NVIDIA Linux GPU computing benchmarks by Michael Larabel for a future article.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1901304-SP-1901305SP07 NVIDIA vs. Radeon OpenCL Linux GPU Compute - Phoronix Test Suite 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&sro&grr .
NVIDIA vs. Radeon OpenCL Linux GPU Compute Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL OpenCL Vulkan Compiler File-System Screen Resolution GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads) ASUS PRIME Z390-A (0602 BIOS) Intel Cannon Lake PCH Shared SRAM 16384MB Samsung SSD 970 EVO 250GB + 2000GB SABRENT NVIDIA GeForce GTX 1060 6GB (1506/4006MHz) Realtek ALC1220 Acer B286HK Intel I219-V Ubuntu 18.10 4.20.3-042003-generic (x86_64) GNOME Shell 3.30.1 X Server 1.20.1 NVIDIA 415.27 4.6.0 OpenCL 1.2 CUDA 10.0.132 1.1.84 GCC 8.2.0 ext4 3840x2160 NVIDIA GeForce GTX 1070 8GB (1506/4006MHz) Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz) NVIDIA GeForce GTX 1080 8GB (1607/5005MHz) NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz) NVIDIA GeForce RTX 2060 6GB (1365/7000MHz) ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz) Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz) NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz) NVIDIA TITAN RTX 24GB (1350/7000MHz) MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz) 5.0.0-050000rc4-generic (x86_64) 20190127 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0) OpenCL 2.1 AMD-APP (2783.0) 1.1.90 Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz) AMD Radeon RX 64 8GB (1590/800MHz) AMD Radeon RX 64 8GB (1630/945MHz) AMD Ryzen 7 2700 Eight-Core @ 3.20GHz (8 Cores / 16 Threads) ASRock X370 Taichi (P5.10 BIOS) AMD Family 17h 32768MB 1024GB INTEL SSDPEKKW010T7 + Samsung SSD 960 EVO 500GB + 512GB Crucial_CT512M55 + 1000GB SanDisk SDSSDH31 + 2000GB SanDisk SDSSDH32 AMD Radeon RX 56/64 8GB (1590/800MHz) AMD Device aaf8 SAMSUNG Intel I211 Arch rolling 4.20.5-zen1-1-zen (x86_64) KDE Plasma 5.14.5 X Server 1.20.3 amdgpu 18.1.0 4.5 Mesa 19.0.0-devel (git-69edc972fc) (LLVM 9.0.0) OpenCL 2.1 AMD-APP (2766.4) Clang 7.0.1 + LLVM 7.0.1 xfs OpenBenchmarking.org Compiler 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=gnu Processor 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 schedutil OpenCL Details - GTX 1060: GPU Compute Cores: 1280 - GTX 1070: GPU Compute Cores: 1920 - GTX 1070 Ti: GPU Compute Cores: 2432 - GTX 1080: GPU Compute Cores: 2560 - GTX 1080 Ti: GPU Compute Cores: 3584 - RTX 2060: GPU Compute Cores: 1920 - RTX 2070: GPU Compute Cores: 2304 - RTX 2080: GPU Compute Cores: 2944 - RTX 2080 Ti: GPU Compute Cores: 4352 - TITAN RTX: GPU Compute Cores: 4608 Python 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 3.7.2 Security 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 seccomp Kernel Details - amdocl: amdgpu.ppfeaturemask=0xffffffff amdgpu.gpu_recovery=1 Graphics Details - amdocl: GLAMOR
NVIDIA vs. Radeon OpenCL Linux GPU Compute luxmark: GPU - Luxball HDR plaidml: Yes - Inference - VGG16 - OpenCL plaidml: No - Training - Mobilenet - OpenCL clpeak: Double-Precision Double plaidml: Yes - Inference - Inception V3 - OpenCL plaidml: No - Inference - Inception V3 - OpenCL clpeak: Transfer Bandwidth enqueueWriteBuffer clpeak: Transfer Bandwidth enqueueReadBuffer lczero: OpenCL plaidml: Yes - Inference - ResNet 50 - OpenCL clpeak: Integer Compute INT plaidml: No - Inference - VGG16 - OpenCL clpeak: Global Memory Bandwidth plaidml: No - Training - IMDB LSTM - OpenCL clpeak: Single-Precision Float clpeak: Kernel Latency shoc: OpenCL - Texture Read Bandwidth plaidml: No - Inference - ResNet 50 - OpenCL plaidml: No - Inference - IMDB LSTM - OpenCL plaidml: Yes - Inference - Mobilenet - OpenCL juliagpu: GPU darktable: Boat - OpenCL cl-mem: Read cl-mem: Write cl-mem: Copy darktable: Masskrug - OpenCL plaidml: No - Inference - Mobilenet - OpenCL darktable: Boat - OpenCL darktable: Masskrug - OpenCL darktable: Server Room - OpenCL darktable: Server Room - OpenCL shoc: OpenCL - Triad shoc: OpenCL - FFT SP shoc: OpenCL - MD5 Hash darktable: Server Rack - OpenCL darktable: Server Rack - OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 12256 94.62 86.94 151 88.85 86.11 12.54 11.15 899 183 1252 94.08 145 134 4239 3.78 411 194 180 552 183782626 3.66 153 139 138 592 4.17 1.31 11.93 297 7.28 0.13 17287 126 107 224 117 116 12.60 11.33 1430 237 1681 129 196 156 5878 3.64 447 257 228 664 218172062 2.89 205 192 187 764 3.92 1.10 12.19 453 10.47 0.12 16776 128 103 242 120 118 12.55 11.15 1478 237 2068 131 197 153 6776 3.92 433 262 224 645 221548016 2.93 205 190 187 755 4.01 1.16 12.19 501 11.63 0.13 13803 139 103 297 132 133 12.59 11.34 1750 264 2398 143 222 167 7934 3.77 527 292 259 686 239131324 2.72 229 216 209 801 3.97 1.10 12.30 575 14.19 0.13 21682 194 125 415 167 167 12.57 11.29 2333 334 3263 189 329 187 10853 3.99 596 339 330 774 265162875 2.26 337 336 317 883 3.87 1.03 12.51 972 19.68 0.12 21356 148 113 231 134 133 12.60 11.29 1484 282 6705 150 276 188 6630 3.65 1024 309 347 779 251611989 2.22 296 245 247 863 3.82 0.82 12.43 803 15.87 0.11 29532 179 132 266 157 156 12.48 11.25 1729 333 7780 189 365 198 7968 3.64 1077 376 382 830 265682046 1.93 392 313 330 1008 3.68 0.75 12.57 988 18.42 0.10 29146 192 133 343 168 172 12.52 11.13 2259 354 9952 203 368 216 10270 3.65 1121 400 457 893 278829238 1.92 392 323 327 1045 3.78 0.81 12.57 1083 23.74 0.11 42787 250 156 519 211 225 12.59 11.29 3107 458 14906 273 505 246 15352 3.83 1173 537 605 971 300922241 1.64 544 439 454 1291 3.69 0.75 12.68 1445 35.13 0.10 46022 264 160 540 215 229 12.58 11.16 3275 474 14848 289 525 244 16386 3.85 1158 556 610 977 303665447 1.64 565 489 483 1336 3.69 0.74 12.68 1553 36.28 0.10 15271 60.98 42.04 392 76.59 69.05 44.97 15.84 640 128 1252 65.18 206 130 6202 4.97 211 133 193 563 283078851 13.54 162 179 184 414 5.30 4.18 9.10 547 8.05 0.17 17221 64.04 45.61 436 82.71 75.41 44.19 15.92 683 137 1416 68.69 217 144 7069 4.69 241 142 218 599 302623440 13.96 178 185 193 453 5.45 4.28 9.36 570 9.16 0.17 31079 106.66 71.23 698 109.03 106.65 44.97 16.63 758 195 1997 120.44 317 178 10357 7.01 355 228 263 575 346484064 13.47 151 305 204 720 5.28 4.18 7.55 927 12.70 0.17 32565 119.99 74.31 833 120.03 119.06 44.31 16.22 856 213 2479 137.62 362 184 12469 6.96 425 270 279 587 366159438 13.72 159 356 222 835 5.32 4.21 7.54 922 16.39 0.17 28140 108.36 75.09 689 116.49 138.74 37.97 15.79 1189 215 1961 120.11 318 159 10591 33.79 369 262 270 498 312792565 340 325 309 4.81 781 2.72 0.75 12.44 895 12.95 0.09 OpenBenchmarking.org
