NVIDIA vs. Radeon OpenCL Linux GPU Compute 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 GTX 1060 Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce GTX 1060 6GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
Compiler Notes: --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 -vProcessor Notes: Scaling Governor: intel_pstate performanceOpenCL Notes: GPU Compute Cores: 1280Python Notes: Python 2.7.15+ + Python 3.6.7Security Notes: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp
GTX 1070 Changed Graphics to NVIDIA GeForce GTX 1070 8GB (1506/4006MHz) .
OpenCL Change: GPU Compute Cores: 1920
GTX 1070 Ti Changed Graphics to Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz) .
OpenCL Change: GPU Compute Cores: 2432
GTX 1080 Changed Graphics to NVIDIA GeForce GTX 1080 8GB (1607/5005MHz) .
OpenCL Change: GPU Compute Cores: 2560
GTX 1080 Ti Changed Graphics to NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz) .
OpenCL Change: GPU Compute Cores: 3584
RTX 2060 Changed Graphics to NVIDIA GeForce RTX 2060 6GB (1365/7000MHz) .
OpenCL Change: GPU Compute Cores: 1920
RTX 2070 Changed Graphics to ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz) .
OpenCL Change: GPU Compute Cores: 2304
RTX 2080 Changed Graphics to Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz) .
OpenCL Change: GPU Compute Cores: 2944
RTX 2080 Ti Changed Graphics to NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz) .
OpenCL Change: GPU Compute Cores: 4352
TITAN RTX Changed Graphics to NVIDIA TITAN RTX 24GB (1350/7000MHz) .
OpenCL Change: GPU Compute Cores: 4608
RX 580 Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz)Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
Compiler Notes: --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 -vProcessor Notes: Scaling Governor: intel_pstate performancePython Notes: Python 2.7.15+ + Python 3.6.7Security Notes: __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp
RX 590 Changed Graphics to Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz) .
RX Vega 56 Changed Graphics to AMD Radeon RX 64 8GB (1590/800MHz) .
RX Vega 64 Changed Graphics to AMD Radeon RX 64 8GB (1630/945MHz) .
amdocl Processor: AMD Ryzen 7 2700 Eight-Core @ 3.20GHz (8 Cores / 16 Threads)Motherboard: ASRock X370 Taichi (P5.10 BIOS)Chipset: AMD Family 17hMemory: 32768MBDisk: 1024GB INTEL SSDPEKKW010T7 + Samsung SSD 960 EVO 500GB + 512GB Crucial_CT512M55 + 1000GB SanDisk SDSSDH31 + 2000GB SanDisk SDSSDH32Graphics: AMD Radeon RX 56/64 8GB (1590/800MHz)Audio: AMD Device aaf8Monitor: SAMSUNGNetwork: Intel I211
OS: Arch rolling, Kernel: 4.20.5-zen1-1-zen (x86_64), Desktop: KDE Plasma 5.14.5, Display Server: X Server 1.20.3, Display Driver: amdgpu 18.1.0, OpenGL: 4.5 Mesa 19.0.0-devel (git-69edc972fc) (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2766.4), Vulkan: 1.1.90, Compiler: Clang 7.0.1 + LLVM 7.0.1, File-System: xfs, Screen Resolution: 3840x2160
Kernel Notes: amdgpu.ppfeaturemask=0xffffffff amdgpu.gpu_recovery=1Compiler Notes: --disable-libssp --disable-libstdcxx-pch --disable-libunwind-exceptions --disable-werror --enable-__cxa_atexit --enable-cet=auto --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-default-ssp --enable-gnu-indirect-function --enable-gnu-unique-object --enable-install-libiberty --enable-languages=c,c++,ada,fortran,go,lto,objc,obj-c++ --enable-libmpx --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-isl --with-linker-hash-style=gnuProcessor Notes: Scaling Governor: acpi-cpufreq schedutilGraphics Notes: GLAMORPython Notes: Python 3.7.2Security Notes: __user pointer sanitization + Full AMD retpoline IBPB: conditional STIBP: disabled RSB filling + SSB disabled via prctl and seccomp
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
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 Result Overview Phoronix Test Suite 100% 203% 306% 409% LeelaChessZero LuxMark cl-mem PlaidML SHOC Scalable HeterOgeneous Computing clpeak JuliaGPU
NVIDIA vs. Radeon OpenCL Linux GPU Compute lczero: OpenCL 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 darktable: Boat - OpenCL darktable: Masskrug - OpenCL darktable: Server Room - OpenCL darktable: Server Rack - OpenCL luxmark: GPU - Luxball HDR 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 shoc: OpenCL - Texture Read Bandwidth shoc: OpenCL - FFT SP shoc: OpenCL - MD5 Hash shoc: OpenCL - Triad juliagpu: GPU darktable: Boat - OpenCL darktable: Masskrug - OpenCL darktable: Server Room - 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 899 552 88.85 183 94.62 86.94 134 592 86.11 194 180 94.08 3.66 4.17 1.31 0.13 12256 153 139 138 145 4239 151 1252 12.54 11.15 3.78 411 297 7.28 11.93 183782626 1430 664 117 237 126 107 156 764 116 257 228 129 2.89 3.92 1.10 0.12 17287 205 192 187 196 5878 224 1681 12.60 11.33 3.64 447 453 10.47 12.19 218172062 1478 645 120 237 128 103 153 755 118 262 224 131 2.93 4.01 1.16 0.13 16776 205 190 187 197 6776 242 2068 12.55 11.15 3.92 433 501 11.63 12.19 221548016 1750 686 132 264 139 103 167 801 133 292 259 143 2.72 3.97 1.10 0.13 13803 229 216 209 222 7934 297 2398 12.59 11.34 3.77 527 575 14.19 12.30 239131324 2333 774 167 334 194 125 187 883 167 339 330 189 2.26 3.87 1.03 0.12 21682 337 336 317 329 10853 415 3263 12.57 11.29 3.99 596 972 19.68 12.51 265162875 1484 779 134 282 148 113 188 863 133 309 347 150 2.22 3.82 0.82 0.11 21356 296 245 247 276 6630 231 6705 12.60 11.29 3.65 1024 803 15.87 12.43 251611989 1729 830 157 333 179 132 198 1008 156 376 382 189 1.93 3.68 0.75 0.10 29532 392 313 330 365 7968 266 7780 12.48 11.25 3.64 1077 988 18.42 12.57 265682046 2259 893 168 354 192 133 216 1045 172 400 457 203 1.92 3.78 0.81 0.11 29146 392 323 327 368 10270 343 9952 12.52 11.13 3.65 1121 1083 23.74 12.57 278829238 3107 971 211 458 250 156 246 1291 225 537 605 273 1.64 3.69 0.75 0.10 42787 544 439 454 505 15352 519 14906 12.59 11.29 3.83 1173 1445 35.13 12.68 300922241 3275 977 215 474 264 160 244 1336 229 556 610 289 1.64 3.69 0.74 0.10 46022 565 489 483 525 16386 540 14848 12.58 11.16 3.85 1158 1553 36.28 12.68 303665447 640 563 76.59 128 60.98 42.04 130 414 69.05 133 193 65.18 13.54 5.30 4.18 0.17 15271 162 179 184 206 6202 392 1252 44.97 15.84 4.97 211 547 8.05 9.10 283078851 683 599 82.71 137 64.04 45.61 144 453 75.41 142 218 68.69 13.96 5.45 4.28 0.17 17221 178 185 193 217 7069 436 1416 44.19 15.92 4.69 241 570 9.16 9.36 302623440 758 575 109.03 195 106.66 71.23 178 720 106.65 228 263 120.44 13.47 5.28 4.18 0.17 31079 151 305 204 317 10357 698 1997 44.97 16.63 7.01 355 927 12.70 7.55 346484064 856 587 120.03 213 119.99 74.31 184 835 119.06 270 279 137.62 13.72 5.32 4.21 0.17 32565 159 356 222 362 12469 833 2479 44.31 16.22 6.96 425 922 16.39 7.54 366159438 1189 498 116.49 215 108.36 75.09 159 781 138.74 262 270 120.11 28140 340 325 309 318 10591 689 1961 37.97 15.79 33.79 369 895 12.95 12.44 312792565 2.72 4.81 0.75 0.09 OpenBenchmarking.org
LeelaChessZero LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org Nodes Per Second, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 700 1400 2100 2800 3500 SE +/- 6.27, N = 3 SE +/- 9.63, N = 3 SE +/- 13.26, N = 3 SE +/- 32.06, N = 3 SE +/- 25.14, N = 3 SE +/- 13.06, N = 3 SE +/- 20.57, N = 3 SE +/- 22.18, N = 3 SE +/- 20.98, N = 3 SE +/- 28.14, N = 3 SE +/- 2.68, N = 3 SE +/- 2.57, N = 3 SE +/- 2.66, N = 3 SE +/- 5.51, N = 3 SE +/- 16.88, N = 5 899 1430 1478 1750 2333 1484 1729 2259 3107 3275 640 683 758 856 1189 1. (CXX) g++ options: -lpthread Result Confidence
OpenBenchmarking.org Nodes Per Second, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 600 1200 1800 2400 3000 Min: 888.27 / Avg: 898.96 / Max: 909.99 Min: 1412.22 / Avg: 1430.05 / Max: 1445.29 Min: 1451.36 / Avg: 1477.54 / Max: 1494.31 Min: 1686.07 / Avg: 1749.9 / Max: 1787.12 Min: 2285.91 / Avg: 2332.72 / Max: 2372.04 Min: 1463.59 / Avg: 1484.44 / Max: 1508.5 Min: 1689.75 / Avg: 1729.48 / Max: 1758.6 Min: 2235.88 / Avg: 2258.99 / Max: 2303.34 Min: 3066.49 / Avg: 3106.95 / Max: 3136.83 Min: 3232.74 / Avg: 3275.46 / Max: 3328.55 Min: 634.98 / Avg: 640.09 / Max: 644.05 Min: 677.93 / Avg: 682.7 / Max: 686.74 Min: 755.31 / Avg: 758.02 / Max: 763.35 Min: 845.6 / Avg: 855.82 / Max: 864.48 Min: 1142.21 / Avg: 1189.3 / Max: 1247.1 1. (CXX) g++ options: -lpthread
OpenBenchmarking.org Nodes Per Second Per Watt, More Is Better LeelaChessZero 0.20.1 Backend: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 5 10 15 20 25 5.97 7.77 9.45 11.81 8.80 7.57 9.27 10.13 15.10 22.11 3.74 3.62 4.38 2.73
OpenBenchmarking.org Celsius, Fewer Is Better LeelaChessZero 0.20.1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 38 / Avg: 51.69 / Max: 59 Min: 35 / Avg: 46.2 / Max: 55 Min: 46 / Avg: 50.13 / Max: 53 Min: 32 / Avg: 40.8 / Max: 58 Min: 41 / Avg: 51.43 / Max: 61 Min: 39 / Avg: 50.33 / Max: 58 Min: 33 / Avg: 44.86 / Max: 52 Min: 57 / Avg: 66.29 / Max: 73 Min: 50 / Avg: 55.6 / Max: 60 Min: 34 / Avg: 36.91 / Max: 47 Min: 27 / Avg: 45.13 / Max: 61 Min: 37 / Avg: 50.65 / Max: 67 Min: 28 / Avg: 41.93 / Max: 60 Min: 46 / Avg: 64.5 / Max: 72
