, Fewer Is BetterLeelaChessZero 0.20.1System Power Consumption MonitorGTX 1080TITAN RTXGTX 1060GTX 1070 TiRX 580RX Vega 56GTX 1070RTX 2070RX 590RTX 2060RTX 2080 TiRTX 2080GTX 1080 TiRX Vega 6460120180240300Min: 40.2 / Avg: 148.14 / Max: 249.5Min: 97.7 / Avg: 148.16 / Max: 357.7Min: 41.9 / Avg: 150.59 / Max: 180Min: 80 / Avg: 156.39 / Max: 189.7Min: 69.3 / Avg: 171.21 / Max: 229.5Min: 47.2 / Avg: 173.2 / Max: 262.2Min: 42.6 / Avg: 184.04 / Max: 213.3Min: 75.1 / Avg: 186.61 / Max: 251.7Min: 75.2 / Avg: 188.72 / Max: 253.3Min: 69.4 / Avg: 196.01 / Max: 230Min: 48.2 / Avg: 205.76 / Max: 349.4Min: 88.3 / Avg: 222.99 / Max: 288.3Min: 96.9 / Avg: 265.17 / Max: 323.1Min: 50.2 / Avg: 313.27 / Max: 342.7

LeelaChessZero

GPU Temperature Monitor

OpenBenchmarking.orgCelsius, Fewer Is BetterLeelaChessZero 0.20.1GPU Temperature MonitorTITAN RTXGTX 1080RX Vega 56RTX 2070RX 580GTX 1070GTX 1070 TiRTX 2060RX 590GTX 1080 TiGTX 1060RTX 2080 TiRX Vega 64RTX 20801428425670Min: 34 / Avg: 36.91 / Max: 47Min: 32 / Avg: 40.8 / Max: 58Min: 28 / Avg: 41.93 / Max: 60Min: 33 / Avg: 44.86 / Max: 52Min: 27 / Avg: 45.13 / Max: 61Min: 35 / Avg: 46.2 / Max: 55Min: 46 / Avg: 50.13 / Max: 53Min: 39 / Avg: 50.33 / Max: 58Min: 37 / Avg: 50.65 / Max: 67Min: 41 / Avg: 51.43 / Max: 61Min: 38 / Avg: 51.69 / Max: 59Min: 50 / Avg: 55.6 / Max: 60Min: 46 / Avg: 64.5 / Max: 72Min: 57 / Avg: 66.29 / Max: 73

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second Per Watt, More Is BetterLeelaChessZero 0.20.1Backend: OpenCLTITAN RTXRTX 2080 TiGTX 1080RTX 2080GTX 1070 TiRTX 2070GTX 1080 TiGTX 1070RTX 2060GTX 1060RX Vega 56RX 580RX 590RX Vega 6451015202522.1115.1011.8110.139.459.278.807.777.575.974.383.743.622.73

Phoronix Test Suite v10.8.5