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 10K 20K 30K 40K 50K SE +/- 46.58, N = 3 SE +/- 1.33, N = 3 SE +/- 14.90, N = 3 SE +/- 42.00, N = 3 SE +/- 8.33, N = 3 SE +/- 31.58, N = 3 SE +/- 107.00, N = 3 SE +/- 25.12, N = 3 SE +/- 155.67, N = 3 SE +/- 17.84, N = 3 SE +/- 74.83, N = 3 SE +/- 65.67, N = 3 SE +/- 583.87, N = 3 SE +/- 103.04, N = 3 SE +/- 124.42, N = 3 12256 17287 16776 13803 21682 21356 29532 29146 42787 15271 17221 31079 32565 46022 28140
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 60 120 180 240 300 SE +/- 0.03, N = 3 SE +/- 0.12, N = 3 SE +/- 0.06, N = 3 SE +/- 0.09, N = 3 SE +/- 0.32, N = 3 SE +/- 0.15, N = 3 SE +/- 0.26, N = 3 SE +/- 0.32, N = 3 SE +/- 0.20, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.43, N = 3 SE +/- 0.55, N = 3 94.62 126.00 128.00 139.00 194.00 148.00 179.00 192.00 250.00 60.98 64.04 106.66 119.99 264.00 108.36
PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 40 80 120 160 200 SE +/- 0.03, N = 3 SE +/- 0.15, N = 3 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.18, N = 3 SE +/- 0.11, N = 3 SE +/- 0.18, N = 3 SE +/- 0.21, N = 3 SE +/- 0.10, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 SE +/- 0.03, N = 3 SE +/- 0.17, N = 3 SE +/- 0.19, N = 3 SE +/- 0.10, N = 3 86.94 107.00 103.00 103.00 125.00 113.00 132.00 133.00 156.00 42.04 45.61 71.23 74.31 160.00 75.09
clpeak OpenCL Test: Double-Precision Double OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Double-Precision Double GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 200 400 600 800 1000 SE +/- 0.05, N = 3 SE +/- 0.26, N = 3 SE +/- 0.24, N = 3 SE +/- 0.02, N = 3 SE +/- 0.14, N = 3 SE +/- 0.60, N = 3 SE +/- 0.72, N = 3 SE +/- 0.98, N = 3 SE +/- 1.25, N = 3 SE +/- 0.01, N = 3 SE +/- 0.21, N = 3 SE +/- 1.26, N = 3 SE +/- 1.09, N = 3 SE +/- 1.29, N = 3 SE +/- 1.18, N = 3 151 224 242 297 415 231 266 343 519 392 436 698 833 540 689 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 50 100 150 200 250 SE +/- 0.05, N = 3 SE +/- 0.07, N = 3 SE +/- 0.30, N = 3 SE +/- 0.07, N = 3 SE +/- 0.58, N = 3 SE +/- 0.44, N = 3 SE +/- 0.18, N = 3 SE +/- 0.40, N = 3 SE +/- 0.48, N = 3 SE +/- 0.04, N = 3 SE +/- 0.11, N = 3 SE +/- 0.06, N = 3 SE +/- 0.02, N = 3 SE +/- 1.30, N = 3 SE +/- 0.34, N = 3 88.85 117.00 120.00 132.00 167.00 134.00 157.00 168.00 211.00 76.59 82.71 109.03 120.03 215.00 116.49
PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 50 100 150 200 250 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.18, N = 3 SE +/- 0.08, N = 3 SE +/- 0.28, N = 3 SE +/- 0.07, N = 3 SE +/- 0.02, N = 3 SE +/- 0.13, N = 3 SE +/- 0.38, N = 3 SE +/- 0.11, N = 3 SE +/- 0.06, N = 3 SE +/- 0.00, N = 3 SE +/- 0.40, N = 3 SE +/- 0.53, N = 3 SE +/- 0.24, N = 3 86.11 116.00 118.00 133.00 167.00 133.00 156.00 172.00 225.00 69.05 75.41 106.65 119.06 229.00 138.74
clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 10 20 30 40 50 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.22, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.42, N = 3 12.54 12.60 12.55 12.59 12.57 12.60 12.48 12.52 12.59 44.97 44.19 44.97 44.31 12.58 37.97 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 4 8 12 16 20 SE +/- 0.09, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.03, N = 3 SE +/- 0.04, N = 3 SE +/- 0.09, N = 3 SE +/- 0.01, N = 3 SE +/- 0.33, N = 3 SE +/- 0.08, N = 3 SE +/- 0.08, N = 3 SE +/- 0.02, N = 3 SE +/- 0.06, N = 3 SE +/- 0.13, N = 3 11.15 11.33 11.15 11.34 11.29 11.29 11.25 11.13 11.29 15.84 15.92 16.63 16.22 11.16 15.79 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 700 1400 2100 2800 3500 SE +/- 6.27, N = 3 SE +/- 9.63, N = 3 SE +/- 13.26, N = 3 SE +/- 32.06, N = 3 SE +/- 25.14, N = 3 SE +/- 13.06, N = 3 SE +/- 20.57, N = 3 SE +/- 22.18, N = 3 SE +/- 20.98, N = 3 SE +/- 2.68, N = 3 SE +/- 2.57, N = 3 SE +/- 2.66, N = 3 SE +/- 5.51, N = 3 SE +/- 28.14, N = 3 SE +/- 16.88, N = 5 899 1430 1478 1750 2333 1484 1729 2259 3107 640 683 758 856 3275 1189 1. (CXX) g++ options: -lpthread
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 100 200 300 400 500 SE +/- 0.17, N = 3 SE +/- 0.38, N = 3 SE +/- 0.16, N = 3 SE +/- 0.24, N = 3 SE +/- 0.34, N = 3 SE +/- 0.26, N = 3 SE +/- 0.76, N = 3 SE +/- 0.40, N = 3 SE +/- 1.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.04, N = 3 SE +/- 0.07, N = 3 SE +/- 0.13, N = 3 SE +/- 1.16, N = 3 SE +/- 2.54, N = 3 183 237 237 264 334 282 333 354 458 128 137 195 213 474 215
clpeak OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS, More Is Better clpeak OpenCL Test: Integer Compute INT GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 3K 6K 9K 12K 15K SE +/- 38.63, N = 3 SE +/- 21.00, N = 3 SE +/- 6.17, N = 3 SE +/- 25.25, N = 3 SE +/- 76.28, N = 3 SE +/- 444.77, N = 3 SE +/- 498.12, N = 3 SE +/- 679.58, N = 3 SE +/- 517.75, N = 3 SE +/- 0.02, N = 3 SE +/- 6.53, N = 3 SE +/- 1.32, N = 3 SE +/- 3.01, N = 3 SE +/- 1004.15, N = 3 SE +/- 5.46, N = 3 1252 1681 2068 2398 3263 6705 7780 9952 14906 1252 1416 1997 2479 14848 1961 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 60 120 180 240 300 SE +/- 0.04, N = 3 SE +/- 0.04, N = 3 SE +/- 0.01, N = 3 SE +/- 0.06, N = 3 SE +/- 0.12, N = 3 SE +/- 0.16, N = 3 SE +/- 0.27, N = 3 SE +/- 0.17, N = 3 SE +/- 0.36, N = 3 SE +/- 0.05, N = 3 SE +/- 0.01, N = 3 SE +/- 0.18, N = 3 SE +/- 0.11, N = 3 SE +/- 0.72, N = 3 SE +/- 0.04, N = 3 94.08 129.00 131.00 143.00 189.00 150.00 189.00 203.00 273.00 65.18 68.69 120.44 137.62 289.00 120.11
clpeak OpenCL Test: Global Memory Bandwidth OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Global Memory Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 110 220 330 440 550 SE +/- 0.95, N = 3 SE +/- 0.02, N = 3 SE +/- 0.22, N = 3 SE +/- 0.05, N = 3 SE +/- 0.68, N = 3 SE +/- 0.19, N = 3 SE +/- 2.69, N = 3 SE +/- 0.37, N = 3 SE +/- 0.48, N = 3 SE +/- 1.46, N = 3 SE +/- 1.82, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 SE +/- 1.70, N = 3 SE +/- 0.34, N = 3 145 196 197 222 329 276 365 368 505 206 217 317 362 525 318 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 50 100 150 200 250 SE +/- 0.17, N = 3 SE +/- 0.50, N = 3 SE +/- 0.03, N = 3 SE +/- 0.60, N = 3 SE +/- 0.49, N = 3 SE +/- 0.38, N = 3 SE +/- 0.82, N = 3 SE +/- 0.27, N = 3 SE +/- 0.72, N = 3 SE +/- 0.25, N = 3 SE +/- 0.19, N = 3 SE +/- 0.24, N = 3 SE +/- 0.19, N = 3 SE +/- 0.96, N = 3 SE +/- 0.57, N = 3 134 156 153 167 187 188 198 216 246 130 144 178 184 244 159