OpenBenchmarking.org Watts, Fewer Is Better LeelaChessZero 0.20.1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 41.9 / Avg: 150.59 / Max: 180 Min: 42.6 / Avg: 184.04 / Max: 213.3 Min: 80 / Avg: 156.39 / Max: 189.7 Min: 40.2 / Avg: 148.14 / Max: 249.5 Min: 96.9 / Avg: 265.17 / Max: 323.1 Min: 69.4 / Avg: 196.01 / Max: 230 Min: 75.1 / Avg: 186.61 / Max: 251.7 Min: 88.3 / Avg: 222.99 / Max: 288.3 Min: 48.2 / Avg: 205.76 / Max: 349.4 Min: 97.7 / Avg: 148.16 / Max: 357.7 Min: 69.3 / Avg: 171.21 / Max: 229.5 Min: 75.2 / Avg: 188.72 / Max: 253.3 Min: 47.2 / Avg: 173.2 / Max: 262.2 Min: 50.2 / Avg: 313.27 / Max: 342.7
PlaidML This test profile uses PlaidML deep learning framework for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 200 400 600 800 1000 SE +/- 0.87, N = 3 SE +/- 4.06, N = 3 SE +/- 3.15, N = 3 SE +/- 5.02, N = 3 SE +/- 3.70, N = 3 SE +/- 1.27, N = 3 SE +/- 1.07, N = 3 SE +/- 1.63, N = 3 SE +/- 2.70, N = 3 SE +/- 3.45, N = 3 SE +/- 1.03, N = 3 SE +/- 1.00, N = 3 SE +/- 6.73, N = 3 SE +/- 9.53, N = 3 SE +/- 5.20, N = 3 552 664 645 686 774 779 830 893 971 977 563 599 575 587 498 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 200 400 600 800 1000 Min: 550.45 / Avg: 552.08 / Max: 553.4 Min: 656.32 / Avg: 664.31 / Max: 669.55 Min: 641.13 / Avg: 645.34 / Max: 651.5 Min: 675.83 / Avg: 685.87 / Max: 691.24 Min: 767.34 / Avg: 774.41 / Max: 779.85 Min: 777.01 / Avg: 779.22 / Max: 781.41 Min: 828.43 / Avg: 830.48 / Max: 832.07 Min: 890.4 / Avg: 893.16 / Max: 896.06 Min: 965.79 / Avg: 971.16 / Max: 974.38 Min: 971.07 / Avg: 976.99 / Max: 983.03 Min: 561.61 / Avg: 562.65 / Max: 564.71 Min: 598.2 / Avg: 599.41 / Max: 601.39 Min: 563.27 / Avg: 575.45 / Max: 586.52 Min: 571.05 / Avg: 587.14 / Max: 604.02 Min: 491.42 / Avg: 497.76 / Max: 508.06
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 3 6 9 12 15 5.12 7.22 6.57 7.34 5.19 6.41 8.87 6.82 10.28 8.82 5.14 4.74 6.23 8.48
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 12 24 36 48 60 Min: 49 / Avg: 50 / Max: 51 Min: 47 / Avg: 49.5 / Max: 51 Min: 46 / Avg: 47 / Max: 48 Min: 47 / Avg: 49.75 / Max: 51 Min: 56 / Avg: 56.67 / Max: 57 Min: 46 / Avg: 47.75 / Max: 50 Min: 45 / Avg: 46.75 / Max: 48 Min: 61 / Avg: 61.67 / Max: 62 Min: 52 / Avg: 52.5 / Max: 53 Min: 41 / Avg: 41.5 / Max: 42 Min: 38 / Avg: 42 / Max: 47 Min: 45 / Avg: 48.88 / Max: 53 Min: 40 / Avg: 42.75 / Max: 46 Min: 49 / Avg: 50.83 / Max: 54
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 40 80 120 160 200 Min: 42.1 / Avg: 107.84 / Max: 141.6 Min: 42.8 / Avg: 91.98 / Max: 117.4 Min: 48.7 / Avg: 98.18 / Max: 132.6 Min: 43.7 / Avg: 93.48 / Max: 127.3 Min: 91.6 / Avg: 149.17 / Max: 203.2 Min: 45.5 / Avg: 121.65 / Max: 166.1 Min: 46 / Avg: 93.68 / Max: 129.3 Min: 56.3 / Avg: 130.87 / Max: 184.7 Min: 48.4 / Avg: 94.48 / Max: 113.3 Min: 52.9 / Avg: 110.8 / Max: 140.2 Min: 75.6 / Avg: 109.4 / Max: 179 Min: 82.3 / Avg: 126.56 / Max: 194.9 Min: 49.6 / Avg: 92.35 / Max: 157.7 Min: 54 / Avg: 69.27 / Max: 82.4
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 50 100 150 200 250 SE +/- 0.05, N = 3 SE +/- 0.07, N = 3 SE +/- 0.30, N = 3 SE +/- 0.07, N = 3 SE +/- 0.58, N = 3 SE +/- 0.44, N = 3 SE +/- 0.18, N = 3 SE +/- 0.40, N = 3 SE +/- 0.48, N = 3 SE +/- 1.30, N = 3 SE +/- 0.04, N = 3 SE +/- 0.11, N = 3 SE +/- 0.06, N = 3 SE +/- 0.02, N = 3 SE +/- 0.34, N = 3 88.85 117.00 120.00 132.00 167.00 134.00 157.00 168.00 211.00 215.00 76.59 82.71 109.03 120.03 116.49 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 40 80 120 160 200 Min: 88.76 / Avg: 88.85 / Max: 88.92 Min: 117.31 / Avg: 117.42 / Max: 117.56 Min: 119.2 / Avg: 119.54 / Max: 120.14 Min: 131.77 / Avg: 131.91 / Max: 132 Min: 165.9 / Avg: 166.71 / Max: 167.85 Min: 133.38 / Avg: 133.96 / Max: 134.81 Min: 157.1 / Avg: 157.33 / Max: 157.7 Min: 167.9 / Avg: 168.35 / Max: 169.14 Min: 210.59 / Avg: 211.32 / Max: 212.24 Min: 213.66 / Avg: 215.41 / Max: 217.95 Min: 76.52 / Avg: 76.59 / Max: 76.63 Min: 82.56 / Avg: 82.71 / Max: 82.93 Min: 108.92 / Avg: 109.03 / Max: 109.12 Min: 119.99 / Avg: 120.03 / Max: 120.05 Min: 115.84 / Avg: 116.49 / Max: 116.95
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.288 0.576 0.864 1.152 1.44 0.67 0.76 0.90 0.78 0.82 0.92 1.07 1.08 1.12 1.28 0.52 0.51 0.74 0.66
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 45 / Avg: 52 / Max: 57 Min: 48 / Avg: 54.81 / Max: 60 Min: 43 / Avg: 45.94 / Max: 49 Min: 51 / Avg: 57.64 / Max: 63 Min: 55 / Avg: 59.71 / Max: 66 Min: 43 / Avg: 49.73 / Max: 56 Min: 42 / Avg: 48.08 / Max: 55 Min: 56 / Avg: 61.08 / Max: 66 Min: 49 / Avg: 52.45 / Max: 57 Min: 39 / Avg: 44.46 / Max: 52 Min: 33 / Avg: 42.3 / Max: 50 Min: 40 / Avg: 50.41 / Max: 60 Min: 39 / Avg: 50.92 / Max: 65 Min: 47 / Avg: 59.05 / Max: 70
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 87.5 / Avg: 132.19 / Max: 156.7 Min: 81.8 / Avg: 153.87 / Max: 183 Min: 56.1 / Avg: 132.15 / Max: 155 Min: 89.5 / Avg: 168.75 / Max: 202.8 Min: 120.7 / Avg: 202.56 / Max: 256.6 Min: 45 / Avg: 144.95 / Max: 190.7 Min: 45.8 / Avg: 146.81 / Max: 206.6 Min: 47.5 / Avg: 155.97 / Max: 224.6 Min: 48.4 / Avg: 188.73 / Max: 275.6 Min: 51.5 / Avg: 168.92 / Max: 275.4 Min: 73.1 / Avg: 146.45 / Max: 195.4 Min: 91.8 / Avg: 163.54 / Max: 221.5 Min: 58.9 / Avg: 147.82 / Max: 249.5 Min: 50.6 / Avg: 181.52 / Max: 296
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 100 200 300 400 500 SE +/- 0.17, N = 3 SE +/- 0.38, N = 3 SE +/- 0.16, N = 3 SE +/- 0.24, N = 3 SE +/- 0.34, N = 3 SE +/- 0.26, N = 3 SE +/- 0.76, N = 3 SE +/- 0.40, N = 3 SE +/- 1.03, N = 3 SE +/- 1.16, N = 3 SE +/- 0.01, N = 3 SE +/- 0.04, N = 3 SE +/- 0.07, N = 3 SE +/- 0.13, N = 3 SE +/- 2.54, N = 3 183 237 237 264 334 282 333 354 458 474 128 137 195 213 215 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 80 160 240 320 400 Min: 182.32 / Avg: 182.6 / Max: 182.92 Min: 236.94 / Avg: 237.38 / Max: 238.13 Min: 237.19 / Avg: 237.39 / Max: 237.7 Min: 263.46 / Avg: 263.87 / Max: 264.3 Min: 333.56 / Avg: 334.13 / Max: 334.72 Min: 281.23 / Avg: 281.69 / Max: 282.14 Min: 331.75 / Avg: 333.11 / Max: 334.37 Min: 353.61 / Avg: 354.02 / Max: 354.83 Min: 456.67 / Avg: 458.12 / Max: 460.12 Min: 472.54 / Avg: 474.44 / Max: 476.54 Min: 128.33 / Avg: 128.35 / Max: 128.36 Min: 136.47 / Avg: 136.55 / Max: 136.59 Min: 194.42 / Avg: 194.54 / Max: 194.68 Min: 213.31 / Avg: 213.45 / Max: 213.71 Min: 212.43 / Avg: 215.12 / Max: 220.19
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.6638 1.3276 1.9914 2.6552 3.319 1.49 1.76 2.08 1.62 1.78 1.96 2.51 2.39 2.95 2.92 0.91 0.89 1.38 1.24
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 47 / Avg: 50.92 / Max: 55 Min: 54 / Avg: 57.18 / Max: 61 Min: 43 / Avg: 45.8 / Max: 48 Min: 58 / Avg: 60 / Max: 63 Min: 59 / Avg: 61.1 / Max: 64 Min: 46 / Avg: 50.9 / Max: 56 Min: 46 / Avg: 48.78 / Max: 53 Min: 58 / Avg: 61.6 / Max: 65 Min: 49 / Avg: 51.2 / Max: 55 Min: 44 / Avg: 46.33 / Max: 52 Min: 35 / Avg: 41.89 / Max: 48 Min: 44 / Avg: 51.33 / Max: 58 Min: 52 / Avg: 59.73 / Max: 67 Min: 52 / Avg: 59.71 / Max: 67
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 60.4 / Avg: 122.52 / Max: 164.5 Min: 83.8 / Avg: 134.85 / Max: 189.4 Min: 48.5 / Avg: 113.89 / Max: 160.8 Min: 91.6 / Avg: 162.7 / Max: 211.1 Min: 122.3 / Avg: 187.68 / Max: 270.3 Min: 86.5 / Avg: 143.68 / Max: 202.9 Min: 78.4 / Avg: 132.98 / Max: 222.4 Min: 47.4 / Avg: 148.19 / Max: 240.2 Min: 48.4 / Avg: 155.12 / Max: 292.5 Min: 52.6 / Avg: 162.76 / Max: 301.7 Min: 73.6 / Avg: 141.5 / Max: 187.8 Min: 81.1 / Avg: 153.59 / Max: 208.6 Min: 50.5 / Avg: 141.19 / Max: 254.3 Min: 82.4 / Avg: 172.03 / Max: 313.6
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 60 120 180 240 300 SE +/- 0.03, N = 3 SE +/- 0.12, N = 3 SE +/- 0.06, N = 3 SE +/- 0.09, N = 3 SE +/- 0.32, N = 3 SE +/- 0.15, N = 3 SE +/- 0.26, N = 3 SE +/- 0.32, N = 3 SE +/- 0.20, N = 3 SE +/- 0.43, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.55, N = 3 94.62 126.00 128.00 139.00 194.00 148.00 179.00 192.00 250.00 264.00 60.98 64.04 106.66 119.99 108.36 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 50 100 150 200 250 Min: 94.58 / Avg: 94.62 / Max: 94.68 Min: 126.33 / Avg: 126.49 / Max: 126.72 Min: 128.34 / Avg: 128.4 / Max: 128.51 Min: 138.95 / Avg: 139.09 / Max: 139.25 Min: 194.05 / Avg: 194.4 / Max: 195.04 Min: 147.98 / Avg: 148.21 / Max: 148.51 Min: 178.77 / Avg: 179.11 / Max: 179.62 Min: 191.55 / Avg: 192.06 / Max: 192.65 Min: 249.48 / Avg: 249.7 / Max: 250.09 Min: 263.47 / Avg: 264.04 / Max: 264.9 Min: 60.95 / Avg: 60.98 / Max: 61.01 Min: 64.02 / Avg: 64.04 / Max: 64.06 Min: 106.66 / Avg: 106.66 / Max: 106.66 Min: 119.99 / Avg: 119.99 / Max: 119.99 Min: 107.26 / Avg: 108.36 / Max: 108.96
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.3375 0.675 1.0125 1.35 1.6875 0.72 0.92 1.02 0.80 1.08 1.08 1.27 1.21 1.38 1.50 0.41 0.39 0.70 0.55
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 43 / Avg: 51.9 / Max: 59 Min: 49 / Avg: 56.06 / Max: 63 Min: 41 / Avg: 45.18 / Max: 50 Min: 52 / Avg: 58.85 / Max: 65 Min: 53 / Avg: 60.07 / Max: 67 Min: 43 / Avg: 50.75 / Max: 59 Min: 42 / Avg: 48.87 / Max: 56 Min: 53 / Avg: 59.79 / Max: 68 Min: 46 / Avg: 51 / Max: 57 Min: 42 / Avg: 47.33 / Max: 54 Min: 31 / Avg: 42.94 / Max: 51 Min: 42 / Avg: 53.46 / Max: 61 Min: 52 / Avg: 59.68 / Max: 69 Min: 55 / Avg: 63.35 / Max: 70
