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