clpeak OpenCL Test: Single-Precision Float OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Single-Precision Float GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 4K 8K 12K 16K 20K SE +/- 3.56, N = 3 SE +/- 393.27, N = 3 SE +/- 14.43, N = 3 SE +/- 396.02, N = 3 SE +/- 782.31, N = 3 SE +/- 657.16, N = 3 SE +/- 495.99, N = 3 SE +/- 732.21, N = 3 SE +/- 1065.18, N = 3 SE +/- 1.21, N = 3 SE +/- 15.75, N = 3 SE +/- 38.50, N = 3 SE +/- 41.13, N = 3 SE +/- 688.69, N = 3 SE +/- 10.63, N = 3 4239 5878 6776 7934 10853 6630 7968 10270 15352 6202 7069 10357 12469 16386 10591 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
clpeak OpenCL Test: Kernel Latency OpenBenchmarking.org us, Fewer Is Better clpeak OpenCL Test: Kernel Latency GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 8 16 24 32 40 SE +/- 0.06, N = 3 SE +/- 0.05, N = 3 SE +/- 0.14, N = 3 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.00, N = 3 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.04, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.10, N = 3 SE +/- 0.24, N = 3 3.78 3.64 3.92 3.77 3.99 3.65 3.64 3.65 3.83 4.97 4.69 7.01 6.96 3.85 33.79 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Texture Read Bandwidth OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 300 600 900 1200 1500 SE +/- 1.03, N = 3 SE +/- 0.82, N = 3 SE +/- 0.80, N = 3 SE +/- 0.28, N = 3 SE +/- 1.91, N = 3 SE +/- 0.24, N = 3 SE +/- 1.24, N = 3 SE +/- 2.94, N = 3 SE +/- 1.02, N = 3 SE +/- 1.47, N = 3 SE +/- 1.57, N = 3 SE +/- 0.86, N = 3 SE +/- 0.60, N = 3 SE +/- 3.52, N = 3 SE +/- 1.03, N = 3 411 447 433 527 596 1024 1077 1121 1173 211 241 355 425 1158 369 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 120 240 360 480 600 SE +/- 0.11, N = 3 SE +/- 0.45, N = 3 SE +/- 0.24, N = 3 SE +/- 0.41, N = 3 SE +/- 0.55, N = 3 SE +/- 0.26, N = 3 SE +/- 0.33, N = 3 SE +/- 0.45, N = 3 SE +/- 0.31, N = 3 SE +/- 0.04, N = 3 SE +/- 0.07, N = 3 SE +/- 2.52, N = 3 SE +/- 1.40, N = 3 SE +/- 1.67, N = 3 SE +/- 0.31, N = 3 194 257 262 292 339 309 376 400 537 133 142 228 270 556 262
PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 130 260 390 520 650 SE +/- 0.33, N = 3 SE +/- 0.21, N = 3 SE +/- 0.19, N = 3 SE +/- 0.45, N = 3 SE +/- 0.59, N = 3 SE +/- 0.31, N = 3 SE +/- 0.60, N = 3 SE +/- 1.09, N = 3 SE +/- 2.13, N = 3 SE +/- 0.23, N = 3 SE +/- 0.63, N = 3 SE +/- 0.20, N = 3 SE +/- 1.42, N = 3 SE +/- 0.76, N = 3 SE +/- 0.46, N = 3 180 228 224 259 330 347 382 457 605 193 218 263 279 610 270
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 200 400 600 800 1000 SE +/- 0.87, N = 3 SE +/- 4.06, N = 3 SE +/- 3.15, N = 3 SE +/- 5.02, N = 3 SE +/- 3.70, N = 3 SE +/- 1.27, N = 3 SE +/- 1.07, N = 3 SE +/- 1.63, N = 3 SE +/- 2.70, N = 3 SE +/- 1.03, N = 3 SE +/- 1.00, N = 3 SE +/- 6.73, N = 3 SE +/- 9.53, N = 3 SE +/- 3.45, N = 3 SE +/- 5.20, N = 3 552 664 645 686 774 779 830 893 971 563 599 575 587 977 498
JuliaGPU OpenCL Device: GPU OpenBenchmarking.org Samples/sec, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 80M 160M 240M 320M 400M SE +/- 513835.53, N = 3 SE +/- 621591.58, N = 3 SE +/- 297139.02, N = 3 SE +/- 121634.53, N = 3 SE +/- 720633.38, N = 3 SE +/- 815068.63, N = 3 SE +/- 333271.02, N = 3 SE +/- 1536969.33, N = 3 SE +/- 1417039.09, N = 3 SE +/- 570650.48, N = 3 SE +/- 366170.21, N = 3 SE +/- 834530.58, N = 3 SE +/- 419189.48, N = 3 SE +/- 908628.37, N = 3 SE +/- 7293118.99, N = 12 183782626 218172062 221548016 239131324 265162875 251611989 265682046 278829238 300922241 283078851 302623440 346484064 366159438 303665447 312792565 1. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm
Darktable Test: Boat - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Boat - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 4 8 12 16 20 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 3.66 2.89 2.93 2.72 2.26 2.22 1.93 1.92 1.64 13.54 13.96 13.47 13.72 1.64
cl-mem Benchmark: Read OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 120 240 360 480 600 SE +/- 0.17, N = 3 SE +/- 0.09, N = 3 SE +/- 0.27, N = 3 SE +/- 0.18, N = 3 SE +/- 0.52, N = 3 SE +/- 0.15, N = 3 SE +/- 1.98, N = 3 SE +/- 1.81, N = 3 SE +/- 0.50, N = 3 SE +/- 0.15, N = 3 SE +/- 0.58, N = 3 SE +/- 0.06, N = 3 SE +/- 0.18, N = 3 SE +/- 0.38, N = 3 SE +/- 0.54, N = 3 153 205 205 229 337 296 392 392 544 162 178 151 159 565 340 1. (CC) gcc options: -O2 -flto -lOpenCL
cl-mem Benchmark: Write OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 110 220 330 440 550 SE +/- 0.19, N = 3 SE +/- 0.07, N = 3 SE +/- 0.30, N = 3 SE +/- 0.09, N = 3 SE +/- 0.09, N = 3 SE +/- 0.95, N = 3 SE +/- 0.59, N = 3 SE +/- 0.73, N = 3 SE +/- 1.92, N = 3 SE +/- 0.33, N = 3 SE +/- 0.10, N = 3 SE +/- 0.32, N = 3 SE +/- 11.23, N = 3 SE +/- 2.45, N = 3 SE +/- 0.27, N = 3 139 192 190 216 336 245 313 323 439 179 185 305 356 489 325 1. (CC) gcc options: -O2 -flto -lOpenCL
cl-mem Benchmark: Copy OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 100 200 300 400 500 SE +/- 0.15, N = 3 SE +/- 0.07, N = 3 SE +/- 0.29, N = 3 SE +/- 0.06, N = 3 SE +/- 0.17, N = 3 SE +/- 0.18, N = 3 SE +/- 0.18, N = 3 SE +/- 0.35, N = 3 SE +/- 0.23, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.20, N = 3 SE +/- 0.06, N = 3 SE +/- 0.64, N = 3 SE +/- 0.12, N = 3 138 187 187 209 317 247 330 327 454 184 193 204 222 483 309 1. (CC) gcc options: -O2 -flto -lOpenCL
Darktable Test: Masskrug - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Masskrug - Acceleration: OpenCL amdocl 1.0823 2.1646 3.2469 4.3292 5.4115 SE +/- 0.06, N = 3 4.81
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 300 600 900 1200 1500 SE +/- 3.04, N = 3 SE +/- 1.02, N = 3 SE +/- 0.31, N = 3 SE +/- 0.61, N = 3 SE +/- 4.51, N = 3 SE +/- 1.86, N = 3 SE +/- 1.43, N = 3 SE +/- 0.31, N = 3 SE +/- 1.39, N = 3 SE +/- 0.26, N = 3 SE +/- 0.24, N = 3 SE +/- 9.70, N = 3 SE +/- 7.40, N = 3 SE +/- 3.01, N = 3 SE +/- 2.78, N = 3 592 764 755 801 883 863 1008 1045 1291 414 453 720 835 1336 781
Darktable Test: Boat - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Boat - Acceleration: OpenCL amdocl 0.612 1.224 1.836 2.448 3.06 SE +/- 0.01, N = 3 2.72
Darktable Test: Masskrug - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Masskrug - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 1.2263 2.4526 3.6789 4.9052 6.1315 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 4.17 3.92 4.01 3.97 3.87 3.82 3.68 3.78 3.69 5.30 5.45 5.28 5.32 3.69
Darktable Test: Server Room - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Room - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.963 1.926 2.889 3.852 4.815 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 1.31 1.10 1.16 1.10 1.03 0.82 0.75 0.81 0.75 4.18 4.28 4.18 4.21 0.74