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 58.2 / Avg: 131.14 / Max: 167.2 Min: 43.1 / Avg: 136.92 / Max: 191.2 Min: 48.4 / Avg: 125.32 / Max: 169.8 Min: 70.3 / Avg: 172.91 / Max: 216.6 Min: 65.2 / Avg: 179.46 / Max: 287.9 Min: 62.3 / Avg: 137.76 / Max: 208 Min: 47.2 / Avg: 141.31 / Max: 234 Min: 49.8 / Avg: 158.89 / Max: 252.8 Min: 47.7 / Avg: 180.78 / Max: 312 Min: 58.3 / Avg: 176.01 / Max: 322.5 Min: 73.2 / Avg: 147.27 / Max: 187.1 Min: 79.7 / Avg: 162.83 / Max: 210.1 Min: 50.2 / Avg: 151.48 / Max: 258.1 Min: 53.4 / Avg: 217.55 / Max: 319.8
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 40 80 120 160 200 SE +/- 0.03, N = 3 SE +/- 0.15, N = 3 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.18, N = 3 SE +/- 0.11, N = 3 SE +/- 0.18, N = 3 SE +/- 0.21, N = 3 SE +/- 0.10, N = 3 SE +/- 0.19, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 SE +/- 0.03, N = 3 SE +/- 0.17, N = 3 SE +/- 0.10, N = 3 86.94 107.00 103.00 103.00 125.00 113.00 132.00 133.00 156.00 160.00 42.04 45.61 71.23 74.31 75.09 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 30 60 90 120 150 Min: 86.89 / Avg: 86.94 / Max: 86.97 Min: 107.12 / Avg: 107.4 / Max: 107.66 Min: 102.73 / Avg: 102.78 / Max: 102.84 Min: 102.56 / Avg: 102.63 / Max: 102.77 Min: 125.21 / Avg: 125.45 / Max: 125.8 Min: 112.47 / Avg: 112.61 / Max: 112.83 Min: 131.66 / Avg: 131.97 / Max: 132.29 Min: 132.99 / Avg: 133.25 / Max: 133.68 Min: 155.76 / Avg: 155.89 / Max: 156.08 Min: 159.74 / Avg: 160.07 / Max: 160.41 Min: 41.98 / Avg: 42.04 / Max: 42.12 Min: 45.59 / Avg: 45.61 / Max: 45.65 Min: 71.17 / Avg: 71.23 / Max: 71.25 Min: 74.08 / Avg: 74.31 / Max: 74.64 Min: 74.89 / Avg: 75.09 / Max: 75.22
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.2543 0.5086 0.7629 1.0172 1.2715 0.87 0.85 1.03 0.67 1.03 1.02 1.09 1.01 1.13 0.98 0.35 0.34 0.57 0.48
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 41 / Avg: 47.52 / Max: 54 Min: 51 / Avg: 56.59 / Max: 60 Min: 38 / Avg: 42.62 / Max: 46 Min: 60 / Avg: 61.64 / Max: 63 Min: 44 / Avg: 53.18 / Max: 61 Min: 43 / Avg: 48.84 / Max: 55 Min: 42 / Avg: 47.65 / Max: 53 Min: 52 / Avg: 58.56 / Max: 66 Min: 44 / Avg: 48.59 / Max: 53 Min: 43 / Avg: 48.07 / Max: 53 Min: 30 / Avg: 37.96 / Max: 46 Min: 42 / Avg: 49 / Max: 56 Min: 40 / Avg: 49.89 / Max: 64 Min: 45 / Avg: 55.21 / Max: 65
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 40 80 120 160 200 Min: 43.2 / Avg: 99.8 / Max: 140.7 Min: 48.4 / Avg: 126.46 / Max: 165 Min: 48.1 / Avg: 99.69 / Max: 140.6 Min: 91.7 / Avg: 152.84 / Max: 169.4 Min: 47.2 / Avg: 121.72 / Max: 213.3 Min: 47.3 / Avg: 110.84 / Max: 168.5 Min: 49.9 / Avg: 120.6 / Max: 185.8 Min: 48 / Avg: 132.2 / Max: 198.2 Min: 48.4 / Avg: 137.54 / Max: 235.7 Min: 56 / Avg: 163.54 / Max: 245.3 Min: 73.6 / Avg: 119.65 / Max: 155.1 Min: 78.7 / Avg: 135.11 / Max: 174.8 Min: 49.7 / Avg: 124.48 / Max: 221.8 Min: 75.8 / Avg: 156.29 / Max: 240.3
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 50 100 150 200 250 SE +/- 0.17, N = 3 SE +/- 0.50, N = 3 SE +/- 0.03, N = 3 SE +/- 0.60, N = 3 SE +/- 0.49, N = 3 SE +/- 0.38, N = 3 SE +/- 0.82, N = 3 SE +/- 0.27, N = 3 SE +/- 0.72, N = 3 SE +/- 0.96, N = 3 SE +/- 0.25, N = 3 SE +/- 0.19, N = 3 SE +/- 0.24, N = 3 SE +/- 0.19, N = 3 SE +/- 0.57, N = 3 134 156 153 167 187 188 198 216 246 244 130 144 178 184 159 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 40 80 120 160 200 Min: 133.51 / Avg: 133.81 / Max: 134.09 Min: 155.61 / Avg: 156.25 / Max: 157.23 Min: 153.07 / Avg: 153.11 / Max: 153.17 Min: 165.62 / Avg: 166.82 / Max: 167.47 Min: 186.6 / Avg: 187.44 / Max: 188.3 Min: 187.38 / Avg: 188.13 / Max: 188.58 Min: 196.74 / Avg: 198.38 / Max: 199.3 Min: 215.25 / Avg: 215.62 / Max: 216.16 Min: 244.31 / Avg: 245.51 / Max: 246.8 Min: 242.37 / Avg: 243.94 / Max: 245.69 Min: 129.41 / Avg: 129.71 / Max: 130.21 Min: 144.06 / Avg: 144.32 / Max: 144.7 Min: 177.17 / Avg: 177.59 / Max: 178.01 Min: 183.3 / Avg: 183.67 / Max: 183.93 Min: 157.76 / Avg: 158.73 / Max: 159.75
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.3645 0.729 1.0935 1.458 1.8225 1.08 1.14 1.24 1.14 1.14 1.62 1.56 1.56 1.54 1.60 0.89 0.95 1.07 1.11
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 44 / Avg: 49.23 / Max: 54 Min: 51 / Avg: 55.42 / Max: 59 Min: 39 / Avg: 42.75 / Max: 45 Min: 53 / Avg: 57.58 / Max: 61 Min: 59 / Avg: 61.75 / Max: 63 Min: 40 / Avg: 45 / Max: 50 Min: 41 / Avg: 45.18 / Max: 49 Min: 50 / Avg: 54.64 / Max: 59 Min: 52 / Avg: 53.5 / Max: 56 Min: 52 / Avg: 53.8 / Max: 56 Min: 34 / Avg: 42.71 / Max: 48 Min: 46 / Avg: 53.31 / Max: 59 Min: 49 / Avg: 56.67 / Max: 63 Min: 51 / Avg: 58.38 / Max: 64
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 70.1 / Avg: 124.21 / Max: 145 Min: 82.2 / Avg: 136.83 / Max: 164.9 Min: 104.8 / Avg: 123.57 / Max: 135.6 Min: 90.8 / Avg: 146.71 / Max: 176.8 Min: 50.4 / Avg: 165.05 / Max: 214.8 Min: 44.3 / Avg: 116.14 / Max: 162.7 Min: 47.1 / Avg: 127.27 / Max: 169.5 Min: 46.4 / Avg: 138.03 / Max: 185.4 Min: 48.6 / Avg: 159.87 / Max: 223.7 Min: 57.5 / Avg: 152.07 / Max: 231.9 Min: 71.3 / Avg: 146.11 / Max: 185.3 Min: 80.2 / Avg: 152.62 / Max: 212.4 Min: 74.8 / Avg: 165.69 / Max: 271.3 Min: 52.2 / Avg: 165.89 / Max: 305.6
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 300 600 900 1200 1500 SE +/- 3.04, N = 3 SE +/- 1.02, N = 3 SE +/- 0.31, N = 3 SE +/- 0.61, N = 3 SE +/- 4.51, N = 3 SE +/- 1.86, N = 3 SE +/- 1.43, N = 3 SE +/- 0.31, N = 3 SE +/- 1.39, N = 3 SE +/- 3.01, N = 3 SE +/- 0.26, N = 3 SE +/- 0.24, N = 3 SE +/- 9.70, N = 3 SE +/- 7.40, N = 3 SE +/- 2.78, N = 3 592 764 755 801 883 863 1008 1045 1291 1336 414 453 720 835 781 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 200 400 600 800 1000 Min: 586.76 / Avg: 592.47 / Max: 597.15 Min: 761.81 / Avg: 763.83 / Max: 765.1 Min: 754.57 / Avg: 754.92 / Max: 755.54 Min: 800.38 / Avg: 801.45 / Max: 802.5 Min: 875.86 / Avg: 882.88 / Max: 891.29 Min: 859.19 / Avg: 862.88 / Max: 865.16 Min: 1005.23 / Avg: 1007.98 / Max: 1010.04 Min: 1044.43 / Avg: 1045.03 / Max: 1045.41 Min: 1288.49 / Avg: 1291.1 / Max: 1293.21 Min: 1329.56 / Avg: 1335.56 / Max: 1338.83 Min: 413.12 / Avg: 413.61 / Max: 414.01 Min: 452.28 / Avg: 452.58 / Max: 453.07 Min: 703.18 / Avg: 720.02 / Max: 736.78 Min: 822.31 / Avg: 835.35 / Max: 847.95 Min: 776.68 / Avg: 781.09 / Max: 786.22
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 3 6 9 12 15 7.72 7.12 8.06 5.42 7.02 9.00 8.70 10.67 8.45 6.67 3.62 3.29 5.82 7.47
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 41 / Avg: 45.25 / Max: 47 Min: 59 / Avg: 60.33 / Max: 61 Min: 48 / Avg: 48 / Max: 48 Min: 62 / Avg: 62 / Max: 62 Min: 63 / Avg: 64 / Max: 65 Min: 39 / Avg: 44.25 / Max: 48 Min: 55 / Avg: 55 / Max: 55 Min: 66 / Avg: 66 / Max: 66 Min: 54 / Avg: 55.67 / Max: 58 Min: 55 / Avg: 55 / Max: 55 Min: 36 / Avg: 40.83 / Max: 46 Min: 47 / Avg: 51.5 / Max: 56 Min: 51 / Avg: 52.8 / Max: 57 Min: 54 / Avg: 55.6 / Max: 59
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 41.8 / Avg: 76.7 / Max: 94.4 Min: 45.9 / Avg: 107.3 / Max: 155.1 Min: 49.7 / Avg: 93.67 / Max: 125.7 Min: 44.3 / Avg: 147.75 / Max: 195.1 Min: 53.3 / Avg: 125.73 / Max: 165.2 Min: 43.1 / Avg: 95.9 / Max: 118.8 Min: 115.1 / Avg: 115.83 / Max: 116.5 Min: 52 / Avg: 97.93 / Max: 121 Min: 48.2 / Avg: 152.87 / Max: 274.6 Min: 54 / Avg: 200.17 / Max: 274.2 Min: 71.7 / Avg: 114.33 / Max: 178.6 Min: 82.4 / Avg: 137.7 / Max: 205.5 Min: 72.5 / Avg: 123.7 / Max: 259.6 Min: 52.5 / Avg: 111.85 / Max: 223.9
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 50 100 150 200 250 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.18, N = 3 SE +/- 0.08, N = 3 SE +/- 0.28, N = 3 SE +/- 0.07, N = 3 SE +/- 0.02, N = 3 SE +/- 0.13, N = 3 SE +/- 0.38, N = 3 SE +/- 0.53, N = 3 SE +/- 0.11, N = 3 SE +/- 0.06, N = 3 SE +/- 0.00, N = 3 SE +/- 0.40, N = 3 SE +/- 0.24, N = 3 86.11 116.00 118.00 133.00 167.00 133.00 156.00 172.00 225.00 229.00 69.05 75.41 106.65 119.06 138.74 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 40 80 120 160 200 Min: 86.05 / Avg: 86.11 / Max: 86.17 Min: 115.89 / Avg: 115.99 / Max: 116.12 Min: 117.21 / Avg: 117.56 / Max: 117.8 Min: 132.58 / Avg: 132.67 / Max: 132.83 Min: 166.55 / Avg: 166.93 / Max: 167.49 Min: 133.25 / Avg: 133.38 / Max: 133.48 Min: 156.39 / Avg: 156.41 / Max: 156.45 Min: 171.98 / Avg: 172.21 / Max: 172.43 Min: 223.99 / Avg: 224.61 / Max: 225.31 Min: 227.82 / Avg: 228.71 / Max: 229.66 Min: 68.87 / Avg: 69.05 / Max: 69.24 Min: 75.3 / Avg: 75.41 / Max: 75.51 Min: 106.64 / Avg: 106.65 / Max: 106.65 Min: 118.37 / Avg: 119.06 / Max: 119.74 Min: 138.45 / Avg: 138.74 / Max: 139.21
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.2723 0.5446 0.8169 1.0892 1.3615 0.61 0.74 0.83 0.79 0.81 0.84 0.98 1.03 1.21 1.19 0.44 0.42 0.62 0.69
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 44 / Avg: 52.44 / Max: 59 Min: 58 / Avg: 61.79 / Max: 65 Min: 43 / Avg: 47.13 / Max: 50 Min: 58 / Avg: 63.21 / Max: 68 Min: 60 / Avg: 64.36 / Max: 69 Min: 40 / Avg: 48.69 / Max: 56 Min: 49 / Avg: 54.67 / Max: 60 Min: 57 / Avg: 63.18 / Max: 68 Min: 52 / Avg: 54.78 / Max: 59 Min: 51 / Avg: 55.27 / Max: 60 Min: 33 / Avg: 45.16 / Max: 54 Min: 44 / Avg: 55.88 / Max: 64 Min: 50 / Avg: 58.4 / Max: 68 Min: 50 / Avg: 59.52 / Max: 69
