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