Darktable Test: Server Room - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Server Room - Acceleration: OpenCL amdocl 0.1688 0.3376 0.5064 0.6752 0.844 SE +/- 0.01, N = 3 0.75
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Triad OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Triad GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 3 6 9 12 15 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.21, N = 3 SE +/- 0.10, N = 3 SE +/- 0.04, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 11.93 12.19 12.19 12.30 12.51 12.43 12.57 12.57 12.68 9.10 9.36 7.55 7.54 12.68 12.44 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: FFT SP OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 300 600 900 1200 1500 SE +/- 2.45, N = 3 SE +/- 8.74, N = 3 SE +/- 1.30, N = 3 SE +/- 1.43, N = 3 SE +/- 2.56, N = 3 SE +/- 10.50, N = 3 SE +/- 46.80, N = 3 SE +/- 6.71, N = 3 SE +/- 11.70, N = 3 SE +/- 0.36, N = 3 SE +/- 1.04, N = 3 SE +/- 1.97, N = 3 SE +/- 0.34, N = 3 SE +/- 2.67, N = 3 SE +/- 2.55, N = 3 297 453 501 575 972 803 988 1083 1445 547 570 927 922 1553 895 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: MD5 Hash OpenBenchmarking.org GHash/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX amdocl 8 16 24 32 40 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.06, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.40, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.35, N = 3 SE +/- 0.02, N = 3 7.28 10.47 11.63 14.19 19.68 15.87 18.42 23.74 35.13 8.05 9.16 12.70 16.39 36.28 12.95 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
Darktable Test: Server Rack - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.6.0 Test: Server Rack - Acceleration: OpenCL amdocl 0.0203 0.0406 0.0609 0.0812 0.1015 SE +/- 0.00, N = 3 0.09
Darktable Test: Server Rack - Acceleration: OpenCL OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Rack - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.0383 0.0766 0.1149 0.1532 0.1915 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 0.13 0.12 0.13 0.13 0.12 0.11 0.10 0.11 0.10 0.17 0.17 0.17 0.17 0.10
System Power Consumption Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 69 / Avg: 125.65 / Max: 229.5 Min: 75 / Avg: 138.2 / Max: 253.3 Min: 47.1 / Avg: 125.63 / Max: 271.3 Min: 49.7 / Avg: 129.09 / Max: 305.4
GPU Temperature Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 26 / Avg: 39.71 / Max: 61 Min: 35 / Avg: 46.18 / Max: 73 Min: 28 / Avg: 47.45 / Max: 74 Min: 45 / Avg: 52.93 / Max: 65
SHOC Scalable HeterOgeneous Computing System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 80.6 / Avg: 100.5 / Max: 136 Min: 47.7 / Avg: 48.75 / Max: 49.8 Min: 50.5 / Avg: 65.45 / Max: 80.4
SHOC Scalable HeterOgeneous Computing GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 9 18 27 36 45 Min: 39 / Avg: 40.5 / Max: 42 Min: 39 / Avg: 39.5 / Max: 40
SHOC Scalable HeterOgeneous Computing System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 92.2 / Avg: 137.05 / Max: 181.9 Min: 138.3 / Avg: 188 / Max: 237.7 Min: 47.8 / Avg: 120.9 / Max: 194 Min: 62.2 / Avg: 183.8 / Max: 305.4
SHOC Scalable HeterOgeneous Computing GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 11 22 33 44 55 Min: 35 / Avg: 42 / Max: 49 Min: 39 / Avg: 44.67 / Max: 55 Min: 38 / Avg: 39.5 / Max: 41
SHOC Scalable HeterOgeneous Computing System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 81.9 / Avg: 92.65 / Max: 103.4 Min: 49 / Avg: 65 / Max: 81 Min: 51.7 / Avg: 64.95 / Max: 78.2
SHOC Scalable HeterOgeneous Computing GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 10 20 30 40 50 Min: 37 / Avg: 37 / Max: 37 Min: 40 / Avg: 41 / Max: 42 Min: 42 / Avg: 42.5 / Max: 43 Min: 49 / Avg: 49.5 / Max: 50
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 69.7 / Avg: 98.35 / Max: 99.6 Min: 78.8 / Avg: 105.05 / Max: 110.8 Min: 47.4 / Avg: 76.29 / Max: 77.6 Min: 59.1 / Avg: 78.52 / Max: 79.5
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 8 16 24 32 40 Min: 31 / Avg: 31.03 / Max: 32 Min: 35 / Avg: 35.11 / Max: 38 Min: 32 / Avg: 32.61 / Max: 34 Min: 32 / Avg: 32.11 / Max: 33
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 69.5 / Avg: 98.49 / Max: 101 Min: 78.6 / Avg: 105.05 / Max: 110.7 Min: 73.9 / Avg: 77.01 / Max: 77.7 Min: 49.9 / Avg: 78.27 / Max: 81
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 8 16 24 32 40 Min: 31 / Avg: 31.18 / Max: 32 Min: 35 / Avg: 35.21 / Max: 36 Min: 33 / Avg: 33.73 / Max: 35 Min: 32 / Avg: 33.85 / Max: 36
clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer RX 580 RX 590 RX Vega 56 RX Vega 64 0.0495 0.099 0.1485 0.198 0.2475 0.16 0.15 0.22 0.21
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 70.1 / Avg: 99 / Max: 100.8 Min: 78.6 / Avg: 105.13 / Max: 109.6 Min: 48.2 / Avg: 76.77 / Max: 79.1 Min: 51.4 / Avg: 79.27 / Max: 81.1
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 10 20 30 40 50 Min: 32 / Avg: 33.27 / Max: 37 Min: 35 / Avg: 37.05 / Max: 40 Min: 35 / Avg: 38.05 / Max: 43 Min: 36 / Avg: 40.64 / Max: 48
clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer RX 580 RX 590 RX Vega 56 RX Vega 64 0.1328 0.2656 0.3984 0.5312 0.664 0.45 0.42 0.59 0.56
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 71 / Avg: 109.44 / Max: 203.5 Min: 79.2 / Avg: 117.14 / Max: 233.2 Min: 49.1 / Avg: 89.06 / Max: 257.9 Min: 52.7 / Avg: 104.67 / Max: 335.3
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 11 22 33 44 55 Min: 34 / Avg: 37.71 / Max: 50 Min: 38 / Avg: 41.36 / Max: 56 Min: 40 / Avg: 43.74 / Max: 49 Min: 42 / Avg: 46.65 / Max: 57
clpeak OpenCL Test: Integer Compute INT OpenBenchmarking.org GIOPS Per Watt, More Is Better clpeak OpenCL Test: Integer Compute INT RX 580 RX 590 RX Vega 56 RX Vega 64 6 12 18 24 30 11.44 12.09 22.43 23.68
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 69.5 / Avg: 116.89 / Max: 196.7 Min: 77.7 / Avg: 124.39 / Max: 220.8 Min: 47.5 / Avg: 112.24 / Max: 264.2 Min: 63.8 / Avg: 133.52 / Max: 322.1
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 32 / Avg: 39.04 / Max: 50 Min: 36 / Avg: 41.8 / Max: 54 Min: 35 / Avg: 42.72 / Max: 57 Min: 36 / Avg: 47.48 / Max: 66
clpeak OpenCL Test: Double-Precision Double OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Double-Precision Double RX 580 RX 590 RX Vega 56 RX Vega 64 2 4 6 8 10 3.35 3.50 6.22 6.24
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 69.4 / Avg: 100.72 / Max: 186.8 Min: 76.7 / Avg: 105.71 / Max: 119.2 Min: 47.8 / Avg: 76.77 / Max: 77.8 Min: 49.5 / Avg: 80.89 / Max: 182.7
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 10 20 30 40 50 Min: 32 / Avg: 32.71 / Max: 45 Min: 36 / Avg: 37.43 / Max: 48 Min: 36 / Avg: 37.93 / Max: 40 Min: 38 / Avg: 40.13 / Max: 43