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 70.6 / Avg: 141.88 / Max: 164.5 Min: 85.2 / Avg: 157.11 / Max: 185.1 Min: 50 / Avg: 141.65 / Max: 161.4 Min: 91.6 / Avg: 167.52 / Max: 214.9 Min: 123.8 / Avg: 205.47 / Max: 275.7 Min: 45.2 / Avg: 158.66 / Max: 201.6 Min: 47.5 / Avg: 159.79 / Max: 224.3 Min: 50.1 / Avg: 167.47 / Max: 240.9 Min: 49.3 / Avg: 185.12 / Max: 298.3 Min: 63.8 / Avg: 192.88 / Max: 301.5 Min: 71.3 / Avg: 157.31 / Max: 201.8 Min: 79.3 / Avg: 178.28 / Max: 235.4 Min: 78.5 / Avg: 172.43 / Max: 257.5 Min: 50.9 / Avg: 173.75 / Max: 315.1
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 120 240 360 480 600 SE +/- 0.11, N = 3 SE +/- 0.45, N = 3 SE +/- 0.24, N = 3 SE +/- 0.41, N = 3 SE +/- 0.55, N = 3 SE +/- 0.26, N = 3 SE +/- 0.33, N = 3 SE +/- 0.45, N = 3 SE +/- 0.31, N = 3 SE +/- 1.67, N = 3 SE +/- 0.04, N = 3 SE +/- 0.07, N = 3 SE +/- 2.52, N = 3 SE +/- 1.40, N = 3 SE +/- 0.31, N = 3 194 257 262 292 339 309 376 400 537 556 133 142 228 270 262 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 100 200 300 400 500 Min: 193.36 / Avg: 193.57 / Max: 193.7 Min: 256.49 / Avg: 257.03 / Max: 257.93 Min: 261.35 / Avg: 261.84 / Max: 262.13 Min: 291.32 / Avg: 292.02 / Max: 292.73 Min: 338.01 / Avg: 338.9 / Max: 339.9 Min: 308.5 / Avg: 309.01 / Max: 309.37 Min: 375.3 / Avg: 375.95 / Max: 376.34 Min: 398.92 / Avg: 399.51 / Max: 400.4 Min: 536.36 / Avg: 536.97 / Max: 537.39 Min: 553.7 / Avg: 556.33 / Max: 559.45 Min: 133.27 / Avg: 133.36 / Max: 133.42 Min: 142.26 / Avg: 142.36 / Max: 142.5 Min: 224.27 / Avg: 227.55 / Max: 232.5 Min: 266.9 / Avg: 269.65 / Max: 271.52 Min: 261.42 / Avg: 261.97 / Max: 262.48
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.6998 1.3996 2.0994 2.7992 3.499 1.59 1.77 1.94 1.92 1.82 2.30 2.44 2.51 3.11 2.86 0.92 0.88 1.51 1.52
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 50 / Avg: 54.8 / Max: 58 Min: 56 / Avg: 59.9 / Max: 64 Min: 44 / Avg: 46.22 / Max: 48 Min: 60 / Avg: 62.5 / Max: 65 Min: 61 / Avg: 63.11 / Max: 66 Min: 46 / Avg: 50.11 / Max: 56 Min: 50 / Avg: 53.44 / Max: 58 Min: 59 / Avg: 62.38 / Max: 66 Min: 51 / Avg: 53.29 / Max: 57 Min: 52 / Avg: 54.86 / Max: 58 Min: 37 / Avg: 44.64 / Max: 50 Min: 47 / Avg: 54.23 / Max: 60 Min: 49 / Avg: 55.36 / Max: 63 Min: 48 / Avg: 54.5 / Max: 60
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 71.4 / Avg: 121.65 / Max: 172.6 Min: 45.2 / Avg: 145.44 / Max: 201.2 Min: 48.6 / Avg: 134.71 / Max: 168.9 Min: 91.9 / Avg: 152.34 / Max: 225.3 Min: 61.2 / Avg: 185.7 / Max: 280.5 Min: 65 / Avg: 134.41 / Max: 208.9 Min: 49.8 / Avg: 153.92 / Max: 242.3 Min: 48.4 / Avg: 158.95 / Max: 257.5 Min: 100.3 / Avg: 172.57 / Max: 323.3 Min: 102.3 / Avg: 194.3 / Max: 332.7 Min: 73 / Avg: 145.33 / Max: 194.5 Min: 81 / Avg: 162.42 / Max: 220 Min: 50.1 / Avg: 150.39 / Max: 271.1 Min: 81.5 / Avg: 177.38 / Max: 338.2
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 130 260 390 520 650 SE +/- 0.33, N = 3 SE +/- 0.21, N = 3 SE +/- 0.19, N = 3 SE +/- 0.45, N = 3 SE +/- 0.59, N = 3 SE +/- 0.31, N = 3 SE +/- 0.60, N = 3 SE +/- 1.09, N = 3 SE +/- 2.13, N = 3 SE +/- 0.76, N = 3 SE +/- 0.23, N = 3 SE +/- 0.63, N = 3 SE +/- 0.20, N = 3 SE +/- 1.42, N = 3 SE +/- 0.46, N = 3 180 228 224 259 330 347 382 457 605 610 193 218 263 279 270 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 110 220 330 440 550 Min: 179.02 / Avg: 179.67 / Max: 180 Min: 227.78 / Avg: 228.16 / Max: 228.5 Min: 223.9 / Avg: 224.25 / Max: 224.53 Min: 257.79 / Avg: 258.64 / Max: 259.34 Min: 329.48 / Avg: 330.36 / Max: 331.47 Min: 346.94 / Avg: 347.49 / Max: 348.01 Min: 380.39 / Avg: 381.58 / Max: 382.33 Min: 456.16 / Avg: 457.47 / Max: 459.63 Min: 601.13 / Avg: 605.16 / Max: 608.37 Min: 608.75 / Avg: 610.22 / Max: 611.33 Min: 192.88 / Avg: 193.31 / Max: 193.66 Min: 217.37 / Avg: 218.16 / Max: 219.4 Min: 262.62 / Avg: 262.91 / Max: 263.3 Min: 276.02 / Avg: 278.85 / Max: 280.41 Min: 269.03 / Avg: 269.92 / Max: 270.59
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.7718 1.5436 2.3154 3.0872 3.859 1.28 1.46 1.76 1.47 1.70 2.76 3.02 3.37 3.05 3.43 1.41 1.22 1.81 1.32
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 52 / Avg: 56.5 / Max: 59 Min: 55 / Avg: 60 / Max: 64 Min: 43 / Avg: 45.83 / Max: 48 Min: 58 / Avg: 62 / Max: 65 Min: 59 / Avg: 63 / Max: 66 Min: 46 / Avg: 51.8 / Max: 55 Min: 51 / Avg: 53.25 / Max: 55 Min: 58 / Avg: 61.5 / Max: 64 Min: 50 / Avg: 51.33 / Max: 53 Min: 51 / Avg: 54 / Max: 58 Min: 37 / Avg: 45.13 / Max: 49 Min: 47 / Avg: 53.5 / Max: 58 Min: 52 / Avg: 59.67 / Max: 64 Min: 52 / Avg: 59.71 / Max: 65
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 71.5 / Avg: 140.59 / Max: 158.7 Min: 43.1 / Avg: 156.77 / Max: 185.9 Min: 48.9 / Avg: 127.46 / Max: 146.6 Min: 115.7 / Avg: 176.49 / Max: 201.1 Min: 50.4 / Avg: 194.3 / Max: 254.7 Min: 45.1 / Avg: 125.88 / Max: 192.6 Min: 46.5 / Avg: 126.45 / Max: 198.6 Min: 47.4 / Avg: 135.75 / Max: 228.3 Min: 48.3 / Avg: 198.43 / Max: 287.4 Min: 52.5 / Avg: 178.13 / Max: 298.5 Min: 72.7 / Avg: 136.8 / Max: 186.1 Min: 78.3 / Avg: 178.69 / Max: 218.6 Min: 49.4 / Avg: 145.38 / Max: 261.4 Min: 88.8 / Avg: 211.83 / Max: 333.3
Result
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 60 120 180 240 300 SE +/- 0.04, N = 3 SE +/- 0.04, N = 3 SE +/- 0.01, N = 3 SE +/- 0.06, N = 3 SE +/- 0.12, N = 3 SE +/- 0.16, N = 3 SE +/- 0.27, N = 3 SE +/- 0.17, N = 3 SE +/- 0.36, N = 3 SE +/- 0.72, N = 3 SE +/- 0.05, N = 3 SE +/- 0.01, N = 3 SE +/- 0.18, N = 3 SE +/- 0.11, N = 3 SE +/- 0.04, N = 3 94.08 129.00 131.00 143.00 189.00 150.00 189.00 203.00 273.00 289.00 65.18 68.69 120.44 137.62 120.11 Result Confidence
OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 50 100 150 200 250 Min: 94.02 / Avg: 94.08 / Max: 94.14 Min: 128.87 / Avg: 128.94 / Max: 128.99 Min: 130.93 / Avg: 130.95 / Max: 130.97 Min: 142.61 / Avg: 142.69 / Max: 142.8 Min: 188.71 / Avg: 188.84 / Max: 189.07 Min: 150.11 / Avg: 150.43 / Max: 150.64 Min: 189.1 / Avg: 189.39 / Max: 189.94 Min: 203.19 / Avg: 203.39 / Max: 203.73 Min: 272.43 / Avg: 272.89 / Max: 273.61 Min: 288.45 / Avg: 289.19 / Max: 290.62 Min: 65.13 / Avg: 65.18 / Max: 65.29 Min: 68.67 / Avg: 68.69 / Max: 68.71 Min: 120.22 / Avg: 120.44 / Max: 120.79 Min: 137.41 / Avg: 137.62 / Max: 137.78 Min: 120.05 / Avg: 120.11 / Max: 120.19
OpenBenchmarking.org Examples Per Second Per Watt, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.2903 0.5806 0.8709 1.1612 1.4515 0.65 0.79 0.89 0.79 0.82 0.90 1.03 1.08 1.28 1.29 0.40 0.37 0.64 0.64
OpenBenchmarking.org Celsius, Fewer Is Better PlaidML GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 52 / Avg: 58.35 / Max: 62 Min: 56 / Avg: 62.15 / Max: 66 Min: 43 / Avg: 47.69 / Max: 50 Min: 59 / Avg: 64.36 / Max: 68 Min: 61 / Avg: 65.7 / Max: 70 Min: 46 / Avg: 55.73 / Max: 61 Min: 47 / Avg: 54.45 / Max: 60 Min: 56 / Avg: 63.5 / Max: 70 Min: 49 / Avg: 54.38 / Max: 59 Min: 50 / Avg: 55.25 / Max: 61 Min: 35 / Avg: 47.27 / Max: 53 Min: 43 / Avg: 54.21 / Max: 59 Min: 51 / Avg: 59.53 / Max: 66 Min: 50 / Avg: 60.38 / Max: 68
OpenBenchmarking.org Watts, Fewer Is Better PlaidML System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 72.7 / Avg: 144.61 / Max: 170.9 Min: 43.1 / Avg: 162.78 / Max: 197.9 Min: 47.9 / Avg: 146.58 / Max: 171.7 Min: 45.1 / Avg: 180.6 / Max: 225 Min: 127.7 / Avg: 231.45 / Max: 296.9 Min: 44 / Avg: 167.51 / Max: 215.1 Min: 68.7 / Avg: 183.65 / Max: 245.5 Min: 50.9 / Avg: 188.45 / Max: 269.3 Min: 47.6 / Avg: 212.98 / Max: 331.1 Min: 55.4 / Avg: 223.68 / Max: 345.8 Min: 73 / Avg: 163.55 / Max: 194.8 Min: 86.9 / Avg: 184.98 / Max: 216.4 Min: 78.5 / Avg: 188.36 / Max: 262.2 Min: 52.7 / Avg: 216.48 / Max: 338.1
Darktable Darktable is an open-source photography / workflow application this will use any system-installed Darktable program or on Windows will automatically download the pre-built binary from the project. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Boat - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 4 8 12 16 20 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 3.66 2.89 2.93 2.72 2.26 2.22 1.93 1.92 1.64 1.64 13.54 13.96 13.47 13.72 Result Confidence
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Boat - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 4 8 12 16 20 Min: 3.65 / Avg: 3.66 / Max: 3.67 Min: 2.88 / Avg: 2.89 / Max: 2.89 Min: 2.92 / Avg: 2.93 / Max: 2.94 Min: 2.71 / Avg: 2.72 / Max: 2.73 Min: 2.25 / Avg: 2.26 / Max: 2.27 Min: 2.22 / Avg: 2.22 / Max: 2.23 Min: 1.92 / Avg: 1.93 / Max: 1.94 Min: 1.92 / Avg: 1.92 / Max: 1.93 Min: 1.64 / Avg: 1.64 / Max: 1.65 Min: 1.63 / Avg: 1.64 / Max: 1.64 Min: 13.52 / Avg: 13.54 / Max: 13.55 Min: 13.94 / Avg: 13.96 / Max: 13.99 Min: 13.45 / Avg: 13.47 / Max: 13.5 Min: 13.7 / Avg: 13.72 / Max: 13.74
Result
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Masskrug - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 1.2263 2.4526 3.6789 4.9052 6.1315 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 4.17 3.92 4.01 3.97 3.87 3.82 3.68 3.78 3.69 3.69 5.30 5.45 5.28 5.32 Result Confidence
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Masskrug - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 2 4 6 8 10 Min: 4.16 / Avg: 4.17 / Max: 4.19 Min: 3.91 / Avg: 3.92 / Max: 3.93 Min: 3.99 / Avg: 4.01 / Max: 4.03 Min: 3.97 / Avg: 3.97 / Max: 3.98 Min: 3.85 / Avg: 3.87 / Max: 3.89 Min: 3.81 / Avg: 3.82 / Max: 3.84 Min: 3.65 / Avg: 3.68 / Max: 3.7 Min: 3.78 / Avg: 3.78 / Max: 3.79 Min: 3.66 / Avg: 3.69 / Max: 3.7 Min: 3.67 / Avg: 3.69 / Max: 3.7 Min: 5.3 / Avg: 5.3 / Max: 5.32 Min: 5.43 / Avg: 5.45 / Max: 5.47 Min: 5.27 / Avg: 5.28 / Max: 5.28 Min: 5.3 / Avg: 5.32 / Max: 5.33
Result
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Room - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.963 1.926 2.889 3.852 4.815 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 1.31 1.10 1.16 1.10 1.03 0.82 0.75 0.81 0.75 0.74 4.18 4.28 4.18 4.21 Result Confidence
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Room - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 2 4 6 8 10 Min: 1.3 / Avg: 1.31 / Max: 1.31 Min: 1.1 / Avg: 1.1 / Max: 1.1 Min: 1.15 / Avg: 1.16 / Max: 1.16 Min: 1.1 / Avg: 1.1 / Max: 1.11 Min: 1.01 / Avg: 1.03 / Max: 1.06 Min: 0.82 / Avg: 0.82 / Max: 0.82 Min: 0.75 / Avg: 0.75 / Max: 0.75 Min: 0.81 / Avg: 0.81 / Max: 0.81 Min: 0.74 / Avg: 0.75 / Max: 0.75 Min: 0.73 / Avg: 0.74 / Max: 0.75 Min: 4.17 / Avg: 4.18 / Max: 4.2 Min: 4.27 / Avg: 4.28 / Max: 4.28 Min: 4.18 / Avg: 4.18 / Max: 4.19 Min: 4.2 / Avg: 4.21 / Max: 4.23
Result
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Rack - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 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 0.13 0.12 0.13 0.13 0.12 0.11 0.10 0.11 0.10 0.10 0.17 0.17 0.17 0.17 Result Confidence
OpenBenchmarking.org Seconds, Fewer Is Better Darktable 2.4.4 Test: Server Rack - Acceleration: OpenCL GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 1 2 3 4 5 Min: 0.13 / Avg: 0.13 / Max: 0.13 Min: 0.12 / Avg: 0.12 / Max: 0.13 Min: 0.13 / Avg: 0.13 / Max: 0.13 Min: 0.12 / Avg: 0.13 / Max: 0.13 Min: 0.12 / Avg: 0.12 / Max: 0.12 Min: 0.11 / Avg: 0.11 / Max: 0.11 Min: 0.1 / Avg: 0.1 / Max: 0.11 Min: 0.11 / Avg: 0.11 / Max: 0.11 Min: 0.1 / Avg: 0.1 / Max: 0.11 Min: 0.1 / Avg: 0.1 / Max: 0.11 Min: 0.17 / Avg: 0.17 / Max: 0.17 Min: 0.17 / Avg: 0.17 / Max: 0.18 Min: 0.17 / Avg: 0.17 / Max: 0.17 Min: 0.17 / Avg: 0.17 / Max: 0.17
LuxMark LuxMark is a multi-platform OpenGL benchmark using LuxRender. LuxMark supports targeting different OpenCL devices and has multiple scenes available for rendering. LuxMark is a fully open-source OpenCL program with real-world rendering examples. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 10K 20K 30K 40K 50K SE +/- 46.58, N = 3 SE +/- 1.33, N = 3 SE +/- 14.90, N = 3 SE +/- 42.00, N = 3 SE +/- 8.33, N = 3 SE +/- 31.58, N = 3 SE +/- 107.00, N = 3 SE +/- 25.12, N = 3 SE +/- 155.67, N = 3 SE +/- 103.04, N = 3 SE +/- 17.84, N = 3 SE +/- 74.83, N = 3 SE +/- 65.67, N = 3 SE +/- 583.87, N = 3 SE +/- 124.42, N = 3 12256 17287 16776 13803 21682 21356 29532 29146 42787 46022 15271 17221 31079 32565 28140 Result Confidence
OpenBenchmarking.org Score, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 8K 16K 24K 32K 40K Min: 12182 / Avg: 12256 / Max: 12342 Min: 17286 / Avg: 17287.33 / Max: 17290 Min: 16759 / Avg: 16776.33 / Max: 16806 Min: 13761 / Avg: 13803 / Max: 13887 Min: 21674 / Avg: 21682.33 / Max: 21699 Min: 21297 / Avg: 21356 / Max: 21405 Min: 29424 / Avg: 29532 / Max: 29746 Min: 29102 / Avg: 29145.67 / Max: 29189 Min: 42607 / Avg: 42787 / Max: 43097 Min: 45879 / Avg: 46022 / Max: 46222 Min: 15253 / Avg: 15271.33 / Max: 15307 Min: 17071 / Avg: 17220.67 / Max: 17296 Min: 30948 / Avg: 31079.33 / Max: 31145 Min: 31844 / Avg: 32565 / Max: 33721 Min: 27960 / Avg: 28140.33 / Max: 28379
OpenBenchmarking.org Score Per Watt, More Is Better LuxMark 3.1 OpenCL Device: GPU - Scene: Luxball HDR GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 85.53 98.48 114.16 79.42 89.34 110.80 131.09 123.99 133.42 137.54 80.53 78.90 120.58 98.89
OpenBenchmarking.org Celsius, Fewer Is Better LuxMark 3.1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 16 32 48 64 80 Min: 43 / Avg: 58.4 / Max: 61 Min: 54 / Avg: 67.07 / Max: 70 Min: 41 / Avg: 48.91 / Max: 51 Min: 49 / Avg: 64.55 / Max: 67 Min: 56 / Avg: 72.55 / Max: 75 Min: 49 / Avg: 63.65 / Max: 67 Min: 47 / Avg: 67.5 / Max: 72 Min: 48 / Avg: 75.04 / Max: 79 Min: 49 / Avg: 69.88 / Max: 74 Min: 44 / Avg: 71.96 / Max: 78 Min: 29 / Avg: 55.16 / Max: 60 Min: 44 / Avg: 65.27 / Max: 73 Min: 44 / Avg: 69.66 / Max: 74 Min: 43 / Avg: 79.26 / Max: 86
OpenBenchmarking.org Watts, Fewer Is Better LuxMark 3.1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 111.3 / Avg: 143.3 / Max: 145.4 Min: 82.6 / Avg: 175.54 / Max: 179.2 Min: 47.6 / Avg: 146.95 / Max: 149.7 Min: 89.3 / Avg: 173.79 / Max: 175.8 Min: 161.6 / Avg: 242.69 / Max: 248.1 Min: 44 / Avg: 192.74 / Max: 197.4 Min: 46 / Avg: 225.28 / Max: 233.2 Min: 48.9 / Avg: 235.08 / Max: 244.1 Min: 47.7 / Avg: 320.7 / Max: 332 Min: 50.6 / Avg: 334.61 / Max: 351.7 Min: 71.5 / Avg: 189.63 / Max: 196.7 Min: 82.1 / Avg: 218.27 / Max: 228.9 Min: 60.2 / Avg: 257.74 / Max: 269.1 Min: 49.5 / Avg: 329.31 / Max: 338.6
cl-mem A basic OpenCL memory benchmark. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 120 240 360 480 600 SE +/- 0.17, N = 3 SE +/- 0.09, N = 3 SE +/- 0.27, N = 3 SE +/- 0.18, N = 3 SE +/- 0.52, N = 3 SE +/- 0.15, N = 3 SE +/- 1.98, N = 3 SE +/- 1.81, N = 3 SE +/- 0.50, N = 3 SE +/- 0.38, N = 3 SE +/- 0.15, N = 3 SE +/- 0.58, N = 3 SE +/- 0.06, N = 3 SE +/- 0.18, N = 3 SE +/- 0.54, N = 3 153 205 205 229 337 296 392 392 544 565 162 178 151 159 340 1. (CC) gcc options: -O2 -flto -lOpenCL Result Confidence
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 100 200 300 400 500 Min: 152.5 / Avg: 152.67 / Max: 153 Min: 205.1 / Avg: 205.27 / Max: 205.4 Min: 204.2 / Avg: 204.73 / Max: 205.1 Min: 228.6 / Avg: 228.93 / Max: 229.2 Min: 336.4 / Avg: 337.37 / Max: 338.2 Min: 296.1 / Avg: 296.3 / Max: 296.6 Min: 388.2 / Avg: 392.1 / Max: 394.6 Min: 388.5 / Avg: 391.87 / Max: 394.7 Min: 543.5 / Avg: 544 / Max: 545 Min: 565 / Avg: 565.43 / Max: 566.2 Min: 161.5 / Avg: 161.77 / Max: 162 Min: 177.2 / Avg: 177.83 / Max: 179 Min: 150.9 / Avg: 151 / Max: 151.1 Min: 158.7 / Avg: 159.03 / Max: 159.3 Min: 339.4 / Avg: 340.47 / Max: 341.1 1. (CC) gcc options: -O2 -flto -lOpenCL
OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Read GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.8145 1.629 2.4435 3.258 4.0725 1.33 1.59 1.69 1.54 2.09 2.34 2.69 2.65 3.62 1.12 1.01 0.99 0.75
OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 14 28 42 56 70 Min: 54 / Avg: 55.88 / Max: 57 Min: 64 / Avg: 64.8 / Max: 66 Min: 47 / Avg: 47 / Max: 47 Min: 63 / Avg: 64.17 / Max: 65 Min: 68 / Avg: 68.33 / Max: 69 Min: 56 / Avg: 58.5 / Max: 60 Min: 60 / Avg: 62 / Max: 63 Min: 67 / Avg: 68.67 / Max: 70 Min: 66 / Avg: 67 / Max: 68 Min: 66 / Avg: 68.33 / Max: 70 Min: 47 / Avg: 52 / Max: 53 Min: 59 / Avg: 64 / Max: 66 Min: 64 / Avg: 66 / Max: 68 Min: 61 / Avg: 66.4 / Max: 69
OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 55.5 / Avg: 114.96 / Max: 125.8 Min: 46.7 / Avg: 129.34 / Max: 151 Min: 49 / Avg: 121.24 / Max: 139.8 Min: 102.3 / Avg: 149.02 / Max: 162.5 Min: 52.6 / Avg: 161.7 / Max: 217.6 Min: 45.9 / Avg: 126.65 / Max: 159.6 Min: 48.6 / Avg: 145.97 / Max: 196.3 Min: 50.4 / Avg: 148 / Max: 197.9 Min: 57.7 / Avg: 161.45 / Max: 265.2 Min: 55.2 / Avg: 156.17 / Max: 266.5 Min: 73.5 / Avg: 144 / Max: 170.7 Min: 82 / Avg: 176.16 / Max: 207.2 Min: 50.8 / Avg: 153.05 / Max: 254.1 Min: 55.2 / Avg: 211.77 / Max: 297.7
Result
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 110 220 330 440 550 SE +/- 0.19, N = 3 SE +/- 0.07, N = 3 SE +/- 0.30, N = 3 SE +/- 0.09, N = 3 SE +/- 0.09, N = 3 SE +/- 0.95, N = 3 SE +/- 0.59, N = 3 SE +/- 0.73, N = 3 SE +/- 1.92, N = 3 SE +/- 2.45, N = 3 SE +/- 0.33, N = 3 SE +/- 0.10, N = 3 SE +/- 0.32, N = 3 SE +/- 11.23, N = 3 SE +/- 0.27, N = 3 139 192 190 216 336 245 313 323 439 489 179 185 305 356 325 1. (CC) gcc options: -O2 -flto -lOpenCL Result Confidence
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 90 180 270 360 450 Min: 138.9 / Avg: 139.13 / Max: 139.5 Min: 191.6 / Avg: 191.67 / Max: 191.8 Min: 189.2 / Avg: 189.63 / Max: 190.2 Min: 216 / Avg: 216.17 / Max: 216.3 Min: 335.5 / Avg: 335.67 / Max: 335.8 Min: 243.5 / Avg: 245.37 / Max: 246.6 Min: 312.5 / Avg: 313.4 / Max: 314.5 Min: 321.7 / Avg: 322.67 / Max: 324.1 Min: 435.5 / Avg: 439.33 / Max: 441.3 Min: 483.6 / Avg: 488.5 / Max: 491.1 Min: 178 / Avg: 178.63 / Max: 179.1 Min: 184.5 / Avg: 184.7 / Max: 184.8 Min: 304 / Avg: 304.63 / Max: 305 Min: 342.6 / Avg: 355.53 / Max: 377.9 Min: 324.1 / Avg: 324.63 / Max: 325 1. (CC) gcc options: -O2 -flto -lOpenCL
OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Write GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 0.6368 1.2736 1.9104 2.5472 3.184 1.42 1.40 1.52 1.53 1.54 1.87 2.25 2.50 2.83 2.57 1.21 1.15 1.33 1.86
OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 53 / Avg: 53 / Max: 53 Min: 60 / Avg: 60.6 / Max: 61 Min: 43 / Avg: 44.83 / Max: 46 Min: 60 / Avg: 60.2 / Max: 61 Min: 64 / Avg: 64 / Max: 64 Min: 55 / Avg: 56 / Max: 57 Min: 54 / Avg: 55.33 / Max: 56 Min: 61 / Avg: 63.75 / Max: 65 Min: 61 / Avg: 62 / Max: 63 Min: 59 / Avg: 63 / Max: 65 Min: 49 / Avg: 49.6 / Max: 50 Min: 56 / Avg: 59.5 / Max: 62 Min: 51 / Avg: 58.6 / Max: 62 Min: 59 / Avg: 62.4 / Max: 65
OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 43.4 / Avg: 98.27 / Max: 126.2 Min: 84.4 / Avg: 137.36 / Max: 151.6 Min: 50 / Avg: 124.63 / Max: 140.5 Min: 92.2 / Avg: 141.24 / Max: 162.2 Min: 216.4 / Avg: 217.73 / Max: 218.8 Min: 44.2 / Avg: 131.53 / Max: 164.4 Min: 46.9 / Avg: 139.57 / Max: 185.9 Min: 98.5 / Avg: 128.93 / Max: 169.3 Min: 51 / Avg: 155.07 / Max: 243.7 Min: 55 / Avg: 190.13 / Max: 258.3 Min: 73 / Avg: 147.4 / Max: 169 Min: 78.7 / Avg: 161.08 / Max: 200.6 Min: 207.8 / Avg: 229.9 / Max: 252.1 Min: 52.5 / Avg: 191.32 / Max: 275.7
Result
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 100 200 300 400 500 SE +/- 0.15, N = 3 SE +/- 0.07, N = 3 SE +/- 0.29, N = 3 SE +/- 0.06, N = 3 SE +/- 0.17, N = 3 SE +/- 0.18, N = 3 SE +/- 0.18, N = 3 SE +/- 0.35, N = 3 SE +/- 0.23, N = 3 SE +/- 0.64, N = 3 SE +/- 0.00, N = 3 SE +/- 0.03, N = 3 SE +/- 0.20, N = 3 SE +/- 0.06, N = 3 SE +/- 0.12, N = 3 138 187 187 209 317 247 330 327 454 483 184 193 204 222 309 1. (CC) gcc options: -O2 -flto -lOpenCL Result Confidence
OpenBenchmarking.org GB/s, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 90 180 270 360 450 Min: 138.2 / Avg: 138.4 / Max: 138.7 Min: 186.8 / Avg: 186.87 / Max: 187 Min: 186.7 / Avg: 187.23 / Max: 187.7 Min: 209.3 / Avg: 209.4 / Max: 209.5 Min: 317.3 / Avg: 317.47 / Max: 317.8 Min: 246.4 / Avg: 246.67 / Max: 247 Min: 330.1 / Avg: 330.37 / Max: 330.7 Min: 326.3 / Avg: 326.7 / Max: 327.4 Min: 453.3 / Avg: 453.7 / Max: 454.1 Min: 481.7 / Avg: 482.77 / Max: 483.9 Min: 184.2 / Avg: 184.2 / Max: 184.2 Min: 192.6 / Avg: 192.63 / Max: 192.7 Min: 203.5 / Avg: 203.9 / Max: 204.1 Min: 221.4 / Avg: 221.5 / Max: 221.6 Min: 309.2 / Avg: 309.43 / Max: 309.6 1. (CC) gcc options: -O2 -flto -lOpenCL
OpenBenchmarking.org GB/s Per Watt, More Is Better cl-mem 2017-01-13 Benchmark: Copy GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2080 RX 580 RX 590 RX Vega 56 RX Vega 64 0.5198 1.0396 1.5594 2.0792 2.599 1.28 1.41 1.65 1.76 2.27 2.22 2.31 1.30 0.97 1.00 1.12
OpenBenchmarking.org Celsius, Fewer Is Better cl-mem 2017-01-13 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 12 24 36 48 60 Min: 48 / Avg: 51.14 / Max: 52 Min: 55 / Avg: 57.17 / Max: 58 Min: 43 / Avg: 44 / Max: 45 Min: 56 / Avg: 57 / Max: 58 Min: 60 / Avg: 60.67 / Max: 61 Min: 49 / Avg: 54 / Max: 56 Min: 50 / Avg: 53.67 / Max: 56 Min: 62 / Avg: 62 / Max: 62 Min: 56 / Avg: 58.33 / Max: 61 Min: 60 / Avg: 61 / Max: 62 Min: 41 / Avg: 46.8 / Max: 49 Min: 53 / Avg: 55.5 / Max: 57 Min: 48 / Avg: 55.2 / Max: 60 Min: 58 / Avg: 59.8 / Max: 62
OpenBenchmarking.org Watts, Fewer Is Better cl-mem 2017-01-13 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 57.7 / Avg: 108.33 / Max: 126.1 Min: 64.6 / Avg: 132.44 / Max: 150.8 Min: 49.3 / Avg: 113.36 / Max: 139.4 Min: 43.2 / Avg: 119.3 / Max: 162.2 Min: 49.6 / Avg: 139.67 / Max: 192.8 Min: 43.7 / Avg: 111.03 / Max: 156.9 Min: 115.9 / Avg: 150.6 / Max: 185.3 Min: 52.6 / Avg: 141.73 / Max: 186.7 Min: 136 / Avg: 198.3 / Max: 260.6 Min: 54.7 / Avg: 99.5 / Max: 144.3 Min: 73.1 / Avg: 141.22 / Max: 169.4 Min: 194.4 / Avg: 199.58 / Max: 203.7 Min: 49.6 / Avg: 203.34 / Max: 252.9 Min: 51.9 / Avg: 197.96 / Max: 328.9
clpeak Result
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Global Memory Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 110 220 330 440 550 SE +/- 0.95, N = 3 SE +/- 0.02, N = 3 SE +/- 0.22, N = 3 SE +/- 0.05, N = 3 SE +/- 0.68, N = 3 SE +/- 0.19, N = 3 SE +/- 2.69, N = 3 SE +/- 0.37, N = 3 SE +/- 0.48, N = 3 SE +/- 1.70, N = 3 SE +/- 1.46, N = 3 SE +/- 1.82, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 SE +/- 0.34, N = 3 145 196 197 222 329 276 365 368 505 525 206 217 317 362 318 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Global Memory Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 90 180 270 360 450 Min: 143.59 / Avg: 145.49 / Max: 146.46 Min: 196.27 / Avg: 196.3 / Max: 196.32 Min: 196.62 / Avg: 197.05 / Max: 197.27 Min: 221.94 / Avg: 222.03 / Max: 222.08 Min: 328.16 / Avg: 329.02 / Max: 330.37 Min: 275.65 / Avg: 275.99 / Max: 276.3 Min: 359.25 / Avg: 364.64 / Max: 367.34 Min: 367.26 / Avg: 367.64 / Max: 368.37 Min: 504.5 / Avg: 505.01 / Max: 505.96 Min: 522.05 / Avg: 525.42 / Max: 527.52 Min: 202.81 / Avg: 205.73 / Max: 207.19 Min: 213 / Avg: 216.65 / Max: 218.52 Min: 317.46 / Avg: 317.48 / Max: 317.5 Min: 362.15 / Avg: 362.21 / Max: 362.3 Min: 317.25 / Avg: 317.77 / Max: 318.42 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Single-Precision Float GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 4K 8K 12K 16K 20K SE +/- 3.56, N = 3 SE +/- 393.27, N = 3 SE +/- 14.43, N = 3 SE +/- 396.02, N = 3 SE +/- 782.31, N = 3 SE +/- 657.16, N = 3 SE +/- 495.99, N = 3 SE +/- 732.21, N = 3 SE +/- 1065.18, N = 3 SE +/- 688.69, N = 3 SE +/- 1.21, N = 3 SE +/- 15.75, N = 3 SE +/- 38.50, N = 3 SE +/- 41.13, N = 3 SE +/- 10.63, N = 3 4239 5878 6776 7934 10853 6630 7968 10270 15352 16386 6202 7069 10357 12469 10591 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Single-Precision Float GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 3K 6K 9K 12K 15K Min: 4232.57 / Avg: 4239.17 / Max: 4244.77 Min: 5091.74 / Avg: 5878.26 / Max: 6276.36 Min: 6747.48 / Avg: 6776.31 / Max: 6791.94 Min: 7141.47 / Avg: 7933.51 / Max: 8329.77 Min: 9288.09 / Avg: 10852.7 / Max: 11635.67 Min: 5316.4 / Avg: 6630.38 / Max: 7313.07 Min: 6980.09 / Avg: 7968.07 / Max: 8539.2 Min: 8806.31 / Avg: 10270.06 / Max: 11040.34 Min: 13222.02 / Avg: 15351.89 / Max: 16456.4 Min: 15021.53 / Avg: 16386.43 / Max: 17229.12 Min: 6199.68 / Avg: 6202.09 / Max: 6203.44 Min: 7037.61 / Avg: 7069.08 / Max: 7085.99 Min: 10285.65 / Avg: 10356.52 / Max: 10418.04 Min: 12403.34 / Avg: 12468.7 / Max: 12544.63 Min: 10572.99 / Avg: 10591.26 / Max: 10609.82 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Double-Precision Double GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 200 400 600 800 1000 SE +/- 0.05, N = 3 SE +/- 0.26, N = 3 SE +/- 0.24, N = 3 SE +/- 0.02, N = 3 SE +/- 0.14, N = 3 SE +/- 0.60, N = 3 SE +/- 0.72, N = 3 SE +/- 0.98, N = 3 SE +/- 1.25, N = 3 SE +/- 1.29, N = 3 SE +/- 0.01, N = 3 SE +/- 0.21, N = 3 SE +/- 1.26, N = 3 SE +/- 1.09, N = 3 SE +/- 1.18, N = 3 151 224 242 297 415 231 266 343 519 540 392 436 698 833 689 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GFLOPS, More Is Better clpeak OpenCL Test: Double-Precision Double GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 150 300 450 600 750 Min: 150.56 / Avg: 150.64 / Max: 150.74 Min: 223.25 / Avg: 223.76 / Max: 224.03 Min: 241.36 / Avg: 241.64 / Max: 242.12 Min: 297.37 / Avg: 297.4 / Max: 297.42 Min: 414.58 / Avg: 414.85 / Max: 415.04 Min: 229.66 / Avg: 230.86 / Max: 231.47 Min: 265.58 / Avg: 266.33 / Max: 267.77 Min: 341.37 / Avg: 342.53 / Max: 344.48 Min: 516.26 / Avg: 518.58 / Max: 520.56 Min: 537.59 / Avg: 539.61 / Max: 542.01 Min: 391.89 / Avg: 391.92 / Max: 391.93 Min: 435.72 / Avg: 435.98 / Max: 436.39 Min: 696.74 / Avg: 698.3 / Max: 700.8 Min: 831.3 / Avg: 832.76 / Max: 834.89 Min: 686.8 / Avg: 688.94 / Max: 690.85 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org GIOPS, More Is Better clpeak OpenCL Test: Integer Compute INT GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 3K 6K 9K 12K 15K SE +/- 38.63, N = 3 SE +/- 21.00, N = 3 SE +/- 6.17, N = 3 SE +/- 25.25, N = 3 SE +/- 76.28, N = 3 SE +/- 444.77, N = 3 SE +/- 498.12, N = 3 SE +/- 679.58, N = 3 SE +/- 517.75, N = 3 SE +/- 1004.15, N = 3 SE +/- 0.02, N = 3 SE +/- 6.53, N = 3 SE +/- 1.32, N = 3 SE +/- 3.01, N = 3 SE +/- 5.46, N = 3 1252 1681 2068 2398 3263 6705 7780 9952 14906 14848 1252 1416 1997 2479 1961 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GIOPS, More Is Better clpeak OpenCL Test: Integer Compute INT GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 3K 6K 9K 12K 15K Min: 1174.97 / Avg: 1252.22 / Max: 1291.03 Min: 1641.76 / Avg: 1680.93 / Max: 1713.66 Min: 2055.54 / Avg: 2067.8 / Max: 2075.12 Min: 2351.95 / Avg: 2398.48 / Max: 2438.72 Min: 3114.34 / Avg: 3263.29 / Max: 3366.29 Min: 5815.24 / Avg: 6704.55 / Max: 7166.29 Min: 6785.83 / Avg: 7780.45 / Max: 8326.84 Min: 8593.77 / Avg: 9951.71 / Max: 10680.62 Min: 13870.49 / Avg: 14905.92 / Max: 15434.02 Min: 12874.24 / Avg: 14847.83 / Max: 16156.55 Min: 1252.42 / Avg: 1252.46 / Max: 1252.48 Min: 1402.56 / Avg: 1415.62 / Max: 1422.18 Min: 1994.83 / Avg: 1997.21 / Max: 1999.4 Min: 2473.36 / Avg: 2479 / Max: 2483.66 Min: 1952.21 / Avg: 1961.08 / Max: 1971.03 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 10 20 30 40 50 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.03, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.22, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.42, N = 3 12.54 12.60 12.55 12.59 12.57 12.60 12.48 12.52 12.59 12.58 44.97 44.19 44.97 44.31 37.97 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 9 18 27 36 45 Min: 12.47 / Avg: 12.54 / Max: 12.6 Min: 12.54 / Avg: 12.6 / Max: 12.63 Min: 12.54 / Avg: 12.55 / Max: 12.56 Min: 12.57 / Avg: 12.59 / Max: 12.61 Min: 12.55 / Avg: 12.57 / Max: 12.58 