clpeak OpenCL Test: Single-Precision Float OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Single-Precision Float RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 61.58 66.87 135.00 154.00
clpeak System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 73.3 / Avg: 98.79 / Max: 101.9 Min: 79.3 / Avg: 107.03 / Max: 127.7 Min: 49.2 / Avg: 81.54 / Max: 259 Min: 51.6 / Avg: 87.77 / Max: 273.2
clpeak GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 10 20 30 40 50 Min: 31 / Avg: 33.28 / Max: 41 Min: 37 / Avg: 39.72 / Max: 48 Min: 39 / Avg: 41.36 / Max: 48 Min: 41 / Avg: 43.79 / Max: 49
clpeak OpenCL Test: Global Memory Bandwidth OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Global Memory Bandwidth RX 580 RX 590 RX Vega 56 RX Vega 64 0.9293 1.8586 2.7879 3.7172 4.6465 2.08 2.02 3.89 4.13
Darktable System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 77.8 / Avg: 77.9 / Max: 78 Min: 48 / Avg: 51.55 / Max: 55.1 Min: 50.3 / Avg: 70.55 / Max: 90.8
Darktable GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better Darktable 2.4.4 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 9 18 27 36 45
Darktable System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 71.4 / Avg: 101.98 / Max: 180.7 Min: 77.5 / Avg: 115.43 / Max: 145.8 Min: 48.3 / Avg: 83.05 / Max: 115.5 Min: 159.8 / Avg: 170.75 / Max: 181.7
Darktable GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better Darktable 2.4.4 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 9 18 27 36 45 Min: 30 / Avg: 30 / Max: 30 Min: 37 / Avg: 37.67 / Max: 38 Min: 40 / Avg: 40.25 / Max: 41 Min: 42 / Avg: 42 / Max: 42
Darktable System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 73 / Avg: 131.16 / Max: 186.9 Min: 79.3 / Avg: 145.78 / Max: 178.8 Min: 48.4 / Avg: 110.52 / Max: 178.2 Min: 127.1 / Avg: 138.95 / Max: 150.8
Darktable GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better Darktable 2.4.4 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 9 18 27 36 45 Min: 30 / Avg: 30.8 / Max: 31 Min: 38 / Avg: 38.25 / Max: 39 Min: 41 / Avg: 41.4 / Max: 42 Min: 42 / Avg: 42.67 / Max: 43
Darktable System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 40 80 120 160 200 Min: 74.4 / Avg: 164 / Max: 184.5 Min: 80.8 / Avg: 170.15 / Max: 205 Min: 118.8 / Avg: 139.2 / Max: 147 Min: 52.7 / Avg: 132.86 / Max: 151.4
Darktable GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better Darktable 2.4.4 GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 10 20 30 40 50 Min: 33 / Avg: 35 / Max: 39 Min: 39 / Avg: 41.7 / Max: 45 Min: 42 / Avg: 43.78 / Max: 49 Min: 44 / Avg: 46.5 / Max: 52
System Power Consumption Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 42.3 / Avg: 142.19 / Max: 280.5 Min: 47.2 / Avg: 123.43 / Max: 255.8 Min: 40.2 / Avg: 143.79 / Max: 318.2 Min: 47.2 / Avg: 198.85 / Max: 370.3 Min: 42.5 / Avg: 144.37 / Max: 300.1 Min: 43.9 / Avg: 160.13 / Max: 317.6 Min: 46 / Avg: 176.62 / Max: 334.5 Min: 47.2 / Avg: 220.83 / Max: 367.7 Min: 49.4 / Avg: 228.34 / Max: 363.1
GPU Temperature Monitor Phoronix Test Suite System Monitoring OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 16 32 48 64 80 Min: 32 / Avg: 61.66 / Max: 76 Min: 38 / Avg: 45.88 / Max: 53 Min: 31 / Avg: 60.14 / Max: 74 Min: 39 / Avg: 66.36 / Max: 82 Min: 37 / Avg: 55.81 / Max: 70 Min: 32 / Avg: 56.83 / Max: 74 Min: 48 / Avg: 67.06 / Max: 83 Min: 43 / Avg: 61.88 / Max: 77 Min: 33 / Avg: 62.56 / Max: 79
JuliaGPU System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better JuliaGPU 1.2pts1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 40 80 120 160 200 Min: 57.5 / Avg: 112.76 / Max: 128.1 Min: 42.3 / Avg: 116.82 / Max: 147.4 Min: 47.7 / Avg: 111.88 / Max: 128.2 Min: 42.3 / Avg: 127 / Max: 157.8 Min: 67.7 / Avg: 159.15 / Max: 189.8 Min: 43.5 / Avg: 112.53 / Max: 153.7 Min: 52.9 / Avg: 116.58 / Max: 157.4 Min: 46.4 / Avg: 134.7 / Max: 169 Min: 99.5 / Avg: 147.3 / Max: 199.5 Min: 93.8 / Avg: 132.17 / Max: 160.8 Min: 75.7 / Avg: 142.48 / Max: 179.1 Min: 47.6 / Avg: 160.43 / Max: 218.2 Min: 49.9 / Avg: 71.23 / Max: 89 Min: 51.3 / Avg: 148.68 / Max: 204
JuliaGPU GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better JuliaGPU 1.2pts1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 11 22 33 44 55 Min: 46 / Avg: 47.2 / Max: 49 Min: 53 / Avg: 54.4 / Max: 56 Min: 38 / Avg: 40.6 / Max: 42 Min: 51 / Avg: 52.5 / Max: 54 Min: 52 / Avg: 54.6 / Max: 57 Min: 43 / Avg: 47.5 / Max: 50 Min: 46 / Avg: 47 / Max: 48 Min: 53 / Avg: 54.5 / Max: 56 Min: 48 / Avg: 51.25 / Max: 53 Min: 36 / Avg: 42.75 / Max: 46 Min: 45 / Avg: 48 / Max: 49 Min: 40 / Avg: 42.67 / Max: 45 Min: 50 / Avg: 52.33 / Max: 55 Min: 49 / Avg: 52.5 / Max: 54
JuliaGPU OpenCL Device: GPU OpenBenchmarking.org Samples/sec Per Watt, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 1.1M 2.2M 3.3M 4.4M 5.5M 1629857 1867592 1980229 1882924 1666119 2236054 2279065 2070002 2042921 2141832 2124046 2159676 5140282 2042478
SHOC Scalable HeterOgeneous Computing System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 42.1 / Avg: 105.4 / Max: 135.1 Min: 43.3 / Avg: 130.75 / Max: 158.9 Min: 48.4 / Avg: 122.39 / Max: 144.2 Min: 43.4 / Avg: 134.92 / Max: 163.8 Min: 53.7 / Avg: 180.42 / Max: 218.2 Min: 148.5 / Avg: 159.28 / Max: 177.5 Min: 52.2 / Avg: 156.43 / Max: 195 Min: 169.9 / Avg: 187.73 / Max: 213.5 Min: 49 / Avg: 235.34 / Max: 283.1 Min: 69.1 / Avg: 131.16 / Max: 160.2 Min: 78.3 / Avg: 160.59 / Max: 187.1 Min: 47.3 / Avg: 173.9 / Max: 235.2 Min: 49.7 / Avg: 228.87 / Max: 263.7 Min: 49.4 / Avg: 244.67 / Max: 287.4
SHOC Scalable HeterOgeneous Computing GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 46 / Avg: 48.5 / Max: 49 Min: 57 / Avg: 57.33 / Max: 58 Min: 42 / Avg: 42.6 / Max: 43 Min: 54 / Avg: 55.54 / Max: 57 Min: 56 / Avg: 59.67 / Max: 61 Min: 48 / Avg: 54.5 / Max: 56 Min: 52 / Avg: 54.2 / Max: 56 Min: 57 / Avg: 63.86 / Max: 67 Min: 59 / Avg: 62 / Max: 65 Min: 31 / Avg: 41.38 / Max: 45 Min: 35 / Avg: 43.11 / Max: 47 Min: 38 / Avg: 46.29 / Max: 52 Min: 49 / Avg: 59.89 / Max: 65 Min: 55 / Avg: 63.4 / Max: 66
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Texture Read Bandwidth OpenBenchmarking.org GB/s Per Watt, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 2 4 6 8 10 3.90 3.42 3.54 3.91 3.30 6.43 6.88 5.97 4.98 1.61 1.50 2.04 1.86 4.73