Min: 12.59 / Avg: 12.6 / Max: 12.61 Min: 12.45 / Avg: 12.48 / Max: 12.49 Min: 12.47 / Avg: 12.52 / Max: 12.55 Min: 12.58 / Avg: 12.59 / Max: 12.61 Min: 12.55 / Avg: 12.58 / Max: 12.6 Min: 44.95 / Avg: 44.97 / Max: 44.98 Min: 43.76 / Avg: 44.19 / Max: 44.5 Min: 44.95 / Avg: 44.97 / Max: 44.99 Min: 44.3 / Avg: 44.31 / Max: 44.32 Min: 37.19 / Avg: 37.97 / Max: 38.63 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 4 8 12 16 20 SE +/- 0.09, N = 3 SE +/- 0.01, N = 3 SE +/- 0.05, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.03, N = 3 SE +/- 0.04, N = 3 SE +/- 0.09, N = 3 SE +/- 0.01, N = 3 SE +/- 0.06, N = 3 SE +/- 0.33, N = 3 SE +/- 0.08, N = 3 SE +/- 0.08, N = 3 SE +/- 0.02, N = 3 SE +/- 0.13, N = 3 11.15 11.33 11.15 11.34 11.29 11.29 11.25 11.13 11.29 11.16 15.84 15.92 16.63 16.22 15.79 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org GBPS, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 4 8 12 16 20 Min: 11.01 / Avg: 11.15 / Max: 11.31 Min: 11.32 / Avg: 11.33 / Max: 11.34 Min: 11.06 / Avg: 11.15 / Max: 11.24 Min: 11.29 / Avg: 11.34 / Max: 11.37 Min: 11.27 / Avg: 11.29 / Max: 11.31 Min: 11.24 / Avg: 11.29 / Max: 11.34 Min: 11.18 / Avg: 11.25 / Max: 11.32 Min: 11.03 / Avg: 11.13 / Max: 11.31 Min: 11.27 / Avg: 11.29 / Max: 11.31 Min: 11.04 / Avg: 11.16 / Max: 11.24 Min: 15.44 / Avg: 15.84 / Max: 16.5 Min: 15.75 / Avg: 15.92 / Max: 16 Min: 16.48 / Avg: 16.63 / Max: 16.72 Min: 16.19 / Avg: 16.22 / Max: 16.24 Min: 15.56 / Avg: 15.79 / Max: 15.99 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
Result
OpenBenchmarking.org us, Fewer Is Better clpeak OpenCL Test: Kernel Latency GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 8 16 24 32 40 SE +/- 0.06, N = 3 SE +/- 0.05, N = 3 SE +/- 0.14, N = 3 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 SE +/- 0.07, N = 3 SE +/- 0.00, N = 3 SE +/- 0.04, N = 3 SE +/- 0.03, N = 3 SE +/- 0.10, N = 3 SE +/- 0.04, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.24, N = 3 3.78 3.64 3.92 3.77 3.99 3.65 3.64 3.65 3.83 3.85 4.97 4.69 7.01 6.96 33.79 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL Result Confidence
OpenBenchmarking.org us, Fewer Is Better clpeak OpenCL Test: Kernel Latency GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 7 14 21 28 35 Min: 3.72 / Avg: 3.78 / Max: 3.9 Min: 3.56 / Avg: 3.64 / Max: 3.72 Min: 3.75 / Avg: 3.92 / Max: 4.2 Min: 3.71 / Avg: 3.77 / Max: 3.8 Min: 3.94 / Avg: 3.99 / Max: 4.05 Min: 3.52 / Avg: 3.65 / Max: 3.74 Min: 3.64 / Avg: 3.64 / Max: 3.64 Min: 3.58 / Avg: 3.65 / Max: 3.72 Min: 3.77 / Avg: 3.83 / Max: 3.88 Min: 3.66 / Avg: 3.85 / Max: 3.99 Min: 4.89 / Avg: 4.97 / Max: 5.03 Min: 4.68 / Avg: 4.69 / Max: 4.69 Min: 6.96 / Avg: 7.01 / Max: 7.04 Min: 6.94 / Avg: 6.96 / Max: 6.98 Min: 33.31 / Avg: 33.79 / Max: 34.05 1. (CXX) g++ options: -O3 -rdynamic -lOpenCL
SHOC Scalable HeterOgeneous Computing The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 300 600 900 1200 1500 SE +/- 1.03, N = 3 SE +/- 0.82, N = 3 SE +/- 0.80, N = 3 SE +/- 0.28, N = 3 SE +/- 1.91, N = 3 SE +/- 0.24, N = 3 SE +/- 1.24, N = 3 SE +/- 2.94, N = 3 SE +/- 1.02, N = 3 SE +/- 3.52, N = 3 SE +/- 1.47, N = 3 SE +/- 1.57, N = 3 SE +/- 0.86, N = 3 SE +/- 0.60, N = 3 SE +/- 1.03, N = 3 411 447 433 527 596 1024 1077 1121 1173 1158 211 241 355 425 369 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi Result Confidence
OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 200 400 600 800 1000 Min: 410.11 / Avg: 411.15 / Max: 413.22 Min: 445.5 / Avg: 447.09 / Max: 448.19 Min: 431.53 / Avg: 433.09 / Max: 434.17 Min: 526.71 / Avg: 527.14 / Max: 527.67 Min: 592.44 / Avg: 596.16 / Max: 598.8 Min: 1023.47 / Avg: 1023.82 / Max: 1024.27 Min: 1074.61 / Avg: 1076.98 / Max: 1078.78 Min: 1115.71 / Avg: 1121.4 / Max: 1125.5 Min: 1171.44 / Avg: 1172.57 / Max: 1174.6 Min: 1151.93 / Avg: 1158.19 / Max: 1164.11 Min: 209.56 / Avg: 211.18 / Max: 214.11 Min: 238.01 / Avg: 241.06 / Max: 243.2 Min: 353.7 / Avg: 355.4 / Max: 356.46 Min: 424.21 / Avg: 424.95 / Max: 426.14 Min: 366.85 / Avg: 368.89 / Max: 370.15 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
OpenBenchmarking.org GB/s Per Watt, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 2 4 6 8 10 3.90 3.42 3.54 3.91 3.30 6.43 6.88 5.97 4.98 4.73 1.61 1.50 2.04 1.86
OpenBenchmarking.org Celsius, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 13 26 39 52 65 Min: 46 / Avg: 48.5 / Max: 49 Min: 57 / Avg: 57.33 / Max: 58 Min: 42 / Avg: 42.6 / Max: 43 Min: 54 / Avg: 55.54 / Max: 57 Min: 56 / Avg: 59.67 / Max: 61 Min: 48 / Avg: 54.5 / Max: 56 Min: 52 / Avg: 54.2 / Max: 56 Min: 57 / Avg: 63.86 / Max: 67 Min: 59 / Avg: 62 / Max: 65 Min: 55 / Avg: 63.4 / Max: 66 Min: 31 / Avg: 41.38 / Max: 45 Min: 35 / Avg: 43.11 / Max: 47 Min: 38 / Avg: 46.29 / Max: 52 Min: 49 / Avg: 59.89 / Max: 65
OpenBenchmarking.org Watts, Fewer Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 42.1 / Avg: 105.4 / Max: 135.1 Min: 43.3 / Avg: 130.75 / Max: 158.9 Min: 48.4 / Avg: 122.39 / Max: 144.2 Min: 43.4 / Avg: 134.92 / Max: 163.8 Min: 53.7 / Avg: 180.42 / Max: 218.2 Min: 148.5 / Avg: 159.28 / Max: 177.5 Min: 52.2 / Avg: 156.43 / Max: 195 Min: 169.9 / Avg: 187.73 / Max: 213.5 Min: 49 / Avg: 235.34 / Max: 283.1 Min: 49.4 / Avg: 244.67 / Max: 287.4 Min: 69.1 / Avg: 131.16 / Max: 160.2 Min: 78.3 / Avg: 160.59 / Max: 187.1 Min: 47.3 / Avg: 173.9 / Max: 235.2 Min: 49.7 / Avg: 228.87 / Max: 263.7
Result
OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 300 600 900 1200 1500 SE +/- 2.45, N = 3 SE +/- 8.74, N = 3 SE +/- 1.30, N = 3 SE +/- 1.43, N = 3 SE +/- 2.56, N = 3 SE +/- 10.50, N = 3 SE +/- 46.80, N = 3 SE +/- 6.71, N = 3 SE +/- 11.70, N = 3 SE +/- 2.67, N = 3 SE +/- 0.36, N = 3 SE +/- 1.04, N = 3 SE +/- 1.97, N = 3 SE +/- 0.34, N = 3 SE +/- 2.55, N = 3 297 453 501 575 972 803 988 1083 1445 1553 547 570 927 922 895 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi Result Confidence
OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 300 600 900 1200 1500 Min: 291.88 / Avg: 296.79 / Max: 299.31 Min: 443.6 / Avg: 453.16 / Max: 470.62 Min: 498.13 / Avg: 500.59 / Max: 502.57 Min: 572.34 / Avg: 574.51 / Max: 577.21 Min: 968.63 / Avg: 972.1 / Max: 977.1 Min: 782.66 / Avg: 802.85 / Max: 817.98 Min: 936.99 / Avg: 988.41 / Max: 1081.85 Min: 1069.68 / Avg: 1083.05 / Max: 1090.83 Min: 1431.39 / Avg: 1444.87 / Max: 1468.18 Min: 1548.6 / Avg: 1552.67 / Max: 1557.7 Min: 546.73 / Avg: 547.28 / Max: 547.95 Min: 569.21 / Avg: 570.35 / Max: 572.42 Min: 923 / Avg: 926.77 / Max: 929.62 Min: 921.98 / Avg: 922.45 / Max: 923.1 Min: 891.37 / Avg: 894.75 / Max: 899.76 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
Result
OpenBenchmarking.org GHash/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 8 16 24 32 40 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.06, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.40, N = 3 SE +/- 0.35, N = 3 SE +/- 0.00, N = 3 SE +/- 0.02, N = 3 SE +/- 0.01, N = 3 SE +/- 0.01, N = 3 SE +/- 0.02, N = 3 7.28 10.47 11.63 14.19 19.68 15.87 18.42 23.74 35.13 36.28 8.05 9.16 12.70 16.39 12.95 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi Result Confidence
OpenBenchmarking.org GHash/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 8 16 24 32 40 Min: 7.28 / Avg: 7.28 / Max: 7.28 Min: 10.47 / Avg: 10.47 / Max: 10.47 Min: 11.63 / Avg: 11.63 / Max: 11.63 Min: 14.15 / Avg: 14.19 / Max: 14.22 Min: 19.56 / Avg: 19.68 / Max: 19.78 Min: 15.86 / Avg: 15.87 / Max: 15.88 Min: 18.41 / Avg: 18.42 / Max: 18.43 Min: 23.74 / Avg: 23.74 / Max: 23.75 Min: 34.34 / Avg: 35.13 / Max: 35.58 Min: 35.77 / Avg: 36.28 / Max: 36.95 Min: 8.05 / Avg: 8.05 / Max: 8.05 Min: 9.12 / Avg: 9.16 / Max: 9.19 Min: 12.68 / Avg: 12.7 / Max: 12.73 Min: 16.38 / Avg: 16.39 / Max: 16.4 Min: 12.91 / Avg: 12.95 / Max: 13 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
Result
OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Triad GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 3 6 9 12 15 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.01, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.00, N = 3 SE +/- 0.21, N = 3 SE +/- 0.10, N = 3 SE +/- 0.04, N = 3 SE +/- 0.02, N = 3 11.93 12.19 12.19 12.30 12.51 12.43 12.57 12.57 12.68 12.68 9.10 9.36 7.55 7.54 12.44 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi Result Confidence
OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Triad GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 4 8 12 16 20 Min: 11.92 / Avg: 11.93 / Max: 11.95 Min: 12.19 / Avg: 12.19 / Max: 12.19 Min: 12.19 / Avg: 12.19 / Max: 12.2 Min: 12.29 / Avg: 12.3 / Max: 12.3 Min: 12.51 / Avg: 12.51 / Max: 12.51 Min: 12.43 / Avg: 12.43 / Max: 12.44 Min: 12.56 / Avg: 12.57 / Max: 12.58 Min: 12.56 / Avg: 12.57 / Max: 12.57 Min: 12.68 / Avg: 12.68 / Max: 12.69 Min: 12.68 / Avg: 12.68 / Max: 12.69 Min: 9.09 / Avg: 9.1 / Max: 9.1 Min: 9.14 / Avg: 9.36 / Max: 9.79 Min: 7.44 / Avg: 7.55 / Max: 7.75 Min: 7.46 / Avg: 7.54 / Max: 7.6 Min: 12.42 / Avg: 12.44 / Max: 12.47 1. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi
JuliaGPU JuliaGPU is an OpenCL benchmark with this version containing various PTS-specific enhancements. Learn more via the OpenBenchmarking.org test page.