cl-mem System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 57.7 / Avg: 108.33 / Max: 126.1 Min: 64.6 / Avg: 132.44 / Max: 150.8 Min: 49.3 / Avg: 113.36 / Max: 139.4 Min: 43.2 / Avg: 119.3 / Max: 162.2 Min: 49.6 / Avg: 139.67 / Max: 192.8 Min: 43.7 / Avg: 111.03 / Max: 156.9 Min: 115.9 / Avg: 150.6 / Max: 185.3 Min: 52.6 / Avg: 141.73 / Max: 186.7 Min: 136 / Avg: 198.3 / Max: 260.6 Min: 73.1 / Avg: 141.22 / Max: 169.4 Min: 194.4 / Avg: 199.58 / Max: 203.7 Min: 49.6 / Avg: 203.34 / Max: 252.9 Min: 51.9 / Avg: 197.96 / Max: 328.9 Min: 54.7 / Avg: 99.5 / Max: 144.3
cl-mem GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 12 24 36 48 60 Min: 48 / Avg: 51.14 / Max: 52 Min: 55 / Avg: 57.17 / Max: 58 Min: 43 / Avg: 44 / Max: 45 Min: 56 / Avg: 57 / Max: 58 Min: 60 / Avg: 60.67 / Max: 61 Min: 49 / Avg: 54 / Max: 56 Min: 50 / Avg: 53.67 / Max: 56 Min: 62 / Avg: 62 / Max: 62 Min: 56 / Avg: 58.33 / Max: 61 Min: 41 / Avg: 46.8 / Max: 49 Min: 53 / Avg: 55.5 / Max: 57 Min: 48 / Avg: 55.2 / Max: 60 Min: 58 / Avg: 59.8 / Max: 62 Min: 60 / Avg: 61 / Max: 62
cl-mem Benchmark: Copy OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2080 RX 580 RX 590 RX Vega 56 RX Vega 64 0.5198 1.0396 1.5594 2.0792 2.599 1.28 1.41 1.65 1.76 2.27 2.22 2.31 1.30 0.97 1.00 1.12
cl-mem System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 43.4 / Avg: 98.27 / Max: 126.2 Min: 84.4 / Avg: 137.36 / Max: 151.6 Min: 50 / Avg: 124.63 / Max: 140.5 Min: 92.2 / Avg: 141.24 / Max: 162.2 Min: 216.4 / Avg: 217.73 / Max: 218.8 Min: 44.2 / Avg: 131.53 / Max: 164.4 Min: 46.9 / Avg: 139.57 / Max: 185.9 Min: 98.5 / Avg: 128.93 / Max: 169.3 Min: 51 / Avg: 155.07 / Max: 243.7 Min: 73 / Avg: 147.4 / Max: 169 Min: 78.7 / Avg: 161.08 / Max: 200.6 Min: 207.8 / Avg: 229.9 / Max: 252.1 Min: 52.5 / Avg: 191.32 / Max: 275.7 Min: 55 / Avg: 190.13 / Max: 258.3
cl-mem GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 53 / Avg: 53 / Max: 53 Min: 60 / Avg: 60.6 / Max: 61 Min: 43 / Avg: 44.83 / Max: 46 Min: 60 / Avg: 60.2 / Max: 61 Min: 64 / Avg: 64 / Max: 64 Min: 55 / Avg: 56 / Max: 57 Min: 54 / Avg: 55.33 / Max: 56 Min: 61 / Avg: 63.75 / Max: 65 Min: 61 / Avg: 62 / Max: 63 Min: 49 / Avg: 49.6 / Max: 50 Min: 56 / Avg: 59.5 / Max: 62 Min: 51 / Avg: 58.6 / Max: 62 Min: 59 / Avg: 62.4 / Max: 65 Min: 59 / Avg: 63 / Max: 65
cl-mem Benchmark: Write OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.6368 1.2736 1.9104 2.5472 3.184 1.42 1.40 1.52 1.53 1.54 1.87 2.25 2.50 2.83 1.21 1.15 1.33 1.86 2.57
cl-mem System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 55.5 / Avg: 114.96 / Max: 125.8 Min: 46.7 / Avg: 129.34 / Max: 151 Min: 49 / Avg: 121.24 / Max: 139.8 Min: 102.3 / Avg: 149.02 / Max: 162.5 Min: 52.6 / Avg: 161.7 / Max: 217.6 Min: 45.9 / Avg: 126.65 / Max: 159.6 Min: 48.6 / Avg: 145.97 / Max: 196.3 Min: 50.4 / Avg: 148 / Max: 197.9 Min: 57.7 / Avg: 161.45 / Max: 265.2 Min: 73.5 / Avg: 144 / Max: 170.7 Min: 82 / Avg: 176.16 / Max: 207.2 Min: 50.8 / Avg: 153.05 / Max: 254.1 Min: 55.2 / Avg: 211.77 / Max: 297.7 Min: 55.2 / Avg: 156.17 / Max: 266.5
cl-mem GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 14 28 42 56 70 Min: 54 / Avg: 55.88 / Max: 57 Min: 64 / Avg: 64.8 / Max: 66 Min: 47 / Avg: 47 / Max: 47 Min: 63 / Avg: 64.17 / Max: 65 Min: 68 / Avg: 68.33 / Max: 69 Min: 56 / Avg: 58.5 / Max: 60 Min: 60 / Avg: 62 / Max: 63 Min: 67 / Avg: 68.67 / Max: 70 Min: 66 / Avg: 67 / Max: 68 Min: 47 / Avg: 52 / Max: 53 Min: 59 / Avg: 64 / Max: 66 Min: 64 / Avg: 66 / Max: 68 Min: 61 / Avg: 66.4 / Max: 69 Min: 66 / Avg: 68.33 / Max: 70
cl-mem Benchmark: Read OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.8145 1.629 2.4435 3.258 4.0725 1.33 1.59 1.69 1.54 2.09 2.34 2.69 2.65 1.12 1.01 0.99 0.75 3.62
LuxMark System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 111.3 / Avg: 143.3 / Max: 145.4 Min: 82.6 / Avg: 175.54 / Max: 179.2 Min: 47.6 / Avg: 146.95 / Max: 149.7 Min: 89.3 / Avg: 173.79 / Max: 175.8 Min: 161.6 / Avg: 242.69 / Max: 248.1 Min: 44 / Avg: 192.74 / Max: 197.4 Min: 46 / Avg: 225.28 / Max: 233.2 Min: 48.9 / Avg: 235.08 / Max: 244.1 Min: 47.7 / Avg: 320.7 / Max: 332 Min: 71.5 / Avg: 189.63 / Max: 196.7 Min: 82.1 / Avg: 218.27 / Max: 228.9 Min: 60.2 / Avg: 257.74 / Max: 269.1 Min: 49.5 / Avg: 329.31 / Max: 338.6 Min: 50.6 / Avg: 334.61 / Max: 351.7
LuxMark GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better LuxMark 3.1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 16 32 48 64 80 Min: 43 / Avg: 58.4 / Max: 61 Min: 54 / Avg: 67.07 / Max: 70 Min: 41 / Avg: 48.91 / Max: 51 Min: 49 / Avg: 64.55 / Max: 67 Min: 56 / Avg: 72.55 / Max: 75 Min: 49 / Avg: 63.65 / Max: 67 Min: 47 / Avg: 67.5 / Max: 72 Min: 48 / Avg: 75.04 / Max: 79 Min: 49 / Avg: 69.88 / Max: 74 Min: 29 / Avg: 55.16 / Max: 60 Min: 44 / Avg: 65.27 / Max: 73 Min: 44 / Avg: 69.66 / Max: 74 Min: 43 / Avg: 79.26 / Max: 86 Min: 44 / Avg: 71.96 / Max: 78
LuxMark OpenCL Device: GPU - Scene: Luxball HDR OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 30 60 90 120 150 85.53 98.48 114.16 79.42 89.34 110.80 131.09 123.99 133.42 80.53 78.90 120.58 98.89 137.54
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 72.7 / Avg: 144.61 / Max: 170.9 Min: 43.1 / Avg: 162.78 / Max: 197.9 Min: 47.9 / Avg: 146.58 / Max: 171.7 Min: 45.1 / Avg: 180.6 / Max: 225 Min: 127.7 / Avg: 231.45 / Max: 296.9 Min: 44 / Avg: 167.51 / Max: 215.1 Min: 68.7 / Avg: 183.65 / Max: 245.5 Min: 50.9 / Avg: 188.45 / Max: 269.3 Min: 47.6 / Avg: 212.98 / Max: 331.1 Min: 73 / Avg: 163.55 / Max: 194.8 Min: 86.9 / Avg: 184.98 / Max: 216.4 Min: 78.5 / Avg: 188.36 / Max: 262.2 Min: 52.7 / Avg: 216.48 / Max: 338.1 Min: 55.4 / Avg: 223.68 / Max: 345.8
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 14 28 42 56 70 Min: 52 / Avg: 58.35 / Max: 62 Min: 56 / Avg: 62.15 / Max: 66 Min: 43 / Avg: 47.69 / Max: 50 Min: 59 / Avg: 64.36 / Max: 68 Min: 61 / Avg: 65.7 / Max: 70 Min: 46 / Avg: 55.73 / Max: 61 Min: 47 / Avg: 54.45 / Max: 60 Min: 56 / Avg: 63.5 / Max: 70 Min: 49 / Avg: 54.38 / Max: 59 Min: 35 / Avg: 47.27 / Max: 53 Min: 43 / Avg: 54.21 / Max: 59 Min: 51 / Avg: 59.53 / Max: 66 Min: 50 / Avg: 60.38 / Max: 68 Min: 50 / Avg: 55.25 / Max: 61
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.2903 0.5806 0.8709 1.1612 1.4515 0.65 0.79 0.89 0.79 0.82 0.90 1.03 1.08 1.28 0.40 0.37 0.64 0.64 1.29
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 71.5 / Avg: 140.59 / Max: 158.7 Min: 43.1 / Avg: 156.77 / Max: 185.9 Min: 48.9 / Avg: 127.46 / Max: 146.6 Min: 115.7 / Avg: 176.49 / Max: 201.1 Min: 50.4 / Avg: 194.3 / Max: 254.7 Min: 45.1 / Avg: 125.88 / Max: 192.6 Min: 46.5 / Avg: 126.45 / Max: 198.6 Min: 47.4 / Avg: 135.75 / Max: 228.3 Min: 48.3 / Avg: 198.43 / Max: 287.4 Min: 72.7 / Avg: 136.8 / Max: 186.1 Min: 78.3 / Avg: 178.69 / Max: 218.6 Min: 49.4 / Avg: 145.38 / Max: 261.4 Min: 88.8 / Avg: 211.83 / Max: 333.3 Min: 52.5 / Avg: 178.13 / Max: 298.5
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 52 / Avg: 56.5 / Max: 59 Min: 55 / Avg: 60 / Max: 64 Min: 43 / Avg: 45.83 / Max: 48 Min: 58 / Avg: 62 / Max: 65 Min: 59 / Avg: 63 / Max: 66 Min: 46 / Avg: 51.8 / Max: 55 Min: 51 / Avg: 53.25 / Max: 55 Min: 58 / Avg: 61.5 / Max: 64 Min: 50 / Avg: 51.33 / Max: 53 Min: 37 / Avg: 45.13 / Max: 49 Min: 47 / Avg: 53.5 / Max: 58 Min: 52 / Avg: 59.67 / Max: 64 Min: 52 / Avg: 59.71 / Max: 65 Min: 51 / Avg: 54 / Max: 58
PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.7718 1.5436 2.3154 3.0872 3.859 1.28 1.46 1.76 1.47 1.70 2.76 3.02 3.37 3.05 1.41 1.22 1.81 1.32 3.43
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 71.4 / Avg: 121.65 / Max: 172.6 Min: 45.2 / Avg: 145.44 / Max: 201.2 Min: 48.6 / Avg: 134.71 / Max: 168.9 Min: 91.9 / Avg: 152.34 / Max: 225.3 Min: 61.2 / Avg: 185.7 / Max: 280.5 Min: 65 / Avg: 134.41 / Max: 208.9 Min: 49.8 / Avg: 153.92 / Max: 242.3 Min: 48.4 / Avg: 158.95 / Max: 257.5 Min: 100.3 / Avg: 172.57 / Max: 323.3 Min: 73 / Avg: 145.33 / Max: 194.5 Min: 81 / Avg: 162.42 / Max: 220 Min: 50.1 / Avg: 150.39 / Max: 271.1 Min: 81.5 / Avg: 177.38 / Max: 338.2 Min: 102.3 / Avg: 194.3 / Max: 332.7
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 50 / Avg: 54.8 / Max: 58 Min: 56 / Avg: 59.9 / Max: 64 Min: 44 / Avg: 46.22 / Max: 48 Min: 60 / Avg: 62.5 / Max: 65 Min: 61 / Avg: 63.11 / Max: 66 Min: 46 / Avg: 50.11 / Max: 56 Min: 50 / Avg: 53.44 / Max: 58 Min: 59 / Avg: 62.38 / Max: 66 Min: 51 / Avg: 53.29 / Max: 57 Min: 37 / Avg: 44.64 / Max: 50 Min: 47 / Avg: 54.23 / Max: 60 Min: 49 / Avg: 55.36 / Max: 63 Min: 48 / Avg: 54.5 / Max: 60 Min: 52 / Avg: 54.86 / Max: 58
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.6998 1.3996 2.0994 2.7992 3.499 1.59 1.77 1.94 1.92 1.82 2.30 2.44 2.51 3.11 0.92 0.88 1.51 1.52 2.86
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 70.6 / Avg: 141.88 / Max: 164.5 Min: 85.2 / Avg: 157.11 / Max: 185.1 Min: 50 / Avg: 141.65 / Max: 161.4 Min: 91.6 / Avg: 167.52 / Max: 214.9 Min: 123.8 / Avg: 205.47 / Max: 275.7 Min: 45.2 / Avg: 158.66 / Max: 201.6 Min: 47.5 / Avg: 159.79 / Max: 224.3 Min: 50.1 / Avg: 167.47 / Max: 240.9 Min: 49.3 / Avg: 185.12 / Max: 298.3 Min: 71.3 / Avg: 157.31 / Max: 201.8 Min: 79.3 / Avg: 178.28 / Max: 235.4 Min: 78.5 / Avg: 172.43 / Max: 257.5 Min: 50.9 / Avg: 173.75 / Max: 315.1 Min: 63.8 / Avg: 192.88 / Max: 301.5
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 44 / Avg: 52.44 / Max: 59 Min: 58 / Avg: 61.79 / Max: 65 Min: 43 / Avg: 47.13 / Max: 50 Min: 58 / Avg: 63.21 / Max: 68 Min: 60 / Avg: 64.36 / Max: 69 Min: 40 / Avg: 48.69 / Max: 56 Min: 49 / Avg: 54.67 / Max: 60 Min: 57 / Avg: 63.18 / Max: 68 Min: 52 / Avg: 54.78 / Max: 59 Min: 33 / Avg: 45.16 / Max: 54 Min: 44 / Avg: 55.88 / Max: 64 Min: 50 / Avg: 58.4 / Max: 68 Min: 50 / Avg: 59.52 / Max: 69 Min: 51 / Avg: 55.27 / Max: 60
PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.2723 0.5446 0.8169 1.0892 1.3615 0.61 0.74 0.83 0.79 0.81 0.84 0.98 1.03 1.21 0.44 0.42 0.62 0.69 1.19
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 41.8 / Avg: 76.7 / Max: 94.4 Min: 45.9 / Avg: 107.3 / Max: 155.1 Min: 49.7 / Avg: 93.67 / Max: 125.7 Min: 44.3 / Avg: 147.75 / Max: 195.1 Min: 53.3 / Avg: 125.73 / Max: 165.2 Min: 43.1 / Avg: 95.9 / Max: 118.8 Min: 115.1 / Avg: 115.83 / Max: 116.5 Min: 52 / Avg: 97.93 / Max: 121 Min: 48.2 / Avg: 152.87 / Max: 274.6 Min: 71.7 / Avg: 114.33 / Max: 178.6 Min: 82.4 / Avg: 137.7 / Max: 205.5 Min: 72.5 / Avg: 123.7 / Max: 259.6 Min: 52.5 / Avg: 111.85 / Max: 223.9 Min: 54 / Avg: 200.17 / Max: 274.2
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 41 / Avg: 45.25 / Max: 47 Min: 59 / Avg: 60.33 / Max: 61 Min: 48 / Avg: 48 / Max: 48 Min: 62 / Avg: 62 / Max: 62 Min: 63 / Avg: 64 / Max: 65 Min: 39 / Avg: 44.25 / Max: 48 Min: 55 / Avg: 55 / Max: 55 Min: 66 / Avg: 66 / Max: 66 Min: 54 / Avg: 55.67 / Max: 58 Min: 36 / Avg: 40.83 / Max: 46 Min: 47 / Avg: 51.5 / Max: 56 Min: 51 / Avg: 52.8 / Max: 57 Min: 54 / Avg: 55.6 / Max: 59 Min: 55 / Avg: 55 / Max: 55
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 3 6 9 12 15 7.72 7.12 8.06 5.42 7.02 9.00 8.70 10.67 8.45 3.62 3.29 5.82 7.47 6.67
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 70.1 / Avg: 124.21 / Max: 145 Min: 82.2 / Avg: 136.83 / Max: 164.9 Min: 104.8 / Avg: 123.57 / Max: 135.6 Min: 90.8 / Avg: 146.71 / Max: 176.8 Min: 50.4 / Avg: 165.05 / Max: 214.8 Min: 44.3 / Avg: 116.14 / Max: 162.7 Min: 47.1 / Avg: 127.27 / Max: 169.5 Min: 46.4 / Avg: 138.03 / Max: 185.4 Min: 48.6 / Avg: 159.87 / Max: 223.7 Min: 71.3 / Avg: 146.11 / Max: 185.3 Min: 80.2 / Avg: 152.62 / Max: 212.4 Min: 74.8 / Avg: 165.69 / Max: 271.3 Min: 52.2 / Avg: 165.89 / Max: 305.6 Min: 57.5 / Avg: 152.07 / Max: 231.9
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 44 / Avg: 49.23 / Max: 54 Min: 51 / Avg: 55.42 / Max: 59 Min: 39 / Avg: 42.75 / Max: 45 Min: 53 / Avg: 57.58 / Max: 61 Min: 59 / Avg: 61.75 / Max: 63 Min: 40 / Avg: 45 / Max: 50 Min: 41 / Avg: 45.18 / Max: 49 Min: 50 / Avg: 54.64 / Max: 59 Min: 52 / Avg: 53.5 / Max: 56 Min: 34 / Avg: 42.71 / Max: 48 Min: 46 / Avg: 53.31 / Max: 59 Min: 49 / Avg: 56.67 / Max: 63 Min: 51 / Avg: 58.38 / Max: 64 Min: 52 / Avg: 53.8 / Max: 56
PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.3645 0.729 1.0935 1.458 1.8225 1.08 1.14 1.24 1.14 1.14 1.62 1.56 1.56 1.54 0.89 0.95 1.07 1.11 1.60
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 40 80 120 160 200 Min: 43.2 / Avg: 99.8 / Max: 140.7 Min: 48.4 / Avg: 126.46 / Max: 165 Min: 48.1 / Avg: 99.69 / Max: 140.6 Min: 91.7 / Avg: 152.84 / Max: 169.4 Min: 47.2 / Avg: 121.72 / Max: 213.3 Min: 47.3 / Avg: 110.84 / Max: 168.5 Min: 49.9 / Avg: 120.6 / Max: 185.8 Min: 48 / Avg: 132.2 / Max: 198.2 Min: 48.4 / Avg: 137.54 / Max: 235.7 Min: 73.6 / Avg: 119.65 / Max: 155.1 Min: 78.7 / Avg: 135.11 / Max: 174.8 Min: 49.7 / Avg: 124.48 / Max: 221.8 Min: 75.8 / Avg: 156.29 / Max: 240.3 Min: 56 / Avg: 163.54 / Max: 245.3
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 41 / Avg: 47.52 / Max: 54 Min: 51 / Avg: 56.59 / Max: 60 Min: 38 / Avg: 42.62 / Max: 46 Min: 60 / Avg: 61.64 / Max: 63 Min: 44 / Avg: 53.18 / Max: 61 Min: 43 / Avg: 48.84 / Max: 55 Min: 42 / Avg: 47.65 / Max: 53 Min: 52 / Avg: 58.56 / Max: 66 Min: 44 / Avg: 48.59 / Max: 53 Min: 30 / Avg: 37.96 / Max: 46 Min: 42 / Avg: 49 / Max: 56 Min: 40 / Avg: 49.89 / Max: 64 Min: 45 / Avg: 55.21 / Max: 65 Min: 43 / Avg: 48.07 / Max: 53
PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.2543 0.5086 0.7629 1.0172 1.2715 0.87 0.85 1.03 0.67 1.03 1.02 1.09 1.01 1.13 0.35 0.34 0.57 0.48 0.98
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 58.2 / Avg: 131.14 / Max: 167.2 Min: 43.1 / Avg: 136.92 / Max: 191.2 Min: 48.4 / Avg: 125.32 / Max: 169.8 Min: 70.3 / Avg: 172.91 / Max: 216.6 Min: 65.2 / Avg: 179.46 / Max: 287.9 Min: 62.3 / Avg: 137.76 / Max: 208 Min: 47.2 / Avg: 141.31 / Max: 234 Min: 49.8 / Avg: 158.89 / Max: 252.8 Min: 47.7 / Avg: 180.78 / Max: 312 Min: 73.2 / Avg: 147.27 / Max: 187.1 Min: 79.7 / Avg: 162.83 / Max: 210.1 Min: 50.2 / Avg: 151.48 / Max: 258.1 Min: 53.4 / Avg: 217.55 / Max: 319.8 Min: 58.3 / Avg: 176.01 / Max: 322.5
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 14 28 42 56 70 Min: 43 / Avg: 51.9 / Max: 59 Min: 49 / Avg: 56.06 / Max: 63 Min: 41 / Avg: 45.18 / Max: 50 Min: 52 / Avg: 58.85 / Max: 65 Min: 53 / Avg: 60.07 / Max: 67 Min: 43 / Avg: 50.75 / Max: 59 Min: 42 / Avg: 48.87 / Max: 56 Min: 53 / Avg: 59.79 / Max: 68 Min: 46 / Avg: 51 / Max: 57 Min: 31 / Avg: 42.94 / Max: 51 Min: 42 / Avg: 53.46 / Max: 61 Min: 52 / Avg: 59.68 / Max: 69 Min: 55 / Avg: 63.35 / Max: 70 Min: 42 / Avg: 47.33 / Max: 54
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.3375 0.675 1.0125 1.35 1.6875 0.72 0.92 1.02 0.80 1.08 1.08 1.27 1.21 1.38 0.41 0.39 0.70 0.55 1.50
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 60.4 / Avg: 122.52 / Max: 164.5 Min: 83.8 / Avg: 134.85 / Max: 189.4 Min: 48.5 / Avg: 113.89 / Max: 160.8 Min: 91.6 / Avg: 162.7 / Max: 211.1 Min: 122.3 / Avg: 187.68 / Max: 270.3 Min: 86.5 / Avg: 143.68 / Max: 202.9 Min: 78.4 / Avg: 132.98 / Max: 222.4 Min: 47.4 / Avg: 148.19 / Max: 240.2 Min: 48.4 / Avg: 155.12 / Max: 292.5 Min: 73.6 / Avg: 141.5 / Max: 187.8 Min: 81.1 / Avg: 153.59 / Max: 208.6 Min: 50.5 / Avg: 141.19 / Max: 254.3 Min: 82.4 / Avg: 172.03 / Max: 313.6 Min: 52.6 / Avg: 162.76 / Max: 301.7
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 13 26 39 52 65 Min: 47 / Avg: 50.92 / Max: 55 Min: 54 / Avg: 57.18 / Max: 61 Min: 43 / Avg: 45.8 / Max: 48 Min: 58 / Avg: 60 / Max: 63 Min: 59 / Avg: 61.1 / Max: 64 Min: 46 / Avg: 50.9 / Max: 56 Min: 46 / Avg: 48.78 / Max: 53 Min: 58 / Avg: 61.6 / Max: 65 Min: 49 / Avg: 51.2 / Max: 55 Min: 35 / Avg: 41.89 / Max: 48 Min: 44 / Avg: 51.33 / Max: 58 Min: 52 / Avg: 59.73 / Max: 67 Min: 52 / Avg: 59.71 / Max: 67 Min: 44 / Avg: 46.33 / Max: 52
PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.6638 1.3276 1.9914 2.6552 3.319 1.49 1.76 2.08 1.62 1.78 1.96 2.51 2.39 2.95 0.91 0.89 1.38 1.24 2.92
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 50 100 150 200 250 Min: 87.5 / Avg: 132.19 / Max: 156.7 Min: 81.8 / Avg: 153.87 / Max: 183 Min: 56.1 / Avg: 132.15 / Max: 155 Min: 89.5 / Avg: 168.75 / Max: 202.8 Min: 120.7 / Avg: 202.56 / Max: 256.6 Min: 45 / Avg: 144.95 / Max: 190.7 Min: 45.8 / Avg: 146.81 / Max: 206.6 Min: 47.5 / Avg: 155.97 / Max: 224.6 Min: 48.4 / Avg: 188.73 / Max: 275.6 Min: 73.1 / Avg: 146.45 / Max: 195.4 Min: 91.8 / Avg: 163.54 / Max: 221.5 Min: 58.9 / Avg: 147.82 / Max: 249.5 Min: 50.6 / Avg: 181.52 / Max: 296 Min: 51.5 / Avg: 168.92 / Max: 275.4
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 14 28 42 56 70 Min: 45 / Avg: 52 / Max: 57 Min: 48 / Avg: 54.81 / Max: 60 Min: 43 / Avg: 45.94 / Max: 49 Min: 51 / Avg: 57.64 / Max: 63 Min: 55 / Avg: 59.71 / Max: 66 Min: 43 / Avg: 49.73 / Max: 56 Min: 42 / Avg: 48.08 / Max: 55 Min: 56 / Avg: 61.08 / Max: 66 Min: 49 / Avg: 52.45 / Max: 57 Min: 33 / Avg: 42.3 / Max: 50 Min: 40 / Avg: 50.41 / Max: 60 Min: 39 / Avg: 50.92 / Max: 65 Min: 47 / Avg: 59.05 / Max: 70 Min: 39 / Avg: 44.46 / Max: 52
PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 0.288 0.576 0.864 1.152 1.44 0.67 0.76 0.90 0.78 0.82 0.92 1.07 1.08 1.12 0.52 0.51 0.74 0.66 1.28
PlaidML System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 40 80 120 160 200 Min: 42.1 / Avg: 107.84 / Max: 141.6 Min: 42.8 / Avg: 91.98 / Max: 117.4 Min: 48.7 / Avg: 98.18 / Max: 132.6 Min: 43.7 / Avg: 93.48 / Max: 127.3 Min: 91.6 / Avg: 149.17 / Max: 203.2 Min: 45.5 / Avg: 121.65 / Max: 166.1 Min: 46 / Avg: 93.68 / Max: 129.3 Min: 56.3 / Avg: 130.87 / Max: 184.7 Min: 48.4 / Avg: 94.48 / Max: 113.3 Min: 75.6 / Avg: 109.4 / Max: 179 Min: 82.3 / Avg: 126.56 / Max: 194.9 Min: 49.6 / Avg: 92.35 / Max: 157.7 Min: 54 / Avg: 69.27 / Max: 82.4 Min: 52.9 / Avg: 110.8 / Max: 140.2
PlaidML GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 12 24 36 48 60 Min: 49 / Avg: 50 / Max: 51 Min: 47 / Avg: 49.5 / Max: 51 Min: 46 / Avg: 47 / Max: 48 Min: 47 / Avg: 49.75 / Max: 51 Min: 56 / Avg: 56.67 / Max: 57 Min: 46 / Avg: 47.75 / Max: 50 Min: 45 / Avg: 46.75 / Max: 48 Min: 61 / Avg: 61.67 / Max: 62 Min: 52 / Avg: 52.5 / Max: 53 Min: 38 / Avg: 42 / Max: 47 Min: 45 / Avg: 48.88 / Max: 53 Min: 40 / Avg: 42.75 / Max: 46 Min: 49 / Avg: 50.83 / Max: 54 Min: 41 / Avg: 41.5 / Max: 42
PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 3 6 9 12 15 5.12 7.22 6.57 7.34 5.19 6.41 8.87 6.82 10.28 5.14 4.74 6.23 8.48 8.82
LeelaChessZero System Power Consumption Monitor OpenBenchmarking.org Watts, Fewer Is Better LeelaChessZero 0.20.1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 60 120 180 240 300 Min: 41.9 / Avg: 150.59 / Max: 180 Min: 42.6 / Avg: 184.04 / Max: 213.3 Min: 80 / Avg: 156.39 / Max: 189.7 Min: 40.2 / Avg: 148.14 / Max: 249.5 Min: 96.9 / Avg: 265.17 / Max: 323.1 Min: 69.4 / Avg: 196.01 / Max: 230 Min: 75.1 / Avg: 186.61 / Max: 251.7 Min: 88.3 / Avg: 222.99 / Max: 288.3 Min: 48.2 / Avg: 205.76 / Max: 349.4 Min: 69.3 / Avg: 171.21 / Max: 229.5 Min: 75.2 / Avg: 188.72 / Max: 253.3 Min: 47.2 / Avg: 173.2 / Max: 262.2 Min: 50.2 / Avg: 313.27 / Max: 342.7 Min: 97.7 / Avg: 148.16 / Max: 357.7
LeelaChessZero GPU Temperature Monitor OpenBenchmarking.org Celsius, Fewer Is Better LeelaChessZero 0.20.1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 14 28 42 56 70 Min: 38 / Avg: 51.69 / Max: 59 Min: 35 / Avg: 46.2 / Max: 55 Min: 46 / Avg: 50.13 / Max: 53 Min: 32 / Avg: 40.8 / Max: 58 Min: 41 / Avg: 51.43 / Max: 61 Min: 39 / Avg: 50.33 / Max: 58 Min: 33 / Avg: 44.86 / Max: 52 Min: 57 / Avg: 66.29 / Max: 73 Min: 50 / Avg: 55.6 / Max: 60 Min: 27 / Avg: 45.13 / Max: 61 Min: 37 / Avg: 50.65 / Max: 67 Min: 28 / Avg: 41.93 / Max: 60 Min: 46 / Avg: 64.5 / Max: 72 Min: 34 / Avg: 36.91 / Max: 47
LeelaChessZero Backend: OpenCL OpenBenchmarking.org Nodes Per Second Per Watt, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti RX 580 RX 590 RX Vega 56 RX Vega 64 TITAN RTX 5 10 15 20 25 5.97 7.77 9.45 11.81 8.80 7.57 9.27 10.13 15.10 3.74 3.62 4.38 2.73 22.11
Phoronix Test Suite v10.8.4