Result
OpenBenchmarking.org Samples/sec, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 80M 160M 240M 320M 400M SE +/- 513835.53, N = 3 SE +/- 621591.58, N = 3 SE +/- 297139.02, N = 3 SE +/- 121634.53, N = 3 SE +/- 720633.38, N = 3 SE +/- 815068.63, N = 3 SE +/- 333271.02, N = 3 SE +/- 1536969.33, N = 3 SE +/- 1417039.09, N = 3 SE +/- 908628.37, N = 3 SE +/- 570650.48, N = 3 SE +/- 366170.21, N = 3 SE +/- 834530.58, N = 3 SE +/- 419189.48, N = 3 SE +/- 7293118.99, N = 12 183782626 218172062 221548016 239131324 265162875 251611989 265682046 278829238 300922241 303665447 283078851 302623440 346484064 366159438 312792565 1. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm Result Confidence
OpenBenchmarking.org Samples/sec, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 amdocl 60M 120M 180M 240M 300M Min: 182818085.8 / Avg: 183782626.17 / Max: 184572023.8 Min: 217003046.5 / Avg: 218172062.43 / Max: 219122875.7 Min: 220996207.2 / Avg: 221548015.6 / Max: 222014983.7 Min: 238908355.7 / Avg: 239131324.27 / Max: 239327062 Min: 263757984.9 / Avg: 265162874.6 / Max: 266143978.9 Min: 250000827.1 / Avg: 251611988.57 / Max: 252632347.5 Min: 265132379.1 / Avg: 265682046.23 / Max: 266283389 Min: 276811943.5 / Avg: 278829237.77 / Max: 281846545.4 Min: 298088601.7 / Avg: 300922240.8 / Max: 302382263.1 Min: 301940481.9 / Avg: 303665447.4 / Max: 305023093.8 Min: 281937602.2 / Avg: 283078850.9 / Max: 283658934.2 Min: 301949103.9 / Avg: 302623440.43 / Max: 303207984 Min: 344824294.1 / Avg: 346484064.1 / Max: 347466253.1 Min: 365360933.1 / Avg: 366159438.33 / Max: 366779940.8 Min: 283477837.8 / Avg: 312792564.53 / Max: 363076216.5 1. (CC) gcc options: -O3 -march=native -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL -lm
OpenBenchmarking.org Samples/sec Per Watt, More Is Better JuliaGPU 1.2pts1 OpenCL Device: GPU GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 1.1M 2.2M 3.3M 4.4M 5.5M 1629857 1867592 1980229 1882924 1666119 2236054 2279065 2070002 2042921 2042478 2141832 2124046 2159676 5140282
OpenBenchmarking.org Celsius, Fewer Is Better JuliaGPU 1.2pts1 GPU Temperature Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 11 22 33 44 55 Min: 46 / Avg: 47.2 / Max: 49 Min: 53 / Avg: 54.4 / Max: 56 Min: 38 / Avg: 40.6 / Max: 42 Min: 51 / Avg: 52.5 / Max: 54 Min: 52 / Avg: 54.6 / Max: 57 Min: 43 / Avg: 47.5 / Max: 50 Min: 46 / Avg: 47 / Max: 48 Min: 53 / Avg: 54.5 / Max: 56 Min: 48 / Avg: 51.25 / Max: 53 Min: 49 / Avg: 52.5 / Max: 54 Min: 36 / Avg: 42.75 / Max: 46 Min: 45 / Avg: 48 / Max: 49 Min: 40 / Avg: 42.67 / Max: 45 Min: 50 / Avg: 52.33 / Max: 55
OpenBenchmarking.org Watts, Fewer Is Better JuliaGPU 1.2pts1 System Power Consumption Monitor GTX 1060 GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX RX 580 RX 590 RX Vega 56 RX Vega 64 40 80 120 160 200 Min: 57.5 / Avg: 112.76 / Max: 128.1 Min: 42.3 / Avg: 116.82 / Max: 147.4 Min: 47.7 / Avg: 111.88 / Max: 128.2 Min: 42.3 / Avg: 127 / Max: 157.8 Min: 67.7 / Avg: 159.15 / Max: 189.8 Min: 43.5 / Avg: 112.53 / Max: 153.7 Min: 52.9 / Avg: 116.58 / Max: 157.4 Min: 46.4 / Avg: 134.7 / Max: 169 Min: 99.5 / Avg: 147.3 / Max: 199.5 Min: 51.3 / Avg: 148.68 / Max: 204 Min: 93.8 / Avg: 132.17 / Max: 160.8 Min: 75.7 / Avg: 142.48 / Max: 179.1 Min: 47.6 / Avg: 160.43 / Max: 218.2 Min: 49.9 / Avg: 71.23 / Max: 89
GPU Temperature Monitor OpenBenchmarking.org Celsius GPU Temperature Monitor Phoronix Test Suite System Monitoring GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 16 32 48 64 80 Min: 32 / Avg: 61.66 / Max: 76 Min: 38 / Avg: 45.88 / Max: 53 Min: 31 / Avg: 60.14 / Max: 74 Min: 39 / Avg: 66.36 / Max: 82 Min: 37 / Avg: 55.81 / Max: 70 Min: 32 / Avg: 56.83 / Max: 74 Min: 48 / Avg: 67.06 / Max: 83 Min: 43 / Avg: 61.88 / Max: 77 Min: 33 / Avg: 62.56 / Max: 79
System Power Consumption Monitor OpenBenchmarking.org Watts System Power Consumption Monitor Phoronix Test Suite System Monitoring GTX 1070 GTX 1070 Ti GTX 1080 GTX 1080 Ti RTX 2060 RTX 2070 RTX 2080 RTX 2080 Ti TITAN RTX 70 140 210 280 350 Min: 42.3 / Avg: 142.19 / Max: 280.5 Min: 47.2 / Avg: 123.43 / Max: 255.8 Min: 40.2 / Avg: 143.79 / Max: 318.2 Min: 47.2 / Avg: 198.85 / Max: 370.3 Min: 42.5 / Avg: 144.37 / Max: 300.1 Min: 43.9 / Avg: 160.13 / Max: 317.6 Min: 46 / Avg: 176.62 / Max: 334.5 Min: 47.2 / Avg: 220.83 / Max: 367.7 Min: 49.4 / Avg: 228.34 / Max: 363.1
Darktable 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
OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 40 80 120 160 200 Min: 74.4 / Avg: 164 / Max: 184.5 Min: 80.8 / Avg: 170.15 / Max: 205 Min: 118.8 / Avg: 139.2 / Max: 147 Min: 52.7 / Avg: 132.86 / Max: 151.4
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
OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 73 / Avg: 131.16 / Max: 186.9 Min: 79.3 / Avg: 145.78 / Max: 178.8 Min: 48.4 / Avg: 110.52 / Max: 178.2 Min: 127.1 / Avg: 138.95 / Max: 150.8
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
OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 71.4 / Avg: 101.98 / Max: 180.7 Min: 77.5 / Avg: 115.43 / Max: 145.8 Min: 48.3 / Avg: 83.05 / Max: 115.5 Min: 159.8 / Avg: 170.75 / Max: 181.7
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
OpenBenchmarking.org Watts, Fewer Is Better Darktable 2.4.4 System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 77.8 / Avg: 77.9 / Max: 78 Min: 48 / Avg: 51.55 / Max: 55.1 Min: 50.3 / Avg: 70.55 / Max: 90.8
clpeak OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Global Memory Bandwidth RX 580 RX 590 RX Vega 56 RX Vega 64 0.9293 1.8586 2.7879 3.7172 4.6465 2.08 2.02 3.89 4.13
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
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 50 100 150 200 250 Min: 73.3 / Avg: 98.79 / Max: 101.9 Min: 79.3 / Avg: 107.03 / Max: 127.7 Min: 49.2 / Avg: 81.54 / Max: 259 Min: 51.6 / Avg: 87.77 / Max: 273.2
OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Single-Precision Float RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 61.58 66.87 135.00 154.00
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
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 30 60 90 120 150 Min: 69.4 / Avg: 100.72 / Max: 186.8 Min: 76.7 / Avg: 105.71 / Max: 119.2 Min: 47.8 / Avg: 76.77 / Max: 77.8 Min: 49.5 / Avg: 80.89 / Max: 182.7
OpenBenchmarking.org GFLOPS Per Watt, More Is Better clpeak OpenCL Test: Double-Precision Double RX 580 RX 590 RX Vega 56 RX Vega 64 2 4 6 8 10 3.35 3.50 6.22 6.24
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
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 69.5 / Avg: 116.89 / Max: 196.7 Min: 77.7 / Avg: 124.39 / Max: 220.8 Min: 47.5 / Avg: 112.24 / Max: 264.2 Min: 63.8 / Avg: 133.52 / Max: 322.1
OpenBenchmarking.org GIOPS Per Watt, More Is Better clpeak OpenCL Test: Integer Compute INT RX 580 RX 590 RX Vega 56 RX Vega 64 6 12 18 24 30 11.44 12.09 22.43 23.68
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
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 60 120 180 240 300 Min: 71 / Avg: 109.44 / Max: 203.5 Min: 79.2 / Avg: 117.14 / Max: 233.2 Min: 49.1 / Avg: 89.06 / Max: 257.9 Min: 52.7 / Avg: 104.67 / Max: 335.3
OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueWriteBuffer RX 580 RX 590 RX Vega 56 RX Vega 64 0.1328 0.2656 0.3984 0.5312 0.664 0.45 0.42 0.59 0.56
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
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 70.1 / Avg: 99 / Max: 100.8 Min: 78.6 / Avg: 105.13 / Max: 109.6 Min: 48.2 / Avg: 76.77 / Max: 79.1 Min: 51.4 / Avg: 79.27 / Max: 81.1
OpenBenchmarking.org GBPS Per Watt, More Is Better clpeak OpenCL Test: Transfer Bandwidth enqueueReadBuffer RX 580 RX 590 RX Vega 56 RX Vega 64 0.0495 0.099 0.1485 0.198 0.2475 0.16 0.15 0.22 0.21
OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 8 16 24 32 40 Min: 31 / Avg: 31.18 / Max: 32 Min: 35 / Avg: 35.21 / Max: 36 Min: 33 / Avg: 33.73 / Max: 35 Min: 32 / Avg: 33.85 / Max: 36
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 69.5 / Avg: 98.49 / Max: 101 Min: 78.6 / Avg: 105.05 / Max: 110.7 Min: 73.9 / Avg: 77.01 / Max: 77.7 Min: 49.9 / Avg: 78.27 / Max: 81
OpenBenchmarking.org Celsius, Fewer Is Better clpeak GPU Temperature Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 8 16 24 32 40 Min: 31 / Avg: 31.03 / Max: 32 Min: 35 / Avg: 35.11 / Max: 38 Min: 32 / Avg: 32.61 / Max: 34 Min: 32 / Avg: 32.11 / Max: 33
OpenBenchmarking.org Watts, Fewer Is Better clpeak System Power Consumption Monitor RX 580 RX 590 RX Vega 56 RX Vega 64 20 40 60 80 100 Min: 69.7 / Avg: 98.35 / Max: 99.6 Min: 78.8 / Avg: 105.05 / Max: 110.8 Min: 47.4 / Avg: 76.29 / Max: 77.6 Min: 59.1 / Avg: 78.52 / Max: 79.5
SHOC Scalable HeterOgeneous Computing 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</